{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# SolasAI Disparity Plots" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import solas_disparity as sd\n", "import pandas as pd" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Certain notebook environments have limited rendering functionality.\n", "Uncomment this cell as a potential workaround if plots are not\n", "displaying." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# import plotly.io as pio\n", "# pio.renderers.default = \"png\"" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "It's preferable to explicitly and specifically handle warnings. For the\n", "purposes of this notebook, we will filter out all warnings." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from warnings import simplefilter\n", "simplefilter(\"ignore\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Some predictions have already been created using a tree model run on an\n", "HMDA dataset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "label = \"Interest Rate\"\n", "data = pd.read_parquet(\"hmda_test.parquet\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Store commonly reused function arguments." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "protected_groups = [\"Black\", \"Asian\", \"Native American\", \"Hispanic\", \"Female\"]\n", "reference_groups = [\"White\", \"White\", \"White\", \"Non-Hispanic\", \"Male\"]\n", "groups = sd.pgrg_ordered(\n", " protected_groups=protected_groups,\n", " reference_groups=reference_groups,\n", ")\n", "reused_arguments = dict(\n", " group_data=data[groups],\n", " protected_groups=protected_groups,\n", " reference_groups=reference_groups,\n", " group_categories=[\"Race\", \"Race\", \"Race\", \"Ethnicity\", \"Sex\"],\n", " sample_weight=None,\n", ")\n", "binary_outcome = data[\"Prediction\"] <= data[\"Prediction\"].quantile(0.5)\n", "binary_label = data[label] <= data[label].quantile(0.5)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Single-Level Plots" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Certain disparity functions provide a result for each group. Their\n", "associated plots are single figures and are referred to as single-level\n", "plots." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate Disparity" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's use a result from the AIR function as an example for single-index\n", "plots." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "air = sd.adverse_impact_ratio(\n", " outcome=binary_outcome,\n", " air_threshold=0.8,\n", " percent_difference_threshold=0.0,\n", " **reused_arguments\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Output Results" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The default output for a disparity calculation result object includes a\n", "default plot." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "## Disparity Calculation: Adverse Impact Ratio" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n",
       "│ Protected Groups                          │ Black, Asian, Native American, Hispanic, Female                     │\n",
       "│ Reference Groups                          │ White, White, White, Non-Hispanic, Male                             │\n",
       "│ Group Categories                          │ Race, Race, Race, Ethnicity, Sex                                    │\n",
       "│ AIR Threshold                             │ 0.8                                                                 │\n",
       "│ Percent Difference Threshold              │ 0.0                                                                 │\n",
       "│ Shortfall Method                          │ to_reference_mean                                                   │\n",
       "│ Affected Groups                           │ Hispanic                                                            │\n",
       "│ Affected Reference                        │ Non-Hispanic                                                        │\n",
       "│ Affected Categories                       │ Ethnicity                                                           │\n",
       "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n",
       "
\n" ], "text/plain": [ "┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n", "│ Protected Groups │ Black, Asian, Native American, Hispanic, Female │\n", "│ Reference Groups │ White, White, White, Non-Hispanic, Male │\n", "│ Group Categories │ Race, Race, Race, Ethnicity, Sex │\n", "│ AIR Threshold │ 0.8 │\n", "│ Percent Difference Threshold │ 0.0 │\n", "│ Shortfall Method │ to_reference_mean │\n", "│ Affected Groups │ Hispanic │\n", "│ Affected Reference │ Non-Hispanic │\n", "│ Affected Categories │ Ethnicity │\n", "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "## Adverse Impact Ratio Summary Table" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "\\* Percent Missing: Ethnicity: 13.68%, Race: 13.56%, Sex: 46.88%" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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GroupReference GroupGroup CategoryTotalFavorablePercent FavorablePercent Difference FavorableAIRP-ValuesPractically SignificantShortfall
BlackWhiteRace340.0141.041.47%9.70%0.8100.001No
AsianWhiteRace327.0243.074.31%-23.14%1.4520.000No
Native AmericanWhiteRace20.09.045.00%6.17%0.8790.657No
WhiteRace3,623.01,854.051.17%
HispanicNon-HispanicEthnicity508.0167.032.87%21.54%0.6040.000Yes109.4
Non-HispanicEthnicity3,808.02,072.054.41%
FemaleMaleSex1,034.0414.040.04%9.78%0.8040.000No
MaleSex1,622.0808.049.82%
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eu3evEg6ZltWsWTM1stG5c+dk1D755BOMGjXK0YYclFGRiRMnon379jYizEtNjQAFJDVCqRyngBgEaJPqIiBzV+xC3uCcNrli+11mTGwsfGOj8NF/KSD2yx6vmARIwE4EzBYQufdevXohLi4OX375JW7fvo28efPi559/xqOPPqrQyPQskRQREBkNqVixIgYPHpwM2+zZs7Fw4UL1H0vGJkABMZhfCohBgDapTgHRnygKiH7GjEACJEACQkCHgFy8eFFNq5L1HUWLFlULyk+dOoXChQtjz549aNKkidq2VwTk999/V8IiazxKliypRkmCgoKUuFSuXFktVpe1IlJkHYmckylTJiYvAxGggBhMJgXEIECbVKeA6E8UBUQ/Y0YgARIgAV0CIu0OGzYMK1aswPr16/Hxxx+rtRuyw1WVKlVQqlQpBAcHKwGRItv3jh49GqGhoeockZGCBQti586dGDBgAA4cOKBGVCpUqIClS5dyEXoG67oUEIMJpYAYBGiT6hQQ/YmigOhnzAgkQAIkYJaAkCQJGCFgOwGRfaWffvpp9O7dG/369Uvx3mVbuEaNGql5hlOmTFHnyvZw8pTOCxcuqJ0a5s6diwIFCqR6zFkgCoiR7mefuhQQ/bmigOhnzAgkQAIkQAFhH3AHArYSkDVr1qihu0qVKqFu3bqpCsjnn3+OZcuWqbmDIiAylFemTBlMmjQJLVu2xPjx49UTOxcvXpzisZQSRQFxh26s/xooIPoZU0D0M2YEEiABEqCAsA+4AwFbCci+ffuQPXt2TJs2Dbly5UpRQOShNV26dFHzCGVBlAjIli1bVJ2NGzcq9jJCIqMfcq4scnJ2TGJyBMQdumv6XUN6C8iNK+exavbHKFurBSo2eDpFEAnx8Vg2/W3kyFsE9dr2UefuWv09dq35Hl7ePurvnPlD8OQrnyI+Lha71vyAI3+vQkJ8HHLkK4YG7f6DoBzBlsOmgFiOnAFJgAQ8lIAZi9A9FB1v2yQCthKQxHt+5513kCdPHqcCImLRtGlTjBkzBseOHVOjHCIg8nAb+X3WrFkOfPJQHHkyp0iIs2PyFE8KiEk9zqbNpKeAXDi2B5sWT1VykLdo2VQFZO+fi3Du8N/Imiu/Q0A2/TId+UIqoHjl+skyEBURhoObl6F83SfhlzkQO1fNx/VLp9Hk/96wPFMUEMuRMyAJkICHEqCAeGji3ei2M6SAyK4Kt27dUtu9LViwwCEgsq3bjh07MHnyZEcKZFu4oUOHQh6m4+yYnOOsXL0Z5Ubp5KXoIrB280F8tXxnujwHRIRA5ODQlt/hH5AlRQG5cfkc1v0wFpUatMb5Y7tR/38jIGvmjUL5Oq2Qv3jFFBFdPX8c634Yh7avjdOF0mm7IiD+cdEY8Xpby2O7Y8CEBMDLyx2vjNdEAiRgdwK5s/nb/RZ4/TYnkOEE5ODBg2qR+R9//AFfX99kAvLtt9+qrdxk4XliqV69uhodEQFxdqxWrVpO0xwVE2/zLsDLd4XAqr8O4IvFfyNfOj6IcNtvc5E5KBsqOZmCJVOvls54B3We6IGb1y7i/NFdDgH5/asPIHISHx+HoGy5Ub15ZxQsWeVft35g01JcPXccDdrf2SbRyiICEogYjH3jGSvDum2suIQE+NBA3DY/vDASsDMBf19vO18+rz0DEMhwAiL7To8YMQI+PnfmusfExCA2NlY9HOerr75SD77Ztm2bOiavy57UMk3r5MmTTo/JehNnhYvQM8C7wIVbSM8pWImX9/fvc5E5MJvTEZC96xYiJjoSDz32HE7u2aAEJHENSGxMFLy9fdQakIsn9mLtt6PwdN/Pkq31CL9xFctnvIMW3YchS868LlAx9xROwTKXJ1sjARIgAWcErJiCFX47CvHxCS4nISjAH97eHPZ1GZjNT8wQAiJrPmR3rPfeew/58uVLlpKkU7DkPHmgzbhx49CiRQu1C9aiRYvUw29SOpZSjikgNn8HuHj57i4gof+cxfofJ6BVr4/h7ZPpXwJy723+Mf8zFC73MEpWa6QORYbfxG9fDsXDj3dDodIPuUjF3NMoIObyZGskQAIkkF4CcuHyDbw5/hd4ebk20hJxOwqdW9XA003+PTLPLGZMAhlCQCIjI9X2urLlrjzzI2lJKiDy+u7du9GtWzecPn0a5cuXx5w5c1C8eHFVJaVjztJPAcmYb4x778rdBUR2uNq99kc1yiFFdreS6VbZgwuhzWvj/5WkNd+ORImqj6BYxbqIjgzH7zPfR8VH2vxrkbqV2aWAWEmbsUiABDyZgO4RkIPHL2LAhF+RKSDIJcy3wiLwTMPSeKXDIy6d/6AnZc6cGfJZMS1FZtVIXVlXzGIeAVsKiHm3b7wlCohxhnZowV0FRKZdBRctq3a4SlrunYJ15sBWFCpTHd4+Prh4fC/++H4M2rw6Vo2WrPjqA5Sv+wSKV2mQrqmggKQrfgYnARLwIAIZTUBkFoxMsw8ICIC3t7f6UlrEoX79Ozs/UkDcr3NTQAzmhAJiEKBNqrurgKz8+iMUrVALZWo2T1FAVs8djkunDsDbxxdZc+ZFzVYvIrhIGRza8hs2LpwML+/kw+RP9B6hxMbKQgGxkjZjkQAJeDKBjCgg5cqVU9PxExIS1OyWIUOG4Pz58xQQN+3oFBCDiaGAGARok+ruICA2QZXmy6SApBkdK5IACZDAAxHIyAIiIGRdr5+fH8LCwtSoSNIREHkW3KhRo3D79m21bnjevHmOqfi//vqrEpd//vkHISEh2LRpEz799FPHFKwDBw6gdevWWL58OUqUKPFAzHlycgIUEIM9ggJiEKBNqlNA9CeKAqKfMSOQAAmQgBDIyAISFxeH2bNnq0cuyCZDUpIKiKz3LVKkCHLmzInBgwcjPDwcEydOVLuhypStFStWqA2LLl++rHZKTVwD0qdPH8hz4WbOnInatWuzIxkkQAExCJACYhCgTapTQPQnigKinzEjkAAJkEBGFRCRjsDAQISGhqJYsWJYuHChEol7BSRpDxDZmDBhAhYvXowxY8YoCZGdUpMWERB5uPXatWvRv39/tGvXjp3IBAIUEIMQKSAGAdqkOgVEf6IoIPoZMwIJkAAJZFQBSVwDItOv/vzzT3Tu3BlbtmxBwYIFk42ATJ8+HT/99JNaK3Lt2jXkzZsXS5YswaBBg9SIxxtvvPEvAfn888/h5eWF+fPnq1EQFuMEKCAGGVJADAK0SXUKiP5EUUD0M2YEEiABEsjoApKY4caNG6Nfv35o06aNQ0BkjYc8M06mZmXPnl2Jx5QpU9TP0aNH4+zZsxg7duy/BEQWs3fs2BFdunTBzp07kS1bNnYkgwQoIAYBUkAMArRJdQqI/kRRQPQzZgQSIAES8AQB+fvvv9GsWTNs3rwZpUuXdgiILECX58OJcMizPZ5//nlERUWpv48cOQKRljVr1qhtfM+dO4dChQo51oDIc0BkzcjFixfx9ddfsyMZJEABMQiQAmIQoE2qU0D0J4oCop8xI5AACZBARhWQxDUgMgUrT548aqRDRi2kJC5Cl7Uc7du3x+HDh5E/f3689tprarG6CIgUkZN33nkH169fV7tgicAkfRBhdHQ0atasiaFDh6p2WNJOgAKSdnaqJgXEIECbVKeA6E8UBUQ/Y0YgARIgAasEpN+4xfDxd+1J6OG3IvBso7Lo07EhE+QhBCggBhNNATEI0CbVKSD6E0UB0c+YEUiABEjACgEJDYvAkHFLEBUd6xLw6JgY9H6mARrWKOnS+TzJ/gQoIAZzSAExCNAm1Skg+hNFAdHPmBFIgARIwAoBIWUSSI0ABSQ1Qqkcp4AYBGiT6hQQ/YmigOhnzAgkQAIkQAFhH3AHAhQQg1mggBgEaJPqFBD9iaKA6GfMCCRAAiRAAWEfcAcCFBCDWaCAGARok+oUEP2JooDoZ8wIJEACJEABYR9wBwIUEINZoIAYBGiT6hQQ/YmigOhnzAgkQAIkQAFhH3AHAhQQg1mggBgEaJPqFBD9iaKA6GfMCCRAAiRglYCE345CfHyCy8CDAvzh7e3l8vk80d4EKCAG80cBMQjQJtUpIPoTRQHRz5gRSIAESMAKAblw+QbenfQrfHx8XAIecTsKzzZ/CE81ruzS+TzJ/gQoIAZzSAExCNAm1Skg+hNFAdHPmBFIgARIwAoBOXj8It7/ciWyZs/uEvDQG7fQrHoR9GrfwKXzeZL9CVBADOaQAmIQoE2qU0D0J4oCop8xI5AACZBARhaQAQMG4Pz585g3b16qiZ4wYQLCw8MxZMiQVM/lCeYToIAYZEoBMQjQJtUpIPoTRQHRz5gRSIAESCCjCkhsbCyqV68OPz8/rFy5Ejly5Egx2adOnYLUKVmST19Pj3cFBcQgdQqIQYA2qU4B0Z8oCoh+xoxAAiRAAhlVQH755RcsXrwYhQoVQoECBdC7d2+V7HPnzqFbt244c+YMIiMj0atXL7z99tsYMWKE+vv999/H1atX0bVrVxw8eBAxMTHo06ePY2SkZcuWeOqpp7BkyRLcunULQUFB+Pbbb5ErVy52JgMEKCAG4ElVCohBgDapTgHRnygKiH7GjEACJEACGVVA2rVrh9dff10JSJcuXbBhwwaVbJmWVbx4cfTt2xfR0dG4fPmyOiepgMTHx2Pjxo1o0KABLl26hHLlyuHw4cMIDg6GCIiMqixcuFAtqpf2smfPjqFDh7IzGSBAATEAjwJiEJ6NqlNA9CeLAqKfMSOQAAmQQEYUkCtXrqBhw4bYv3+/SnCjRo0wbdo0lC1bVv2UNSFffPGFEovEklRA7u0V9evXh6wRkSldIiA9evRAhw4d1GnfffedGg2ZM2cOO5MBAhQQA/AoIAbh2ag6BUR/sigg+hkzAgmQAAlkRAEZN24cBg4c6Nj2Ny4uTv09fPhwlfCvv/4ao0ePRuHChZVYlCpVKtkIyPHjx/Hxxx/j7Nmz8PLywpYtW/D777/j4YcfVgIyePBgNGnSRLW1YMEC9d/8+fPZmQwQoIAYgEcBMQjPRtUpIPqTRQHRz5gRSIAESCAjCoiMVIgUlChRQiVYplnVrFkTIhbe3t6OpH/55ZeYMmUKtm7dmkxA5Nx+/fqhc+fO6lwRDzkvUUBkp6zGjRtTQEx8+1BADMLkGhCDAG1SnQKiP1EUEP2MGYEESIAEMpqA7Nq1Sy0437RpU7LkysiFrAkpUqSI2unK398fu3fvxvPPP69+Jp2CVaxYMfzwww+oVasW/vzzTzRr1gzr16+ngGh8u1BADMKlgBgEaJPqFBD9iaKA6GfMCCRAAiSQ0QRERi5CQkLUCEbSIms0li5dikceeQSffvqpWkgui8dlupas8UgqILJG5M0330TWrFlRr149REVFqUXrHAHR936hgBhkSwExCNAm1Skg+hNFAdHPmBFIgARIwCoBeXfqbwjKls0l4DduhKNlzRD07sAnobsELAOcRAExmEQKiEGANqlOAdGfKAqIfsaMQAIkQAJWCEhoWASGTlyKqNg4l4BHRcfgpbb10KD6nTUcLBmfAAXEYI4pIAYB2qQ6BUR/oigg+hkzAgmQAAlYISCkTAKpEaCApEYoleMUEIMAbVKdAqI/URQQ/YwZgQRIgAQoIOwD7kDAdgJy5MgRPP3002rHg3sXHCUClb2ZZT9neTBN3rx5MX78ePVQGimy9Vr37t1x4cIFVK1aFXPnzkWBAgVSPeYsWRQQd+jG+q+BAqKfMQVEP2NGIAESIAEKCPuAOxCwlYCsWbNG7UpQqVIl1K1b16mAfPTRR+jSpQtkW7U//vgDHTt2VMIRHx+PMmXKYNKkSerBMiImK1euxOLFiyEPrXF2LKVEUUDcoRvrvwYKiH7GFBD9jBmBBEiABCgg7APuQMBWArJv3z61hdq0adOQK1cupwJyL9gcOXLgxIkTkNETGTXZuHGjOkWEREY/Dh8+jEOHDjk9JjE5AuIO3TX9roECop89BUQ/Y0YgARIgAftvSHEAACAASURBVAoI+4A7ELCVgCQCe+edd5AnTx6XBOTAgQNqypbIxzfffKNGPGbNmuVgX6dOHUyYMEFJiLNj8oRMCog7dNf0uwYKiH72FBD9jBmBBEiABKwSkPDbUYiPT3AZeFCAP7y9vVw+nyfam0CGFpDY2Fg0b94cr776Ktq0aYPp06djx44dmDx5siNrTZo0wdChQ3H06FGnx+QcZ+VmRIy9ewCv3iUCazYdxIyl25E3OKdL5/OkBycgAhIQH4NRA9o9eOUMWCMhHvDyzoA3xlsiARJIdwLZAn21XsOFyzfwwZRlyOTr41Kc8IgotH+sGp5oWMml83mS/QlkWAGR6VWyDqRUqVIYNmyYytS3336rnoopC88TS/Xq1TFlyhQlIM6O1apVy2mmb92OtX8v4B2kSmD1poOY/uvfFJBUSaX9hEQB+Wxg+7Q3koFqyveG/C4wAyWUt0ICbkQgS0AmrVdz8PhFjP5mHfLlz+NSnKvXbuLh0sF4qV19l87nSfYnkCEFJCEhAb169UKWLFkwZswYR5a2b9+uXt+2bZt6TUZIgoODcezYMZw8edLpMVlv4qxwEbr93wSu3AGnYLlCydg5nIJljB9rkwAJkICrBArmDnD11DSdZ7WAyAZFa9euVTNZfH3vju5Uq1YNP//8M0JCQlK8j99++w2PPPIIAgMD1XkdOnRQ0/zr1zdPiGrUqKE+Z8ourlYUWV4QHh6OIUOGWBHugWNkCAGR0Q7pfO+99x7y5cuH1157DSIhsstV0iLnVahQAePGjUOLFi3U8UWLFmHVqlVqQbqzYylRpYA8cJ+zZQUKiP60UUD0M2YEEiABEhACGVFA5PPcf//7X7zxxhuOJLsiIPJ5UXZWXbJkiVpfLGXLli0oX748smbNakqH2bt3L/r06aM+a65fv96UNlNr5NSpU+qL9pIlS6Z2aroczxACEhkZqbbQXbZsmTLfsmXLwscn+bzDTz75RHXK3bt3o1u3bjh9+rTqXHPmzEHx4sUV/JSOOcsOBSRd+q3lQSkg+pFTQPQzZgQSIAESyKgCIs92kzW9Ig9FihRRiU4qIJs3b1ZrguUZcfIZUb6ElkcyDBw4UP0uX0LnzJkT8sgHeV1GDhYsWICiRYs6pCYmJgYFCxZUnxdFTkQq/vrrLzVykvSZc/f2sgEDBkCm/Mta5KlTp6rPqVI2bdoE+XwqO7LKUoCLFy/is88+U3Fld9awsDCMHTsWjRs3VufLUgG5roiICMj65IkTJ8Lf3x8jRoxAtmzZ8Pvvv6vrFwYLFy6EfD5+//331Zfycs6MGTNw69YtPPfcc6pdZ0wSr0s4yiZOly5dQv/+/dXnZ7OKLQXErJs3ox0KiBkU3b8NCoj+HFFA9DNmBBIgARLIqAIiH8jPnj2rnv/2008//UtAzp8/rz64y9pg+cJ60KBBkJEJKYULF8bOnTsdIyCJAuLn56dm1chDrKXIVK2RI0eqmTMiH/KhXz7Yy46rzZo1w8GDB9X0/6RFRiHkC+9du3ZBHpQtH+iHDx/uEBCZ5iWxK1eurMRDpn/JdDJ5gLaMloi8iCicOXNGTQmT10QMXnjhBSVNgwcPVtcgs3tkl1e5dinyWqKAyBpoeQber7/+qh5ncfXqVXWvzpiIgNSrV0/JVe3atfHPP/+oe5DzRXjMKBQQgxQpIAYB2qQ6BUR/oigg+hkzAgmQAAlkVAFp0KCB+vAuH5g/+OADtGrVKtkISNLMy0hG7ty5cfPmzRQFRCSgRIkSalRB1pH07NlTtf/SSy+p0ZLjx4+rn1JklEJGYJo2bZqsk8nDrmV62JdffqlGH2QtiAiLt7e3GgGRNvfs2aPqSHsiGfLwbCkiTDICI6M2MmIh06oS1zaLpEi8devWKdmQNuRxE4klqYC0bt1aCUvbtm2dvgGSMpHr6tGjB+T5e4lFBESmqZk1pYsCYvDfIgqIQYA2qU4B0Z8oCoh+xoxAAiRAAhlZQDp16qQ2GpIpRjJNSr7Fl6lIIg8iEbIwWz7US5GRBBECKc5GQEQqZMqTyMrrr7+OYsWKqVETGRmRKVgy/T+xyHQpmYbVvn3ynRzlQ79MnfLyurOvoXzQl79lLbJ80JcRDBm1kSIbIskIhoykSJERjPz58yM0NFSN2Hz99dfqQdxS4uLi1O8yOiKycfv2bceur3I8qYDI8+xkBOTeXV2dMbn3uqS9SpUqqRGacuXKmfImooAYxEgBMQjQJtUpIPoTRQHRz5gRSIAESCCjC4jcn6z1kKlGK1asUNOeZKpU6dKlsXHjRrX+QsRDPtgnCohMaZIdtBIXoSdOwRIBkalTsnPVxx9/rKY5yYiGFBn5kClfQUFBTjuVjFzIAnd52HWigMj0sB9++AHz5s1TAiKCI6MZqQmIjHzIGpFPP/30X/GSykbiwaSvPfnkk2rURp6Jl1iuXbvmlMm910UBccN/NyggbpgUDZdEAdEA9Z4mKSD6GTMCCZAACXiCgMjUKlmALouv5Vt++SlTp06cOKGEQdZxfPjhh2qRtxQ5VxZ0yzQuKUkFJPHDd8WKFdUHeBldkSJrQDJnzqyEQDZAkkc6iMjI6EhikWlTIg0iA4klKipKjcjINCwZ6XBVQGTzpIYNG6p1HHItMjoiU7VkI6XUBETWhsh/MoVKZOzcuXOIjo52yoQCYoN/JyggNkiSCZdIATEBYipNUED0M2YEEiABEvAEAZF7TFzQLdIhH/hltysZDcmbN69adyG7Ucnibyk//vijeu6HTGmSEY97BURkRURDdoNKHPGQ0RNpU6ZTiVTIdKzly5cnGxERsfnqq6+U4CQtsr5CpkPJzl2uCojUX7lypZqKJeIhi8Hl8RPdu3dPVUBk+185V3Z+lalanTt3xueff+6UCQXEBv9OUEBskCQTLpECYgJECoh+iIxAAiRAAi4QsOI5ICNmr0ZwcG4Xrga4dj0MdcrnR8/2d0YgWDI+Aa4BMZhjCohBgDapTgHRnyiOgOhnzAgkQAIkIAR0C0hoWAQ+mPob5N91V0pUdAy6PV0X9avdeS4bS8YnQAExmGMKiEGANqlOAdGfKAqIfsaMQAIkQAJWCAgpk0BqBCggqRFK5TgFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiCB9BKQkJAQLFmyBJUqVWISSAAUEIOdgAJiEKBNqlNA9CeKAqKfMSOQAAmQgFkCMmLECLz33nsICAhwQG3ZsiXmz5+v/pafnTp1chwzKiBVq1bF999/j7JlyzpNosRcvnw5vvrqq/teA7PvPgQoIAZzQQExCNAm1Skg+hNFAdHPmBFIgARIwEwBOXr0KGbMmPEvqNu3b0f//v2xdu1a0wRkzZo1qF+/Pvz8/Jwm8dKlSzh//jweeughREVFoXDhwrh8+TKT7oYEKCAGk0IBMQjQJtUpIPoTRQHRz5gRSIAESEC3gOzfv1+NfJw4cUKNVlSrVk1JioyAvP322xg7dizCwsKQP39+TJs2TR2XUrx4cQwePBiLFi1CRESEEojJkyejevXq6njSERQ5JqMv3333HW7evImaNWs6Rj5kmte3336L1q1bq9dq1Kih6jdt2hTh4eGYNGmSoxO8+eabuHHjhorDYi0BCohB3hQQgwBtUp0Coj9RFBD9jBmBBEiABHQLiLT/888/K9G4dwSkfPny+OGHH5AlSxZ89tlnSjbWrVvnEIy6deti7ty58PHxwezZs5W4JD2euIbk3XffxebNm5WA5MyZU416FCxYUE29knMWLFiA0NBQdSwhIUG1f+zYMSUq586dU9PG5HWRGjlXXmexlgAFxCBvCohBgDapTgHRnygKiH7GjEACJEACZgrIvWtAPvroI/Tt29epgEydOhUtWrRQSThy5Ajq1avnmCIlMjBz5kw1UpEoDHXq1El2PFFAZLRk3rx5kONJS0oCIuc1b94cXbt2xfPPP6/kSK5179697BTpQMB2AiId9umnn0bv3r3Rr1+/+yK7cuWK6mBbtmxBcHCwMmiZNyhl69at6N69Oy5cuABZ0CSmXaBAgVSPOcsNBSQdem06hKSA6IdOAdHPmBFIgARIwEwBcbYGxNkIyOLFi1GlShWVhJMnT6rpVzJSIUUE5JdffkHlypWdHk8UEFkHIlO8ChUq9EAC8uOPP2LChAlKPl566SXIiMyAAQPYKdKBgK0ERBYgia3KFm4yTOdMQLp06aI68rBhw5RwdOzYEQcOHFALl8qUKaPm/8lODePHj8fKlSshb4i4uDinx1LKCwUkHXptOoSkgOiHTgHRz5gRSIAESMAKAZGpVWPGjElxEfr9BCTpNr0pHS9atKiaylW7dm2nAiJrO3LkyOGYgiUnxsbGolixYuq65IvpPXv2IF++fOwU6UDAVgKyb98+ZM+eXS1aypUr130FJD4+Hrlz51Zz/AIDAxXStm3bokePHsibN6+qs3HjRvW6nCujH4cPH8ahQ4ecHpOYzgoFJB16bTqEpIDoh04B0c+YEUiABEjACgH566+/8Oyzz6rPV4nb9N67Da8RAXnrrbewc+dOtQYka9asOH36NERKkk7Bks94stZEZsMkffbIO++8o16Tz4gyUsOSPgRsJSCJiKTz5MmT574CIuLRoEEDNTSXWIYMGaKkRBYoyYjHrFmzHMdk/qAMx8mbxNmxlBYnUUDSp+NaHZUCop84BUQ/Y0YgARIgATMFRBaD+/v7O6A+/vjjamRCFnjLVHiZuSIzVuQ1MwUkMjJS7aglU6rkd9l2d9myZckERC5q4sSJGD58uBoJkUXrIiSnTp1SO24tXLhQ7ZTFkj4EMpyAyBoR6VCyDVxikalYYsKyH/SOHTuSbbfWpEkTDB06FDKP0dkxOcdZiYiKTZ/MMaqlBFZvOoipv/yNfME5LY3rScFEQAISYvD5oPaedNtO7zU+HvD2JgoSIAESMJ9AoH8m8xu1SYsy46Vhw4Y4e/YsfH19bXLVGe8yM5yAyFZstWrVUh0rscjDcGS/aRGQpUuXqoXniUX2l54yZYoSEGfHpD1nJTQ8JuP1Ct7Rvwis2XwQM5duR14KiLbeIQKSOT4GI/u30xbDTg3LzpFeXna6Yl4rCZCAXQjkCPLMD96yBuS5555Ti99lBIUl/QhkOAGRYT+ZniX7PcuQm5QnnngCPXv2VPMDe/XqhW3btqnXpSPKLllyrsxFdHZM1ps4K5yClX6d18rInIKlnzanYOlnzAgkQAIkIAQK5g7wOBCDBg1SDyiUWS0yFZ+jH+nbBTKEgMj0KtkdS/ajlt0MRDbk5wcffKB2wZIpWTI1KygoCBUqVMC4cePUPtSyC5bs1LBq1So1RcvZsZRSRAFJ3w5sVXQKiH7SFBD9jBmBBEiABDxVQJh59yKQIQREFiDJ9rqyAKlixYpqT+lu3bphw4YNahRk8uTJ6uEzUnbv3q2OyY4Jsv/znDlz1GKk1I5xBMS9Oq7VV0MB0U+cAqKfMSOQAAmQAAWEfcAdCNhSQNwBXOI1cATEnbKh71ooIPrYJrZMAdHPmBFIgARIgALCPuAOBCggBrNAATEI0CbVKSD6E0UB0c+YEUiABEiAAsI+4A4EKCAGs0ABMQjQJtUpIPoTRQHRz5gRSIAESMAqAbl8PQyxsfEuAw/OmQWZMvm4fD5PtDcBCojB/FFADAK0SXUKiP5EUUD0M2YEEiABErBCQM5cvI5PPx6BXN43kStzHDKn8NiR27FeOHbdG4+27oS2TzRigjyEAAXEYKIpIAYB2qQ6BUR/oigg+hkzAgmQAAlYISAHj1/Ej+PewPP5dyFX5gSn0C/f9sauy744Ex6A4GZv4LkOTzJBHkKAAmIw0RQQgwBtUp0Coj9RFBD9jBmBBEiABKwSkD+nDUCnfHucAr8U4Y3dV/wQnwAE+Pogos7b6NA+bQIij2IoV66ceiRDYpEdUUNCQtTOqPKMuFKlSuHAgQPw8/OztBN06NAB/fr1Q/369S2N6+7BKCAGM0QBMQjQJtUpIPoTRQHRz5gRSIAESMAqAfl7Vn88nWvvfYFfCPfG3qt35KNy7mjcivXH8SrvahMQuQh55tujjz5qeQfYsmWLeuxD1qxZLY/tzgEpIAazQwExCNAm1Skg+hNFAdHPmBFIgARIIL0F5Hy4N/aLfOCOfBQIisfh0ADtApI5c2bIc+NiY2PRp08frF27FlFRUahWrZp6KPWmTZswfPhwZM+eHefOncPNmzfx0UcfqQdXS9m8eTNeffVVXLlyBT4+Puph1i1btlT1PvnkExQpUkQ99PrSpUvo37+/euacFDlnyJAhaNy4sWpT2li5ciXi4uIwZswYdOrUySM7JQXEYNopIAYB2qQ6BUR/oigg+hkzAgmQAAmkp4Ccv+WN/df9gASgUu5o5A+6s0uWlQLyyy+/YPbs2fjhhx9U7BMnTqgHUotIyDSpbdu24aGHHlKv16tXT03bkodanz9/HhEREWoqlzz4etCgQdi7d6+qJ+f99ddfqF27Nv755x814iHn+/v7JxOQXr16QUTo888/VwIiApQtWzaP7JQUEINpp4AYBGiT6hQQ/YmigOhnzAgkQAIkkF4C4pAPJKBSrhjkDYyHt9edfJghIDNnzky2vkPWfXh5eak1IFISR0BEGlq3bo1p06Ylm5IlItGzZ0/s2XN33Urbtm3RtWtXyM+kJSYmBrlz51YjGlKvR48e2Ldvn+MUEZAlS5agZMmSyQRERldOnjyJnDlzenxHpIAY7AIUEIMAbVKdAqI/URQQ/YwZgQRIgATSQ0AS5cNL5CN3DIID7sqHWQKS0iL0pAIiv2/YsAEffvihGqUYNWqUmmYlIjFw4ECsX7/e0UlkxKJ69ep4+eWXsWbNGkyYMEGNgkiR827duqXqDR48GH/88YejXqVKlbBgwQK1MD5xClbNmjURHBzsqO/pPZECYrAHUEAMArRJdQqI/kRRQPQzZgQSIAESsFpA1JqPa7LzVAIq30c+0kNAEnvB33//jVatWqlpVocPH0bnzp1x7NgxRycRMRH5aNSoEUqXLo2NGzeibNmySjzy58/vEBBZ4yFrShLL/QRE1oDIQvQzZ86oKV2eXiggBnsABcQgQJtUp4DoTxQFRD9jRiABEiABKwWkpv9+7Lt6Z9tbWfORdNpV0kzIFKyjld9Fx2f0bMMrsRKnYIkABAYGqilUIhKVK1fG1q1bcfToUdStWxc///yzmqIli85FTkRIrl+/rtZ3yLqQoKAgjBw5Uo2ghIWFqREQVwVEFqbnyZNH1Y+Pj1ft5s2b1yM7JQXEYNopIAYB2qQ6BUR/oigg+hkzAgmQAAlYJSB/TB2I4OjDst4cVVKQD7mevVfvCEiXjvoFREYxunfvDlnHIc8EkR2rZO2HiMSbb76JokWLqpGOTJkyYezYsY5dsGR61vz585UwyPlTp07Fzp07H0hArl27pnbgWrduneqIsgtWx44dPbJTUkAMpp0CYhCgTapTQPQnigKinzEjkAAJkIBVAvLlp0NQxvsIKuSSkQ/nT0OPiweWnMyKXE0HoHvntAmIGVlNFBBZ68GinwAFxCBjCohBgDapTgHRnygKiH7GjEACJEACVgjIrYgozPpmMXwRjUzezpknJACRcV6IiIzHky3ro2LZ4umWoPtNpUq3i/GAwBQQg0mmgBgEaJPqFBD9iaKA6GfMCCRAAiRghYDYkTIFxNqsUUAM8qaAGARok+oUEP2JooDoZ8wIJEACJEABYR9wBwIUEINZoIAYBGiT6hQQ/YmigOhnzAgkQAIkQAFhH3AHAhQQg1mggBgEaJPqFBD9iaKA6GfMCCRAAiRAAWEfcAcCFBCDWaCAGARok+oUEP2J0ikgv23Yh2V/7oGfbyb9N+KhEaKiY/FEoypoXq+ChxLgbZOAfQgUzB1gn4vllWZIAhQQg2mlgBgEaJPqFBD9idIpIDN/+hOnrt5G9mxB+m/EQyPcuHELIXmz4MU29T2UAG+bBOxDgAJin1xl1CulgBjMLAXEIECbVKeA6E8UBUQ/Y50RKCA66bJtEjCXAAXEXJ5s7cEJUEAenFmyGhQQgwBtUp0Coj9RFBD9jHVGoIDopMu2ScBcAhQQc3mytQcnQAF5cGYUEIPM7FidAqI/axQQ/Yx1RqCA6KTLtknAXAIUEHN5srUHJ0ABeXBmFBCDzOxYnQKiP2sUEP2MdUaggOiky7ZJwFwCFBBzebK1BydAAXlwZhQQg8zsWJ0Coj9rFBD9jHVGoIDopMu2ScBcAhQQc3mytQcnQAF5cGYUEIPM7FidAqI/axQQ/Yx1RqCA6KTLtknAXAIUEHN5srUHJ0ABeXBmFBCDzOxYnQKiP2sZVUAunjqE3+aOxq0b15C3UAk8/sIQZMme+19Ar106ixXzxuBW6FV4eXujVvOOqFSnBbavWYj1i2cmOz82JhrPvjYKhUtXwenDO7Hmh8mIDL+JvEVKo2WXgQjIkl1/wu6JQAGxHDkDkkCaCVBA0oyOFU0iQAExCJK7YBkEaJPqFBD9icqIAhIfH4eZw17Eox3/i+IVaiqZOH1oO9q8/OG/gC6YOAQVazdH+ZpNEX7zGuYMfwVd3vwCQdlyJTs3MiIMs4e/jBffnYm42GjM/qQ32v9nOHIXKIaNv87GP2ePoU3vYfoTRgGxnDEDkoBZBCggZpFkO2klQAFJK7n/1aOAGARok+oUEP2JyogCcuHkQaxd8AWeGzhOAUyIj8eUtzqi+3tfwT8g+UMRvxnZF80790dwoRLq3K8+egmtew9DzuBCyeBv+f07iIQ0bPMSju/djP1bVuLJ7m872p88pAN6vP81Mgdm0Z+0JBE4AmIpbgYjAUMEKCCG8LGyCQQoIAYhUkAMArRJdQqI/kRlRAE5sHUVTh3cjpZdBjkAfjvqv2j6bF/kL1Y2GdQjO9dj0/Jv0bB1DxzdvVFNw2ra4T/JzomPi8OXw15Ax36fIVuuvJA6x3b/hZZd77YvIyLyd97CpfQnjQJiKWMGIwGzCFBAzCLJdtJKwFYCcuXKFXTt2hVbtmxBcHAwZsyYgfr16//r3g8fPoxevXrh3Llz8PHxwZAhQ/DCCy+o87Zu3Yru3bvjwoULqFq1KubOnYsCBQqkeswZYApIWruevepRQPTnKyMKyO4NS/HPmaN4rNOrDoDfjx2IOq2eR9Ey1ZJBjbodjsXTh+FW6BXExESpaVT3SsTBbWtweMc6PN3zPVU3LPQK5o1+FZ1eH4MsOfNg36YVWDl/HDq/MRF5C5fUnzQKiKWMGYwEzCJAATGLJNtJKwFTBOTYsWMoWVL//+y6dOmCkJAQDBs2TIlEx44dceDAAQQEBCS7/xYtWqBbt274v//7P1y8eBEPPfQQduzYoaSlTJkymDRpElq2bInx48dj5cqVWLx4MeLi4pweSwkuBSStXc9e9Sgg+vOVEQXkwNbVOLFvC1q9MMQBcM6IV/BYp9dQIKRcMqjzP38dVR95Sq0BkYXrS2Z+jHZ9PkaufEUc530z6r9q6lWR0lUdrx3dtQGbf5uHuNhYVKrbAttWL0CXwZMtX4jOKVj63yOMQAJmEaCAmEWS7aSVgEsCMm/ePCxduhQJCQnqQ32rVq1UPPnQ/vnnn+P9999HeHh4Wq/BpXrx8fHInTu3GtUIDAxUddq2bYsePXrgySefTNZGrVq11OhIlSpV1OsVK1bEokWLcO3aNfTr1w8bN25Ur0ubMvohIyaHDh1yeix7duc7yrgqIKFhERgxYzmiYmJdul+elDYC+XNnRf9uzeGbySdtDTipRQExFed9G8uIAnLp9BG1s9Xzgyff+TcnLg6TBz+DHsO+RkBQNgeHWzeuYt7o19Dzw7mO1/5cPBOBWXKgRtN26rVzx/dh1fzx6PrWVKfJuHHlAhZOGYoX3pmuP2H3RKCAWI6cAUkgzQQoIGlGx4omEUhVQCZPnqymMMmIQqZMmdSUpSlTpqgRj5deegk3btzAF198gccee8ykS7p/MyIeDRo0wIkTJxwnyHWJlAwadHf+sxxcuHAhPvroI4wYMQI///yzmoYlox3ffPONGvGYNWuWo406depgwoQJSkKcHatZs6bTe3NVQI6euoSPZ/0O33sWnmqF5oGNe0ffxqj+7ZE1KLOpd08BMRWnxwiILDqf9dFLaPpMH4RUeFjtgnVs90Z0eG2UWpC+6vuJqNuqi5KRqW8/h3b/+QT5ipRCdNRt/DhhCOo92Q3FylVXvH6Z8SFCytdA5fp3vgC66lttrAAAIABJREFUt8j2vb9+9Qmq1G+F8jUf1Z8wCojljO0acO/hs7h2U++XlHZlY9Z1+/tlQs1KJeDt7eVSk2YIyPHjx/Haa6/hr7/+QmxsLEqUKIHRo0ejadOmLl0DT/JsAqkKSOXKlTF06FB06NBBkdq0aZMacbh9+zb69++Pt99+G5kzm/th734pOXLkCFq3bo39+/c7DstULBnFkJ9Ji0hR+/bt1WhJRESEGv2oVq0apk+frqZiiVQlliZNmqj7O3r0qNNjco6z4uV1980eFRPnOM3f9+438PL6oeMXMeSLZVg69iXHOU+/Oc/x++Lhz/F1AEY5+MbcxpS3OyI4590dhlLKSyL0e/N1v9efHPA18gXnVIe+HPK0I189Rix2/M7X76AwwiE6yfvIL8n7yKzX35y60pGv4b3vfnGi+/XMQVmRJ38xPNV9ML54u4vjGl56bwaCC4bg5MEdmDfm7pcpjdv1Qt0Wz6rzXLnOPAWKoXbzZ1GlXguXzjf7fkNv3MIXb7Rx3JdZ+WI7d5DahYOzf28XPX23z7dePMfRT/j6HRRmcXD1/3cyo8VokTW4iZ+hvL29sWvXLjWrpGDBgkabZn0PIJCqgGTJkkVNTypU6O5WkLLmYs2aNZDRA6vK+fPnIVOrzp496wgpApQ/f3688cYbyS7jkUcewSuvvKKmi8lakU6dOqkpZH///bf6KaM4iaV69epqREcExNkxieus/Lzkd8eh+g0aOn7fsH5dstePnLyED2etwM0rpx2v5ylWwfH7lVN3xYqv38GSFg7ekRH4rH877N65xaW8JJ50b77ufX3XgTPYejET8v5PQC4c3+Nov0CJyo7f+fodFGnhIFM6feNjMWvMW07fR67mS85L+n586+OJuHgzClkCM6NImbvrJ84c3uWIxdfvoEgrB5mClXD9OFo9Ukm1k9K/h2nNY2rvU8ZN/v8dqzhvvOf/d0njRtyOwuo5CzE0MNLxXvvrn0uO3+vmzcfXARjlsNknF0p2egbPtm/t0r+fbZ5s7jgvrb+IaMgXvPebJSIjIu+8846ahSL/tsuU+U8++QQiKo0bN1afy/r06aNCy2wa+aw5duzYtF4K69mQQKoCIt/wX79+HTly5HDcXp48ebBz504ULlzYslsWW5e4suA98VqeeOIJ9OzZE23a3P3WTXa3qlu3Lk6ePOm4trfeegt58+ZFw4YN1e5Y27ZtU8fkDSIL06VNOd/ZsVy5kj8ILOlNP8gUrOFfr4RfkLV781uWIHcJFBmBkf3acgqWu+TjAa4jI64BeYDbt/2pXANi+xRquYGb4bex4ONJ6HrjgJb22egdAr9myo9KA15FyaJ3hS4lNmZMwZJp8PJltGzs8/DDDycLJ9PgZcbMjz/+CPkcKZ/XnnrqKbz66qs4deoU6tWrhz/++AMyu0W+RJYvi62YTcP+4j4EXBIQWbjt7+/vuGpZT/Hiiy8ia9asjtdkvYXuIrKRL18+fPDBB6qzypQs6bxBQUHo27cv3nvvPbUmRMRo2bJlaverW7duoXnz5qqOzEusUKECxo0bB9kpS+5D7H3VqlVqKpezYyndFwVEd9YfsH0KyAMCc5/TKSDuk4u0XAkFJC3UMn4dCog1OU4PAZE7k7W1MnIRExODAQMGQHYrlSLrhOVY4kyZ7777Tq0XXrt2rTouxyZOnIhLly6pUZLETYOsocUo7kAgVQFJfH5Gahf71VdfpXaK4eOhoaFqMfyGDRvUKIis5RC5iIyMVFvoinTIjlerV69WC+fDwsLUzl2yU1biQvXdu3erNk6fPo3y5ctjzpw5KF68uLq2lI45u3gKiOG0mtsABcRcnha2RgGxELaGUBQQDVAzQJMUEGuSmF4Cknh327dvV/Ihn7dkeryfnx+KFSumNgGSIoIis1g2b96s/pYvfWXRukyD/+mnn6yBxChuRSBVAXGrq3XDi6GAuFlSKCBulhDXL4cC4jordzyTAuKOWUn/a6KAWJOD9BYQuctp06apXUjly2CRC/ldHvh8vzJ8+HAlI7L+dsyYMWjWrJk1oBjFbQhQQAymwg4CkpAQj70r5+Dc/o3w9smEMvXaIKT6v9/ssTFR2L1sBq6dPwIkJCB/qRqo+Njz8PLyVpRioyOxffEk9XutZwY4yEVF3MSOX75A6IVj8AvMimqteiFX4bIGyaaxOgUkjeDSvxoFJP1zYOQKKCBG6GXcuhQQa3JrtYDIzBPZflemWMnGRJcvX1YjILVr11Y7k3744YdKMGSWSc6cOdWz4v755x8140TW4cpOpbIxkMxGkQXqMoIiU+hZPIdAqgLi6k5XstjIE4sdBOTUrjVKPmo/MwixMZHYMGcYqj/9H+QoUCJZyo5sXISIG5dRpWUPJMTHYdP3nyKk2qMoWL4Obt+8ii0LRiNnodKIDLueTEBESgJzBKPsI88g9MJxbPt5HJr2/Aw+vn7WdwkKiPXMTYpIATEJZDo1QwFJJ/BuHja9BeSHE8fx2Z49iI6PQ4vChfFR9Yfh433nS7WkZdL+ffj+xHHI5rQls2bDqFq1ked/jxhwpY2Ru3dh+dkzWN0q+YORrUqP1QIiQiGPZJCtd2Wqu0yLf+6555R8+Pr6qilXMsoxe/ZstRZXHiAtD60W8ahRo4Z6iHXiQ61lwbrIiIyYsHgOgVQFxNW1Ha6uFcloaO0gIJu++xQlaj6OvCXuPBn++NZlSigqPvp8snTsW/0NArLlRomHW6rXd/82E9nzF0exqk0QG3UbNy+fRlxsDE5s+80hIDK6snxsLzTrOwmZfO9sVLDlx89QtGoT5C915wFqlhYKiKW4zQxGATGTpvVtUUCsZ26HiOkpIMfDbuL/1qzBgkcfQ76AAPTb9Beq5c6NnmXLJUP395UrePfvbeq8wEyZ8Nme3QiNjsaHNR6GK23sunoVn+/dgzPhtzxGQOzQ93iN7k0gVQFx5fJlj+fEhUaunJ+RzrGDgKya8jrqPvcWArMHK/T/HNuF438vR51nBydLRfj1S9j8/UiUrt9GCceFQ1tQ65mByOR390GTl0/swYm/f3cIyO2wa9gw53081me8o639a+bBLyALStV5yvpUU0CsZ25SRAqISSDTqRkKSDqBd/Ow6SkgUw7sx82YGLxR5c46hP2h1/HGli1Y0rxFMmqrz5/Hd8ePYWqDR9Trv545jRXnzmFsnbpIrY2ouDh0WL0SH9V4WAmOp4yAuHm34+XZgIAhATlx4gS+/PJLzJo1Sz113BOLHQTk9wl90Kj7cPgHZVcpunJ6Pw6tW4D6zw9NljIZRt2/5lslHtERYaj6+EsoVKFesnPuFZBb1y5gy4LP0LTXaMd5h/78EQmIR7lHOljfJSgg1jM3KSIFxCSQ6dQMBSSdwLt52PQUkMFbt6Bmnjx4pvid6caRcXGotvBHHHzm2WTUouPi8Nza1aifLz+q5cqFcfv2YXSt2iidPTtSa2P4rp0oGBiIp4oWwzOrVlBA3Lw/8vLch8ADC0h0dLR6dsb06dPV8zPkqePynJCkDwN0n9vTfyV2EBAZAZHRjqBc+RWQi0f+xsntK1GnY/IRkAN/fIfo27dQpfmLiIq4gW0Lx6HYQ4+iSKU73wpJuVdAZD3Iuq/fQfO+dxanS5EF75mz5OAIiP7ul6EiUEDsnU4KiL3zp+vq01NAXv1rI5oXKownixZ13F7Id/Nw4tlO6uF4SctvZ8/i7b+3Ij4hAW2LheDNqtWQydsbKbWx89pVjN6zG3MbNcH16GgKiK5OxHYzJAGXBeTgwYOYMWMGvv76a/VQwosXL2Lp0qXqORyeXOwgIJt/GKVEInFNxtFNv6iF5JWadU2WulVT+6NuxzfVgnIp/xzfjZPbVyRbcH6vgMioiawBeeyVsfDNHKTqyeL1YtWaokCZmtZ3DY6AWM/cpIgUEJNAplMzFJB0Au/mYdNTQIZs3aLWfHQqUVJRCouJwcOLFuLQPSMg6y5ewJi9e/BVw8bI7OODD3duR3RcPEbWqg1nbexq2x7Prl6JSfXqo0hQFlyLiqKAuHlf5OW5F4FUBUR2MBDx2LNnD9q1a4fOnTujcePGyJYtG3bu3IlSpUq51x1ZfDV2EJCze9fj9J4/HLtgrZ/9Hqo90Ru5i5TD0c1LkLNgKfW7iEreElVRvEZzyOLyfSvnwsfPH+UbdXRQvVdA5MDOpdPU9K5yDTuoXbBkt6xHe49BJv8Ai7MhY+wRGNmvLbIG3V23YsZFrNt6CHNX7ELe4JxmNMc27kOAAmLvbkEBsXf+dF19egrI9EMHcen2bbxT7SF1e7JYfMi2LVjW4vFkt/vmti2onjsPOvxvqpas6xBR2dPuGThrY1j1Guj6x1r4/m9HLdk9Kzw2FlkyZcLyFo+jUNCdL+SsKlbvgmXVfTFOxiWQqoCIaMjezB988IESkKD/vamyZMlCAQFgBwGR7itrO87sXgd4ASVrPeGYHiXSkb90DTViIVvw7l4+ExGh/yABCchVqAwqt3jRsbuVtHM/AYmJDMeOJV/g2tnDyJQ5EFWad3fsuGX5W4cCYjlyswJSQMwimT7tUEDSh7u7R01PAZFdqTquXoXvm97ZBeu1TRtRLnsOvFqxEtZcOI/z4RHoXKoUph08iL3Xr+Hz2nXUtKtlZ85gxuGD+PHRZmpnK2dtJGXPERB374m8PncjkKqAyP7N8+fPV2s+9u/frySka9euaN26NQXERgLibh1P2/VQQLSh1d0wBUQ3Yb3tU0D08rVr6+kpIMJs8elTkIXit2Nj0bhAQXxasxb8fXww9eABHAwNxZg6dSGL0Ift2I4Nly7Bx8sL+QID8HGNmiieNavC7qwNCkjKvfLU+auIio51ueuGFMoNP99MLp/PE+1NIFUBSXp7u3fvxrRp0/DNN98gNDQUAwcOxIABA5A//53FzZ5Y7DIC4jG5oYDYNtUUENumTl04BcTe+dN19ektILruy93adbcpWCfPXcVXwyajMCJdQnU1Mh5l2rRE23aNXDqfJ9mfwAMJSOLt3r59Gz/88IMaFdmyZQs6duyonnbpiYUC4mZZp4C4WUJcvxwKiOus3PFMCog7ZiX9r4kCYk0O3E1ADh6/iPXDRqF51AWXAByN8sblDl3R8f/st7FR5syZERnpmmi5BMNDTkqTgCRlI7tjyajI559/7iHIkt8mBcTN0k4BcbOEuH45FBDXWbnjmRQQd8xK+l8TBcSaHHi6gPTt2xczZ86En5+fA/jatWtRrVo17QmggKQNsWEBSVvYjFOLAuJmuaSAuFlCXL8cCojrrNzxTAqIO2Yl/a+JAmJNDiggfVGuXDmIiFhdKCBpI04BSRs3Ry0KiEGAZlengJhN1LL2KCCWodYSiAKiBavtG6WAWJNCCsj9BUQ2UurTpw/++usvBAYGYvz48WjU6M46k2LFiuE///kP1qxZgxMnTuCVV15BVFSUesbdtWvX0L17d/WgbSmbN2/Gq6++iitXrsDHx0e107JlS3UsqYAcOXIEL730Es6dO4eQkBDMmjULRYoUsaYT2CwKBcRgwiggBgGaXZ0CYjZRy9qjgFiGWksgCogWrLZvlAJiTQopIPcXEJEPeZzEiBEjcODAATRr1gyydEAeJSHiIMsH5JwLFy4oIXn77bfx3nvvISwsDCVLlsTRo0dV/fPnzyMiIkI9+27ZsmUYNGgQ9u7dm0xA4uPjUbVqVYwcORKPP/64mhIm66XlfJZ/E6CAGOwVFBCDAM2uTgExm6hl7VFALEOtJRAFRAtW2zdKAbEmhRSQ5GtARC4uXryInDlz4vjx4+qnFHmQ9tChQ9G0aVMlIDJSIc+6k1K0aFGsWLECZcuWVX/XqlVLSUSlSpWSJTEmJkbVuXnzZjIBkYdzv/jii9ixY4d6PTY2Vj07T0ZhfH19rekINopCATGYLAqIQYBmV6eAmE3UsvYoIJah1hKIAqIFq+0bpYBYk0IKyL9HQMLDw5E1a1aUKVPGkQQZ2ZDpU+3bt1cCIru6enl5qeMyZWrTpk2OR0vUqVMHU6ZMUQvZZZrWhAkT1CiIlPXr1yuxkJI4BevXX39Vu8IWLlzYEU+mcskjLDz5cRXO3gEUEIP/NlBADAI0uzoFxGyilrVHAbEMtZZAFBAtWG3fKAXEmhRSQO4/BUtGPs6ePatGIu4t9y4edyYgMjJSunRpbNy4UY2OiHiIUNwrIDLy8fLLL6v1IiypE6CApM4oxTMoIAYBml2dAmI2Ucvao4BYhlpLIAqIFqy2b5QCYk0KKSDO14CIaHz66adqGtSxY8fUonDZrtdVAcmePTtq166tFqqLyMgajw8//FCtE0k6AhIXF4fq1avj3XffxTPPPIOEhAQcPnzYMaXLmp5gnygUEIO5ooAYBGh2dQqI2UQta48CYhlqLYEoIFqw2r5RCog1KaSAON8Fa+DAgWpnK9nhSqZjLV++XImEqwIiU7Ckjfnz5yNv3rzo2bMnpk6dClnzkVRA5HcRHNlZS6ZdyaL0du3aYfLkydZ0AptFoYAYTBgFxCBAs6tTQMwmall7FBDLUGsJRAHRgtX2jVJArEmhOwrIordHok7UPy4BOB3tDe+O/4fOXe5sbcuS8QlQQAzmmAJiEKDZ1SkgZhO1rD0KiGWotQSigGjBavtGKSDWpNDdBCQqOhaLfliJuKholwDExMajUfPaKBZSwKXzeZL9CVBADOaQAmIQoNnVKSBmE7WsPQqIZai1BKKAaMFq+0YpINak0N0ExJq7ZhQ7E6CAGMweBcQgQLOrU0DMJmpZexQQy1BrCUQB0YLV9o1SQKxJIQXEGs6MYh4BCohBlhQQgwDNrk4BMZuoZe1RQCxDrSUQBUQLVts3SgGxJoUUEGs4M4p5BCggBllSQAwCNLs6BcRsopa1RwGxDLWWQBQQLVht3ygFxJoUUkCs4cwo5hGggBhkSQExCNDs6hQQs4la1h4FxDLUWgJRQLRgtX2jFBBrUkgBsYYzo5hHgAJikCUFxCBAs6tTQMwmall7FBDLUGsJRAHRgtX2jVJArEkhBcQazoxiHgEKiEGWFBCDAM2uTgExm6hl7VFALEOtJRAFRAtW2zdKAbEmhRQQazgzinkEKCAGWVJADAI0uzoFxGyilrVHAbEMtZZAFBAtWG3fKAXEmhRSQKzhzCjmEbCVgFy5cgVdu3bFli1bEBwcjBkzZqB+/fr3pbFy5Uq88847OH/+PEJCQrBu3Tp13tatW9G9e3dcuHABVatWxdy5c1GgwJ0H36R0zBlyCoh5ndGUliggpmBMj0YoIOlB3byYFBDzWGakligg1mSTAmINZ0Yxj4CtBKRLly5KJoYNG6ZkoWPHjjhw4AACAgKSEdm8eTN69OiBefPmoXLlyo5jcXFxKFOmDCZNmoSWLVti/PjxEFFZvHgxUjqWEm4KiHmd0ZSWKCCmYEyPRigg6UHdvJgUEPNYZqSWKCDWZJMCYg1nRjGPgG0EJD4+Hrlz58a5c+cQGBioCLRt21aJxpNPPpmMSLt27dCzZ088/vjjyV6XkZN+/fph48aN6nVpU0Y/Dh8+jEOHDjk9lj17dqfEKSDmdUZTWqKAmIIxPRqhgKQHdfNiUkDMY5mRWqKAWJNNCog1nBnFPAK2ERARjwYNGuDEiROOux8yZIiSkkGDBiUjkidPHnz00UdqipaMbLz88svo3bs3vvnmGzXiMWvWLMf5derUwYQJE5SEODtWs2ZNCoh5fU5vSxQQvXw1tk4B0QjXgqZ1CsjqtX/h9MmTiEnwhhcAP58EZPJKgJf8kUJJSADiErwQFeeFeKnnLf/Fu1wvOs4LcQB8vQF/F+vFS7x4L8QlAL5ed67VGwlQF+6syHXCCzHxXoiNB3z+V8/HhXrx/6sXEw94Sz3vBPikxiYB0rKKFx3vpS4tJjoaHZ5tgzw5s5raWyggpuJ02hgFxBrOjGIeAdsIyJEjR9C6dWvs37/fcfcyFUtGMeRnYomMjERQUBAGDx6MoUOH4tatW2jYsKGSjt27d2PHjh2YPHmy4/wmTZqo844ePer0mJzj9P8b8n84F8rB4xcxcOJSZAoIcuFsnpJWAn6xkZjxbkdky5I5rU3ct96KjQcwceE25Mub09R22dhdAiIgQYjBxDc7mI5l/LdrcfhCGHJkz2J627oajI9PgLd8orRJCQ29hfJFsqNvp0amX/HQ9z5F7nO/ILNvAkplj0XRrLHw8U45THwCcDHcBweu+0JEokS2WJTKEeNSvcu3vXH4ui9uxXijSNZYlM0RA1+f1ONdj/LGkeu+uB7tjXwBcSidIwZZfFMWJflfSFi0F47d9MWlCB/k8o9H6RzRyO6foITC+f97gNuxwPGbvjh7ywfZfBNUvNwB8SnWk/Zi44CTNzPh2M1MSlhK54jF+YhA5Os0CY1rVzA1fzdu3cbUIWPw3NV9prbLxpITWO5XAA3fH4iyxfO7hMYrNXt3qRWeRAJpJ2AbAZHF5LVq1cLZs2cdd9u/f3/kz58fb7zxhuO16OhoZM2aFTdv3oS/v796/cMPP4Svry+KFi2KpUuXqoXniaV69eqYMmWKEhBnxySus8IpWGnvfFpqcgREC1YrGuUIiBWU9cXQOQIycvQEVL3xEx4KjkJItrhUJSIuHjgn8nHNF5Fx3iidPRplc7omLZcivHHgmh/CYrwRkjUGZXPGwN8HKY6aiOxcjfTGwWu+uBblg0JBsUoGsvm5Jh8HQ31xITwT8mSOQ7mc0ciZ2TX5OBTqi9NhvsjuF4fyOWMQHJi6fAibw6GZcDjUD/4+8aiQMwaFssRhy+VsCGs6AXVrlDO1k3AExFScThvjCIg1nBnFPAK2EZCEhATI1Kpjx44hR44cisATTzyh1nq0adMmGZEiRYqonbISd7eS3bBkqlajRo3Qq1cvbNu2TZ0fGxurdtOSNk+ePOn0WK5cuSgg5vU5vS1RQPTy1dg6BUQjXAua1ikgo0ZPQCef75QMpDbyoeTjlg8OhPoiMtZLjV6UzB7r0gjGxQiRCJEPLxTPdkciMj+QfHijcFAcyuR0ceQjxktJy4WIB5OPyDgoSTp9KxOy+4lERLskHzK9S0Z2Dt/whb93AirljlbyISMtf12igFjwNtEWggKiDS0b1kTANgIi9y+ykS9fPnzwwQdqFyyZkiVTs2TKVd++ffHee++p4++++y5Onz6NmTNn4vLly2rtyMKFC1GxYkVUqFAB48aNQ4sWLdQuWIsWLcKqVavUVC5nx1JizxEQTT0zrc1SQNJKLt3rUUDSPQWGLkCngEwaNw7/CZyPrP6yksN5EfmQ6UgyMiDyUSZHDEqIfHinPoJxd+TjznStktljEJAp9XrXIr2x/5ovrkf5oHBQrMvyER7jhX0iHzLyESAjGKmPfMidR8UBe6/64UxYJmTzi1cSkceVaVfxwMHrvjgS6qumXVULjkKBoLsjJhQQQ90/3StTQNI9BbyAByRgKwEJDQ1Ft27dsGHDBjUKIms5mjdvDln3IdvrLlu2TEnG7du31aLzFStWKDmREZAXXnhBoZF1INKGCEr58uUxZ84cFC9ePNVjzrhSQB6wx+k+nQKim7C29ikg2tBa0rBOAZkxYSx6B36HQF/nAiLycTrMB0du3B35CMkeqxaepzTdXaZPpVU+rkeKRPipaVciHzJC48qaD1m7sfuKn2Pko2LuaORIZc2HJDEmDth1xQ9nbt2Rjyq5o11b8xEvIya+ap2JLN6vERyFfEnkQ9qmgFjyNtEWhAKiDS0b1kTAVgKiiYGhZikghvCZX5kCYj5Ti1qkgFgEWlMYnQLy5YSx6JWCgCTKx6FQP0THQU27CskWCz8Xpk/9E+GtJEIWnBfPFoNSLox8yMLx0Cgv7L7qh+uRPiicJRblcsYgKJUF54I+MhbYftkfFyN81JoPkQhZcJ7ammCRjx2X78pH9eCoVNeKSDyZdpVUPmrmi0LwfUZMKCCa3hgWNUsBsQg0w5hGgAJiECUFxCBAs6tTQMwmall7FBDLUGsJlF4CIvJxRtZ8XPdTIwQy7aq4iyMfV257K4m4FX1HPmTtRmprPkQ+bkZ7KYkIjfJWC85lBCMwlelaiSMYmy/5q92ucmeOQ/XgaGRNZaF6Yr3t/5OPrL7xqJUvSo2YpCYtifIhO2XJ1rxSz9l0LQqIlreFZY26m4DIrJOHH35YTY/XXYzGkgdcL1myBJUqVbrvpWbJkkVtVCSbHrGYR4ACYpAlBcQgQLOrU0DMJmpZexQQy1BrCZQeAiKjHafDZEcnX8hzMCrkikGxrKmv+RBpkRGIfVd9ER57Rz5kBON+u139fToC/5l/FhfDYlG5QGaMeKYYLkYG4Ua0NwpliUXl3NGOtSJT1l3B9I3XEBUTj7bVsuPDpwoo1t9suY4Pll1CRHQCqhXPhVebFUXdAlEI8r07PWzVoTC0nXoSR94vh3zZfB05kgXxe6/4qV29gjIloH6BSJekRdaYyAL3M+GZ1LSrlORDglFAtLwtLGvUagGRae7fffedur/w8HC106ifn5/6e/bs2fjpp58oIJZl356BKCAG80YBMQjQ7OoUELOJWtYeBcQy1FoCWS0gMtpx/GYm7L/mp3ZxkkXcMvKRySv1NR/nw32w7ZIf5CF+xbPGoGLumPsuVI+LT0D14Ycxun1BNCuXFaNXXcUv+yLw31Zl1cjHQ8HR/8/eeYDJVZX//zt9tpfsbiqQXgkJCS2A9D+goIhSVYogoIiAIIINROmJkEIVEJWW0ARU8AdIk1BCIAFCNr0nW7O9TJ//8z2zd9mEnbl3c0t2wnufhychc897Zr7nnpn7uW/rhpa736zD22vacd9ZwzAg39ut8ZraME66bz1+fepE+Px+/P3NtThhjB9XHlPe7cFoCcVxyn3r0RlN4IUfj+gGkLaoC4uqA6rEL3NLjhjaacjT0hF1YWm9H/ycQc8X8MG2Ium8JgIgtmwLx4xzsP5fAAAgAElEQVQ6DSA9P9jJJ5+M0047rTvXlq+Z9Ur0RTizc4kHpC9qW3euAIhJLQVATApo9XABEKsVdcyeAIhjUtsykZMAkmoy6MZHdQHEEy5MKI2oBoV6JXq1pn/vVAXRGXNheEEMU8oj8KZparh4Uweue74Kr10+SuWWvLY5iIsfXIK//GhfHL13vLu0L0Flys0r8fZVo1Ga9wV8UOg/vVaH5fXACdP3QZE/iXJ3A37+9Fa8ddXo7nWgh+WosfmY/Xodnrt4uAIQLeeDpXbp+SB80GOidzDsilW51nSV2j0gTc7HznYWVhWi/TjpA6Knb399vT8CCHuv/e9//1OtDtiXjT3ZzjrrLCUhoeEb3/gGnnjiCbzxxht48skn1f9//PHH+NnPfoaamhrVPuG+++4D+7WxFcOvfvUrVdE0Go0iJydHNZhmnzbayjQX+8P9/ve/xzPPPAP+fb/99sPdd9+txvDoCSBsXs35X3/9dbAFwwUXXKCaXS9btkxCsCy++AVATAoqAGJSQKuHC4BYrahj9gRAHJPalomcAJAcbwJa1SrmYMSTqZyPscXG4WNhVRAdMZcK1ZqaAT4o0oKPmvDmqjb86bRheHtbjupYfsfzy3D36YNw8PDcbh0/rwrh0ie34IgxeXi1shWFOR78/huDMG2fPJzzaBWGlhfipP0G4MihIVXyffjvlqP6tlS8+SuVrXj0gwY8ev4+OPiOVXjhkhEoyffhs3o/NrZ6ke9LYMagsG7YFeGKYWgrG1PwQc/HARVh3SpZHEcdX1xfjLxvzcGh0ojQlv1ht9H+CCAEizfffFNVGmXrhKOPPlqBBauTEhp4k//ggw+qaqY82EB63LhxmD9/Po466ijVIoHnrVq1Ch988IFqOv3uu+/C6/WCzalLSkoUiPCcTHOxRcOSJUtUyBjPJ9TwP/6bx+PZAUB+/vOfq75wTz31lJrnuuuuwx133IGqqioBEIsvYgEQk4IKgJgU0OrhAiBWK+qYPQEQx6S2ZSK7AeSinAUIehOo7XTjo9oUfIwpYqfyvsPH3gWp8Kl0ng9NoEfea8BHmztxyiGjVML54Lw4bvlHJa47vgJHjMnv1vHVFa34wSMbcf/Ze+GU/QqxdEsIZ/9lA+774WTc9tImHD62GNcckYucLg9G0dWfoWnWvmgJJXDSvevw/CUjUJbvVQDy1EUjUB/NU7kthA9ChF7COSEikoDq8ZGCjwSmlkVQodMZneNiSWBLqwfPri/F5O/PEgCxZXfYb7Q/AgibQd96663dH37o0KF45ZVXVLsEQgOTu+mJ0A62RXj88cfxn//8p/vf2C6BsDBy5EjMmDFD2aMXRcs34Ym0lWkuejgIFPSWaMfo0aNVGwba7OkBYSPrZ599tvvchoYG5YkRALH+GhYAMampAIhJAa0eLgBitaKO2RMAcUxqWyayG0AuDC5AWwwKPugFYcgVq1bpQYRWMve96lTYlVH44Li/L2rC05904PxjRmNwblwlch8zezXuOn0oDtj7Cw/IG6vacPsrNfjPZaPAcczdOOne9fjmgXvhg1W1OH5MABcdVqryL5jvMeaGStTcvi9+8uQWnDCxAN+eUqTGHXTHKtx6+ji0JXNQ4CdEhFEazFztiuPYnHBtcwo+cjyp5oSDdurzsfOia/DBrvGfbfdjdXM+9v3+LMwQD4gt+8Nuo/0RQBg6dfnll3d/dN7oP//885g6daqChunTp6twJ+245ZZbMHPmTNVQWjuam5sVpHz3u99FZWUlbr/9duU5YWjUr3/9awUitJVpLnoyNm7cCAKQdtDDcumll+KMM87YAUCYTM9zhwwZ0n1uMBhUXhGpgmXtVSwAYlJPARCTAlo9XADEakUdsycA4pjUtkxkJ4CwEeG3Ek+jssmn4GNUUarpnx588NyGkAsf1QYVFBgJu6I4HNccduHZz2OY+8pGPHD+eBxQEYELSYy8fjmW/mYcSll3t+tYVx/GaQ9uwEfXjVMletlX5GePrcBlx+6N7Q2NaGyP4uZTUhWxWFXr8qe2YuEvxqDil8sQYNY8gCSAtnACAZ8HPzl2H/z0sAJD4VOEDybj0/uR601iYmlkhw7nvS32zvDBJP6OWBBFp8wWALFld9hvtD8CyM5leHcGkJ1fZ/Us5njwv0xHfX09zj77bBx77LEqRKq3JPSec9Gr8fTTT+OQQw7pNjtq1Cg89thjX/KADBs2DC+88IKCIx6s8EVPjXhArL+GBUBMaioAYlJAq4cLgFitqGP2BEAck9qWiewEkPvmzMGo+ufh9SQxxqDngxDBPh+sBsUmg/vkZ04410ThOHY4X9bgV+Ovn/8JZp06GF+fVACW2f335y34509GYsP2CB54Zztu7QKLE+atxSlTS7D/6MF4Z20H/vzaGrzzi7HoDEdVmNXLPx2JwUU+/OixzZg4OIhrj69IgUeSN/8urG7y4nsPVOKm08fh8L2Saft1aO9T83wQPtY0+ZDjTWJCSRRD8uOqKlimg4nqm1s96jPyXObR1HbmShK6LTvDGaN7AoAw3Gny5MkqL4QJ6TxWrlwJwkJtbS3cbrfyQjAh/ac//SkqKipUcrkegFx//fVYvHixghDmnzCki16VTz75ROV59AzBosemurpahYLRG0L7TEIXALH+OhYAMampAIhJAa0eLgBitaKO2RMAcUxqWyayE0BmzpqHfZueU6FFY0tihjwf7HDOG+zWiBvDC6KYXGbUY+JWVaQaQh4MyYvBHWnGlU9tweamKMYNDODP39sLwwf48cH6dlzy5BYs+dVYFrfFJ9siuHT+VmxpDKO8wIeZ3xmCo0fnqLCrZ5Y04fp/VqMjmlDlfO8+cygCXvcO8MGE8988+SnmXzgSEwd6MkKEGfjQusYr+ACUJ2lEYQyL6grReoxUwbJlczhgdE8AEMq0dOlSXH311SrcKh6PY+LEiXjppZewYsUKnHfeeWCVKiaOM5/j/vvvR0FBgS6AsGrWb3/7W1Vxi2PZcHDevHkqOZ5HTwBpbW1VzRMZ5lVYWKjyTZgUz4R4CcGy9kIWADGppwCISQGtHi4AYrWijtkTAHFMalsmshNA7pg1D9/BU9ivLKJbalerksX+IAo+CqOqQaHfk/ljcxz7bVQSPsIeDMuLqfK+eh3OtRyTlU0+1HR4UZETU56IwkBSFyI6YqnEccJHkT+hxpUbSBxnwjm9HmuavSrsyqjng/CxkZ6P7SnPB5svEj5Yvlj6gNiyLRwzujsBxLEPKRPtUQoIgJhcTgEQkwJaPVwAxGpFHbMnAOKY1LZMZCeAzJs9Bz/Lm4+CQCLje9fgo5LwEU15PviEv7cO5z0NafDBzuGEDzYZ5M15nk8/Abwp7EJP+OA4I1WrOmNQ4za1+lDkjxuCD75n9iNh53cmned6U9BiJOyK8LG+xavyU9yuJCaWRDC8MN4NdAIgtmwLx4wKgDgmtUxkkQICICaFFAAxKaDVwwVArFbUMXsCII5JbctEdgIIk9AvyV2AXF96ACFEsPP3qkYfWqMu9WR/THEUQY9+Z3R6PlLw4cawvLiqrsXO4+m6hlNAej6aIy7lMantTHk+jMJHKA4QkthkkJ4PwoCe54NzMneD861t8SHXk8CkAfoJ5xxH+Fjb7MWKJp/Kdp88IIK9C76AD54jAGLLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngDw8bzYuzgAgGnysaPShPerCyMIYRhVFkePVh4+GUCrno7Er7MoofLDaFcO8ajo9GGgQPig8q1YxBGpzqxeF/lTJ3LKchKHEcb5Pej7YkHE/A6V2NfhgqBa9JoSmKWURDMvfET4EQGzZEo4aFQBxVG6ZzAIFBEBMiigAYlJAq4cLgFitqGP2BEAck9qWiXYXgHTDR4MP7bG+wQerXTEkScv5YLiWEc8HS/qyd0ZthwcVuXHlwSgKZPaYUPRoHPik3o/NbSn4IEQMMAgfy7b7sK6FfT6S2L88rNtkUPOY0PPBPJNu+CjovUqWeEBs2RaOGRUAcUxqmcgiBQRATAopAGJSQKuHC4BYrahj9gRAHJPalol2B4BEEwAb6fEGm6VsRxelkqr1PB/sol7XmQq7aqLnI994zkdj2I3l232oC3lQkRNXHoxCvz58EFo+3+7Dli74mFYeRkkwc6I6F4oenZWNqUR1vzupmiEagRY2XVzT5FXjCB9TyyMYkvdlz4d2MQiA2LItHDMqAOKY1DKRRQoIgJgUUgDEpIBWDxcAsVpRx+wJgDgmtS0TOQ0ghI9NrV6VExFPpuCDYVdGEs5rOtxYWhdAKO5SCefMpdCrdkXRGK71YU2qrwjhgzf1eh4TjmNOyofVAZVjUuBLKIjQS1TX4GNpnR/VHR4EPUkcMihkCFoIH4Qdelq8rqR6n4MJH670IWkCILZsC8eMCoA4JrVMZJECAiAmhRQAMSmg1cMFQKxW1DF7AiCOSW3LRE4CCMOu2OdjaX0AvNkeUxRVCecstauXOE5PxAc1ATQz4Tw/phKy9TwmFIzVpxZWBVVzwoE5cUwfGDYELQy7WlwbwJY2j4KVwwaHUGDAY8KEc4Z5sXJVwJ3EjC74yPT5+D6ZcM7qWsz58BA+yvThg+MWVhei/VjpA2LL5nDAqACIAyLLFJYqIABiUk4BEJMCWj1cAMRqRR2zJwDimNS2TOQUgKiSuZ1uLKYHoyvsirkbPndm+OCH7oimIKI54laej/3LI7oeEw0+3tkWRH3IjfJgAocMDulW1+I4wsfHdamcjzxvEkcM7TQELYQP5nysb/GpsKu+wAc7qhNA2OdjenkYA7v6imQCF2r6zw3FCJ48B4dOH2/p9dHS3olnbr4H5zZXWmpXjO2ogACIXBHZpoAAiMkVEwAxKaDVwwVArFbUMXsCII5JbctETgAIqz8xcfy9miDCMZcKuZo0QL/DuQYRr2/JQWvEpXIhGAbl02lO2BM+mPNRFojja0NDuk0NNfhYUpcqtavBR55PX3rCB6tdrWn2Kc8Hw65Kg/o5Jlqp3eWNfniQxLSKMAbn6VfXInxUt7vxxJoBmPz9WQIg+kvUL88QAHF2WU488URcd911OOqoo2ybOBgMIhQK9dn++++/r97bm2++2etYdnRftmwZysrK+mzbygECICbVFAAxKaDVwwVArFbUMXsCII5JbctEdgPIRTkLEE4k8X51UOVujCyMYl8D8MEEbDb9e3tbCj6YC3GwAfjgOPbr+KA6iNpONwYEEobgg+MYrsXwKSaA5/sSmDEorBt2xXHMa2HCOeGDOR8HVOgnnHMck+oZqsWywAy7Yqndofm9V7vSFp/jtMaNH9cFUNmUjyk/mIUZ4gGxZX/YbVQAJKXw1VdfjW3btuHJJ5/slry+vh7jx48H/+Sx7777YtOmTXC73cjPz8dpp52GWbNmwev1do9Zv3499t9/f/X/4XAYiUQCOTk56v+fffZZzJw5UwDE5EUtAGJSQAEQkwJaPVwAxGpFHbMnAOKY1LZMZDeAnO5+Cp9s9yMcd6kO55PL9D0fvMlui0JBS1PY3Sf46IgBH9UGUNvpUfBx2BB9z4cGO+zzsbU9BR+ECL2EcwUtCahqXin4SKjcjYqu8Kl0C8Zx9JgQdOg18bqBSaUR7JWm1O7O8EGw4mckwHTEghhw6mwBEFt2h/1GBUCAWCyGadOmwe/347XXXkNxcbESvjcAmT9/vgKR2tpaBSBnnXUWLr300l4Xavbs2diwYQP4p3aIB8T8NS0AYlJDARCTAlo9XADEakUdsycA4pjUtkxkJ4DcP3c2Rte/ALjQJ/hgs0AmgLN07uBcY2FXKWhxqX4d7PNRFozjwEFhlaie6eA4Qgu9EFqp3allYd3wKY5jc0I2GCR85HhSzQkH6YRPaR4TVgIjfDAHZkJJCj487szvleFaGnzQCzK6KIaGSA46jpMkdFs2hwNGBUCAf/7zn3jxxRcxdOhQDB48GJdccokugPCE22+/XXlN5syZ0ycAIYQ8/PDDaGpqwuTJk/H444+jpKQEDIF64IEHsNdee+Huu+/GHXfcgR/96Ee49dZb8fe//x3xeByXXXYZLr/8cjXfPffco86jp6WoqEh9jmHDhqGwsBB33XWXGsfXvvvd73ZDUDKZxG233YZHHnkE0WgUxxxzjHr/9OjsHIL1l7/8RdkIBAIKtv76179i8eLFEoLlwL60dQoBEFvl7btxAZC+a9ZPRgiA9JOF2MW3YSeAzJw1DxMa/4HxJRFDng/eVDeHXapKVmOIno8YDqiI6OZ88Kae0MLmhDVd8MFcCr0SvRzHfh3sxE74KA7EMak0qtuvQ4OPdS2pZoG53iQmlrJqVebcjZ7wUdnog9cFpc3eBuBDy/lg2BX/PqooBibxf1hXiNZjBEB28fLf7cOcBhDexG7cuFF97vPOOw/Dhw9Xf7f73zMJ/Z3vfAc///nPFYCcc845WLhwoS6AbN68Gaeeeip+97vf4ZRTTukTgDA/41//+hfy8vJwwQUXYOTIkcoOAeDkk09WgPHrX/9ahXY99dRTuO+++/Dyyy8rYJgxYwYeeughTJgwQcHLqlWrwJwPelo0LRnyRVAhwHR0dOCggw7C/fffj6997WsKdh588EH8+9//Rm5uLq688krlASLM9ASQFStWKDhZtGiRghoCzVVXXYW6ujoBkN2+a02+AQEQkwJaPVwAxGpFHbMnAOKY1LZMZCeA3DFzHk5KPI0DBoZVmFGmgzfVTFRfxg7nIQ+G5MVUTkTQgAejOeJCZRd8lOfEsV+Zfp8PzWPCsresdlXiTzUn1Gsy2BM+1jT5kONNYkJJFEMM5G5oYVcafIwriWCfPsIHw67GFMUwtiQVyiZ9QGzZFo4ZdRpAeMO7dOlS9fkYmjR16lT1d7v/PZ2gDLM64ogjsHz5cnXKkUceiT//+c8YN25cryFY1dXVcLlcaGxsxBNPPIEzzjgj7VqlC8EieJ199tlqHEO6CAOPPvqoAoDTTz9d5ZlwDh7f/va38cMf/rAbcn7/+9+rvJIbbrgBY8eOxbXXXovzzz9fhY9pB4GEuSj05vD48Y9/jAMPPBAXXnghvvWtbynooV0eDQ0NCoDojekJIMxV2bp1a7fnJBKJKGDh55ckdMe2pz0TCYDYo+suWxUA2WXpdvdAAZDdvQLm5rcTQObeNQc/y5+PwkBCFz7YLJAhSRp8EAb0+nwQBprCKQ9GTadXNRlkLoVeh/Oe8EHPR0kgjomlUZQG9T0YDLui56Mv8MEPT/jYoBLOU2FXfYEPdo1fWu9Xng/2ThlbEusGOgEQc9f/7h7tNIDs7s+78/wMP/rFL34BjydV2o5hTvx/hh5lygEhqDD348wzz+wzgBAajj76aDXumWeeUf8RRAgAfO2tt97qtklwoNeBUMGD3hN6bO68807lSfrjH/+IV199VXlwCHE8eG5nZ2c3xNAbwrwVgsj06dOVR4VeEe2gx4Sf9bPPPuuugkUNKioq8Mtf/rL7PIIHPSMCIP3tKu7j+xEA6aNgdp8uAGK3wrbZFwCxTVpHDNsJIA/Om40f5y5Ari89gPCmmvDBKlJ1nR4Myo2pKll5vswlbLWwK/bOqGr3YkCQEBFBSUB/XEfMBfbdYBJ4kT+hPBjlBhLHWe2KVav4XgOeJMaXRDEs31juxqZWj/Lu0BHE0KkRhTHdnA9qU9Xuxif1AZXET/gYX7pjEr8AiCPbxLZJvuoAwuRzAgC9ADx4s8+b/nXr1invwM5VsLQk9Lffflt5FOg58fl6r5NtJAl9ZwDZuQwuw7sIDl//+tfTXgP0SjB068Ybb8RJJ52kAKRnGd6eAMLXL7rooh08ICNGjEBzc/OXPCA1NTWqypcGZgQV5rwIgNi2HZ0xLADijM6GZxEAMSxVfztRAKS/rUjf3o+dAPLwvNm4OAOAqOaEITcq6fkIezA4N4YJpVEU9BE+mHDOXAoj4VNMOGfeRl/gg4qyOeHaZq/qVN5X+NhI+NjuV00GCS1G4YOeD0ILe6ewYzzBZedQNgGQvl3v/e3srzKAfPLJJyrhnJ6HngeTxOlRoLcgHYDw/OOOO04leP/kJz/pdVmtABDmgNx777147rnnUFpaiu3bt6sQLOaPbNmyRYVh8f8ZCva9731PeUcyAchjjz2mQsxeeuklZYOfk4nq9Ir0DMH6/PPPFfTw34YMGaJyRAgykgPS33bwLrwfAZBdEM3OIQIgdqprq20BEFvltd347gIQDT5W9IAP3mAbCZ9iX5AVXZ6PvsAH+4rQY7Kp1Ycif9yQ50M9fUwAq5oIH34EPAlMLImqfh1GqlbRY8LkeLcriYklEQwvNDZua7tHgVko7saYogjGlfTuMREAsX2L2DrBVxlAGLLExG0tdEkTmvkYvEGfN29eRgB577331A3/mjVr1M38zocVAEKbTAAnALS1tWHAgAH429/+htGjR+OEE04AvRT0wBx//PGYO3euCiXLBCC0d/PNN6tqWzyXDRE5rqCg4EtVsJjszlA0JsN/85vfxBtvvIH/+7//Ew+IrTvSAeMCIA6I3JcpBED6ola/OlcApF8tR5/fzO4AEOZD1He6lTeBpXaH5cUxulgfPggt7AvC8KnqDq8qtWvU89Eadam8DXY4Z9gVYUAv7IpidsZcWNfsxequDufMTdFrFshxoViqzweBB0lg8gBj1a6YY7Kl1Ys1zV7VuHFccVRVvErX/V0ApM+XfL8a8FUGkH61EPJmDCsgfUAMS9X7iQIgJgW0ergAiNWKOmZPAMQxqW2ZyGkAIXxUdXhUHkV7lPCRquiUrxN2peWKfL6d0OJBWQ49GPphVxSNJXo/rferHBPCByGiLCdzwjnHMVfks3oftrV74XcnMbU8rFtqV4MPVrra3Joq4cVqXkZyRQgfhCQmq7Pa1djiKEYSPtxAV1GeL10DAiC2bAvHjAqAOCa1TGSRAlkFIMzuP/fcc1U94/LyclVD+bDDDksrBePpWOFg0qRJqnYyjw8//FCVLquqqsKUKVPAODqtxFmm19JNIgBi0ZVolRkBEKuUdNyOAIjjkls6oZMAokHEp9v9ypOxd36ql4UefGjNApfUBVSfD1XtakBEdSpnXkWmg7kbH9UFsKXNg5JAAvsNiOj2+aA9gtKy7VqH8ySml4cxUKfPB8cxXIteD4ZsMeGcndGH6XQ418YRPAguhI/xxVEML4rBnwE+OG5hdSHaj5U+IJZuCgeNCYA4KLZMZYkCWQUgbCzDOD9WCCAssGxaZWUlmNHf28HyZmz6MmrUKAUgLMvGRB/G4DE5ifFyr732muqcmem1TEoLgFhyHVpnRADEOi0dtiQA4rDgFk/nFIBoJXMJH40hD4blx1RCtl61K35chjOxAV91V5NBQkSRTrUrjiN8LKnzqz4fhf4EppWHdRPVNfhg/sXaFjYLTOLAgWGUG/CYED4YOsUkd37eqeURDMkzlvPBKlkrm/yIxKFKAu+VH4Pfk97zwfdJoHt5YxG8J83FodPHW3pltLR34pmb78G5zZWW2hVjOyogACJXRLYpkDUAQm8Gk3bYUIVNVHiweyXLp7Fs2c4Hu0oSWK6++mq8/vrrCkDoOWGS0rvvvqtOp016P3juypUr075WVFSUdl0FQPrZJS8A0s8WxPjbEQAxrlV/PNMJAMnxJlQYFCGCno+heTHlwdDrVK5BxAc1Kc8HS+1OK4+gwJ+51K427uMu+CjwJXDQwLDymKQLZdLWhp4Pwse6Fh88rqQaZyRcqzf4GEz4cGWGCI7b3OZBZaNfARPhY++CzGFXGnwwj2bB2lKMPetPAiD9cXMZeE8CIAZEklP6lQJZAyAEj8MPP1x1hdQO1lkmlFxzzTU7iEqwYOt5VhxYu3at8nIQQNi6nn9/5JFHus8/5JBDVIUEQki611hLOt1R0xgytKCrN9Tg5r++Cn9evqHz5aRdU8AV6sCsn38HBfmpZj9WHW8tWom/v7IUFeUlVpkUOzspQADxxyK45YpUZ1crj4ef/R82bO9AUeGXK5xYOc9X2RYBZERFAS44NX1Y7K7q8+Dcu/Cj4AIkkMCimiCaCR/5MZWQrddkkHPyhvy96gBqOj0YECBEhJDny3xDr43T4CPPm8Rhg0OGoEWDD83z0Rf4YIleLeGcng8j8EEPxuZWj6qSxR4jhI/hBakmg5lAid6V7aEU0C2pL8D08+wBkAU33Y1zm8QDsqvXv5FxL3kHYfIvrsDofQYaOR0DS6z9jTQ0qZwkCvRQIGsAZPXq1aqFPZvFaAdDsQgb/LPnwYYrLHPGVvdsDqMByIMPPoglS5aoWszawS6W119/vSq/lu41rdNlb1dOjI+dDBwr1lXj2ntfhjdHboAMyLXLp/iinfjzb89EocUA8tp7lbjn+Y8wsEIAZJcXR2cgASQvGcXc606zfIp5T7yJ1dVtKC7Knv3Hm0q9vATLhTJhsKm5DeOGFuGnZx5hwkrvQ++8fRZOTz6BJfV+NEdSno/9yyMI6IQWaRDxLuGjI5W7cfjgEILevsPHEUM7DXlatJyPDa2psCsNPphikgkG+FPCUrvLG1PVrpjzoVXJyjSO1wn7fDAkLZZwqYT6EUUxeHU8JlooG4GuPeZCWzSI8efdgyMPnmDp+jW3deKhX92Fsxu++O22dAIxphT4j38wDrv+aowbMciQIl692s+GrMhJosCuK5A1AMKujWw5z4Yt2nHVVVdh0KBBO7SYZ3t5Jpm/9dZbqqZyTwB54oknVE1oJp5rB7tn0jtCAEn3Ws9W9ztLLSFYu37x2TJSQrBskdUJoxKC5YTK9s1hZwgWO6GPqn8BkQRULgRv6tOVk+35CTXPB3M+ivxJHD2sU+VD6B1azgdL7dLzQfigx0TvIHwsb0glnLPaVV9yPthk8LPtAbiQVNWu9jKQcE74qG53q+T4OOGjNILRRfqd0Qkf7F2IJIsAACAASURBVIHyTlVQlQemt6QzEUTHcZKErrfG/fV1CcHqrysj7yudAlkDIMlkUjVNYUhVcXGx+jw7t6Lnv7Exy2233aYas/CIRqOIxWIYN24c/vrXv+Liiy/G4sWL1Wv8d1bTos0NGzakfY1dK9MdAiD9bHMJgPSzBTH+dgRAjGvVH8+0E0BmzZqHMdv/oao5HWwAPniDzVK0i2sDqlRvsT+BI4eGdOGD4wg5n9X7Ve+NfF8CMwaFdcOuOI6hTywJTPgIepKYWqZf7YrjWKmK4VOfbfcrD8m+pfp9PjiO8FHT4VbhU1qp3bHFxuFjYVVQlQfepyCmktw/rCtE6zECIP1xbxl5TwIgRlSSc/qTAlkDIBTtoosuwsCBA/GHP/xBVcFiSBZDs9i5kq3lb7jhBvV6z6OnB4ThWhMnTsScOXNU50lWwXrhhRfw3//+V4VypXst04IJgPSny5llbjpwx5WnoiDP2vjWtz9cicde/URyQGxcbgEQG8V1wLSdAHL7zHk4KvyMggg9zwdvztmpfGl9AFXtqbCrGYNCyNHxYHBcKE4Phh+buuDjgAr9hHMNWlixKgUfCRU+VZGbuT8Ix8WSbBbowbIGPxiixfApvQ7nGnzUdrrxUW0KPsYURdN2OO+59JrnQ4MPJqkzlI25ItIHxIFNYuMUAiA2iiumbVEgqwCkqakJ5513HhYuXKi8IMzlYNv6UCikyuuy5C57fqQDEP77p59+qmxs2rQJEyZMwKOPPooRI0aoIZleEw+ILdef9UYFQKzX1CGLAiAOCW3TNHYCyF1/mosrCp5EUTBzzh1vsNujLtV3Y1uHF6WBOAgRegnnGrSsaEzBR4GfEBFGaTBztSvN07K2OQUfOZ5Uc8JBOn0+NPhg7gY9H+zzwT4mIwr1PRjMFdHgg14QhlyxASMhItOh5Xy8V50Ku+oJHxwnAGLTxnDIrACIQ0LLNJYpkFUAYtmnttCQeEAsFNMKUwIgVqi4W2wIgOwW2S2b1E4AYQ7Ij3MXINeXHkB4g80SvSsaUx3HWWqXngi9Urtac8JVTT5sbPWh0JdQ1bUG6PTr0OBjXUuqX0euN4mJpaxaZczz0Q0fLmBcsTH40HI+GHbFv48qSjVg1IOPVONGFz6qDaIt+kXYVc9xAiCWbYXdYkgAZLfILpOaUEAAxIR4HCoAYlJAq4cLgFitqGP2BEAck9qWiewEkIfnzcbFGQCEMNAccaGywd/d54MQoddkMAUfLqxu8qbgw5/ApNKIbr+OnvCxpsmHHG8SE0qiGJIf161cxkR15nww7IpVzsYWRzHSgOejJ3ykwq6MeT44jn0+ltb70RZ1Y5/8GKZ0hV31vBAEQGzZFo4ZFQBxTGqZyCIFBEBMCikAYlJAq4cLgFitqGP2BEAck9qWiXYXgGihRfR81HR6URaMK09EiU6zwB3hw4sif0JBRLmB3A0muNPz0Vf4YPgUO5Ur+OhD2JVWapcQwb8z52NsSarPR6aD59Z2uNV8rRE3hhdEMbmsd4+JAIgt28IxowIgjkktE1mkgACISSEFQEwKaPVwARCrFXXMngCIY1LbMtHuABDe0DeG3VjT5FXwUZETUx6FkmAyoyeCN+YsQ8u+G6x21Rf4oMdkA+Gj2avCrox6PggtTDhns0B6PsYbzPngOCbTqyaDcRfGlURgpNpVJE748Kimhgo+CqOqQWG6MsQCILZsC8eMCoA4JrVMZJECAiAmhRQAMSmg1cMFQKxW1DF7AiCOSW3LRE4DCOGjrtOtbrCbwh4FH7ypZ9hVpgaOhA+Ga61o8KO2k/1B4oY8HxSN+ROVDakck1xvymNiJOwqFIN6nxtafHC7kphooNoV5yN8MMF9XbMX8aQL40uM9fkgfBCsODYcZ58PVsmKZmzcKABiy7ZwzKgAiGNSy0QWKSAAYlJIARCTAlo9XADEakUdsycA4pjUtkzkJIBoYVfLtvtR1+nB4LwUfBQbCLtiqV1Wntrc6kVpMKFgQC/sioIxd4PdxgkDTFSfNEA/4ZzjCEqED4KLz51UCe57F8Sh14i6uzN6g4+N0RXsMOlcbxwBizkmLCdM+BhZFMWY4iiCOl3jF1YXov1Y6QNiy+ZwwKgAiAMiyxSWKiAAYlJOARCTAlo9XADEakUdsycA4pjUtkzkFIBo1a54g13T6cHALs+HHnxoHgVCC+GDCecsmVumU+1Kgw92OKdHIcebwH4GSu1q8MFQLVbY4vtmh/Nh+cbgg7kiK5v8oDdjQmkUwwtj8BnI+djW7lGVwFiOeHRRqrpWjheqyWG6g9DyyuYiuL4+F4dOH2/p9dHS3olnbr4H5zZXWmpXjO2ogACIXBHZpoAAiMkVEwAxKaDVwwVArFbUMXsCII5JbctETgAIb/4ZBkUPBvMbKnLjyoOhV+2KHzgaBz6p92NzWwo+CBF6pXY1+GBfkXUt7PORxP7lYd0mgz3hgyV6u+GjQL9KlpaorsEH8zbYrZwJ53oQoeCjwYf2mEslqo8simUMu+L7JHw0hlx4em0pRpx5pwCILbvDfqMCIPZrLDNYq4AAiEk9BUBMCmj1cAEQqxV1zJ4AiGNS2zKR3QByUc4CwJXAkrqACruqyIkrD0ahP3OzQA0+ltR9AR/TysO6ieo94WN9iw9+dxIHDQwbhpa1zan+IISPqeURDMnru+eD8MGGgfR86MFHVbtbhV0xSZ6eD4ZrBXTCrrRQNoaWfVBTiKnnzMIM8YDYsj/sNioAYrfCYt9qBQRATCoqAGJSQKuHC4BYrahj9gRAHJPalonsBpBz/AvweYMP9Z0elOfE1U19vs8YfHzcBR8FvoSCCCPhWsz5+Gx7KnGc8HHIoJBhaGHIFXNFNPgYTPhwZYYIej42t3lQ2chqV1AVq4zCR02HW3mFOmPuLvjInHDOC0ALZWNTw6awG43hIIadfpcAiC27w36jAiD2aywzWKuAAIhJPQVATApo9XABEKsVdcyeAIhjUtsykZ0Awk7okxqfR2vMhYpgHNMHhpGrk9egeT40+MjzJnHY4JBuZ/TePB8zuuAjkxeC4wgRq5pSng+mXBCSjMCHljiuSu0mUvAx3GDYVV1HqsmgBh9MOGep3UzvlfDRFgUW1QTRHHZjaH4MHfEgosdLErotm8MBowIgDogsU1iqgACISTkFQEwKaPVwARCrFXXMngCIY1LbMpGdAPKnP83FqPrnVQL3IYNDuhWdeoOPI4Z2GoIWej6Y86GFXfUFPthRnRWvWAZ4yoAIhnZ1RtcLn9ra5lEVtmIJFyaURDCiKAavjseE0LK9043FdQGEusKuWGpXL1yL2nREgYVVQTRH3BiaF8P+5RF8XF+INqmCZcvecMKoAIgTKsscViogAGJSTQEQkwJaPVwAxGpFHbMnAOKY1LZMZCeA3DZzHg5rfxbH7dOZtpFezw/FECbmfGxq84KeD8JHnk//YxM+WO1qTbMPga6wq9KgfpgXPR/M+Vje6IcHSUyrCGNwXiJjPxK+G0JEdbsbH9UFECd8lBrr80EPBhPH36sJIhxzYVRRFJMG9N7hfOdPzapar2/JUY0YmZfCkDSfB5A+IPrXR38+QwCkP6+OvLfeFBAAMXldCICYFNDq4QIgVivqmD0BEMektmUiOwGEHpArC55EcTCR8b3zxjzC3I16v2rEl+9LYMagsG7YFccx9GllYwo+gp4kDqjQTzjnuHgSqqM6E8A9rqQqtat5PtK9WY4jfDB3gzkYtMEO7kY6nCv4CLvwfnUQIfb5KIxiXwPwwXGdMeDtbSn4YGjYwV3wwfcpAGLLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngDAH5Me5C5DrSw8g2g02k7g3dcEHIUIv4VyDFuZtpOAjgallEd1SuxxHjwlBh14TlsmdVBrBXjqldjX4qO1046PaFHywZO64Ev0mgz3hQ+twPrlM3/Oh5XwQWphwvjN8CIDYsiUcNSoA4qjcMpkFCgiAmBRRAMSkgFYPFwCxWlHH7AmAOCa1LRPZCSAPz5uNizMACG+wO2IMn/Jja5sXBX5CRBh64VMcF44zfCoFHzmeVHPCQTrhU5rHhKBD+GDeBXM3CB96ncoZrqXBB70go4tiGFuiDxE8tynkwvsMu4q7MLwgCqPw0RJxYXFtAI2Ej9wvwq56XgjiAbFlWzhmVADEMallIosUEAAxKaQAiEkBrR4uAGK1oo7ZEwBxTGpbJtpdAEIYYNdvdv/e0tVkcLKBJoMafKxrSVWtyvUmMbGUVasy5270hI/KRp9KFh9fEsHeBuBDy/lg2BX/zl4dTByn9yTToSWcL6oNKPgYYRA+OK457MLS+gAaQ/R8xHBARUTlfOx8CIDYsi0cMyoA4pjUMpFFCgiAmBRSAMSkgFYPFwCxWlHH7AmAOCa1LRPtDgDhDTbzGei9YIfzEn8cE0qjKMvRhwg27NvY4kl5PrxJTCiJYkhX1ap0AmnQQtDR4GNcSQT7GIAPJsbT88FGiqmwK2OeD+amsNrVkvoAOqMujCwylvPB8LCGEJsT+tAY9mBIXkzlpwS9vX86ARBbtoVjRgVAHJNaJrJIAQEQk0IKgJgU0OrhAiBWK+qYPQEQx6S2ZSKnAYTwwRtsei9qOz0oCcRV/4zSoD58tEVdahwb/9HzYQQ+KFpnjOO82NDiVWFXRuGDlaeYqL6q0QdmsTDnY2xJTNfzQfhgmBfHaQnnRqpdET62tnuwutGHtqhbwQdDy3Iy9E4RALFlWzhmVADEMallIosUEAAxKaQAiEkBrR4uAGK1oo7ZEwBxTGpbJnISQLQu3sz52Nae6oxOiBhgwPPBnA8mqrNTeaE/YRg+mLvBMC96Plja12jYFccRPtipnM0JCS1Gql1pzQk5LppwqQ7n9O4YCdeqavdgWYMPHVE39sqPqfK+eo0b362WPiC2bAyHjAqAOCS0TGOZAgIgJqUUADEpoNXDBUCsVtQxewIgjklty0ROAYiWcE4PBitQFXVBRHmuft8NhkGxX8eqJh8CHkJEVDU3NJI4vrHVg2Xb/aq3B8eNKNSvWkWIYJPBZQ1+1a+DXcqN5nywRC8BqzXixvDCqPLusMN5pkPlioTcqGzwoSHswbC8VJhXgS9zLxNq+tqWIiRPnIsZ08dben20tHfimZvvwbnNlZbaFWM7KiAAIldEtikgAGJyxQRATApo9XABEKsVdcyeAIhjUtsykRMAkuNNqF4W7Da+qdWHIuZ8lERhBD7oiVjVRPjwI+BJYGJJVPXrMAIf9GB83kD4SGJiSQTDC42NYxgUYSAUd2NMUcRQqV2tP0gl4SPqVtWuCC0BD6DXUZ3wsaILPtjhnKCUZwA+mEfzzLoSDD3tLhwqAGLL/rDbqACI3QqLfasVEAAxqagAiEkBrR4uAGK1oo7ZEwBxTGpbJrIbQC7KWQC3OwHemLPDOT0fhAEj8MGcCOZRrOrqcM58CL1mgRRJ63C+oskHJAFW1zJS7Yrj6PmobPIhFHNhXHFUVbzqrfpUz8VQVbI6CBGED5fystBrEuwTfLgxLC+uPB/5RuCDFcQafHirqgj7/WCWAIgtu8N+owIg9mssM1irgACIST0FQEwKaPVwARCrFXXMngCIY1LbMpHdAHJeYAFYMndzayp3gxChV+2KH5TwwdwNhmz53UlMLQ/rltrV4GNNV7gWQ5RYQcpouNamVg9WN6fggx3ORxI+3PoeDIZdpTwf7HAew6iiaMbEcb5PLRlfq3alhV0ZgQ+WL/68wYeqdi9qQjkYccadEoJly+6w36gAiP0aywzWKiAAYlJPARCTAlo9XADEakUdsycA4pjUtkxkJ4CwE/pBbf9AXcit4GM/A30+NPhgCNTaFvbrSGJ6eRgDdfp89IQPQks3fOh0ONfGET5WNvnBylf0fAwvisFvI3w0hggR/u6cD4ZrGYEPhrJ9Wu9HVYcXZcE4OhJBuCQHxJa94YRRARAnVJY5rFRAAMSkmgIgJgW0ergAiNWKOmZPAMQxqW2ZyE4AmX3nHIyqfwHluXFMKw+jJJhUyeCZDno+esLHgQPDKNepktUbfEwtj2BInrGcjy/BR2FMJY7r5W7UdrgVRLBk7ojCqKp4lalkLt8nwagp7MKn2/1oDHkwLN9YzgfHhmIAmyFWd3gUfBDoljcVoO3YeeIBsWV32G9UAMR+jWUGaxUQADGppwCISQGtHi4AYrWijtkTAHFMalsmshNAbp85Dwe1PYuvDQ2hOJC5ohM/nAYf61p88LiSOGhg2FC4FnM3GHaleT4IH4MJH67MEMFx7CnC8r6stMWKVXsVGPN81He6FUS0RVLwwdwNvZwPrQwxIaIp7AYTzicN0C+1S234/j6oCaCmw4MBQQJdBAX+JN6vLUTrMQIgtmwOB4wKgDggskxhqQICICblFAAxKaDVwwVArFbUMXsCII5JbctEdgLIrFnzcGnuk6jIi2f0JvSEDy3sqi/wwRK9rLDFhHOj8KH166AHg40DCR/DC1JNBjN5PggR20Mu5Ylo7/J8sGqVXrUrjmuLAotqgmgmfOTHVHK8nsdEg4/3qgOo6fRgQCCBgwaGkOdLvU9pRGjLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngPx57mz8OHcB8vzsI57+0BLO1zSncj40+GC0ViYY0JoFLm/sgo+yL6pk6YVPsdoVPRixhAsTSiIYURSDV8djooVPESLaYy6MKIiCHc71EtX5yTuiwMKqIJojKc/H/uURXWjR4ONdwkcHu8YncPjgEII9OqMLgNiyLRwzKgDimNQykUUKCICYFFIAxKSAVg8XALFaUcfsCYA4JrUtE9kJIA/Pm42Lcxcg15ceQAgfrAS1ttkHnzuJvuR8sMngZ9sDcCGpql3tZSDhXJXMbXfjo7oA4oSP0ghGF+k3JyR8sO/GO1VBdMZcylsypTyi2+Gci8bE9te35KjxzEshYOmV9u3p+WDOR5E/iaOHdX6pqaEAiC3bwjGjAiCOSS0TWaSAAIhJIQVATApo9XABEKsVdcyeAIhjUtsy0e4CEN7QM/RpZaMP9Hyw1C4T1fWqXXFcPAlsVvDhVx6SfUv1+3xwnNYskOFTtMFSu2OLjcMHPRgdMRf2KYipUC+Ga2U6OCerVr29LQUfzEs52AB8cFw4DiyuDaCqw4NifwJHDg312lFdAMSWbeGYUQEQx6SWiSxSIKsApL6+Hueeey4WLVqE8vJyPPTQQzjssMO+JMX8+fNx8803g+dXVFRg7ty5OPLII9V5H374IS644AJUVVVhypQpeOyxxzB48GDd19LpLQBi0ZVolRkBEKuUdNyOAIjjkls64e4AEO0Gm+DB/4KehMqHGKxTaleDFoZPLWvwgyFaDJ/S63CuQUtdR5fnIwmMKWKncn34ILQQHt7tgo+9C1LhU3rwwXHs1/F+dSrh3Ch8cBzDtT7dHkBVeyrsasagEHJ8vS+7AIil28FxYwIgjksuE5pUIKsA5JxzzsHw4cNx4403KpA488wzUVlZiZycnB1kuOmmm8Bz99lnH7z11lvqPAJHIpHA2LFjcc899+DEE09UYPLaa6/hxRdfRDweT/taJo0FQExegVYPFwCxWlHH7AmAOCa1LRM5DSCpZGyXAo9NrV7keFLNCQcZgI9QHNjQkqp2xQpX7J3BruMeHU8EPS2ci+V9eYPPkCtWrdKDCOaY0APxaZ0fnXEXjMIHvSss0btsu1/lfAzONRZ2xfe2PeTG8u0+bA97UBqI44CKcHfCeW8XgACILdvCMaMCII5JLRNZpEDWAAjhYcCAAdi6dStyc3PVxz/11FNx4YUX4uSTT84oR3FxMdavX4/Vq1fjyiuvxLvvvqvOp016P1atWoWVK1emfa2oqCitfQEQi65Eq8wIgFilpON2BEAcl9zSCZ0EEMIHQ5gYdrW+JdUZfWKpcc8Hq10tb/Aj6E2qZoFG4IM39YSWJXV+lWMyqiimwEUPPjiOHogPa/yIJ42HXXFcbacbS2oD6rMOyYvhgIqIbs5HqrqWG5/U+5XHpDwnjqllqVK7mRLq360ulD4glu4IZ40JgDirt8xmXoGsARCCx+GHH65AQjuuu+46BSXXXHNNWiXoIfnWt76l4OPxxx9XHo9HHnmk+/xDDjkE8+bNUxCS7rUDDzxQAMT8teaMBQEQZ3S2YRYBEBtEddCkUwCihV2ta/FiTZMPOd4kJpREMSQ/bqg5IXM+GHbFRobM3RhpwPOhJZxrOR9jDHo+OI59PpbWp5oM7pNvLOGc49jhnO+zIeRR8MHkeFatynRQm+aIC5UNflXtivAxqTSCIp3eKRz3xrYixI6fK40IHdwzVk4lAGKlmmLLCQWyBkAIEKeccgqWL1/erQtDsejF4J+9HbFYDMcffzwuv/xyfPvb38aDDz6IJUuW4N577+0+/eijj8b111+PNWvWpH2N56Q7GlrDhtZp9YYa/P7hV+DPzTd0vpy0awq4wx2Y/YvvoiA/uGsG0ox684MVeOTlpagoL7HUrhj7QgECSCARxe0/P9VyWf789NtYX9eOoqI8y23bZjDJ2rG2WbfcMAFk1KBC/Og7h1tu+77Zd+JHgfnI8SZUUvWuwAfDoNipXMEHjIddEQaYK0KI4N+Z8zG2JNXnI9OhPBgMn2rwozXixvCCKCaXGfOYNDB8qsHXDR8MLdPr86GV9l3R6ENNpxcVXfBRqOP50LxJz64rwV5nzMXhB47fhfXjxdr70dLWicdvnIdzmip3wa4MMarAS75B2P/aKzFmn4GGhpQWBAydJyeJAnYpkDUAsm3bNhx00EHYsmVLtxZXXXUVBg0ahF/+8pdf0odgwjyQ0aNHdwPKE088gZdeekklnmvHtGnTcP/99ysASfca5013dPLX0MCxcn01fvPAf+DNyaIbIAOfq7+d4o104t5fnYFCiwHkv+9X4oF/foyBWQ0g6W8S+sM6EkByklHcdc13LX87985/C2trsgtAsow/0NTchjFDCvGT079m+frNmfknnO97El5PQnk92K08tw+eD8IHS+0yl4KeDzb8MxJ2xXFbuhLVo3EXxpVEDFW70qpkMcxLwUdhVDUo9Hv0oYXhU8wxaQh7MCwvpsr75vbo19GbBQ0+2ESxpoPwEVNeISOej44YVC7Mq1uKcdhFs3HEQRN2Yf3Sk3JzWyce+e1sfL/xi4eHuzCBDNFR4D/+wTj4N1dh7PBBhrTKYcdLOUSB3ahA1gBIMplEWVkZ1q5dC+Z08DjppJNw0UUXKe9Gz4PnXnzxxcjPz8ddd93V/dLHH3+s/n3x4sXq3+ghYTUt2tywYUPa10pLS9MukeSA7Mart7epJQSrny2I8bcjIVjGteqPZ9odgnV+YAG2tHtUn49cb8Jw2JXWZJCdyt2uJCYaqHZFfTluc5tH5YpEEy6MLzHW54Pwsa3dg1WNPrRGU54P5orodTjXEsdXdMEHmwwSlPJ8mXM3eoMPjis2EHbF0r6Elk2tPmxtz8Hos+6UEKz+uLkMvCcJwTIgkpzSrxTIGgChaoSNgQMH4g9/+IOqgsWQLIZm5eXl4bLLLsMNN9ygXr/iiitACGGVq54HvSITJ07EnDlzcMIJJ6jXX3jhBfz3v/9VoVzpXsu0YgIg/ep6BgRA+tmCGH87AiDGteqPZ9oJIA/Om42vdT6HrR0e5HoSmGSg1K4GEUw4X9GU6nDOEr17F8R1q11p4Vormvyq+R+9CUw616uSpcEHIUJ1OC+MYUxxFEFP5k7sO8KHG8Py4qq6Vr4B+EjlfPhQq8KuUtBiBD5YCYy5IpvavCjyJ9ARC8B3kuSA9Me9ZeQ9CYAYUUnO6U8KZBWANDU14bzzzsPChQuVF4S5HMzxCIVCqoTuyy+/DJ/Ph3HjxsHj2dG9eMstt6hQrU8//VTZ2LRpEyZMmIBHH30UI0aMUGuS6bV0iyYA0p8uZwiA9LPl6MvbEQDpi1r971w7AWTuXXMwqv4FFAfj2M9AqV0NPhiqtarJB3oJmMQ9LN84fKzU4KM0iuGFMfgM5HzQ88EcDPbtYHL7qKKobu4G4UPL+WjsCrsyCh8tEZfy0NR0ejDQIHxQG0YOMxxtc2uqghhzTFa35KP92HniAel/W8vQOxIAMSSTnNSPFMgqAOlHunW/FQGQfrYq4gHpZwti/O0IgBjXqj+eaSeA3DFrHqa3PIdDBodQkZvQrXZFDwbhg7kN3fBRoF8lS/N8aPDBvA12K2fCeaYStjt7PpioTmjRSxzXql0xPEzL+WC4lhHPB3ugsIN7bYcHFblxFVqml/PB6yYahyrRu7ktBR8EugE5CXxQW4jWYwRA+uPeMvKeBECMqCTn9CcFBEBMroYAiEkBrR4uAGK1oo7ZEwBxTGpbJrITQGbOmqeqYA0rjPUZPqaWRzAkr++eD8IHGwbS86EHH1XtrFrlV/06RhelwrX0cj603I1Pt/vRGPJgWL7xnA8mji+pC6Cu06OqXdGDoVftSoMP9jHR4GNaeRglwaTSVBoR2rItHDMqAOKY1DKRRQoIgJgUUgDEpIBWDxcAsVpRx+wJgDgmtS0T2Qkg98+djZ/kLkC+P5HxvccSAHM+NM8H4WMw4cOVGSK0hPPKRr/yEPQFPmo63MoT0Rlzd8GHfsI54YPhU+wrwmaBTDhnXotetSt+eCaOf1gTQH1nqs8HP6Oex0SDj4+74KPAl8BBA8M75IoIgNiyLRwzKgDimNQykUUKCICYFFIAxKSAVg8XALFaUcfsCYA4JrUtE9kJIA/Pm42Lcxcg15ceQAgRq5q8WNOcSjg3Ch8Mg2JzQoZBRRMp+BhuMOyqriPVZFCDDyacs9RuJo8J4aMtCiyqCaKZ8JEfU8nxeuFaXDQmxL9bFUR9yI2KYBzTB4YNQQuhSoOPPG8Shw0OfakzugCILdvCMaMCII5JLRNZ47EOiAAAIABJREFUpIAAiEkhBUBMCmj1cAEQqxV1zJ4AiGNS2zLR7gQQwsfqJq8qKcuOFFPLIhja1RldL3yKTQYZBhVLuDChJIIRRTF4dTwmqmpVpxuL6wIIdYVdMXdDL1yLwndEgYVVQTRHUp6P/csjuuFaGny8sy0FH+XBhMqH0auutbPng/BxxNDOXqFFAMSWbeGYUQEQx6SWiSxSQADEpJACICYFtHq4AIjVijpmTwDEMaltmWh3AQjhg2FXyxv98CCJ/coi2MtAwjkhorrdjY/qAogTPkqN9fmgB6Mx5MJ7NUGEYy5V6WrSAP0O5xpEvL4lB60Rl8pLYRiUz0A/OHo+CB91IQ/KAnF8bWhIt6mhBh/M+WCpXQ0+8ny9L78AiC3bwjGjAiCOSS0TWaSAAIhJIQVATApo9XABEKsVdcyeAIhjUtsykdMAQhAIxV0KPtic0ONKqlK7egnnHBdTYVdefL7dBwZ1jS2OGupwHk8CVe0efFLnRzjBUrtR7GsAPjgnO5wvrgmgNepSeSkHG4APBTthN5bW+ZXnY0AgYQg+tBwT5qbUdHiQ70tgxqDwl8Kuel4IAiC2bAvHjAqAOCa1TGSRAgIgJoUUADEpoNXDBUCsVtQxewIgjklty0ROAghvsNnLgj0++F+uN4lJpfqeD44jRGxs9aqbeq87CZbMHVei32SQY7e2e/BBdUBVjWKH88ll+p4PjiM8vFsVQCTed/j4sMaPlogbZcEEDhui7/ngfGxOyM9Hj0mxP4EDKnZMOO/tAni3uhBt0gfElr3hhFEBECdUljmsVEAAxKSaAiAmBbR6uACI1Yo6Zk8AxDGpbZnIKQDhDTaTxTe1erG8wafyLpi7wbArvU7lDNeq7XTjo9oAGII1uiimOo6zz0emg+c2hVx4n2FXcVef4IPVrhbXBpQnY3CusbCrVKK6S/XrYJ+PsmAcBw4Kq0T1TAfHsUQvSwJv6epwPqUsjNJgUjcx/u2qQoT/n/QBsWVzOGBUAMQBkWUKSxUQADEppwCISQGtHi4AYrWijtkTAHFMalsmcgJAcryJbviobPSpZPHxJRHsbQA+tJwPlr7l39mrg4njRuCDCeeLagMKPkYY9HxwjuawC0vrA2gMuTE4L4YDKiK6OR9a+BSrcjF8ivAxrUK/2hXHsQM7O7ETPooDcZUPUxxI9flId2jepH+sL0Hpt2fj0OnjLb0+Wto78czN9+Dc5kpL7YqxHRUQAJErItsUEAAxuWICICYFtHq4AIjVijpmTwDEMaltmchuALkoZwH8noQKn9LgY1xJBPv0ET4YgjWmD54Pltr9uD6AzqgLI4uM5XxoHc6XscN5yIMheTGVnxI04MFg+FRlF3ywzwchQq/Ph+YxYTgamwyW+FPNCbUmg3rwsa7Fi39vLMF+P5glAGLL7rDfqACI/RrLDNYqIABiUk8BEJMCWj1cAMRqRR2zJwDimNS2TGQ3gFwQXKDCp7Swq77AB0vtsl8HwYA5H2NLYoY8H2wy+Gk9O5y7VcK5kWpXnKO+0608ERp8EAb0+nxondE5rqbTqzqcM69Fr8N5T/ig56MkEFe9TEqDCUOeD8LHmiYfNrTlYfzZf8IM8YDYsj/sNioAYrfCYt9qBQRATCoqAGJSQKuHC4BYrahj9gRAHJPalonsBJCH5s3GsdFnsaHFo3I+jIZdMedjS5sH9ERE4y4QWsYW6yecEyKq2t2qOWFH1K1K7U4oNRauVdfpVh6Mpogbw/JiqryvXodzDT7Yx6Smg/ARw4SSKIoC+rkbzBWh54OfsySQUOMG5OjDRyQBBR5rmr0qib8zHkTw5DkCILbsDvuNCoDYr7HMYK0CAiAm9RQAMSmg1cMFQKxW1DF7AiCOSW3LRHYCyN2z52BU/QvI9ycwsQ8J55vbPCohO5pwKWhh0rleojrhY1u7B5UNPuX5GFVIj0mqw3mmg+NS8OFDc8SjmgyOL4kiz6cPEU1hl2qiqMEHxzF3Q6+jOnM+OE7zfBiBD34G9hUhtLB8ca43BS0b2/PQLlWwbNkbThgVAHFCZZnDSgUEQEyqKQBiUkCrhwuAWK2oY/YEQByT2paJ7ASQO2bNw5Tm57B/eRjDC41Vu2LJXMJAKO7GmKKIoVK7hAiGXdGD0Rp1q2pXTFQPeJARBlRn9JAbKxp8aAin4GNMcdRQ+BSbEq5o8qGq3asSzglKRnI3OmNQ8LGp1Ycif1xBRHluZs8HF55eoVVNXqxq8iPgIdBFVdf4RXWFaD1GqmDZsjkcMCoA4oDIMoWlCgiAmJRTAMSkgFYPFwCxWlHH7AmAOCa1LRPZCSAzZ83DWZ4FCgb0PBi8wWbOR2WTD6GYC+OKo6rilV7HcVUlq4MQQfhwYURhCiKCfYIPhl3FlcfESOI45yG0VHX0DT5CcShIYofzoi6vkBH4iBE+Gn1Y1exDwJ1UieqED1bJkkaEtmwLx4wKgDgmtUxkkQICICaFFAAxKaDVwwVArFbUMXsCII5JbctEdgLIPXPm4Ke581EQYN/y9IeW80HPAOGDHc5HEj7c+h6MLzwf7HAeU3kfeonjhJaGUCoxvjHsUTkfRuGD4VOfEz7o+cihB0Pf88FPzgaMy7b7VSf3Qn9CQUSZTs4HxxE+mOC+uskHvzuJqeVhDM77wmMiAGLLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngDAJ/ZLcBcj1pQcQwsemVg9WN3/h+RheFIPfRvhoDBEi/CrsivBBD40RzwfDp1hdS/N8TBqg36+DixaNQzUnZKldwsd+AyK6CecafDAcbW0Le6ckMb08jIE94IPnCIDYsi0cMyoA4pjUMpFFCgiAmBRSAMSkgFYPFwCxWlHH7AmAOCa1LRPZCSAPz5uNizMAiAYfK5v8KsGaYVfDC2MqcTxTIjc9GLUdqWpXbVE3RhRGMdqA50OrWvXpdj8aQx4MyzeWcE7hQzGAzRCru5oMEiL0ql1p8LGk7gv4mFYe1s0V6Q0+DhwYRnkvHhMBEFu2hWNGBUAck1omskgBARCTQgqAmBTQ6uECIFYr6pg9ARDHpLZlot0FIIQPVruqbGSpXaiwqxEGPR/s10GIaIuk4IPhU3o5H1qnckJEU9itEs7pwdArtatBxAc1AdXhfAA7nJdHUODPXO1KG/dxF3wU+BI4aGBYt0pWT/hY1+KDx5VU49KFawmA2LItHDMqAOKY1DKRRQoIgJgUUgDEpIBWDxcAsVpRx+wJgDgmtS0T7Q4AobdjUysrOvkQTUA14NunQD/ng9BCD8Tn231oj6Xgg6Vv9apdET7qQ258WudHc8SNofkxTDbQZJCCt0RcWFLrR23IgwEBQkQIeb7MHhqOY6L6sno/WNUrz5vEYYNDhqCFOSZMcN/c7lVhV5ngg/MIgNiyLRwzKgDimNQykUUKCICYFFIAxKSAVg8XALFaUcfsCYA4JrUtEzkNIPR2sIs3+3ywihOTuOn58Lr0w67Y52NxjR8JuDCiINXhXC9RnaLRY7KwKqD6itDzsX95RBdaNPh4Z1sQbBrIZoGHDw4h6NWHD56/qDqgSvwyt+SIoZ2GPC0dUZfq/M7PGfR8AR8upJ9TAMSWbeGYUQEQx6SWiSxSQADEpJACICYFtHq4AIjVijpmTwDEMaltmchJAFElc9vd+KgugHjCpbqNG2kySA8G+268UxVEZ8yF4QUxTCmPwOvWl4Telte35KjxQ/LiyqOgV9qXVglK71Wncj6K/EkcPaxTt6mhNo45Hyy1S88H4YMeE72D1a5YlWtNV6ndA9LkfOxsZ2FVIdqPkz4gevr219cFQPrrysj7SqeAAIjJa0MAxKSAVg8XALFaUcfsCYA4JrUtEzkBIDneBLRmgczBiCdTOR9ji/U7nGvwsbAqiI6YS4VqTTUAHxzHqlVvb0vBx+C8OA42AB8cx5K5i2sDqOrwoNifwJFDQ7rwwXGRBPBZvR8bW73I9yUwY1BYN+yK4xiGtrIxBR/0fBxQEdatksVx1PHF9cXI+9YcHDp9vKXXR0t7J565+R6c21xpqV0xtqMCAiByRWSbAgIgJldMAMSkgFYPFwCxWlHH7AmAOCa1LRPZDSAX5SxA0JtAbacbH9Wm4GNMETuV9x0+9i5IhU/peT54c94WBd6vDqqE877AB6FlaX0AVe0eFXY1Y1AIOToeDM7HJoMMK2NuC+GDEFEcyJyorkELe3yk4COBqWURVOh0Rue4WBLY0urBs+tLMfn7swRAbNkd9hsVALFfY5nBWgUEQEzqKQBiUkCrhwuAWK2oY/YEQByT2paJ7AaQC4ML0BaDgg96QRhyxapVRiCiKezCe9WpsKu+wAcTx+nBaCR85BoLu0pBi0sluG/r8KI0EFcQoZdwrnlaVjSm4KPAT4gIozSoDx/0tKxtTsFHjifVnHDQTn0+dl50DT7YNf6z7X6sbs7Hvt+fhRniAbFlf9htVADEboXFvtUKCICYVFQAxKSAVg8XALFaUcfsCYA4JrUtE9kJIGxE+K3E06hs8in4GFWUavqnBx+pTuUufFSbSgA3GnbFcc1hJnIH0Bii5yOGAyoiujkfWole9hXRSu3SE6FXapfjOmJQ1bw2tvpQ6Euo6loDdDqca2FeTMan9yPXm8TE0sgOHc57W+yd4YNJ/B2xIIpOmS0AYsvusN+oAIj9GssM1iogAGJSTwEQkwJaPVwAxGpFHbMnAOKY1LZMZCeA3DdnDkbVPw+vJ4kxBj0fhAhWrWI1KDYZ3CffWMI5x7HD+TJ2OA95MCQvhillEVW1KtPBm/rmiAuVPeCDEKHXZDAFHy6sbvKm4MOfwKTSSNp+Hdp76Akfa5p8yPEmMaEkiiH5cVUVLNPBRPXNrR71GXku82hqO3MlCd2WneGMUQEQZ3SWWaxTQADEpJYCICYFtHq4AIjVijpmTwDEMaltmchOAJk5ax72bXpOhRaNLYkZ8nywwzlvsFsjbgwviGJymVGPiVtVkdLgg3Pm6JTM1Tqjr2j0oabTi4qcOMaXRFBiIHfjC/jwosifUBBRbiB3g2FX9Hz0FT60rvEKPgDlSRpRGMOiukK0HiNVsGzZHA4YFQBxQGSZwlIFBEBMyikAYlJAq4cLgFitqGP2BEAck9qWiewEkDtmzcN38BT2K4vAo1MyV6uSxURuBR+FUdWg0O/J/LE5jv02KgkfYQ+G5cVUeV+9DucafKxs8qGmg/ARUxBRGEhm9ERoYVcMnWK1q77AB6tkETzWNHtV2JVRzwfhYyM9H9tTng82XyR8UFPpA2LLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngMybPQc/y5uPgkAi43vX4INhUK3RlOeDT/j1Opxr8MHO4YQPNhnkzXmeTz8BnAnuPeGD44xUrWKVLI7b1OpDkT9uyPPBD89+JMwVYdJ5rjflMTESdkX4WN/iBfNT3K4kJpZEMLww3g10AiC2bAvHjAqAOCa1TGSRAgIgJoUUADEpoNXDBUCsVtQxewIgjklty0R2AgiT0C/JXYBcX3oAIUSw8/eqRh9aoy71ZH9McRRBj35ndHo+UvDhxrC8uKquxc7jrgy5FF/kfPhQq8KuUtBiBD5YapeQxCaD9HwQBvTCrrhozN2gh2Ztiw+5ngQmDdBPOOc4wsfaZi9WNPmAJFSC+94FX8AHzxEAsWVbOGZUAMQxqWUiixTIKgCpr6/Hueeei0WLFqG8vBwPPfQQDjvssC9Jkem8Dz/8EBdccAGqqqowZcoUPPbYYxg8eLCykem1dHoLgFh0JVplRgDEKiUdtyMA4rjklk5oJ4A8PG82Ls4AIBp8MAejPerCyMIYRhVFdXM3UlWyUjkfjV1hV0bhgyV6GeZV0+nBQIPwQcGZu8EQqM2tXpVwzhyTMp1qVxp88H3S88GGjPsZKLWrwQdDteg1ITQxoX5Y/o7wIQBi6VbYLcYEQHaL7DKpCQWyCkDOOeccDB8+HDfeeKOChTPPPBOVlZXIycnZQYJ05/n9fowdOxb33HMPTjzxRMydOxevvfYaXnzxRcTj8bSvZdJXAMTE1WfHUAEQO1R1xKYAiCMy2zbJ7gKQbvho8KE91jf4YLUrhiRpOR8M1zLi+WBJX/bOqO3woCI3rjwYetWuKHw0DnxS78fmthR8ECL0Su1q8LFsuw/rWtjnI4n9y8O6TQa1cfR8MM+kGz4Keq+SJR4Q27aGI4YFQByRWSaxUIGsAZBEIoEBAwZg69atyM3NVRKceuqpuPDCC3HyySd3S5LpvIqKClx55ZV499131fk8l96PVatWYeXKlWlfKyoqSiu5AIiFV6MVpgRArFBxt9gQANktsls26e4AkGgCYCM93mCzmtToolRStV7VKnZRr+tMhV010fORbzzng00Jl2/3oS7kUdWu6MEo9GcO16LIWnPCLV3wMa08jJJg5kR1jqNHZ2VjKlHd707ioIFhQ9DCpotrVGlfr4KPqeURDMn7sudDuwAEQCzbCrvFkADIbpFdJjWhQNYACMHj8MMPx/r167s/7nXXXaeg5Jprrun+t0znDRkyRHk8Hnnkke7zDznkEMybN09BSLrXDjzwQAEQExeZo0MFQByV28rJBECsVNN5W04DCOGDHcOZExFPpuCDYVdGEs5rOtxYWhdAKO5SCefMpdCrdkVFGa71YU2qrwjhgzf1eh4TjmNOyofVAZVjUuBLKIjQyxXR4GNpnR/VHR4EPUkcMihkCFoIH+zETk+L15VU73Mw4cOVPh9GAMT5PWPljAIgVqoptpxQIGsAZPXq1TjllFOwfPnybl0YikUvBv/UjkznDRs2DEuWLMG9997bff7RRx+N66+/HmvWrEn7Gs8xe6xYV42Lbn4KLl/ArCkZn0GBfG8S8287H4X5QUt1emXhcvzxkddRUlxgqV0x9oUCDIMcmO/HX/74A8tlueMvr+KDFVuRn7djuKblE32FDba1deLQycNw9bnHWa7C7353Kw7sfBkBb1LZ5hP9xrALa5r9KqeCieP0YvhYojdTE74k0Bln7kYqV6Q8J67yRQgtGcd1JYAz7Iod0ksDCZWozgR3vXFMAGduCj0u9MwwAZylc3XHJYH1zV5UdXjgc0E1J2RHdb1xDEljfsnmNo8qtTumKIrSnARUFeIM2ixryMW0C+/C0QdPtHT9mts6cdPld+CQ7WsttSvGdlRgqW8AfjDzWowbMUikEQWyQoGsAZBt27bhoIMOwpYtW7qFveqqqzBo0CD88pe/7P63TOcRQF566SWVeK4d06ZNw/33368AJN1rnFcOUUAUEAVEAVFAFBAFRAFRQBQwr0DWAEgymURZWRnWrl2L4uJi9clPOukkXHTRRfj2t7/drUSm8/bee29cfPHFWLx4sTo/Foupalq0uWHDhrSvlZaW9qr0o48+Cs7HylxyiAKigCggChhTgJUKL7vsMsyfP9/YADmrXynAPMr/+7//2yH6oF+9QXkzGRWQexe5QPqDAlkDIBSLsDFw4ED84Q9/UFWwGJLFkKu8vDz1Y3bDDTeo1zOdN3HiRMyZMwcnnHCCqoL1wgsv4L///a8K5Ur3WrqFkk3cHy5heQ+igCiQbQoIgGTbiu34fgVAsnv95N4lu9dvT3n3WQUgTU1NOO+887Bw4ULlBWEux/HHH49QKKRK6L788suYNGkS0p3HRfv000+VjU2bNmHChAngRhwxYoRaz0yv9bbge+omDgaDStNdOW677TY19ve///2uDJcxooAo8BVQQAAkuxdZACT9+r3//vtggZw333yz3y7ynnrv0m8FlzfWqwJZBSD9bQ2zdRPTW/TXv/5V9U9xu90K3ggOWlNHAZD+dqV9+f3885//xE9+8hMF0lzDTAfDBEePHq165rAXjhzOKsCbbYZ6PvHEEzj77LO7J3/++efB/7gXMx3hcBivv/46vv71r6vTPv74Y1U441//+pezH8TC2fojgDzzzDMqJIx/9jymTp2q1oh/smJie3u7usF08thd86b7jNkAIPvuu+8O34/5+fk75JDatX4CIHYpK3b3NAUEQEysaDYDyPjx41XYGm9O+Tn4g8oEfh4CICYuCoeGfve730VDQ4NaN4YT6h0MMzz22GP1TpPXbVCAN9v77bcfPB4PPv/8cxQWFqpZjAIIi2Pwv7vvvluN6+joUN5alhDP1iNbAWTjxo0qd3DUqFGOSr+75s12ACFQEkScPARAnFRb5spmBQRATKzengAg/PjMf+GT8dbWVuUV6Qkg7Jkyc+ZMdHZ2qvyaJ598sjtk7d///re6Aa6trVUd6vnFe/vtt3eHYPGJO/N0/vOf/2DkyJEmlJahPRXYvn07jjjiCNxzzz144IEH1JpoB/+NN6p8as4GmvSUsPqbkTXl+t1yyy3Ya6+9VG5VTU0NWGmOIYty7LoCvNn+xje+ofoY8eaVuWe9Acjll1+uQCMajeLggw/G448/jhUrVuD0009XsMkiGldffbXaf9x3CxYsUCGnfHCgebb+9Kc/qaIaDE+lLZ5HYGEpcV4XgUD/KAOerQDSM8T0rbfeUvujpaUFLpdL5RbSS3XiiSfimGOOUbmFfG3MmDGq0iIb6HLvsmgJ15XrfOmll3Z7Uzjum9/8pvJstbW1qdxGes1YBKXnvHxoxP9/6KGH1Hn0qs2ePXvXL9BdGJktHpDeAISaUff33ntPrQn345FHHqlU2GefffDTn/4Ub7zxhuo5Ri8zv0u5l7gHL7jgAtWwmEe638adAaQ/7sNsvXfZhUtVhvRjBQRATCxOtm5iej40Dwh7L/z9739XpYn5g8mj580qn7TyhrSkpATXXnutCj/gjQyrhjFk69VXX1XJ+3V1dSrMRPuh5Bc8b3r+8pe/qJspOaxTgD+Yzc3N+O1vf6u05w8pc6L4b5MnT1ZNNbmGXCOCodE15Q/noYcequxxzQiWzJPiDW5/uXG1TkXnLPFmm3uBunJ9nnvuOey///5f8oDwpk4r+X3UUUepG53TTjtN3WguXbq02wPS8waHOXBXXHGFqgjIY8aMGbjjjjvUunN/vvPOO2r/nn/++epa4R7uD8eeACDTp0/H3/72N/WEvbGxUUEI9yFBguE+Tz31lAqP5HchKziyeAof9nCdCaMEfH4Pc7/yu5PjCJL/+Mc/lLeMsMmHCAy36wkghBI+aOADIL5OqKF9J49sBhCuB72Q1JQPyf7f//t/Cgi5ZvzevPPOO9WaVVVVKSD5zW9+owrc8AEdPV8s2c/x6X4be+7PzZs398t9mK33Lk5e4zKX/QoIgJjQOFs3MQGE0MGnP0zY55csf/R4g7LzzWpPeQgbjEV+8cUXcdddd6kbXD7163nwS51PmJiAx6eD3/nOd0woLEN7U+CAAw7As88+q9aNNydDhw7FJZdcAsIk83l4k8kbzp75HunC6nquKX84L7zwQhUmpB0EED6RdTrkZE9aed5s84aTNzkMu+Ie4Q0c91G6HBDe9AwYMEDtoUwAwqewfBLPHAX2SCJ0aPuSYTvcpzy4H3mtvP322/1C2v4KIN/73vfU92LPgzeeH330kcoB6QkCPJdrxJvTngBAkGAlRoZJ8vjkk0+U14N/7nxwvfidyn5UHMf9R48XD3q4uPf4O9NzXnqVub9PPfXU3baW2QIgPXPkjjvuOJXfw4dp69atU3/yIOxzb9Brxe/JrVu3qnXlQa8jvyPHjRun/p8PCPhQbeewrp2/R7UkdHqm+uM+zNZ7l912wcvEtiggAGJC1mzdxD09IHwi97///Q/f//73sWjRIgwZMmQHD8iDDz6ontjS7U8XdEVFhfpRvOaaa9RTu55NICklfyj5BIlPA+n+tqKLvIkl2uOG8qkbn577fD712bgufBLLGwIe/LH74x//qH40f/7zn3eHC/QEkHRrSgAhvPCGVjv4Q8sfbT6plWPXFOgJILTAG0iGZLGJKsGf8MAwqZtuukn1KOJTcz5l/fGPf4xf/OIXGQGEXi/eHPFGi2FXvHliyCT3J5/Oaz2MCKf8+wcffLBrH8LiUf0VQPSS0HuCAL3Bs2bNUjekJ598sgo/5VN0ggTXjTe8POhBJGBUV1erG9+bb75ZwSK/I/md+8orr4APFTiO+0/7zuS+0xLje8574IEHKg/I7myQmy0AsnMIFtesoKBAPajRDgImvcoERn5PMtyYa8NDCy3mXuXBvCuG0xFGM32PagDSX/dhtt67WPw1JOZ2swICICYWIFs3cU8A0T6+FvLBpo7azSpd/Hy6x9AsuvoJHvzy5Z/84eWP6M6xx/yh5A/umWeeiXPOOUeFjmhJtyaklqFdChAqmND8wx/+sFuTKVOmqHAP7SkdX+DNDm+KbrzxRhWeY2RNe0ueFAAxf+ntDCCEBXpEeCPKvUUA4Y0KPYd8Gu71etUNLG96+OfDDz+MJUuW9BqCxXfHJ+H0gNEePZK82aXng9cAb4r747EnAIimK3MEmDfAJ+qEP4IEH+jw+48HQ+8Ik/SAEB4YWsfXeRA8+J2qAQhvXPldzCMdgHBf/+hHP9qhAa/Ta5ytAEKduE787WKOzc7Hzp7idABC0E/329jze7S/7sNsvXdx+jqX+exVQADEhL7Zuol3BhCGFzAOlk9HmTCpfQkzvIM/ggQO9vb4wQ9+oBLy+P9MUuYPJZP1+DSJX8gMBer5pI5P83gTxCexcphXgEmrTOb/7LPPVKy5dlBzPgn/3e9+p35YuR70bJ1xxhlgmAjD4IysqQCI+TXqzcLOAMJzmCzOJ6h8okoAYaI/E8rpUSTAMymWUEEAYZgWn3jTq8Vj53UifHKfLlu2DMuXL1fnEHJYqIAPEWiX+5cx7VrPI3s+qXGrewKA8OEKn4Tz4BN0eq34JwGET9pZfIO5U9yHBHnmgDBs8umnn1beC3qe+b3LPJ2+AAi/l/kfv4f5cEf77jUw9oQeAAAXXUlEQVSuvvkzsxlAmN/B70PCOT3JLNrAPCmGrBoFED4QSPfb2HN/9td9mK33LuavXLHQnxQQADGxGtm6iXvmgPBGlfHLfJpDrwUP7UuYT2TplmaSJJ/GMtmVyepa/wF+ATMRmgmYfFJEgOkJIJFIRD3xY3ytFg9tQu6v/FAtX4B/9jz4I8dYcj5hZRUeJrfyh5UJyrwhYkKrkTUVALHnEusNQFgNi3uD3isCCKGSsEjIJCQwHp1hIAQQQj+fehP6ud94M9uz0ZlWoY75Ij0bgL722mvKs0Lw4I0w9zir+PSHY08AEOZh0IPFyoF8MMB15PckAYTFHF544QVVyIEhVVoVLFas+9WvfqXCgHgO15bfx30BEH5ncy35+8O1pzeFYa9OHtkMIPxd475idSrqzwc2hEV6RIwCCPsqpftt3Pl7tD/uw2y9d3HyGpe57FdAAMSExrKJTYgnQ0UBUeArq0B/BBCrFoMAQsjQSrtaZbc/2ckGAOlPevW39yL3Lv1tRb6a70cAxMS6yyY2IZ4MFQVEga+sAns6gPTM5dgTF1kAJLtXVe5dsnv99pR3LwBiYiVlE5sQT4aKAqLAV1YBAZDsXnoBkOxeP7l3ye7121PevQCIiZWUTWxCPBkqCogCX1kF9mQA+SosqgBIdq+y3Ltk9/rtKe9eAMTESsomNiGeDBUFRIGvrAICINm99AIg2b1+cu+S3eu3p7x7ARATKymb2IR4MlQUEAW+sgoIgGT30guAZPf6yb1Ldq/fnvLuBUBMrKRsYhPiyVBRQBT4yiogAJLdSy8Akt3rJ/cu2b1+e8q7FwAxsZKyiU2IJ0NFgT1AgenTp+Piiy9WTQOdOE4//XTVSZt9X7L5EADJ5tUDBECye/3k3iW7129PefcCICZWUjaxCfFkqCiQ5Qqw8zi7KrMxHLtZO3EsWrQIEyZMUI3ssvkQAMnm1RMAye7Vg2pimUwmce6552b7R5H3n8UKCICYWDzZxCbEk6GiQJYrcPXVV2PatGl48MEH8cADD2DcuHHqE912221oaGjAmjVrVFd6/tDPmjULN910E1pbW9U58+fPx9ChQ9Xf2ZGZfSM6OjpU1+y7775bdS6nncLCQrzyyit44403QPi44oor1LlHHXUUWlpacPnll4OdluPxOO666y6cddZZeOSRRzBz5kzVJXvgwIFg9212V2eH5ltuuQV77bWX6qrO98bu6eedd57jKyEA4rjklk4oHhBL5XTcmNy7OC65TNiLAgIgJi4L2cQmxJOhokAWKxCLxZQn4pNPPlEwwRv6W2+9tRtACCVLly5VnorLLrsMTz31FJYvX46ysrJuELn99tuxefNmFU5FDwrB4Pzzz8fEiRNx7bXXKgCZM2eOAgp21+bBPzUAYehXMBjEnXfeqQAkHA4rYPn000+VrZKSEmWnvb1dQQ0B5NBDD8V7772Hgw8+GLW1teozbNu27f+3dy7ANlV/HP+RCiWPiDxmPKOQR55NXSolSQihlEJKSY/xqBFSKHqMopLhRkNjkCIiUdwy0aSXVylCnsmjXCWv/vNd8z93TrjuPe3jnL33+ayZO6579tp77c/vrHvWZ6/fWtcJTyILApJI2vG/FgISf6aJPCNjl0TS5lrZEUBAPLw36MQe4FEVAgEmMGfOHJs9e7ZNnDjRMjMzTWtB1q1bZ3nz5nXisG3bNhszZoy7w/T0dPvoo4/cTISKZjz0s5kzZ9ro0aNt8+bNbvZCZcmSJTZ48GDLyMhw51m1apVNnTo1i1S0gBQuXNg2bdrkRCO7ouuqHWqvBKR79+62Zs2arMMlIHPnzrVKlSolNBoISEJxx/1iCEjckSb0hIxdEoqbi2VDAAHx8NagE3uAR1UIBJhA27ZtnUjkyZPH3cWRI0fc/5s3b+7EQelPQ4cOda9NmjTJDf7HjRvn/r9gwQL3/XvvvWf9+vWzyZMnW7FixdxrmsnQ9ytWrDjpPHo9IiD169e3EiVKuLStE4tmX2bNmuVSv5QKdtFFFznJUBs0I7J06dKsKjVq1HAiVK1atYRGAwFJKO64XwwBiTvShJ6QsUtCcXMxBCT+7wE6cfyZckYI+J2ABs+NGze29evXZwmIBvwzZsxwsxwSkEOHDtlTTz2Vo4Bo5mPnzp2mdKwTy4nniRYQrQFRepdSuIoUKZJVdd68eTZkyBBbvHixaYZE4iHZiQiI0rc0yxIpCIjf323+bB8C4s+45LZVjF1yS4rjziQBZkA80KUTe4BHVQgElIDSpiQNEoRI0fqL8uXLuzQsDfhzKyBbtmyxtLQ0kzhUr17d1duxY4dbNJ6TgGjxuNaUjBo1yu3EtW/fPncezWhIOHSuLl26uLUhCEhA32w+bTYC4tPA5LJZjF1yCYrDzigBBMQDXjqxB3hUhUBACdSuXdulVenf6KL1FQ0aNHAikFsBUX3tYqVULImHFoNrBqNbt245CojSq7QNsNaLqGg2pWXLltauXTs3O1OqVCm3a9aUKVMQkIC+1/zabATEr5HJXbsYu+SOE0edWQIIiAe+dGIP8KgKAQikLAHWgAQ79AhIsOPH2CXY8QtL6xEQD5GkE3uAR1UIQCBlCSAgwQ49AhLs+DF2CXb8wtJ6BMRDJOnEHuBRFQIQSFkCCEiwQ4+ABDt+jF2CHb+wtB4B8RBJOrEHeFSFAARSlgACEuzQIyDBjh9jl2DHLyytR0A8RJJO7AEeVSEAgZQlgIAEO/QISLDjx9gl2PELS+sREA+RpBN7gEdVCEAgZQkgIMEOPQIS7Pgxdgl2/MLSegTEQyTpxB7gURUCEEhZAghIsEOPgAQ7foxdgh2/sLQeAfEQSTqxB3hUhQAEUpYAAhLs0CMgwY4fY5dgxy8srUdAPESSTuwBHlUhAIGUJYCABDv0CEiw48fYJdjxC0vrERAPkaQTe4BHVQhAIGUJBFFAbrzxRnv88cetadOmKRu3yI0jIMF+CzB2CXb8wtJ6BMRDJOnEHuBRNWYCM2fOtNtvv90KFixoefPmtWrVqtmoUaPsqquuivlcVIBAMgn4RUCi+1SEx7Bhw6x379724Ycf2tVXX+36m8p/FZB//vnHKleubOvWrbNzzjnnlNi/+uorGzx4sM2dO9e9/u6771rbtm2TGaLTXjvoAvLNN9+4GK9atcrOPfdcu/baa23atGm+5R3vhjF2iTdRzvdfCCAg/4Xa/+vQiT3Ao2rMBDRY0oek/tWgZvr06danTx/buXOn5cmTJ+bzUQECySLgJwGJ9KloFupfjRs3dkJQvHhxTwKiyosXL7brrrsuW9x//vmnfffdd9aoUSPbv3+/O3blypXJCk+O1w26gOjhjYSvc+fOduDAAfv222+dbKZKYeySKpH2930iIB7iQyf2AI+qMROIFpBI5QIFCtj27dutaNGiTkY++OADO3LkiDVs2NCmTp1qZ599tpOV5557ziZMmGCZmZnuQ3f06NHu+wceeMA+//xz95T3lVdesSZNmsTcLipAIFYCfheQvn37uv5w2WWXub71ySefuBkQfU2cONFJQs2aNV0f0+vLly+3ESNGWLly5ezHH3+0Xbt22WOPPWZdu3Z1aPLnz2+HDh1y3//www/Wq1cvNyOiny9cuND27Nnj0rsWLFhgN910k+uT1atXd+leurb6a2SAvGbNGjc7sn79+lixx+34oAuIft/9+uuvdv7555/ERPHr0aOHbdu2zcqXL29vvvmmXXzxxVa/fn17/vnnrVmzZrZ3716rU6eOLVq0yKpUqRI3rok6EWOXRJHmOqcjgIB4eH/QiT3Ao2rMBKIF5OjRo5aenm7jxo0zpW+oaFDQoEED970GLo888oi1b9/e3n77bXv11Vdt3rx5VrhwYTfY0VNdyccFF1zg5ESDoeuvv96+//77U34ox9xYKkDgNAT8LiBqetmyZU2pOtEzIJIIzYqcd9551q1bN6tYsaINGjTICciVV17pxEHyr8HtpZde6h4OKMUnIiDHjh1z4jJ06FDr0KGD64sSmC+++MIJyJIlS+ynn36yNm3a2OrVqx3BMWPGmKRDfV1FT+4146lzJKsEXUAUO806vfTSS1a6dOksjMePH7datWq51NYWLVq437EzZsyw+fPn29dff+1SYPXvgw8+6OIrUQ1iYewSxKiFr80IiIeY0ok9wKNqzAQkIF26dLEiRYrY77//7tZ+TJkyxUqWLHnSuQYOHGgXXnihewrbunVru/vuu0/KKdfAZ+PGjW4AFJEWDW6UD02BwJkk4CcBiayrityvnmrXq1fvlAKiGQ3NIKoodUtSr88BCUj37t2dKESKBqiSlUqVKmUJiAav6otK+Ykuqp+dgEhSatSoYZs3b3ZrSJQ+NHv2bKtateqZDNFpzx10AZEIvvzyyzZ27Fj30ObZZ5+1ChUqOOG85557nGSo6EGPZFOzxZpN1u9VxW737t3ugc9ZZ52VtBh4uTBjFy/0qBsvAgiIB5J0Yg/wqBozgegZED0p1SJK5Y1rQbqe5mnx7Jdffun+r6eo999/v3tCp9QBzYBEZkd04YMHD1qhQoXskksuyWqHcqGVdtKuXbuY20YFCMRCwE8Ccqo1ILqXU82ADBgwwK655hp3q+qPkT4pgdBrS5cuzcIgadDrEobIDIiERX1RqZK5FRAdd+utt7p0Lg2SJTCRWc9YmMfz2KALSISFROSNN96w4cOHu9nfjIwM69ixo4t9pCjdSr9nS5UqZTt27HCvKS3rrrvuiifShJ6LsUtCcXOxbAggIB7eGnRiD/CoGjOBE9eAaKZCH4IakPTr1889pVO6Rr58+Zx46ANT/958880up1lpHdFFMx9bt251T/goEEgkgSAIiNZz6El4dovQTxSQyAxGhOOpBEQPCNQX9aQ9OwHZsGGDm7WMpGDpOM14aNMJpXwpjTLZqT9hEZBIDGrXru1S3JQupwc3K1asOGV3uPPOO13a6scff+w2CYjskJbIvhOPazF2iQdFzuGVAALigSCd2AM8qsZM4EQB+eyzz+yOO+5wi1F79uzpFq3279/f5Z1rMfl9993nBip6WqcvpYPow1OLK8uUKePWgOjJ7MiRI116gQY+GnRlt1VozA2mAgSyIRAEAdGgVCk6kW2uT9yG978IiFJ6NCPywgsvuAcCf/zxh5uxlGxEBGbfvn0ubWvLli1Z67FUT2tHNEB+//33XT9NZgmygOhBjbbfVZqdfu9p3Y4W9a9du9bJXd26dd26Hq2f0wYe+v2qdDfNWj3zzDO2bNkyGzJkiNs9S5sDBLEwdgli1MLXZgTEQ0zpxB7gUTVmAqfaBat58+Z2ww03uC/lsmsHLKVpaHZEC1UlIFpYqQ9MvV//+usvJy1afKkPYr2uD9a///7bpWNpFx5mRGIODRViJOAnAenUqZMT8UjRblbaUe6dd95xGzkUK1bM5f3HQ0B0DaXzSP6VJqm+pgXOSvOJnkFROpd22NKOWOPHj3dNe/TRR13qVXSaV4zY43Z4kAVEa2patWrlhENrOPQ3WrQRRyS1Tg9itMhccdLvTqW/6SGNhFQzUZrZ0u/LK664wsVGmw8ErTB2CVrEwtleBMRDXOnEHuBRFQIQSFkCfhGQIAVAW/dqEKyZzWSXIAtIstn54fqMXfwQBdqAgHh4D9CJPcCjKgQgkLIEEJDYQq+n8npCr122tHlEsgsCkuwIeLs+Yxdv/KgdHwIIiAeOdGIP8KgKAQikLAEEJPehT0tLc+u2tENdy5Ytc1/xDB6JgJxBuAk4NWOXBEDmEjkSQEByRJT9AXRiD/CoCgEIpCwBBCTYoUdAgh0/xi7Bjl9YWo+AeIik/vaCdslg0a4HiFSFAARSjoAW9+7fv98t8KYEj8Dhw4dNfxVeu+pRgkeAsUvwYhbGFiMgYYwq9wQBCEAAAhCAAAQgAAGfEkBAfBoYmgUBCEAAAhCAAAQgAIEwEkBAwhhV7gkCEIAABCAAAQhAAAI+JYCA+DQwNAsCEIAABCAAAQhAAAJhJICAhDGq3BMEIAABCEAAAhCAAAR8SgAB8WlgaBYEIAABCEAAAhCAAATCSAABCWNUuScIQAACEIAABCAAAQj4lAAC4tPA0CwIQAACEIAABCAAAQiEkQACEsaock8QgAAEIAABCEAAAhDwKQEExKeBoVkQgAAEIAABCEAAAhAIIwEEJIxR5Z4gAAEIQAACEIAABCDgUwIIiE8DQ7MgAAEIQAACEIAABCAQRgIISBijyj1BAAIQgAAEIAABCEDApwQQEJ8GhmZBAALBJLBz504bOXKkzZs3z3755RcrWLCgVa1a1fr06WOdOnUK5k3RaghAAAIQgEAcCSAgcYTJqSAAgdQmsHbtWmvatKmlpaVZ7969rWLFinbw4EFbvXq1lS1b1ho3bpzagLh7CEAAAhCAgJkhILwNIAABCMSJQP369U1fr7322mnPWK9ePRs7dqz7mjVrlo0aNcoJy7Zt29xMycKFCy1v3rzWsmVLd0yxYsXc+cqXL28TJkywZs2aZZ1fwtOlSxfr0aOHZWZmWpkyZWzixIluFkazMSVKlHDtadSoUZzuktNAAAIQgAAEvBFAQLzxozYEIAABR2DVqlVWu3Zt27VrlxUvXjxHATl8+LATh9tuu82KFi1qhQsXdpJQs2ZNGzZsmB07dsz69u1r+/bts/nz5+daQAoVKuTEZfr06S79SzIycOBA+/nnn61AgQJECwIQgAAEIJB0AghI0kNAAyAAgTAQ0ID/iSeesA0bNmTdjmY2nn76afd/ScmmTZvc95oBqVatmk2ZMiXr2E8//dRat25t27dvt/z587ufHzhwwEqXLm3Lli2zyy+/PFczIBKQpUuXujSwSKlevboNGjSINShheKNxDxCAAARCQAABCUEQuQUIQCD5BCQTAwYMcGlUkaLZiz179tiKFSvs4Ycftt9++y1LQHr16mXdu3fPOnb8+PE2efJkJxvRpW7dutavXz/r3LlzrgVky5YtVq5cuazTdOjQwWrVqmVPPvlk8kHRAghAAAIQSHkCCEjKvwUAAAEIxIPA8uXL3SLzvXv3upSq6LJkyRJr3779vwRE6VXRu2KNGTPGpk2bdpKA1KlTx/r375+tgChtS+s/ImtANAOyfv16q1KlSlYT2rRp49amKBWLAgEIQAACEEg2AQQk2RHg+hCAQCgIHD161CpXrmzt2rWzF198MWYBycjIMInCqVKw9JpEROtDRowYYa1atXLnP378uEvR0pqRaAGZM2fOv46pUKGCW+jesWPHULDmJiAAAQhAINgEEJBgx4/WQwACPiKg3atuueUWN9vRs2dPJyQSk5kzZzpxiE7BOnEGRDKh2Qyt9Rg+fLhbhK7UKy1qX7RokbvLrl27up+/9dZbbpcsiY6OUfpWtIA0bNjQ0tPTnZxoN6xJkya5ReiRtSU+QkZTIAABCEAgBQkgICkYdG4ZAhA4cwRWrlzpBEKLypWOpZ2nKlWqZM2bN3ezECpahH6igOjnu3fvtoceeihr16sWLVqYUrO0la7K1q1b7d5777U1a9ZYvnz5nOxojUmTJk3+JSASHq332Lhxo2kB+uuvv26SEgoEIAABCEDADwQQED9EgTZAAAIQiAMB/R0QrQHR3/8oWbJkHM7IKSAAAQhAAALxJ4CAxJ8pZ4QABCCQFAIRAdmxY4eVKlUqKW3gohCAAAQgAIGcCCAgORHidQhAAAIBIYCABCRQNBMCEIBAihNAQFL8DcDtQwAC4SGAgIQnltwJBCAAgTATQEDCHF3uDQIQgAAEIAABCEAAAj4jgID4LCA0BwIQgAAEIAABCEAAAmEmgICEObrcGwQgAAEIQAACEIAABHxGAAHxWUBoDgQgAAEIQAACEIAABMJMAAEJc3S5NwhAAAIQgAAEIAABCPiMAALis4DQHAhAAAIQgAAEIAABCISZAAIS5uhybxCAAAQgAAEIQAACEPAZAQTEZwGhORCAAAQgAAEIQAACEAgzgf8BBUZ7/wcMoHAAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "air" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `.plot()` method on the result object returns the plotly figure directly." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plotly.graph_objs._figure.Figure" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure = air.plot()\n", "type(figure)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In the case of AIR, the plot function also takes an `column` argument,\n", "allowing specification of a different column in the summary table to be\n", "plotted." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "air.plot(column=sd.const.TOTAL)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `.plot()` method is simply a convenience wrapper for the associated\n", "plot function in the `solas_disparity.plots` namespace. For further\n", "information, reference this plot function in rendered documention. To\n", "have stronger linting support, one can optionally call this function\n", "directly." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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eu3evEg6ZltWsWTM1stG5c+dk1D755BOMGjXK0YYclFGRiRMnon379jYizEtNjQAFJDVCqRyngBgEaJPqIiBzV+xC3uCcNrli+11mTGwsfGOj8NF/KSD2yx6vmARIwE4EzBYQufdevXohLi4OX375JW7fvo28efPi559/xqOPPqrQyPQskRQREBkNqVixIgYPHpwM2+zZs7Fw4UL1H0vGJkABMZhfCohBgDapTgHRnygKiH7GjEACJEACQkCHgFy8eFFNq5L1HUWLFlULyk+dOoXChQtjz549aNKkidq2VwTk999/V8IiazxKliypRkmCgoKUuFSuXFktVpe1IlJkHYmckylTJiYvAxGggBhMJgXEIECbVKeA6E8UBUQ/Y0YgARIgAV0CIu0OGzYMK1aswPr16/Hxxx+rtRuyw1WVKlVQqlQpBAcHKwGRItv3jh49GqGhoeockZGCBQti586dGDBgAA4cOKBGVCpUqIClS5dyEXoG67oUEIMJpYAYBGiT6hQQ/YmigOhnzAgkQAIkYJaAkCQJGCFgOwGRfaWffvpp9O7dG/369Uvx3mVbuEaNGql5hlOmTFHnyvZw8pTOCxcuqJ0a5s6diwIFCqR6zFkgCoiR7mefuhQQ/bmigOhnzAgkQAIkQAFhH3AHArYSkDVr1qihu0qVKqFu3bqpCsjnn3+OZcuWqbmDIiAylFemTBlMmjQJLVu2xPjx49UTOxcvXpzisZQSRQFxh26s/xooIPoZU0D0M2YEEiABEqCAsA+4AwFbCci+ffuQPXt2TJs2Dbly5UpRQOShNV26dFHzCGVBlAjIli1bVJ2NGzcq9jJCIqMfcq4scnJ2TGJyBMQdumv6XUN6C8iNK+exavbHKFurBSo2eDpFEAnx8Vg2/W3kyFsE9dr2UefuWv09dq35Hl7ePurvnPlD8OQrnyI+Lha71vyAI3+vQkJ8HHLkK4YG7f6DoBzBlsOmgFiOnAFJgAQ8lIAZi9A9FB1v2yQCthKQxHt+5513kCdPHqcCImLRtGlTjBkzBseOHVOjHCIg8nAb+X3WrFkOfPJQHHkyp0iIs2PyFE8KiEk9zqbNpKeAXDi2B5sWT1VykLdo2VQFZO+fi3Du8N/Imiu/Q0A2/TId+UIqoHjl+skyEBURhoObl6F83SfhlzkQO1fNx/VLp9Hk/96wPFMUEMuRMyAJkICHEqCAeGji3ei2M6SAyK4Kt27dUtu9LViwwCEgsq3bjh07MHnyZEcKZFu4oUOHQh6m4+yYnOOsXL0Z5Ubp5KXoIrB280F8tXxnujwHRIRA5ODQlt/hH5AlRQG5cfkc1v0wFpUatMb5Y7tR/38jIGvmjUL5Oq2Qv3jFFBFdPX8c634Yh7avjdOF0mm7IiD+cdEY8Xpby2O7Y8CEBMDLyx2vjNdEAiRgdwK5s/nb/RZ4/TYnkOEE5ODBg2qR+R9//AFfX99kAvLtt9+qrdxk4XliqV69uhodEQFxdqxWrVpO0xwVE2/zLsDLd4XAqr8O4IvFfyNfOj6IcNtvc5E5KBsqOZmCJVOvls54B3We6IGb1y7i/NFdDgH5/asPIHISHx+HoGy5Ub15ZxQsWeVft35g01JcPXccDdrf2SbRyiICEogYjH3jGSvDum2suIQE+NBA3DY/vDASsDMBf19vO18+rz0DEMhwAiL7To8YMQI+PnfmusfExCA2NlY9HOerr75SD77Ztm2bOiavy57UMk3r5MmTTo/JehNnhYvQM8C7wIVbSM8pWImX9/fvc5E5MJvTEZC96xYiJjoSDz32HE7u2aAEJHENSGxMFLy9fdQakIsn9mLtt6PwdN/Pkq31CL9xFctnvIMW3YchS868LlAx9xROwTKXJ1sjARIgAWcErJiCFX47CvHxCS4nISjAH97eHPZ1GZjNT8wQAiJrPmR3rPfeew/58uVLlpKkU7DkPHmgzbhx49CiRQu1C9aiRYvUw29SOpZSjikgNn8HuHj57i4gof+cxfofJ6BVr4/h7ZPpXwJy723+Mf8zFC73MEpWa6QORYbfxG9fDsXDj3dDodIPuUjF3NMoIObyZGskQAIkkF4CcuHyDbw5/hd4ebk20hJxOwqdW9XA003+PTLPLGZMAhlCQCIjI9X2urLlrjzzI2lJKiDy+u7du9GtWzecPn0a5cuXx5w5c1C8eHFVJaVjztJPAcmYb4x778rdBUR2uNq99kc1yiFFdreS6VbZgwuhzWvj/5WkNd+ORImqj6BYxbqIjgzH7zPfR8VH2vxrkbqV2aWAWEmbsUiABDyZgO4RkIPHL2LAhF+RKSDIJcy3wiLwTMPSeKXDIy6d/6AnZc6cGfJZMS1FZtVIXVlXzGIeAVsKiHm3b7wlCohxhnZowV0FRKZdBRctq3a4SlrunYJ15sBWFCpTHd4+Prh4fC/++H4M2rw6Vo2WrPjqA5Sv+wSKV2mQrqmggKQrfgYnARLwIAIZTUBkFoxMsw8ICIC3t7f6UlrEoX79Ozs/UkDcr3NTQAzmhAJiEKBNqrurgKz8+iMUrVALZWo2T1FAVs8djkunDsDbxxdZc+ZFzVYvIrhIGRza8hs2LpwML+/kw+RP9B6hxMbKQgGxkjZjkQAJeDKBjCgg5cqVU9PxExIS1OyWIUOG4Pz58xQQN+3oFBCDiaGAGARok+ruICA2QZXmy6SApBkdK5IACZDAAxHIyAIiIGRdr5+fH8LCwtSoSNIREHkW3KhRo3D79m21bnjevHmOqfi//vqrEpd//vkHISEh2LRpEz799FPHFKwDBw6gdevWWL58OUqUKPFAzHlycgIUEIM9ggJiEKBNqlNA9CeKAqKfMSOQAAmQgBDIyAISFxeH2bNnq0cuyCZDUpIKiKz3LVKkCHLmzInBgwcjPDwcEydOVLuhypStFStWqA2LLl++rHZKTVwD0qdPH8hz4WbOnInatWuzIxkkQAExCJACYhCgTapTQPQnigKinzEjkAAJkEBGFRCRjsDAQISGhqJYsWJYuHChEol7BSRpDxDZmDBhAhYvXowxY8YoCZGdUpMWERB5uPXatWvRv39/tGvXjp3IBAIUEIMQKSAGAdqkOgVEf6IoIPoZMwIJkAAJZFQBSVwDItOv/vzzT3Tu3BlbtmxBwYIFk42ATJ8+HT/99JNaK3Lt2jXkzZsXS5YswaBBg9SIxxtvvPEvAfn888/h5eWF+fPnq1EQFuMEKCAGGVJADAK0SXUKiP5EUUD0M2YEEiABEsjoApKY4caNG6Nfv35o06aNQ0BkjYc8M06mZmXPnl2Jx5QpU9TP0aNH4+zZsxg7duy/BEQWs3fs2BFdunTBzp07kS1bNnYkgwQoIAYBUkAMArRJdQqI/kRRQPQzZgQSIAES8AQB+fvvv9GsWTNs3rwZpUuXdgiILECX58OJcMizPZ5//nlERUWpv48cOQKRljVr1qhtfM+dO4dChQo51oDIc0BkzcjFixfx9ddfsyMZJEABMQiQAmIQoE2qU0D0J4oCop8xI5AACZBARhWQxDUgMgUrT548aqRDRi2kJC5Cl7Uc7du3x+HDh5E/f3689tprarG6CIgUkZN33nkH169fV7tgicAkfRBhdHQ0atasiaFDh6p2WNJOgAKSdnaqJgXEIECbVKeA6E8UBUQ/Y0YgARIgAasEpN+4xfDxd+1J6OG3IvBso7Lo07EhE+QhBCggBhNNATEI0CbVKSD6E0UB0c+YEUiABEjACgEJDYvAkHFLEBUd6xLw6JgY9H6mARrWKOnS+TzJ/gQoIAZzSAExCNAm1Skg+hNFAdHPmBFIgARIwAoBIWUSSI0ABSQ1Qqkcp4AYBGiT6hQQ/YmigOhnzAgkQAIkQAFhH3AHAhQQg1mggBgEaJPqFBD9iaKA6GfMCCRAAiRAAWEfcAcCFBCDWaCAGARok+oUEP2JooDoZ8wIJEACJEABYR9wBwIUEINZoIAYBGiT6hQQ/YmigOhnzAgkQAIkQAFhH3AHAhQQg1mggBgEaJPqFBD9iaKA6GfMCCRAAiRglYCE345CfHyCy8CDAvzh7e3l8vk80d4EKCAG80cBMQjQJtUpIPoTRQHRz5gRSIAESMAKAblw+QbenfQrfHx8XAIecTsKzzZ/CE81ruzS+TzJ/gQoIAZzSAExCNAm1Skg+hNFAdHPmBFIgARIwAoBOXj8It7/ciWyZs/uEvDQG7fQrHoR9GrfwKXzeZL9CVBADOaQAmIQoE2qU0D0J4oCop8xI5AACZBARhaQAQMG4Pz585g3b16qiZ4wYQLCw8MxZMiQVM/lCeYToIAYZEoBMQjQJtUpIPoTRQHRz5gRSIAESCCjCkhsbCyqV68OPz8/rFy5Ejly5Egx2adOnYLUKVmST19Pj3cFBcQgdQqIQYA2qU4B0Z8oCoh+xoxAAiRAAhlVQH755RcsXrwYhQoVQoECBdC7d2+V7HPnzqFbt244c+YMIiMj0atXL7z99tsYMWKE+vv999/H1atX0bVrVxw8eBAxMTHo06ePY2SkZcuWeOqpp7BkyRLcunULQUFB+Pbbb5ErVy52JgMEKCAG4ElVCohBgDapTgHRnygKiH7GjEACJEACGVVA2rVrh9dff10JSJcuXbBhwwaVbJmWVbx4cfTt2xfR0dG4fPmyOiepgMTHx2Pjxo1o0KABLl26hHLlyuHw4cMIDg6GCIiMqixcuFAtqpf2smfPjqFDh7IzGSBAATEAjwJiEJ6NqlNA9CeLAqKfMSOQAAmQQEYUkCtXrqBhw4bYv3+/SnCjRo0wbdo0lC1bVv2UNSFffPGFEovEklRA7u0V9evXh6wRkSldIiA9evRAhw4d1GnfffedGg2ZM2cOO5MBAhQQA/AoIAbh2ag6BUR/sigg+hkzAgmQAAlkRAEZN24cBg4c6Nj2Ny4uTv09fPhwlfCvv/4ao0ePRuHChZVYlCpVKtkIyPHjx/Hxxx/j7Nmz8PLywpYtW/D777/j4YcfVgIyePBgNGnSRLW1YMEC9d/8+fPZmQwQoIAYgEcBMQjPRtUpIPqTRQHRz5gRSIAESCAjCoiMVIgUlChRQiVYplnVrFkTIhbe3t6OpH/55ZeYMmUKtm7dmkxA5Nx+/fqhc+fO6lwRDzkvUUBkp6zGjRtTQEx8+1BADMLkGhCDAG1SnQKiP1EUEP2MGYEESIAEMpqA7Nq1Sy0437RpU7LkysiFrAkpUqSI2unK398fu3fvxvPPP69+Jp2CVaxYMfzwww+oVasW/vzzTzRr1gzr16+ngGh8u1BADMKlgBgEaJPqFBD9iaKA6GfMCCRAAiSQ0QRERi5CQkLUCEbSIms0li5dikceeQSffvqpWkgui8dlupas8UgqILJG5M0330TWrFlRr149REVFqUXrHAHR936hgBhkSwExCNAm1Skg+hNFAdHPmBFIgARIwCoBeXfqbwjKls0l4DduhKNlzRD07sAnobsELAOcRAExmEQKiEGANqlOAdGfKAqIfsaMQAIkQAJWCEhoWASGTlyKqNg4l4BHRcfgpbb10KD6nTUcLBmfAAXEYI4pIAYB2qQ6BUR/oigg+hkzAgmQAAlYISCkTAKpEaCApEYoleMUEIMAbVKdAqI/URQQ/YwZgQRIgAQoIOwD7kDAdgJy5MgRPP3002rHg3sXHCUClb2ZZT9neTBN3rx5MX78ePVQGimy9Vr37t1x4cIFVK1aFXPnzkWBAgVSPeYsWRQQd+jG+q+BAqKfMQVEP2NGIAESIAEKCPuAOxCwlYCsWbNG7UpQqVIl1K1b16mAfPTRR+jSpQtkW7U//vgDHTt2VMIRHx+PMmXKYNKkSerBMiImK1euxOLFiyEPrXF2LKVEUUDcoRvrvwYKiH7GFBD9jBmBBEiABCgg7APuQMBWArJv3z61hdq0adOQK1cupwJyL9gcOXLgxIkTkNETGTXZuHGjOkWEREY/Dh8+jEOHDjk9JjE5AuIO3TX9roECop89BUQ/Y0YgARIgAftvSHEAACAASURBVAoI+4A7ELCVgCQCe+edd5AnTx6XBOTAgQNqypbIxzfffKNGPGbNmuVgX6dOHUyYMEFJiLNj8oRMCog7dNf0uwYKiH72FBD9jBmBBEiABKwSkPDbUYiPT3AZeFCAP7y9vVw+nyfam0CGFpDY2Fg0b94cr776Ktq0aYPp06djx44dmDx5siNrTZo0wdChQ3H06FGnx+QcZ+VmRIy9ewCv3iUCazYdxIyl25E3OKdL5/OkBycgAhIQH4NRA9o9eOUMWCMhHvDyzoA3xlsiARJIdwLZAn21XsOFyzfwwZRlyOTr41Kc8IgotH+sGp5oWMml83mS/QlkWAGR6VWyDqRUqVIYNmyYytS3336rnoopC88TS/Xq1TFlyhQlIM6O1apVy2mmb92OtX8v4B2kSmD1poOY/uvfFJBUSaX9hEQB+Wxg+7Q3koFqyveG/C4wAyWUt0ICbkQgS0AmrVdz8PhFjP5mHfLlz+NSnKvXbuLh0sF4qV19l87nSfYnkCEFJCEhAb169UKWLFkwZswYR5a2b9+uXt+2bZt6TUZIgoODcezYMZw8edLpMVlv4qxwEbr93wSu3AGnYLlCydg5nIJljB9rkwAJkICrBArmDnD11DSdZ7WAyAZFa9euVTNZfH3vju5Uq1YNP//8M0JCQlK8j99++w2PPPIIAgMD1XkdOnRQ0/zr1zdPiGrUqKE+Z8ourlYUWV4QHh6OIUOGWBHugWNkCAGR0Q7pfO+99x7y5cuH1157DSIhsstV0iLnVahQAePGjUOLFi3U8UWLFmHVqlVqQbqzYylRpYA8cJ+zZQUKiP60UUD0M2YEEiABEhACGVFA5PPcf//7X7zxxhuOJLsiIPJ5UXZWXbJkiVpfLGXLli0oX748smbNakqH2bt3L/r06aM+a65fv96UNlNr5NSpU+qL9pIlS6Z2aroczxACEhkZqbbQXbZsmTLfsmXLwscn+bzDTz75RHXK3bt3o1u3bjh9+rTqXHPmzEHx4sUV/JSOOcsOBSRd+q3lQSkg+pFTQPQzZgQSIAESyKgCIs92kzW9Ig9FihRRiU4qIJs3b1ZrguUZcfIZUb6ElkcyDBw4UP0uX0LnzJkT8sgHeV1GDhYsWICiRYs6pCYmJgYFCxZUnxdFTkQq/vrrLzVykvSZc/f2sgEDBkCm/Mta5KlTp6rPqVI2bdoE+XwqO7LKUoCLFy/is88+U3Fld9awsDCMHTsWjRs3VufLUgG5roiICMj65IkTJ8Lf3x8jRoxAtmzZ8Pvvv6vrFwYLFy6EfD5+//331Zfycs6MGTNw69YtPPfcc6pdZ0wSr0s4yiZOly5dQv/+/dXnZ7OKLQXErJs3ox0KiBkU3b8NCoj+HFFA9DNmBBIgARLIqAIiH8jPnj2rnv/2008//UtAzp8/rz64y9pg+cJ60KBBkJEJKYULF8bOnTsdIyCJAuLn56dm1chDrKXIVK2RI0eqmTMiH/KhXz7Yy46rzZo1w8GDB9X0/6RFRiHkC+9du3ZBHpQtH+iHDx/uEBCZ5iWxK1eurMRDpn/JdDJ5gLaMloi8iCicOXNGTQmT10QMXnjhBSVNgwcPVtcgs3tkl1e5dinyWqKAyBpoeQber7/+qh5ncfXqVXWvzpiIgNSrV0/JVe3atfHPP/+oe5DzRXjMKBQQgxQpIAYB2qQ6BUR/oigg+hkzAgmQAAlkVAFp0KCB+vAuH5g/+OADtGrVKtkISNLMy0hG7ty5cfPmzRQFRCSgRIkSalRB1pH07NlTtf/SSy+p0ZLjx4+rn1JklEJGYJo2bZqsk8nDrmV62JdffqlGH2QtiAiLt7e3GgGRNvfs2aPqSHsiGfLwbCkiTDICI6M2MmIh06oS1zaLpEi8devWKdmQNuRxE4klqYC0bt1aCUvbtm2dvgGSMpHr6tGjB+T5e4lFBESmqZk1pYsCYvDfIgqIQYA2qU4B0Z8oCoh+xoxAAiRAAhlZQDp16qQ2GpIpRjJNSr7Fl6lIIg8iEbIwWz7US5GRBBECKc5GQEQqZMqTyMrrr7+OYsWKqVETGRmRKVgy/T+xyHQpmYbVvn3ynRzlQ79MnfLyurOvoXzQl79lLbJ80JcRDBm1kSIbIskIhoykSJERjPz58yM0NFSN2Hz99dfqQdxS4uLi1O8yOiKycfv2bceur3I8qYDI8+xkBOTeXV2dMbn3uqS9SpUqqRGacuXKmfImooAYxEgBMQjQJtUpIPoTRQHRz5gRSIAESCCjC4jcn6z1kKlGK1asUNOeZKpU6dKlsXHjRrX+QsRDPtgnCohMaZIdtBIXoSdOwRIBkalTsnPVxx9/rKY5yYiGFBn5kClfQUFBTjuVjFzIAnd52HWigMj0sB9++AHz5s1TAiKCI6MZqQmIjHzIGpFPP/30X/GSykbiwaSvPfnkk2rURp6Jl1iuXbvmlMm910UBccN/NyggbpgUDZdEAdEA9Z4mKSD6GTMCCZAACXiCgMjUKlmALouv5Vt++SlTp06cOKGEQdZxfPjhh2qRtxQ5VxZ0yzQuKUkFJPHDd8WKFdUHeBldkSJrQDJnzqyEQDZAkkc6iMjI6EhikWlTIg0iA4klKipKjcjINCwZ6XBVQGTzpIYNG6p1HHItMjoiU7VkI6XUBETWhsh/MoVKZOzcuXOIjo52yoQCYoN/JyggNkiSCZdIATEBYipNUED0M2YEEiABEvAEAZF7TFzQLdIhH/hltysZDcmbN69adyG7Ucnibyk//vijeu6HTGmSEY97BURkRURDdoNKHPGQ0RNpU6ZTiVTIdKzly5cnGxERsfnqq6+U4CQtsr5CpkPJzl2uCojUX7lypZqKJeIhi8Hl8RPdu3dPVUBk+185V3Z+lalanTt3xueff+6UCQXEBv9OUEBskCQTLpECYgJECoh+iIxAAiRAAi4QsOI5ICNmr0ZwcG4Xrga4dj0MdcrnR8/2d0YgWDI+Aa4BMZhjCohBgDapTgHRnyiOgOhnzAgkQAIkIAR0C0hoWAQ+mPob5N91V0pUdAy6PV0X9avdeS4bS8YnQAExmGMKiEGANqlOAdGfKAqIfsaMQAIkQAJWCAgpk0BqBCggqRFK5TgFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiABCgj7gDsQoIAYzAIFxCBAm1SngOhPFAVEP2NGIAESIAEKCPuAOxCggBjMAgXEIECbVKeA6E8UBUQ/Y0YgARIgAQoI+4A7EKCAGMwCBcQgQJtUp4DoTxQFRD9jRiABEiCB9BKQkJAQLFmyBJUqVWISSAAUEIOdgAJiEKBNqlNA9CeKAqKfMSOQAAmQgFkCMmLECLz33nsICAhwQG3ZsiXmz5+v/pafnTp1chwzKiBVq1bF999/j7JlyzpNosRcvnw5vvrqq/teA7PvPgQoIAZzQQExCNAm1Skg+hNFAdHPmBFIgARIwEwBOXr0KGbMmPEvqNu3b0f//v2xdu1a0wRkzZo1qF+/Pvz8/Jwm8dKlSzh//jweeughREVFoXDhwrh8+TKT7oYEKCAGk0IBMQjQJtUpIPoTRQHRz5gRSIAESEC3gOzfv1+NfJw4cUKNVlSrVk1JioyAvP322xg7dizCwsKQP39+TJs2TR2XUrx4cQwePBiLFi1CRESEEojJkyejevXq6njSERQ5JqMv3333HW7evImaNWs6Rj5kmte3336L1q1bq9dq1Kih6jdt2hTh4eGYNGmSoxO8+eabuHHjhorDYi0BCohB3hQQgwBtUp0Coj9RFBD9jBmBBEiABHQLiLT/888/K9G4dwSkfPny+OGHH5AlSxZ89tlnSjbWrVvnEIy6deti7ty58PHxwezZs5W4JD2euIbk3XffxebNm5WA5MyZU416FCxYUE29knMWLFiA0NBQdSwhIUG1f+zYMSUq586dU9PG5HWRGjlXXmexlgAFxCBvCohBgDapTgHRnygKiH7GjEACJEACZgrIvWtAPvroI/Tt29epgEydOhUtWrRQSThy5Ajq1avnmCIlMjBz5kw1UpEoDHXq1El2PFFAZLRk3rx5kONJS0oCIuc1b94cXbt2xfPPP6/kSK5179697BTpQMB2AiId9umnn0bv3r3Rr1+/+yK7cuWK6mBbtmxBcHCwMmiZNyhl69at6N69Oy5cuABZ0CSmXaBAgVSPOcsNBSQdem06hKSA6IdOAdHPmBFIgARIwEwBcbYGxNkIyOLFi1GlShWVhJMnT6rpVzJSIUUE5JdffkHlypWdHk8UEFkHIlO8ChUq9EAC8uOPP2LChAlKPl566SXIiMyAAQPYKdKBgK0ERBYgia3KFm4yTOdMQLp06aI68rBhw5RwdOzYEQcOHFALl8qUKaPm/8lODePHj8fKlSshb4i4uDinx1LKCwUkHXptOoSkgOiHTgHRz5gRSIAESMAKAZGpVWPGjElxEfr9BCTpNr0pHS9atKiaylW7dm2nAiJrO3LkyOGYgiUnxsbGolixYuq65IvpPXv2IF++fOwU6UDAVgKyb98+ZM+eXS1aypUr130FJD4+Hrlz51Zz/AIDAxXStm3bokePHsibN6+qs3HjRvW6nCujH4cPH8ahQ4ecHpOYzgoFJB16bTqEpIDoh04B0c+YEUiABEjACgH566+/8Oyzz6rPV4nb9N67Da8RAXnrrbewc+dOtQYka9asOH36NERKkk7Bks94stZEZsMkffbIO++8o16Tz4gyUsOSPgRsJSCJiKTz5MmT574CIuLRoEEDNTSXWIYMGaKkRBYoyYjHrFmzHMdk/qAMx8mbxNmxlBYnUUDSp+NaHZUCop84BUQ/Y0YgARIgATMFRBaD+/v7O6A+/vjjamRCFnjLVHiZuSIzVuQ1MwUkMjJS7aglU6rkd9l2d9myZckERC5q4sSJGD58uBoJkUXrIiSnTp1SO24tXLhQ7ZTFkj4EMpyAyBoR6VCyDVxikalYYsKyH/SOHTuSbbfWpEkTDB06FDKP0dkxOcdZiYiKTZ/MMaqlBFZvOoipv/yNfME5LY3rScFEQAISYvD5oPaedNtO7zU+HvD2JgoSIAESMJ9AoH8m8xu1SYsy46Vhw4Y4e/YsfH19bXLVGe8yM5yAyFZstWrVUh0rscjDcGS/aRGQpUuXqoXniUX2l54yZYoSEGfHpD1nJTQ8JuP1Ct7Rvwis2XwQM5duR14KiLbeIQKSOT4GI/u30xbDTg3LzpFeXna6Yl4rCZCAXQjkCPLMD96yBuS5555Ti99lBIUl/QhkOAGRYT+ZniX7PcuQm5QnnngCPXv2VPMDe/XqhW3btqnXpSPKLllyrsxFdHZM1ps4K5yClX6d18rInIKlnzanYOlnzAgkQAIkIAQK5g7wOBCDBg1SDyiUWS0yFZ+jH+nbBTKEgMj0KtkdS/ajlt0MRDbk5wcffKB2wZIpWTI1KygoCBUqVMC4cePUPtSyC5bs1LBq1So1RcvZsZRSRAFJ3w5sVXQKiH7SFBD9jBmBBEiABDxVQJh59yKQIQREFiDJ9rqyAKlixYpqT+lu3bphw4YNahRk8uTJ6uEzUnbv3q2OyY4Jsv/znDlz1GKk1I5xBMS9Oq7VV0MB0U+cAqKfMSOQAAmQAAWEfcAdCNhSQNwBXOI1cATEnbKh71ooIPrYJrZMAdHPmBFIgARIgALCPuAOBCggBrNAATEI0CbVKSD6E0UB0c+YEUiABEiAAsI+4A4EKCAGs0ABMQjQJtUpIPoTRQHRz5gRSIAESMAqAbl8PQyxsfEuAw/OmQWZMvm4fD5PtDcBCojB/FFADAK0SXUKiP5EUUD0M2YEEiABErBCQM5cvI5PPx6BXN43kStzHDKn8NiR27FeOHbdG4+27oS2TzRigjyEAAXEYKIpIAYB2qQ6BUR/oigg+hkzAgmQAAlYISAHj1/Ej+PewPP5dyFX5gSn0C/f9sauy744Ex6A4GZv4LkOTzJBHkKAAmIw0RQQgwBtUp0Coj9RFBD9jBmBBEiABKwSkD+nDUCnfHucAr8U4Y3dV/wQnwAE+Pogos7b6NA+bQIij2IoV66ceiRDYpEdUUNCQtTOqPKMuFKlSuHAgQPw8/OztBN06NAB/fr1Q/369S2N6+7BKCAGM0QBMQjQJtUpIPoTRQHRz5gRSIAESMAqAfl7Vn88nWvvfYFfCPfG3qt35KNy7mjcivXH8SrvahMQuQh55tujjz5qeQfYsmWLeuxD1qxZLY/tzgEpIAazQwExCNAm1Skg+hNFAdHPmBFIgARIIL0F5Hy4N/aLfOCOfBQIisfh0ADtApI5c2bIc+NiY2PRp08frF27FlFRUahWrZp6KPWmTZswfPhwZM+eHefOncPNmzfx0UcfqQdXS9m8eTNeffVVXLlyBT4+Puph1i1btlT1PvnkExQpUkQ99PrSpUvo37+/euacFDlnyJAhaNy4sWpT2li5ciXi4uIwZswYdOrUySM7JQXEYNopIAYB2qQ6BUR/oigg+hkzAgmQAAmkp4Ccv+WN/df9gASgUu5o5A+6s0uWlQLyyy+/YPbs2fjhhx9U7BMnTqgHUotIyDSpbdu24aGHHlKv16tXT03bkodanz9/HhEREWoqlzz4etCgQdi7d6+qJ+f99ddfqF27Nv755x814iHn+/v7JxOQXr16QUTo888/VwIiApQtWzaP7JQUEINpp4AYBGiT6hQQ/YmigOhnzAgkQAIkkF4C4pAPJKBSrhjkDYyHt9edfJghIDNnzky2vkPWfXh5eak1IFISR0BEGlq3bo1p06Ylm5IlItGzZ0/s2XN33Urbtm3RtWtXyM+kJSYmBrlz51YjGlKvR48e2Ldvn+MUEZAlS5agZMmSyQRERldOnjyJnDlzenxHpIAY7AIUEIMAbVKdAqI/URQQ/YwZgQRIgATSQ0AS5cNL5CN3DIID7sqHWQKS0iL0pAIiv2/YsAEffvihGqUYNWqUmmYlIjFw4ECsX7/e0UlkxKJ69ep4+eWXsWbNGkyYMEGNgkiR827duqXqDR48GH/88YejXqVKlbBgwQK1MD5xClbNmjURHBzsqO/pPZECYrAHUEAMArRJdQqI/kRRQPQzZgQSIAESsFpA1JqPa7LzVAIq30c+0kNAEnvB33//jVatWqlpVocPH0bnzp1x7NgxRycRMRH5aNSoEUqXLo2NGzeibNmySjzy58/vEBBZ4yFrShLL/QRE1oDIQvQzZ86oKV2eXiggBnsABcQgQJtUp4DoTxQFRD9jRiABEiABKwWkpv9+7Lt6Z9tbWfORdNpV0kzIFKyjld9Fx2f0bMMrsRKnYIkABAYGqilUIhKVK1fG1q1bcfToUdStWxc///yzmqIli85FTkRIrl+/rtZ3yLqQoKAgjBw5Uo2ghIWFqREQVwVEFqbnyZNH1Y+Pj1ft5s2b1yM7JQXEYNopIAYB2qQ6BUR/oigg+hkzAgmQAAlYJSB/TB2I4OjDst4cVVKQD7mevVfvCEiXjvoFREYxunfvDlnHIc8EkR2rZO2HiMSbb76JokWLqpGOTJkyYezYsY5dsGR61vz585UwyPlTp07Fzp07H0hArl27pnbgWrduneqIsgtWx44dPbJTUkAMpp0CYhCgTapTQPQnigKinzEjkAAJkIBVAvLlp0NQxvsIKuSSkQ/nT0OPiweWnMyKXE0HoHvntAmIGVlNFBBZ68GinwAFxCBjCohBgDapTgHRnygKiH7GjEACJEACVgjIrYgozPpmMXwRjUzezpknJACRcV6IiIzHky3ro2LZ4umWoPtNpUq3i/GAwBQQg0mmgBgEaJPqFBD9iaKA6GfMCCRAAiRghYDYkTIFxNqsUUAM8qaAGARok+oUEP2JooDoZ8wIJEACJEABYR9wBwIUEINZoIAYBGiT6hQQ/YmigOhnzAgkQAIkQAFhH3AHAhQQg1mggBgEaJPqFBD9iaKA6GfMCCRAAiRAAWEfcAcCFBCDWaCAGARok+oUEP2J0ikgv23Yh2V/7oGfbyb9N+KhEaKiY/FEoypoXq+ChxLgbZOAfQgUzB1gn4vllWZIAhQQg2mlgBgEaJPqFBD9idIpIDN/+hOnrt5G9mxB+m/EQyPcuHELIXmz4MU29T2UAG+bBOxDgAJin1xl1CulgBjMLAXEIECbVKeA6E8UBUQ/Y50RKCA66bJtEjCXAAXEXJ5s7cEJUEAenFmyGhQQgwBtUp0Coj9RFBD9jHVGoIDopMu2ScBcAhQQc3mytQcnQAF5cGYUEIPM7FidAqI/axQQ/Yx1RqCA6KTLtknAXAIUEHN5srUHJ0ABeXBmFBCDzOxYnQKiP2sUEP2MdUaggOiky7ZJwFwCFBBzebK1BydAAXlwZhQQg8zsWJ0Coj9rFBD9jHVGoIDopMu2ScBcAhQQc3mytQcnQAF5cGYUEIPM7FidAqI/axQQ/Yx1RqCA6KTLtknAXAIUEHN5srUHJ0ABeXBmFBCDzOxYnQKiP2sZVUAunjqE3+aOxq0b15C3UAk8/sIQZMme+19Ar106ixXzxuBW6FV4eXujVvOOqFSnBbavWYj1i2cmOz82JhrPvjYKhUtXwenDO7Hmh8mIDL+JvEVKo2WXgQjIkl1/wu6JQAGxHDkDkkCaCVBA0oyOFU0iQAExCJK7YBkEaJPqFBD9icqIAhIfH4eZw17Eox3/i+IVaiqZOH1oO9q8/OG/gC6YOAQVazdH+ZpNEX7zGuYMfwVd3vwCQdlyJTs3MiIMs4e/jBffnYm42GjM/qQ32v9nOHIXKIaNv87GP2ePoU3vYfoTRgGxnDEDkoBZBCggZpFkO2klQAFJK7n/1aOAGARok+oUEP2JyogCcuHkQaxd8AWeGzhOAUyIj8eUtzqi+3tfwT8g+UMRvxnZF80790dwoRLq3K8+egmtew9DzuBCyeBv+f07iIQ0bPMSju/djP1bVuLJ7m872p88pAN6vP81Mgdm0Z+0JBE4AmIpbgYjAUMEKCCG8LGyCQQoIAYhUkAMArRJdQqI/kRlRAE5sHUVTh3cjpZdBjkAfjvqv2j6bF/kL1Y2GdQjO9dj0/Jv0bB1DxzdvVFNw2ra4T/JzomPi8OXw15Ax36fIVuuvJA6x3b/hZZd77YvIyLyd97CpfQnjQJiKWMGIwGzCFBAzCLJdtJKwFYCcuXKFXTt2hVbtmxBcHAwZsyYgfr16//r3g8fPoxevXrh3Llz8PHxwZAhQ/DCCy+o87Zu3Yru3bvjwoULqFq1KubOnYsCBQqkeswZYApIWruevepRQPTnKyMKyO4NS/HPmaN4rNOrDoDfjx2IOq2eR9Ey1ZJBjbodjsXTh+FW6BXExESpaVT3SsTBbWtweMc6PN3zPVU3LPQK5o1+FZ1eH4MsOfNg36YVWDl/HDq/MRF5C5fUnzQKiKWMGYwEzCJAATGLJNtJKwFTBOTYsWMoWVL//+y6dOmCkJAQDBs2TIlEx44dceDAAQQEBCS7/xYtWqBbt274v//7P1y8eBEPPfQQduzYoaSlTJkymDRpElq2bInx48dj5cqVWLx4MeLi4pweSwkuBSStXc9e9Sgg+vOVEQXkwNbVOLFvC1q9MMQBcM6IV/BYp9dQIKRcMqjzP38dVR95Sq0BkYXrS2Z+jHZ9PkaufEUc530z6r9q6lWR0lUdrx3dtQGbf5uHuNhYVKrbAttWL0CXwZMtX4jOKVj63yOMQAJmEaCAmEWS7aSVgEsCMm/ePCxduhQJCQnqQ32rVq1UPPnQ/vnnn+P9999HeHh4Wq/BpXrx8fHInTu3GtUIDAxUddq2bYsePXrgySefTNZGrVq11OhIlSpV1OsVK1bEokWLcO3aNfTr1w8bN25Ur0ubMvohIyaHDh1yeix7duc7yrgqIKFhERgxYzmiYmJdul+elDYC+XNnRf9uzeGbySdtDTipRQExFed9G8uIAnLp9BG1s9Xzgyff+TcnLg6TBz+DHsO+RkBQNgeHWzeuYt7o19Dzw7mO1/5cPBOBWXKgRtN26rVzx/dh1fzx6PrWVKfJuHHlAhZOGYoX3pmuP2H3RKCAWI6cAUkgzQQoIGlGx4omEUhVQCZPnqymMMmIQqZMmdSUpSlTpqgRj5deegk3btzAF198gccee8ykS7p/MyIeDRo0wIkTJxwnyHWJlAwadHf+sxxcuHAhPvroI4wYMQI///yzmoYlox3ffPONGvGYNWuWo406depgwoQJSkKcHatZs6bTe3NVQI6euoSPZ/0O33sWnmqF5oGNe0ffxqj+7ZE1KLOpd08BMRWnxwiILDqf9dFLaPpMH4RUeFjtgnVs90Z0eG2UWpC+6vuJqNuqi5KRqW8/h3b/+QT5ipRCdNRt/DhhCOo92Q3FylVXvH6Z8SFCytdA5fp3vgC66lttrAAAIABJREFUt8j2vb9+9Qmq1G+F8jUf1Z8wCojljO0acO/hs7h2U++XlHZlY9Z1+/tlQs1KJeDt7eVSk2YIyPHjx/Haa6/hr7/+QmxsLEqUKIHRo0ejadOmLl0DT/JsAqkKSOXKlTF06FB06NBBkdq0aZMacbh9+zb69++Pt99+G5kzm/th734pOXLkCFq3bo39+/c7DstULBnFkJ9Ji0hR+/bt1WhJRESEGv2oVq0apk+frqZiiVQlliZNmqj7O3r0qNNjco6z4uV1980eFRPnOM3f9+438PL6oeMXMeSLZVg69iXHOU+/Oc/x++Lhz/F1AEY5+MbcxpS3OyI4590dhlLKSyL0e/N1v9efHPA18gXnVIe+HPK0I189Rix2/M7X76AwwiE6yfvIL8n7yKzX35y60pGv4b3vfnGi+/XMQVmRJ38xPNV9ML54u4vjGl56bwaCC4bg5MEdmDfm7pcpjdv1Qt0Wz6rzXLnOPAWKoXbzZ1GlXguXzjf7fkNv3MIXb7Rx3JdZ+WI7d5DahYOzf28XPX23z7dePMfRT/j6HRRmcXD1/3cyo8VokTW4iZ+hvL29sWvXLjWrpGDBgkabZn0PIJCqgGTJkkVNTypU6O5WkLLmYs2aNZDRA6vK+fPnIVOrzp496wgpApQ/f3688cYbyS7jkUcewSuvvKKmi8lakU6dOqkpZH///bf6KaM4iaV69epqREcExNkxieus/Lzkd8eh+g0aOn7fsH5dstePnLyED2etwM0rpx2v5ylWwfH7lVN3xYqv38GSFg7ekRH4rH877N65xaW8JJ50b77ufX3XgTPYejET8v5PQC4c3+Nov0CJyo7f+fodFGnhIFM6feNjMWvMW07fR67mS85L+n586+OJuHgzClkCM6NImbvrJ84c3uWIxdfvoEgrB5mClXD9OFo9Ukm1k9K/h2nNY2rvU8ZN/v8dqzhvvOf/d0njRtyOwuo5CzE0MNLxXvvrn0uO3+vmzcfXARjlsNknF0p2egbPtm/t0r+fbZ5s7jgvrb+IaMgXvPebJSIjIu+8846ahSL/tsuU+U8++QQiKo0bN1afy/r06aNCy2wa+aw5duzYtF4K69mQQKoCIt/wX79+HTly5HDcXp48ebBz504ULlzYslsWW5e4suA98VqeeOIJ9OzZE23a3P3WTXa3qlu3Lk6ePOm4trfeegt58+ZFw4YN1e5Y27ZtU8fkDSIL06VNOd/ZsVy5kj8ILOlNP8gUrOFfr4RfkLV781uWIHcJFBmBkf3acgqWu+TjAa4jI64BeYDbt/2pXANi+xRquYGb4bex4ONJ6HrjgJb22egdAr9myo9KA15FyaJ3hS4lNmZMwZJp8PJltGzs8/DDDycLJ9PgZcbMjz/+CPkcKZ/XnnrqKbz66qs4deoU6tWrhz/++AMyu0W+RJYvi62YTcP+4j4EXBIQWbjt7+/vuGpZT/Hiiy8ia9asjtdkvYXuIrKRL18+fPDBB6qzypQs6bxBQUHo27cv3nvvPbUmRMRo2bJlaverW7duoXnz5qqOzEusUKECxo0bB9kpS+5D7H3VqlVqKpezYyndFwVEd9YfsH0KyAMCc5/TKSDuk4u0XAkFJC3UMn4dCog1OU4PAZE7k7W1MnIRExODAQMGQHYrlSLrhOVY4kyZ7777Tq0XXrt2rTouxyZOnIhLly6pUZLETYOsocUo7kAgVQFJfH5Gahf71VdfpXaK4eOhoaFqMfyGDRvUKIis5RC5iIyMVFvoinTIjlerV69WC+fDwsLUzl2yU1biQvXdu3erNk6fPo3y5ctjzpw5KF68uLq2lI45u3gKiOG0mtsABcRcnha2RgGxELaGUBQQDVAzQJMUEGuSmF4Cknh327dvV/Ihn7dkeryfnx+KFSumNgGSIoIis1g2b96s/pYvfWXRukyD/+mnn6yBxChuRSBVAXGrq3XDi6GAuFlSKCBulhDXL4cC4jordzyTAuKOWUn/a6KAWJOD9BYQuctp06apXUjly2CRC/ldHvh8vzJ8+HAlI7L+dsyYMWjWrJk1oBjFbQhQQAymwg4CkpAQj70r5+Dc/o3w9smEMvXaIKT6v9/ssTFR2L1sBq6dPwIkJCB/qRqo+Njz8PLyVpRioyOxffEk9XutZwY4yEVF3MSOX75A6IVj8AvMimqteiFX4bIGyaaxOgUkjeDSvxoFJP1zYOQKKCBG6GXcuhQQa3JrtYDIzBPZflemWMnGRJcvX1YjILVr11Y7k3744YdKMGSWSc6cOdWz4v755x8140TW4cpOpbIxkMxGkQXqMoIiU+hZPIdAqgLi6k5XstjIE4sdBOTUrjVKPmo/MwixMZHYMGcYqj/9H+QoUCJZyo5sXISIG5dRpWUPJMTHYdP3nyKk2qMoWL4Obt+8ii0LRiNnodKIDLueTEBESgJzBKPsI88g9MJxbPt5HJr2/Aw+vn7WdwkKiPXMTYpIATEJZDo1QwFJJ/BuHja9BeSHE8fx2Z49iI6PQ4vChfFR9Yfh433nS7WkZdL+ffj+xHHI5rQls2bDqFq1ked/jxhwpY2Ru3dh+dkzWN0q+YORrUqP1QIiQiGPZJCtd2Wqu0yLf+6555R8+Pr6qilXMsoxe/ZstRZXHiAtD60W8ahRo4Z6iHXiQ61lwbrIiIyYsHgOgVQFxNW1Ha6uFcloaO0gIJu++xQlaj6OvCXuPBn++NZlSigqPvp8snTsW/0NArLlRomHW6rXd/82E9nzF0exqk0QG3UbNy+fRlxsDE5s+80hIDK6snxsLzTrOwmZfO9sVLDlx89QtGoT5C915wFqlhYKiKW4zQxGATGTpvVtUUCsZ26HiOkpIMfDbuL/1qzBgkcfQ76AAPTb9Beq5c6NnmXLJUP395UrePfvbeq8wEyZ8Nme3QiNjsaHNR6GK23sunoVn+/dgzPhtzxGQOzQ93iN7k0gVQFx5fJlj+fEhUaunJ+RzrGDgKya8jrqPvcWArMHK/T/HNuF438vR51nBydLRfj1S9j8/UiUrt9GCceFQ1tQ65mByOR390GTl0/swYm/f3cIyO2wa9gw53081me8o639a+bBLyALStV5yvpUU0CsZ25SRAqISSDTqRkKSDqBd/Ow6SkgUw7sx82YGLxR5c46hP2h1/HGli1Y0rxFMmqrz5/Hd8ePYWqDR9Trv545jRXnzmFsnbpIrY2ouDh0WL0SH9V4WAmOp4yAuHm34+XZgIAhATlx4gS+/PJLzJo1Sz113BOLHQTk9wl90Kj7cPgHZVcpunJ6Pw6tW4D6zw9NljIZRt2/5lslHtERYaj6+EsoVKFesnPuFZBb1y5gy4LP0LTXaMd5h/78EQmIR7lHOljfJSgg1jM3KSIFxCSQ6dQMBSSdwLt52PQUkMFbt6Bmnjx4pvid6caRcXGotvBHHHzm2WTUouPi8Nza1aifLz+q5cqFcfv2YXSt2iidPTtSa2P4rp0oGBiIp4oWwzOrVlBA3Lw/8vLch8ADC0h0dLR6dsb06dPV8zPkqePynJCkDwN0n9vTfyV2EBAZAZHRjqBc+RWQi0f+xsntK1GnY/IRkAN/fIfo27dQpfmLiIq4gW0Lx6HYQ4+iSKU73wpJuVdAZD3Iuq/fQfO+dxanS5EF75mz5OAIiP7ul6EiUEDsnU4KiL3zp+vq01NAXv1rI5oXKownixZ13F7Id/Nw4tlO6uF4SctvZ8/i7b+3Ij4hAW2LheDNqtWQydsbKbWx89pVjN6zG3MbNcH16GgKiK5OxHYzJAGXBeTgwYOYMWMGvv76a/VQwosXL2Lp0qXqORyeXOwgIJt/GKVEInFNxtFNv6iF5JWadU2WulVT+6NuxzfVgnIp/xzfjZPbVyRbcH6vgMioiawBeeyVsfDNHKTqyeL1YtWaokCZmtZ3DY6AWM/cpIgUEJNAplMzFJB0Au/mYdNTQIZs3aLWfHQqUVJRCouJwcOLFuLQPSMg6y5ewJi9e/BVw8bI7OODD3duR3RcPEbWqg1nbexq2x7Prl6JSfXqo0hQFlyLiqKAuHlf5OW5F4FUBUR2MBDx2LNnD9q1a4fOnTujcePGyJYtG3bu3IlSpUq51x1ZfDV2EJCze9fj9J4/HLtgrZ/9Hqo90Ru5i5TD0c1LkLNgKfW7iEreElVRvEZzyOLyfSvnwsfPH+UbdXRQvVdA5MDOpdPU9K5yDTuoXbBkt6xHe49BJv8Ai7MhY+wRGNmvLbIG3V23YsZFrNt6CHNX7ELe4JxmNMc27kOAAmLvbkEBsXf+dF19egrI9EMHcen2bbxT7SF1e7JYfMi2LVjW4vFkt/vmti2onjsPOvxvqpas6xBR2dPuGThrY1j1Guj6x1r4/m9HLdk9Kzw2FlkyZcLyFo+jUNCdL+SsKlbvgmXVfTFOxiWQqoCIaMjezB988IESkKD/vamyZMlCAQFgBwGR7itrO87sXgd4ASVrPeGYHiXSkb90DTViIVvw7l4+ExGh/yABCchVqAwqt3jRsbuVtHM/AYmJDMeOJV/g2tnDyJQ5EFWad3fsuGX5W4cCYjlyswJSQMwimT7tUEDSh7u7R01PAZFdqTquXoXvm97ZBeu1TRtRLnsOvFqxEtZcOI/z4RHoXKoUph08iL3Xr+Hz2nXUtKtlZ85gxuGD+PHRZmpnK2dtJGXPERB374m8PncjkKqAyP7N8+fPV2s+9u/frySka9euaN26NQXERgLibh1P2/VQQLSh1d0wBUQ3Yb3tU0D08rVr6+kpIMJs8elTkIXit2Nj0bhAQXxasxb8fXww9eABHAwNxZg6dSGL0Ift2I4Nly7Bx8sL+QID8HGNmiieNavC7qwNCkjKvfLU+auIio51ueuGFMoNP99MLp/PE+1NIFUBSXp7u3fvxrRp0/DNN98gNDQUAwcOxIABA5A//53FzZ5Y7DIC4jG5oYDYNtUUENumTl04BcTe+dN19ektILruy93adbcpWCfPXcVXwyajMCJdQnU1Mh5l2rRE23aNXDqfJ9mfwAMJSOLt3r59Gz/88IMaFdmyZQs6duyonnbpiYUC4mZZp4C4WUJcvxwKiOus3PFMCog7ZiX9r4kCYk0O3E1ADh6/iPXDRqF51AWXAByN8sblDl3R8f/st7FR5syZERnpmmi5BMNDTkqTgCRlI7tjyajI559/7iHIkt8mBcTN0k4BcbOEuH45FBDXWbnjmRQQd8xK+l8TBcSaHHi6gPTt2xczZ86En5+fA/jatWtRrVo17QmggKQNsWEBSVvYjFOLAuJmuaSAuFlCXL8cCojrrNzxTAqIO2Yl/a+JAmJNDiggfVGuXDmIiFhdKCBpI04BSRs3Ry0KiEGAZlengJhN1LL2KCCWodYSiAKiBavtG6WAWJNCCsj9BUQ2UurTpw/++usvBAYGYvz48WjU6M46k2LFiuE///kP1qxZgxMnTuCVV15BVFSUesbdtWvX0L17d/WgbSmbN2/Gq6++iitXrsDHx0e107JlS3UsqYAcOXIEL730Es6dO4eQkBDMmjULRYoUsaYT2CwKBcRgwiggBgGaXZ0CYjZRy9qjgFiGWksgCogWrLZvlAJiTQopIPcXEJEPeZzEiBEjcODAATRr1gyydEAeJSHiIMsH5JwLFy4oIXn77bfx3nvvISwsDCVLlsTRo0dV/fPnzyMiIkI9+27ZsmUYNGgQ9u7dm0xA4uPjUbVqVYwcORKPP/64mhIm66XlfJZ/E6CAGOwVFBCDAM2uTgExm6hl7VFALEOtJRAFRAtW2zdKAbEmhRSQ5GtARC4uXryInDlz4vjx4+qnFHmQ9tChQ9G0aVMlIDJSIc+6k1K0aFGsWLECZcuWVX/XqlVLSUSlSpWSJTEmJkbVuXnzZjIBkYdzv/jii9ixY4d6PTY2Vj07T0ZhfH19rekINopCATGYLAqIQYBmV6eAmE3UsvYoIJah1hKIAqIFq+0bpYBYk0IKyL9HQMLDw5E1a1aUKVPGkQQZ2ZDpU+3bt1cCIru6enl5qeMyZWrTpk2OR0vUqVMHU6ZMUQvZZZrWhAkT1CiIlPXr1yuxkJI4BevXX39Vu8IWLlzYEU+mcskjLDz5cRXO3gEUEIP/NlBADAI0uzoFxGyilrVHAbEMtZZAFBAtWG3fKAXEmhRSQO4/BUtGPs6ePatGIu4t9y4edyYgMjJSunRpbNy4UY2OiHiIUNwrIDLy8fLLL6v1IiypE6CApM4oxTMoIAYBml2dAmI2Ucvao4BYhlpLIAqIFqy2b5QCYk0KKSDO14CIaHz66adqGtSxY8fUonDZrtdVAcmePTtq166tFqqLyMgajw8//FCtE0k6AhIXF4fq1avj3XffxTPPPIOEhAQcPnzYMaXLmp5gnygUEIO5ooAYBGh2dQqI2UQta48CYhlqLYEoIFqw2r5RCog1KaSAON8Fa+DAgWpnK9nhSqZjLV++XImEqwIiU7Ckjfnz5yNv3rzo2bMnpk6dClnzkVRA5HcRHNlZS6ZdyaL0du3aYfLkydZ0AptFoYAYTBgFxCBAs6tTQMwmall7FBDLUGsJRAHRgtX2jVJArEmhOwrIordHok7UPy4BOB3tDe+O/4fOXe5sbcuS8QlQQAzmmAJiEKDZ1SkgZhO1rD0KiGWotQSigGjBavtGKSDWpNDdBCQqOhaLfliJuKholwDExMajUfPaKBZSwKXzeZL9CVBADOaQAmIQoNnVKSBmE7WsPQqIZai1BKKAaMFq+0YpINak0N0ExJq7ZhQ7E6CAGMweBcQgQLOrU0DMJmpZexQQy1BrCUQB0YLV9o1SQKxJIQXEGs6MYh4BCohBlhQQgwDNrk4BMZuoZe1RQCxDrSUQBUQLVts3SgGxJoUUEGs4M4p5BCggBllSQAwCNLs6BcRsopa1RwGxDLWWQBQQLVht3ygFxJoUUkCs4cwo5hGggBhkSQExCNDs6hQQs4la1h4FxDLUWgJRQLRgtX2jFBBrUkgBsYYzo5hHgAJikCUFxCBAs6tTQMwmall7FBDLUGsJRAHRgtX2jVJArEkhBcQazoxiHgEKiEGWFBCDAM2uTgExm6hl7VFALEOtJRAFRAtW2zdKAbEmhRQQazgzinkEKCAGWVJADAI0uzoFxGyilrVHAbEMtZZAFBAtWG3fKAXEmhRSQKzhzCjmEbCVgFy5cgVdu3bFli1bEBwcjBkzZqB+/fr3pbFy5Uq88847OH/+PEJCQrBu3Tp13tatW9G9e3dcuHABVatWxdy5c1GgwJ0H36R0zBlyCoh5ndGUliggpmBMj0YoIOlB3byYFBDzWGakligg1mSTAmINZ0Yxj4CtBKRLly5KJoYNG6ZkoWPHjjhw4AACAgKSEdm8eTN69OiBefPmoXLlyo5jcXFxKFOmDCZNmoSWLVti/PjxEFFZvHgxUjqWEm4KiHmd0ZSWKCCmYEyPRigg6UHdvJgUEPNYZqSWKCDWZJMCYg1nRjGPgG0EJD4+Hrlz58a5c+cQGBioCLRt21aJxpNPPpmMSLt27dCzZ088/vjjyV6XkZN+/fph48aN6nVpU0Y/Dh8+jEOHDjk9lj17dqfEKSDmdUZTWqKAmIIxPRqhgKQHdfNiUkDMY5mRWqKAWJNNCog1nBnFPAK2ERARjwYNGuDEiROOux8yZIiSkkGDBiUjkidPHnz00UdqipaMbLz88svo3bs3vvnmGzXiMWvWLMf5derUwYQJE5SEODtWs2ZNCoh5fU5vSxQQvXw1tk4B0QjXgqZ1CsjqtX/h9MmTiEnwhhcAP58EZPJKgJf8kUJJSADiErwQFeeFeKnnLf/Fu1wvOs4LcQB8vQF/F+vFS7x4L8QlAL5ed67VGwlQF+6syHXCCzHxXoiNB3z+V8/HhXrx/6sXEw94Sz3vBPikxiYB0rKKFx3vpS4tJjoaHZ5tgzw5s5raWyggpuJ02hgFxBrOjGIeAdsIyJEjR9C6dWvs37/fcfcyFUtGMeRnYomMjERQUBAGDx6MoUOH4tatW2jYsKGSjt27d2PHjh2YPHmy4/wmTZqo844ePer0mJzj9P8b8n84F8rB4xcxcOJSZAoIcuFsnpJWAn6xkZjxbkdky5I5rU3ct96KjQcwceE25Mub09R22dhdAiIgQYjBxDc7mI5l/LdrcfhCGHJkz2J627oajI9PgLd8orRJCQ29hfJFsqNvp0amX/HQ9z5F7nO/ILNvAkplj0XRrLHw8U45THwCcDHcBweu+0JEokS2WJTKEeNSvcu3vXH4ui9uxXijSNZYlM0RA1+f1ONdj/LGkeu+uB7tjXwBcSidIwZZfFMWJflfSFi0F47d9MWlCB/k8o9H6RzRyO6foITC+f97gNuxwPGbvjh7ywfZfBNUvNwB8SnWk/Zi44CTNzPh2M1MSlhK54jF+YhA5Os0CY1rVzA1fzdu3cbUIWPw3NV9prbLxpITWO5XAA3fH4iyxfO7hMYrNXt3qRWeRAJpJ2AbAZHF5LVq1cLZs2cdd9u/f3/kz58fb7zxhuO16OhoZM2aFTdv3oS/v796/cMPP4Svry+KFi2KpUuXqoXniaV69eqYMmWKEhBnxySus8IpWGnvfFpqcgREC1YrGuUIiBWU9cXQOQIycvQEVL3xEx4KjkJItrhUJSIuHjgn8nHNF5Fx3iidPRplc7omLZcivHHgmh/CYrwRkjUGZXPGwN8HKY6aiOxcjfTGwWu+uBblg0JBsUoGsvm5Jh8HQ31xITwT8mSOQ7mc0ciZ2TX5OBTqi9NhvsjuF4fyOWMQHJi6fAibw6GZcDjUD/4+8aiQMwaFssRhy+VsCGs6AXVrlDO1k3AExFScThvjCIg1nBnFPAK2EZCEhATI1Kpjx44hR44cisATTzyh1nq0adMmGZEiRYqonbISd7eS3bBkqlajRo3Qq1cvbNu2TZ0fGxurdtOSNk+ePOn0WK5cuSgg5vU5vS1RQPTy1dg6BUQjXAua1ikgo0ZPQCef75QMpDbyoeTjlg8OhPoiMtZLjV6UzB7r0gjGxQiRCJEPLxTPdkciMj+QfHijcFAcyuR0ceQjxktJy4WIB5OPyDgoSTp9KxOy+4lERLskHzK9S0Z2Dt/whb93AirljlbyISMtf12igFjwNtEWggKiDS0b1kTANgIi9y+ykS9fPnzwwQdqFyyZkiVTs2TKVd++ffHee++p4++++y5Onz6NmTNn4vLly2rtyMKFC1GxYkVUqFAB48aNQ4sWLdQuWIsWLcKqVavUVC5nx1JizxEQTT0zrc1SQNJKLt3rUUDSPQWGLkCngEwaNw7/CZyPrP6yksN5EfmQ6UgyMiDyUSZHDEqIfHinPoJxd+TjznStktljEJAp9XrXIr2x/5ovrkf5oHBQrMvyER7jhX0iHzLyESAjGKmPfMidR8UBe6/64UxYJmTzi1cSkceVaVfxwMHrvjgS6qumXVULjkKBoLsjJhQQQ90/3StTQNI9BbyAByRgKwEJDQ1Ft27dsGHDBjUKIms5mjdvDln3IdvrLlu2TEnG7du31aLzFStWKDmREZAXXnhBoZF1INKGCEr58uUxZ84cFC9ePNVjzrhSQB6wx+k+nQKim7C29ikg2tBa0rBOAZkxYSx6B36HQF/nAiLycTrMB0du3B35CMkeqxaepzTdXaZPpVU+rkeKRPipaVciHzJC48qaD1m7sfuKn2Pko2LuaORIZc2HJDEmDth1xQ9nbt2Rjyq5o11b8xEvIya+ap2JLN6vERyFfEnkQ9qmgFjyNtEWhAKiDS0b1kTAVgKiiYGhZikghvCZX5kCYj5Ti1qkgFgEWlMYnQLy5YSx6JWCgCTKx6FQP0THQU27CskWCz8Xpk/9E+GtJEIWnBfPFoNSLox8yMLx0Cgv7L7qh+uRPiicJRblcsYgKJUF54I+MhbYftkfFyN81JoPkQhZcJ7ammCRjx2X78pH9eCoVNeKSDyZdpVUPmrmi0LwfUZMKCCa3hgWNUsBsQg0w5hGgAJiECUFxCBAs6tTQMwmall7FBDLUGsJlF4CIvJxRtZ8XPdTIwQy7aq4iyMfV257K4m4FX1HPmTtRmprPkQ+bkZ7KYkIjfJWC85lBCMwlelaiSMYmy/5q92ucmeOQ/XgaGRNZaF6Yr3t/5OPrL7xqJUvSo2YpCYtifIhO2XJ1rxSz9l0LQqIlreFZY26m4DIrJOHH35YTY/XXYzGkgdcL1myBJUqVbrvpWbJkkVtVCSbHrGYR4ACYpAlBcQgQLOrU0DMJmpZexQQy1BrCZQeAiKjHafDZEcnX8hzMCrkikGxrKmv+RBpkRGIfVd9ER57Rz5kBON+u139fToC/5l/FhfDYlG5QGaMeKYYLkYG4Ua0NwpliUXl3NGOtSJT1l3B9I3XEBUTj7bVsuPDpwoo1t9suY4Pll1CRHQCqhXPhVebFUXdAlEI8r07PWzVoTC0nXoSR94vh3zZfB05kgXxe6/4qV29gjIloH6BSJekRdaYyAL3M+GZ1LSrlORDglFAtLwtLGvUagGRae7fffedur/w8HC106ifn5/6e/bs2fjpp58oIJZl356BKCAG80YBMQjQ7OoUELOJWtYeBcQy1FoCWS0gMtpx/GYm7L/mp3ZxkkXcMvKRySv1NR/nw32w7ZIf5CF+xbPGoGLumPsuVI+LT0D14Ycxun1BNCuXFaNXXcUv+yLw31Zl1cjHQ8HR/8/eeYDJVZX//zt9tpfsbiqQXgkJCS2A9D+goIhSVYogoIiAIIINROmJkEIVEJWW0ARU8AdIk1BCIAFCNr0nW7O9TJ//8z2zd9mEnbl3c0t2wnufhychc897Zr7nnpn7uW/rhpa736zD22vacd9ZwzAg39ut8ZraME66bz1+fepE+Px+/P3NtThhjB9XHlPe7cFoCcVxyn3r0RlN4IUfj+gGkLaoC4uqA6rEL3NLjhjaacjT0hF1YWm9H/ycQc8X8MG2Ium8JgIgtmwLx4xzsP5fAAAgAElEQVQ6DSA9P9jJJ5+M0047rTvXlq+Z9Ur0RTizc4kHpC9qW3euAIhJLQVATApo9XABEKsVdcyeAIhjUtsykZMAkmoy6MZHdQHEEy5MKI2oBoV6JXq1pn/vVAXRGXNheEEMU8oj8KZparh4Uweue74Kr10+SuWWvLY5iIsfXIK//GhfHL13vLu0L0Flys0r8fZVo1Ga9wV8UOg/vVaH5fXACdP3QZE/iXJ3A37+9Fa8ddXo7nWgh+WosfmY/Xodnrt4uAIQLeeDpXbp+SB80GOidzDsilW51nSV2j0gTc7HznYWVhWi/TjpA6Knb399vT8CCHuv/e9//1OtDtiXjT3ZzjrrLCUhoeEb3/gGnnjiCbzxxht48skn1f9//PHH+NnPfoaamhrVPuG+++4D+7WxFcOvfvUrVdE0Go0iJydHNZhmnzbayjQX+8P9/ve/xzPPPAP+fb/99sPdd9+txvDoCSBsXs35X3/9dbAFwwUXXKCaXS9btkxCsCy++AVATAoqAGJSQKuHC4BYrahj9gRAHJPalomcAJAcbwJa1SrmYMSTqZyPscXG4WNhVRAdMZcK1ZqaAT4o0oKPmvDmqjb86bRheHtbjupYfsfzy3D36YNw8PDcbh0/rwrh0ie34IgxeXi1shWFOR78/huDMG2fPJzzaBWGlhfipP0G4MihIVXyffjvlqP6tlS8+SuVrXj0gwY8ev4+OPiOVXjhkhEoyffhs3o/NrZ6ke9LYMagsG7YFeGKYWgrG1PwQc/HARVh3SpZHEcdX1xfjLxvzcGh0ojQlv1ht9H+CCAEizfffFNVGmXrhKOPPlqBBauTEhp4k//ggw+qaqY82EB63LhxmD9/Po466ijVIoHnrVq1Ch988IFqOv3uu+/C6/WCzalLSkoUiPCcTHOxRcOSJUtUyBjPJ9TwP/6bx+PZAUB+/vOfq75wTz31lJrnuuuuwx133IGqqioBEIsvYgEQk4IKgJgU0OrhAiBWK+qYPQEQx6S2ZSK7AeSinAUIehOo7XTjo9oUfIwpYqfyvsPH3gWp8Kl0ng9NoEfea8BHmztxyiGjVML54Lw4bvlHJa47vgJHjMnv1vHVFa34wSMbcf/Ze+GU/QqxdEsIZ/9lA+774WTc9tImHD62GNcckYucLg9G0dWfoWnWvmgJJXDSvevw/CUjUJbvVQDy1EUjUB/NU7kthA9ChF7COSEikoDq8ZGCjwSmlkVQodMZneNiSWBLqwfPri/F5O/PEgCxZXfYb7Q/AgibQd96663dH37o0KF45ZVXVLsEQgOTu+mJ0A62RXj88cfxn//8p/vf2C6BsDBy5EjMmDFD2aMXRcs34Ym0lWkuejgIFPSWaMfo0aNVGwba7OkBYSPrZ599tvvchoYG5YkRALH+GhYAMampAIhJAa0eLgBitaKO2RMAcUxqWyayG0AuDC5AWwwKPugFYcgVq1bpQYRWMve96lTYlVH44Li/L2rC05904PxjRmNwblwlch8zezXuOn0oDtj7Cw/IG6vacPsrNfjPZaPAcczdOOne9fjmgXvhg1W1OH5MABcdVqryL5jvMeaGStTcvi9+8uQWnDCxAN+eUqTGHXTHKtx6+ji0JXNQ4CdEhFEazFztiuPYnHBtcwo+cjyp5oSDdurzsfOia/DBrvGfbfdjdXM+9v3+LMwQD4gt+8Nuo/0RQBg6dfnll3d/dN7oP//885g6daqChunTp6twJ+245ZZbMHPmTNVQWjuam5sVpHz3u99FZWUlbr/9duU5YWjUr3/9awUitJVpLnoyNm7cCAKQdtDDcumll+KMM87YAUCYTM9zhwwZ0n1uMBhUXhGpgmXtVSwAYlJPARCTAlo9XADEakUdsycA4pjUtkxkJ4CwEeG3Ek+jssmn4GNUUarpnx588NyGkAsf1QYVFBgJu6I4HNccduHZz2OY+8pGPHD+eBxQEYELSYy8fjmW/mYcSll3t+tYVx/GaQ9uwEfXjVMletlX5GePrcBlx+6N7Q2NaGyP4uZTUhWxWFXr8qe2YuEvxqDil8sQYNY8gCSAtnACAZ8HPzl2H/z0sAJD4VOEDybj0/uR601iYmlkhw7nvS32zvDBJP6OWBBFp8wWALFld9hvtD8CyM5leHcGkJ1fZ/Us5njwv0xHfX09zj77bBx77LEqRKq3JPSec9Gr8fTTT+OQQw7pNjtq1Cg89thjX/KADBs2DC+88IKCIx6s8EVPjXhArL+GBUBMaioAYlJAq4cLgFitqGP2BEAck9qWiewEkPvmzMGo+ufh9SQxxqDngxDBPh+sBsUmg/vkZ04410ThOHY4X9bgV+Ovn/8JZp06GF+fVACW2f335y34509GYsP2CB54Zztu7QKLE+atxSlTS7D/6MF4Z20H/vzaGrzzi7HoDEdVmNXLPx2JwUU+/OixzZg4OIhrj69IgUeSN/8urG7y4nsPVOKm08fh8L2Saft1aO9T83wQPtY0+ZDjTWJCSRRD8uOqKlimg4nqm1s96jPyXObR1HbmShK6LTvDGaN7AoAw3Gny5MkqL4QJ6TxWrlwJwkJtbS3cbrfyQjAh/ac//SkqKipUcrkegFx//fVYvHixghDmnzCki16VTz75ROV59AzBosemurpahYLRG0L7TEIXALH+OhYAMampAIhJAa0eLgBitaKO2RMAcUxqWyayE0BmzpqHfZueU6FFY0tihjwf7HDOG+zWiBvDC6KYXGbUY+JWVaQaQh4MyYvBHWnGlU9tweamKMYNDODP39sLwwf48cH6dlzy5BYs+dVYFrfFJ9siuHT+VmxpDKO8wIeZ3xmCo0fnqLCrZ5Y04fp/VqMjmlDlfO8+cygCXvcO8MGE8988+SnmXzgSEwd6MkKEGfjQusYr+ACUJ2lEYQyL6grReoxUwbJlczhgdE8AEMq0dOlSXH311SrcKh6PY+LEiXjppZewYsUKnHfeeWCVKiaOM5/j/vvvR0FBgS6AsGrWb3/7W1Vxi2PZcHDevHkqOZ5HTwBpbW1VzRMZ5lVYWKjyTZgUz4R4CcGy9kIWADGppwCISQGtHi4AYrWijtkTAHFMalsmshNA7pg1D9/BU9ivLKJbalerksX+IAo+CqOqQaHfk/ljcxz7bVQSPsIeDMuLqfK+eh3OtRyTlU0+1HR4UZETU56IwkBSFyI6YqnEccJHkT+hxpUbSBxnwjm9HmuavSrsyqjng/CxkZ6P7SnPB5svEj5Yvlj6gNiyLRwzujsBxLEPKRPtUQoIgJhcTgEQkwJaPVwAxGpFHbMnAOKY1LZMZCeAzJs9Bz/Lm4+CQCLje9fgo5LwEU15PviEv7cO5z0NafDBzuGEDzYZ5M15nk8/Abwp7EJP+OA4I1WrOmNQ4za1+lDkjxuCD75n9iNh53cmned6U9BiJOyK8LG+xavyU9yuJCaWRDC8MN4NdAIgtmwLx4wKgDgmtUxkkQICICaFFAAxKaDVwwVArFbUMXsCII5JbctEdgIIk9AvyV2AXF96ACFEsPP3qkYfWqMu9WR/THEUQY9+Z3R6PlLw4cawvLiqrsXO4+m6hlNAej6aIy7lMantTHk+jMJHKA4QkthkkJ4PwoCe54NzMneD861t8SHXk8CkAfoJ5xxH+Fjb7MWKJp/Kdp88IIK9C76AD54jAGLLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngDw8bzYuzgAgGnysaPShPerCyMIYRhVFkePVh4+GUCrno7Er7MoofLDaFcO8ajo9GGgQPig8q1YxBGpzqxeF/lTJ3LKchKHEcb5Pej7YkHE/A6V2NfhgqBa9JoSmKWURDMvfET4EQGzZEo4aFQBxVG6ZzAIFBEBMiigAYlJAq4cLgFitqGP2BEAck9qWiXYXgHTDR4MP7bG+wQerXTEkScv5YLiWEc8HS/qyd0ZthwcVuXHlwSgKZPaYUPRoHPik3o/NbSn4IEQMMAgfy7b7sK6FfT6S2L88rNtkUPOY0PPBPJNu+CjovUqWeEBs2RaOGRUAcUxqmcgiBQRATAopAGJSQKuHC4BYrahj9gRAHJPalol2B4BEEwAb6fEGm6VsRxelkqr1PB/sol7XmQq7aqLnI994zkdj2I3l232oC3lQkRNXHoxCvz58EFo+3+7Dli74mFYeRkkwc6I6F4oenZWNqUR1vzupmiEagRY2XVzT5FXjCB9TyyMYkvdlz4d2MQiA2LItHDMqAOKY1DKRRQoIgJgUUgDEpIBWDxcAsVpRx+wJgDgmtS0TOQ0ghI9NrV6VExFPpuCDYVdGEs5rOtxYWhdAKO5SCefMpdCrdkXRGK71YU2qrwjhgzf1eh4TjmNOyofVAZVjUuBLKIjQS1TX4GNpnR/VHR4EPUkcMihkCFoIH4Qdelq8rqR6n4MJH670IWkCILZsC8eMCoA4JrVMZJECAiAmhRQAMSmg1cMFQKxW1DF7AiCOSW3LRE4CCMOu2OdjaX0AvNkeUxRVCecstauXOE5PxAc1ATQz4Tw/phKy9TwmFIzVpxZWBVVzwoE5cUwfGDYELQy7WlwbwJY2j4KVwwaHUGDAY8KEc4Z5sXJVwJ3EjC74yPT5+D6ZcM7qWsz58BA+yvThg+MWVhei/VjpA2LL5nDAqACIAyLLFJYqIABiUk4BEJMCWj1cAMRqRR2zJwDimNS2TOQUgKiSuZ1uLKYHoyvsirkbPndm+OCH7oimIKI54laej/3LI7oeEw0+3tkWRH3IjfJgAocMDulW1+I4wsfHdamcjzxvEkcM7TQELYQP5nysb/GpsKu+wAc7qhNA2OdjenkYA7v6imQCF2r6zw3FCJ48B4dOH2/p9dHS3olnbr4H5zZXWmpXjO2ogACIXBHZpoAAiMkVEwAxKaDVwwVArFbUMXsCII5JbctETgAIqz8xcfy9miDCMZcKuZo0QL/DuQYRr2/JQWvEpXIhGAbl02lO2BM+mPNRFojja0NDuk0NNfhYUpcqtavBR55PX3rCB6tdrWn2Kc8Hw65Kg/o5Jlqp3eWNfniQxLSKMAbn6VfXInxUt7vxxJoBmPz9WQIg+kvUL88QAHF2WU488URcd911OOqoo2ybOBgMIhQK9dn++++/r97bm2++2etYdnRftmwZysrK+mzbygECICbVFAAxKaDVwwVArFbUMXsCII5JbctEdgPIRTkLEE4k8X51UOVujCyMYl8D8MEEbDb9e3tbCj6YC3GwAfjgOPbr+KA6iNpONwYEEobgg+MYrsXwKSaA5/sSmDEorBt2xXHMa2HCOeGDOR8HVOgnnHMck+oZqsWywAy7Yqndofm9V7vSFp/jtMaNH9cFUNmUjyk/mIUZ4gGxZX/YbVQAJKXw1VdfjW3btuHJJ5/slry+vh7jx48H/+Sx7777YtOmTXC73cjPz8dpp52GWbNmwev1do9Zv3499t9/f/X/4XAYiUQCOTk56v+fffZZzJw5UwDE5EUtAGJSQAEQkwJaPVwAxGpFHbMnAOKY1LZMZDeAnO5+Cp9s9yMcd6kO55PL9D0fvMlui0JBS1PY3Sf46IgBH9UGUNvpUfBx2BB9z4cGO+zzsbU9BR+ECL2EcwUtCahqXin4SKjcjYqu8Kl0C8Zx9JgQdOg18bqBSaUR7JWm1O7O8EGw4mckwHTEghhw6mwBEFt2h/1GBUCAWCyGadOmwe/347XXXkNxcbESvjcAmT9/vgKR2tpaBSBnnXUWLr300l4Xavbs2diwYQP4p3aIB8T8NS0AYlJDARCTAlo9XADEakUdsycA4pjUtkxkJ4DcP3c2Rte/ALjQJ/hgs0AmgLN07uBcY2FXKWhxqX4d7PNRFozjwEFhlaie6eA4Qgu9EFqp3allYd3wKY5jc0I2GCR85HhSzQkH6YRPaR4TVgIjfDAHZkJJCj487szvleFaGnzQCzK6KIaGSA46jpMkdFs2hwNGBUCAf/7zn3jxxRcxdOhQDB48GJdccokugPCE22+/XXlN5syZ0ycAIYQ8/PDDaGpqwuTJk/H444+jpKQEDIF64IEHsNdee+Huu+/GHXfcgR/96Ee49dZb8fe//x3xeByXXXYZLr/8cjXfPffco86jp6WoqEh9jmHDhqGwsBB33XWXGsfXvvvd73ZDUDKZxG233YZHHnkE0WgUxxxzjHr/9OjsHIL1l7/8RdkIBAIKtv76179i8eLFEoLlwL60dQoBEFvl7btxAZC+a9ZPRgiA9JOF2MW3YSeAzJw1DxMa/4HxJRFDng/eVDeHXapKVmOIno8YDqiI6OZ88Kae0MLmhDVd8MFcCr0SvRzHfh3sxE74KA7EMak0qtuvQ4OPdS2pZoG53iQmlrJqVebcjZ7wUdnog9cFpc3eBuBDy/lg2BX/PqooBibxf1hXiNZjBEB28fLf7cOcBhDexG7cuFF97vPOOw/Dhw9Xf7f73zMJ/Z3vfAc///nPFYCcc845WLhwoS6AbN68Gaeeeip+97vf4ZRTTukTgDA/41//+hfy8vJwwQUXYOTIkcoOAeDkk09WgPHrX/9ahXY99dRTuO+++/Dyyy8rYJgxYwYeeughTJgwQcHLqlWrwJwPelo0LRnyRVAhwHR0dOCggw7C/fffj6997WsKdh588EH8+9//Rm5uLq688krlASLM9ASQFStWKDhZtGiRghoCzVVXXYW6ujoBkN2+a02+AQEQkwJaPVwAxGpFHbMnAOKY1LZMZCeA3DFzHk5KPI0DBoZVmFGmgzfVTFRfxg7nIQ+G5MVUTkTQgAejOeJCZRd8lOfEsV+Zfp8PzWPCsresdlXiTzUn1Gsy2BM+1jT5kONNYkJJFEMM5G5oYVcafIwriWCfPsIHw67GFMUwtiQVyiZ9QGzZFo4ZdRpAeMO7dOlS9fkYmjR16lT1d7v/PZ2gDLM64ogjsHz5cnXKkUceiT//+c8YN25cryFY1dXVcLlcaGxsxBNPPIEzzjgj7VqlC8EieJ199tlqHEO6CAOPPvqoAoDTTz9d5ZlwDh7f/va38cMf/rAbcn7/+9+rvJIbbrgBY8eOxbXXXovzzz9fhY9pB4GEuSj05vD48Y9/jAMPPBAXXnghvvWtbynooV0eDQ0NCoDojekJIMxV2bp1a7fnJBKJKGDh55ckdMe2pz0TCYDYo+suWxUA2WXpdvdAAZDdvQLm5rcTQObeNQc/y5+PwkBCFz7YLJAhSRp8EAb0+nwQBprCKQ9GTadXNRlkLoVeh/Oe8EHPR0kgjomlUZQG9T0YDLui56Mv8MEPT/jYoBLOU2FXfYEPdo1fWu9Xng/2ThlbEusGOgEQc9f/7h7tNIDs7s+78/wMP/rFL34BjydV2o5hTvx/hh5lygEhqDD348wzz+wzgBAajj76aDXumWeeUf8RRAgAfO2tt97qtklwoNeBUMGD3hN6bO68807lSfrjH/+IV199VXlwCHE8eG5nZ2c3xNAbwrwVgsj06dOVR4VeEe2gx4Sf9bPPPuuugkUNKioq8Mtf/rL7PIIHPSMCIP3tKu7j+xEA6aNgdp8uAGK3wrbZFwCxTVpHDNsJIA/Om40f5y5Ari89gPCmmvDBKlJ1nR4Myo2pKll5vswlbLWwK/bOqGr3YkCQEBFBSUB/XEfMBfbdYBJ4kT+hPBjlBhLHWe2KVav4XgOeJMaXRDEs31juxqZWj/Lu0BHE0KkRhTHdnA9qU9Xuxif1AZXET/gYX7pjEr8AiCPbxLZJvuoAwuRzAgC9ADx4s8+b/nXr1invwM5VsLQk9Lffflt5FOg58fl6r5NtJAl9ZwDZuQwuw7sIDl//+tfTXgP0SjB068Ybb8RJJ52kAKRnGd6eAMLXL7rooh08ICNGjEBzc/OXPCA1NTWqypcGZgQV5rwIgNi2HZ0xLADijM6GZxEAMSxVfztRAKS/rUjf3o+dAPLwvNm4OAOAqOaEITcq6fkIezA4N4YJpVEU9BE+mHDOXAoj4VNMOGfeRl/gg4qyOeHaZq/qVN5X+NhI+NjuV00GCS1G4YOeD0ILe6ewYzzBZedQNgGQvl3v/e3srzKAfPLJJyrhnJ6HngeTxOlRoLcgHYDw/OOOO04leP/kJz/pdVmtABDmgNx777147rnnUFpaiu3bt6sQLOaPbNmyRYVh8f8ZCva9731PeUcyAchjjz2mQsxeeuklZYOfk4nq9Ir0DMH6/PPPFfTw34YMGaJyRAgykgPS33bwLrwfAZBdEM3OIQIgdqprq20BEFvltd347gIQDT5W9IAP3mAbCZ9iX5AVXZ6PvsAH+4rQY7Kp1Ycif9yQ50M9fUwAq5oIH34EPAlMLImqfh1GqlbRY8LkeLcriYklEQwvNDZua7tHgVko7saYogjGlfTuMREAsX2L2DrBVxlAGLLExG0tdEkTmvkYvEGfN29eRgB577331A3/mjVr1M38zocVAEKbTAAnALS1tWHAgAH429/+htGjR+OEE04AvRT0wBx//PGYO3euCiXLBCC0d/PNN6tqWzyXDRE5rqCg4EtVsJjszlA0JsN/85vfxBtvvIH/+7//Ew+IrTvSAeMCIA6I3JcpBED6ola/OlcApF8tR5/fzO4AEOZD1He6lTeBpXaH5cUxulgfPggt7AvC8KnqDq8qtWvU89Eadam8DXY4Z9gVYUAv7IpidsZcWNfsxequDufMTdFrFshxoViqzweBB0lg8gBj1a6YY7Kl1Ys1zV7VuHFccVRVvErX/V0ApM+XfL8a8FUGkH61EPJmDCsgfUAMS9X7iQIgJgW0ergAiNWKOmZPAMQxqW2ZyGkAIXxUdXhUHkV7lPCRquiUrxN2peWKfL6d0OJBWQ49GPphVxSNJXo/rferHBPCByGiLCdzwjnHMVfks3oftrV74XcnMbU8rFtqV4MPVrra3Joq4cVqXkZyRQgfhCQmq7Pa1djiKEYSPtxAV1GeL10DAiC2bAvHjAqAOCa1TGSRAlkFIMzuP/fcc1U94/LyclVD+bDDDksrBePpWOFg0qRJqnYyjw8//FCVLquqqsKUKVPAODqtxFmm19JNIgBi0ZVolRkBEKuUdNyOAIjjkls6oZMAokHEp9v9ypOxd36ql4UefGjNApfUBVSfD1XtakBEdSpnXkWmg7kbH9UFsKXNg5JAAvsNiOj2+aA9gtKy7VqH8ySml4cxUKfPB8cxXIteD4ZsMeGcndGH6XQ418YRPAguhI/xxVEML4rBnwE+OG5hdSHaj5U+IJZuCgeNCYA4KLZMZYkCWQUgbCzDOD9WCCAssGxaZWUlmNHf28HyZmz6MmrUKAUgLMvGRB/G4DE5ifFyr732muqcmem1TEoLgFhyHVpnRADEOi0dtiQA4rDgFk/nFIBoJXMJH40hD4blx1RCtl61K35chjOxAV91V5NBQkSRTrUrjiN8LKnzqz4fhf4EppWHdRPVNfhg/sXaFjYLTOLAgWGUG/CYED4YOsUkd37eqeURDMkzlvPBKlkrm/yIxKFKAu+VH4Pfk97zwfdJoHt5YxG8J83FodPHW3pltLR34pmb78G5zZWW2hVjOyogACJXRLYpkDUAQm8Gk3bYUIVNVHiweyXLp7Fs2c4Hu0oSWK6++mq8/vrrCkDoOWGS0rvvvqtOp016P3juypUr075WVFSUdl0FQPrZJS8A0s8WxPjbEQAxrlV/PNMJAMnxJlQYFCGCno+heTHlwdDrVK5BxAc1Kc8HS+1OK4+gwJ+51K427uMu+CjwJXDQwLDymKQLZdLWhp4Pwse6Fh88rqQaZyRcqzf4GEz4cGWGCI7b3OZBZaNfARPhY++CzGFXGnwwj2bB2lKMPetPAiD9cXMZeE8CIAZEklP6lQJZAyAEj8MPP1x1hdQO1lkmlFxzzTU7iEqwYOt5VhxYu3at8nIQQNi6nn9/5JFHus8/5JBDVIUEQki611hLOt1R0xgytKCrN9Tg5r++Cn9evqHz5aRdU8AV6sCsn38HBfmpZj9WHW8tWom/v7IUFeUlVpkUOzspQADxxyK45YpUZ1crj4ef/R82bO9AUeGXK5xYOc9X2RYBZERFAS44NX1Y7K7q8+Dcu/Cj4AIkkMCimiCaCR/5MZWQrddkkHPyhvy96gBqOj0YECBEhJDny3xDr43T4CPPm8Rhg0OGoEWDD83z0Rf4YIleLeGcng8j8EEPxuZWj6qSxR4jhI/hBakmg5lAid6V7aEU0C2pL8D08+wBkAU33Y1zm8QDsqvXv5FxL3kHYfIvrsDofQYaOR0DS6z9jTQ0qZwkCvRQIGsAZPXq1aqFPZvFaAdDsQgb/LPnwYYrLHPGVvdsDqMByIMPPoglS5aoWszawS6W119/vSq/lu41rdNlb1dOjI+dDBwr1lXj2ntfhjdHboAMyLXLp/iinfjzb89EocUA8tp7lbjn+Y8wsEIAZJcXR2cgASQvGcXc606zfIp5T7yJ1dVtKC7Knv3Hm0q9vATLhTJhsKm5DeOGFuGnZx5hwkrvQ++8fRZOTz6BJfV+NEdSno/9yyMI6IQWaRDxLuGjI5W7cfjgEILevsPHEUM7DXlatJyPDa2psCsNPphikgkG+FPCUrvLG1PVrpjzoVXJyjSO1wn7fDAkLZZwqYT6EUUxeHU8JlooG4GuPeZCWzSI8efdgyMPnmDp+jW3deKhX92Fsxu++O22dAIxphT4j38wDrv+aowbMciQIl692s+GrMhJosCuK5A1AMKujWw5z4Yt2nHVVVdh0KBBO7SYZ3t5Jpm/9dZbqqZyTwB54oknVE1oJp5rB7tn0jtCAEn3Ws9W9ztLLSFYu37x2TJSQrBskdUJoxKC5YTK9s1hZwgWO6GPqn8BkQRULgRv6tOVk+35CTXPB3M+ivxJHD2sU+VD6B1azgdL7dLzQfigx0TvIHwsb0glnLPaVV9yPthk8LPtAbiQVNWu9jKQcE74qG53q+T4OOGjNILRRfqd0Qkf7F2IJIsAACAASURBVIHyTlVQlQemt6QzEUTHcZKErrfG/fV1CcHqrysj7yudAlkDIMlkUjVNYUhVcXGx+jw7t6Lnv7Exy2233aYas/CIRqOIxWIYN24c/vrXv+Liiy/G4sWL1Wv8d1bTos0NGzakfY1dK9MdAiD9bHMJgPSzBTH+dgRAjGvVH8+0E0BmzZqHMdv/oao5HWwAPniDzVK0i2sDqlRvsT+BI4eGdOGD4wg5n9X7Ve+NfF8CMwaFdcOuOI6hTywJTPgIepKYWqZf7YrjWKmK4VOfbfcrD8m+pfp9PjiO8FHT4VbhU1qp3bHFxuFjYVVQlQfepyCmktw/rCtE6zECIP1xbxl5TwIgRlSSc/qTAlkDIBTtoosuwsCBA/GHP/xBVcFiSBZDs9i5kq3lb7jhBvV6z6OnB4ThWhMnTsScOXNU50lWwXrhhRfw3//+V4VypXst04IJgPSny5llbjpwx5WnoiDP2vjWtz9cicde/URyQGxcbgEQG8V1wLSdAHL7zHk4KvyMggg9zwdvztmpfGl9AFXtqbCrGYNCyNHxYHBcKE4Phh+buuDjgAr9hHMNWlixKgUfCRU+VZGbuT8Ix8WSbBbowbIGPxiixfApvQ7nGnzUdrrxUW0KPsYURdN2OO+59JrnQ4MPJqkzlI25ItIHxIFNYuMUAiA2iiumbVEgqwCkqakJ5513HhYuXKi8IMzlYNv6UCikyuuy5C57fqQDEP77p59+qmxs2rQJEyZMwKOPPooRI0aoIZleEw+ILdef9UYFQKzX1CGLAiAOCW3TNHYCyF1/mosrCp5EUTBzzh1vsNujLtV3Y1uHF6WBOAgRegnnGrSsaEzBR4GfEBFGaTBztSvN07K2OQUfOZ5Uc8JBOn0+NPhg7gY9H+zzwT4mIwr1PRjMFdHgg14QhlyxASMhItOh5Xy8V50Ku+oJHxwnAGLTxnDIrACIQ0LLNJYpkFUAYtmnttCQeEAsFNMKUwIgVqi4W2wIgOwW2S2b1E4AYQ7Ij3MXINeXHkB4g80SvSsaUx3HWWqXngi9Urtac8JVTT5sbPWh0JdQ1bUG6PTr0OBjXUuqX0euN4mJpaxaZczz0Q0fLmBcsTH40HI+GHbFv48qSjVg1IOPVONGFz6qDaIt+kXYVc9xAiCWbYXdYkgAZLfILpOaUEAAxIR4HCoAYlJAq4cLgFitqGP2BEAck9qWiewEkIfnzcbFGQCEMNAccaGywd/d54MQoddkMAUfLqxu8qbgw5/ApNKIbr+OnvCxpsmHHG8SE0qiGJIf161cxkR15nww7IpVzsYWRzHSgOejJ3ykwq6MeT44jn0+ltb70RZ1Y5/8GKZ0hV31vBAEQGzZFo4ZFQBxTGqZyCIFBEBMCikAYlJAq4cLgFitqGP2BEAck9qWiXYXgGihRfR81HR6URaMK09EiU6zwB3hw4sif0JBRLmB3A0muNPz0Vf4YPgUO5Ur+OhD2JVWapcQwb8z52NsSarPR6aD59Z2uNV8rRE3hhdEMbmsd4+JAIgt28IxowIgjkktE1mkgACISSEFQEwKaPVwARCrFXXMngCIY1LbMtHuABDe0DeG3VjT5FXwUZETUx6FkmAyoyeCN+YsQ8u+G6x21Rf4oMdkA+Gj2avCrox6PggtTDhns0B6PsYbzPngOCbTqyaDcRfGlURgpNpVJE748Kimhgo+CqOqQWG6MsQCILZsC8eMCoA4JrVMZJECAiAmhRQAMSmg1cMFQKxW1DF7AiCOSW3LRE4DCOGjrtOtbrCbwh4FH7ypZ9hVpgaOhA+Ga61o8KO2k/1B4oY8HxSN+ROVDakck1xvymNiJOwqFIN6nxtafHC7kphooNoV5yN8MMF9XbMX8aQL40uM9fkgfBCsODYcZ58PVsmKZmzcKABiy7ZwzKgAiGNSy0QWKSAAYlJIARCTAlo9XADEakUdsycA4pjUtkzkJIBoYVfLtvtR1+nB4LwUfBQbCLtiqV1Wntrc6kVpMKFgQC/sioIxd4PdxgkDTFSfNEA/4ZzjCEqED4KLz51UCe57F8Sh14i6uzN6g4+N0RXsMOlcbxwBizkmLCdM+BhZFMWY4iiCOl3jF1YXov1Y6QNiy+ZwwKgAiAMiyxSWKiAAYlJOARCTAlo9XADEakUdsycA4pjUtkzkFIBo1a54g13T6cHALs+HHnxoHgVCC+GDCecsmVumU+1Kgw92OKdHIcebwH4GSu1q8MFQLVbY4vtmh/Nh+cbgg7kiK5v8oDdjQmkUwwtj8BnI+djW7lGVwFiOeHRRqrpWjheqyWG6g9DyyuYiuL4+F4dOH2/p9dHS3olnbr4H5zZXWmpXjO2ogACIXBHZpoAAiMkVEwAxKaDVwwVArFbUMXsCII5JbctETgAIb/4ZBkUPBvMbKnLjyoOhV+2KHzgaBz6p92NzWwo+CBF6pXY1+GBfkXUt7PORxP7lYd0mgz3hgyV6u+GjQL9KlpaorsEH8zbYrZwJ53oQoeCjwYf2mEslqo8simUMu+L7JHw0hlx4em0pRpx5pwCILbvDfqMCIPZrLDNYq4AAiEk9BUBMCmj1cAEQqxV1zJ4AiGNS2zKR3QByUc4CwJXAkrqACruqyIkrD0ahP3OzQA0+ltR9AR/TysO6ieo94WN9iw9+dxIHDQwbhpa1zan+IISPqeURDMnru+eD8MGGgfR86MFHVbtbhV0xSZ6eD4ZrBXTCrrRQNoaWfVBTiKnnzMIM8YDYsj/sNioAYrfCYt9qBQRATCoqAGJSQKuHC4BYrahj9gRAHJPalonsBpBz/AvweYMP9Z0elOfE1U19vs8YfHzcBR8FvoSCCCPhWsz5+Gx7KnGc8HHIoJBhaGHIFXNFNPgYTPhwZYYIej42t3lQ2chqV1AVq4zCR02HW3mFOmPuLvjInHDOC0ALZWNTw6awG43hIIadfpcAiC27w36jAiD2aywzWKuAAIhJPQVATApo9XABEKsVdcyeAIhjUtsykZ0Awk7okxqfR2vMhYpgHNMHhpGrk9egeT40+MjzJnHY4JBuZ/TePB8zuuAjkxeC4wgRq5pSng+mXBCSjMCHljiuSu0mUvAx3GDYVV1HqsmgBh9MOGep3UzvlfDRFgUW1QTRHHZjaH4MHfEgosdLErotm8MBowIgDogsU1iqgACISTkFQEwKaPVwARCrFXXMngCIY1LbMpGdAPKnP83FqPrnVQL3IYNDuhWdeoOPI4Z2GoIWej6Y86GFXfUFPthRnRWvWAZ4yoAIhnZ1RtcLn9ra5lEVtmIJFyaURDCiKAavjseE0LK9043FdQGEusKuWGpXL1yL2nREgYVVQTRH3BiaF8P+5RF8XF+INqmCZcvecMKoAIgTKsscViogAGJSTQEQkwJaPVwAxGpFHbMnAOKY1LZMZCeA3DZzHg5rfxbH7dOZtpFezw/FECbmfGxq84KeD8JHnk//YxM+WO1qTbMPga6wq9KgfpgXPR/M+Vje6IcHSUyrCGNwXiJjPxK+G0JEdbsbH9UFECd8lBrr80EPBhPH36sJIhxzYVRRFJMG9N7hfOdPzapar2/JUY0YmZfCkDSfB5A+IPrXR38+QwCkP6+OvLfeFBAAMXldCICYFNDq4QIgVivqmD0BEMektmUiOwGEHpArC55EcTCR8b3zxjzC3I16v2rEl+9LYMagsG7YFccx9GllYwo+gp4kDqjQTzjnuHgSqqM6E8A9rqQqtat5PtK9WY4jfDB3gzkYtMEO7kY6nCv4CLvwfnUQIfb5KIxiXwPwwXGdMeDtbSn4YGjYwV3wwfcpAGLLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngDAH5Me5C5DrSw8g2g02k7g3dcEHIUIv4VyDFuZtpOAjgallEd1SuxxHjwlBh14TlsmdVBrBXjqldjX4qO1046PaFHywZO64Ev0mgz3hQ+twPrlM3/Oh5XwQWphwvjN8CIDYsiUcNSoA4qjcMpkFCgiAmBRRAMSkgFYPFwCxWlHH7AmAOCa1LRPZCSAPz5uNizMACG+wO2IMn/Jja5sXBX5CRBh64VMcF44zfCoFHzmeVHPCQTrhU5rHhKBD+GDeBXM3CB96ncoZrqXBB70go4tiGFuiDxE8tynkwvsMu4q7MLwgCqPw0RJxYXFtAI2Ej9wvwq56XgjiAbFlWzhmVADEMallIosUEAAxKaQAiEkBrR4uAGK1oo7ZEwBxTGpbJtpdAEIYYNdvdv/e0tVkcLKBJoMafKxrSVWtyvUmMbGUVasy5270hI/KRp9KFh9fEsHeBuBDy/lg2BX/zl4dTByn9yTToSWcL6oNKPgYYRA+OK457MLS+gAaQ/R8xHBARUTlfOx8CIDYsi0cMyoA4pjUMpFFCgiAmBRSAMSkgFYPFwCxWlHH7AmAOCa1LRPtDgDhDTbzGei9YIfzEn8cE0qjKMvRhwg27NvY4kl5PrxJTCiJYkhX1ap0AmnQQtDR4GNcSQT7GIAPJsbT88FGiqmwK2OeD+amsNrVkvoAOqMujCwylvPB8LCGEJsT+tAY9mBIXkzlpwS9vX86ARBbtoVjRgVAHJNaJrJIAQEQk0IKgJgU0OrhAiBWK+qYPQEQx6S2ZSKnAYTwwRtsei9qOz0oCcRV/4zSoD58tEVdahwb/9HzYQQ+KFpnjOO82NDiVWFXRuGDlaeYqL6q0QdmsTDnY2xJTNfzQfhgmBfHaQnnRqpdET62tnuwutGHtqhbwQdDy3Iy9E4RALFlWzhmVADEMallIosUEAAxKaQAiEkBrR4uAGK1oo7ZEwBxTGpbJnISQLQu3sz52Nae6oxOiBhgwPPBnA8mqrNTeaE/YRg+mLvBMC96Plja12jYFccRPtipnM0JCS1Gql1pzQk5LppwqQ7n9O4YCdeqavdgWYMPHVE39sqPqfK+eo0b362WPiC2bAyHjAqAOCS0TGOZAgIgJqUUADEpoNXDBUCsVtQxewIgjklty0ROAYiWcE4PBitQFXVBRHmuft8NhkGxX8eqJh8CHkJEVDU3NJI4vrHVg2Xb/aq3B8eNKNSvWkWIYJPBZQ1+1a+DXcqN5nywRC8BqzXixvDCqPLusMN5pkPlioTcqGzwoSHswbC8VJhXgS9zLxNq+tqWIiRPnIsZ08dben20tHfimZvvwbnNlZbaFWM7KiAAIldEtikgAGJyxQRATApo9XABEKsVdcyeAIhjUtsykRMAkuNNqF4W7Da+qdWHIuZ8lERhBD7oiVjVRPjwI+BJYGJJVPXrMAIf9GB83kD4SGJiSQTDC42NYxgUYSAUd2NMUcRQqV2tP0gl4SPqVtWuCC0BD6DXUZ3wsaILPtjhnKCUZwA+mEfzzLoSDD3tLhwqAGLL/rDbqACI3QqLfasVEAAxqagAiEkBrR4uAGK1oo7ZEwBxTGpbJrIbQC7KWQC3OwHemLPDOT0fhAEj8MGcCOZRrOrqcM58CL1mgRRJ63C+oskHJAFW1zJS7Yrj6PmobPIhFHNhXHFUVbzqrfpUz8VQVbI6CBGED5fystBrEuwTfLgxLC+uPB/5RuCDFcQafHirqgj7/WCWAIgtu8N+owIg9mssM1irgACIST0FQEwKaPVwARCrFXXMngCIY1LbMpHdAHJeYAFYMndzayp3gxChV+2KH5TwwdwNhmz53UlMLQ/rltrV4GNNV7gWQ5RYQcpouNamVg9WN6fggx3ORxI+3PoeDIZdpTwf7HAew6iiaMbEcb5PLRlfq3alhV0ZgQ+WL/68wYeqdi9qQjkYccadEoJly+6w36gAiP0aywzWKiAAYlJPARCTAlo9XADEakUdsycA4pjUtkxkJ4CwE/pBbf9AXcit4GM/A30+NPhgCNTaFvbrSGJ6eRgDdfp89IQPQks3fOh0ONfGET5WNvnBylf0fAwvisFvI3w0hggR/u6cD4ZrGYEPhrJ9Wu9HVYcXZcE4OhJBuCQHxJa94YRRARAnVJY5rFRAAMSkmgIgJgW0ergAiNWKOmZPAMQxqW2ZyE4AmX3nHIyqfwHluXFMKw+jJJhUyeCZDno+esLHgQPDKNepktUbfEwtj2BInrGcjy/BR2FMJY7r5W7UdrgVRLBk7ojCqKp4lalkLt8nwagp7MKn2/1oDHkwLN9YzgfHhmIAmyFWd3gUfBDoljcVoO3YeeIBsWV32G9UAMR+jWUGaxUQADGppwCISQGtHi4AYrWijtkTAHFMalsmshNAbp85Dwe1PYuvDQ2hOJC5ohM/nAYf61p88LiSOGhg2FC4FnM3GHaleT4IH4MJH67MEMFx7CnC8r6stMWKVXsVGPN81He6FUS0RVLwwdwNvZwPrQwxIaIp7AYTzicN0C+1S234/j6oCaCmw4MBQQJdBAX+JN6vLUTrMQIgtmwOB4wKgDggskxhqQICICblFAAxKaDVwwVArFbUMXsCII5JbctEdgLIrFnzcGnuk6jIi2f0JvSEDy3sqi/wwRK9rLDFhHOj8KH166AHg40DCR/DC1JNBjN5PggR20Mu5Ylo7/J8sGqVXrUrjmuLAotqgmgmfOTHVHK8nsdEg4/3qgOo6fRgQCCBgwaGkOdLvU9pRGjLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngPx57mz8OHcB8vzsI57+0BLO1zSncj40+GC0ViYY0JoFLm/sgo+yL6pk6YVPsdoVPRixhAsTSiIYURSDV8djooVPESLaYy6MKIiCHc71EtX5yTuiwMKqIJojKc/H/uURXWjR4ONdwkcHu8YncPjgEII9OqMLgNiyLRwzKgDimNQykUUKCICYFFIAxKSAVg8XALFaUcfsCYA4JrUtE9kJIA/Pm42Lcxcg15ceQAgfrAS1ttkHnzuJvuR8sMngZ9sDcCGpql3tZSDhXJXMbXfjo7oA4oSP0ghGF+k3JyR8sO/GO1VBdMZcylsypTyi2+Gci8bE9te35KjxzEshYOmV9u3p+WDOR5E/iaOHdX6pqaEAiC3bwjGjAiCOSS0TWaSAAIhJIQVATApo9XABEKsVdcyeAIhjUtsy0e4CEN7QM/RpZaMP9Hyw1C4T1fWqXXFcPAlsVvDhVx6SfUv1+3xwnNYskOFTtMFSu2OLjcMHPRgdMRf2KYipUC+Ga2U6OCerVr29LQUfzEs52AB8cFw4DiyuDaCqw4NifwJHDg312lFdAMSWbeGYUQEQx6SWiSxSIKsApL6+Hueeey4WLVqE8vJyPPTQQzjssMO+JMX8+fNx8803g+dXVFRg7ty5OPLII9V5H374IS644AJUVVVhypQpeOyxxzB48GDd19LpLQBi0ZVolRkBEKuUdNyOAIjjkls64e4AEO0Gm+DB/4KehMqHGKxTaleDFoZPLWvwgyFaDJ/S63CuQUtdR5fnIwmMKWKncn34ILQQHt7tgo+9C1LhU3rwwXHs1/F+dSrh3Ch8cBzDtT7dHkBVeyrsasagEHJ8vS+7AIil28FxYwIgjksuE5pUIKsA5JxzzsHw4cNx4403KpA488wzUVlZiZycnB1kuOmmm8Bz99lnH7z11lvqPAJHIpHA2LFjcc899+DEE09UYPLaa6/hxRdfRDweT/taJo0FQExegVYPFwCxWlHH7AmAOCa1LRM5DSCpZGyXAo9NrV7keFLNCQcZgI9QHNjQkqp2xQpX7J3BruMeHU8EPS2ci+V9eYPPkCtWrdKDCOaY0APxaZ0fnXEXjMIHvSss0btsu1/lfAzONRZ2xfe2PeTG8u0+bA97UBqI44CKcHfCeW8XgACILdvCMaMCII5JLRNZpEDWAAjhYcCAAdi6dStyc3PVxz/11FNx4YUX4uSTT84oR3FxMdavX4/Vq1fjyiuvxLvvvqvOp016P1atWoWVK1emfa2oqCitfQEQi65Eq8wIgFilpON2BEAcl9zSCZ0EEMIHQ5gYdrW+JdUZfWKpcc8Hq10tb/Aj6E2qZoFG4IM39YSWJXV+lWMyqiimwEUPPjiOHogPa/yIJ42HXXFcbacbS2oD6rMOyYvhgIqIbs5HqrqWG5/U+5XHpDwnjqllqVK7mRLq360ulD4glu4IZ40JgDirt8xmXoGsARCCx+GHH65AQjuuu+46BSXXXHNNWiXoIfnWt76l4OPxxx9XHo9HHnmk+/xDDjkE8+bNUxCS7rUDDzxQAMT8teaMBQEQZ3S2YRYBEBtEddCkUwCihV2ta/FiTZMPOd4kJpREMSQ/bqg5IXM+GHbFRobM3RhpwPOhJZxrOR9jDHo+OI59PpbWp5oM7pNvLOGc49jhnO+zIeRR8MHkeFatynRQm+aIC5UNflXtivAxqTSCIp3eKRz3xrYixI6fK40IHdwzVk4lAGKlmmLLCQWyBkAIEKeccgqWL1/erQtDsejF4J+9HbFYDMcffzwuv/xyfPvb38aDDz6IJUuW4N577+0+/eijj8b111+PNWvWpH2N56Q7GlrDhtZp9YYa/P7hV+DPzTd0vpy0awq4wx2Y/YvvoiA/uGsG0ox684MVeOTlpagoL7HUrhj7QgECSCARxe0/P9VyWf789NtYX9eOoqI8y23bZjDJ2rG2WbfcMAFk1KBC/Og7h1tu+77Zd+JHgfnI8SZUUvWuwAfDoNipXMEHjIddEQaYK0KI4N+Z8zG2JNXnI9OhPBgMn2rwozXixvCCKCaXGfOYNDB8qsHXDR8MLdPr86GV9l3R6ENNpxcVXfBRqOP50LxJz64rwV5nzMXhB47fhfXjxdr70dLWicdvnIdzmip3wa4MMarAS75B2P/aKzFmn4GGhpQWBAydJyeJAnYpkDUAsm3bNhx00EHYsmVLtxZXXXUVBg0ahF/+8pdf0odgwjyQ0aNHdwPKE088gZdeekklnmvHtGnTcP/99ysASfca5013dPLX0MCxcn01fvPAf+DNyaIbIAOfq7+d4o104t5fnYFCiwHkv+9X4oF/foyBWQ0g6W8S+sM6EkByklHcdc13LX87985/C2trsgtAsow/0NTchjFDCvGT079m+frNmfknnO97El5PQnk92K08tw+eD8IHS+0yl4KeDzb8MxJ2xXFbuhLVo3EXxpVEDFW70qpkMcxLwUdhVDUo9Hv0oYXhU8wxaQh7MCwvpsr75vbo19GbBQ0+2ESxpoPwEVNeISOej44YVC7Mq1uKcdhFs3HEQRN2Yf3Sk3JzWyce+e1sfL/xi4eHuzCBDNFR4D/+wTj4N1dh7PBBhrTKYcdLOUSB3ahA1gBIMplEWVkZ1q5dC+Z08DjppJNw0UUXKe9Gz4PnXnzxxcjPz8ddd93V/dLHH3+s/n3x4sXq3+ghYTUt2tywYUPa10pLS9MukeSA7Mart7epJQSrny2I8bcjIVjGteqPZ9odgnV+YAG2tHtUn49cb8Jw2JXWZJCdyt2uJCYaqHZFfTluc5tH5YpEEy6MLzHW54Pwsa3dg1WNPrRGU54P5orodTjXEsdXdMEHmwwSlPJ8mXM3eoMPjis2EHbF0r6Elk2tPmxtz8Hos+6UEKz+uLkMvCcJwTIgkpzSrxTIGgChaoSNgQMH4g9/+IOqgsWQLIZm5eXl4bLLLsMNN9ygXr/iiitACGGVq54HvSITJ07EnDlzcMIJJ6jXX3jhBfz3v/9VoVzpXsu0YgIg/ep6BgRA+tmCGH87AiDGteqPZ9oJIA/Om42vdT6HrR0e5HoSmGSg1K4GEUw4X9GU6nDOEr17F8R1q11p4Vormvyq+R+9CUw616uSpcEHIUJ1OC+MYUxxFEFP5k7sO8KHG8Py4qq6Vr4B+EjlfPhQq8KuUtBiBD5YCYy5IpvavCjyJ9ARC8B3kuSA9Me9ZeQ9CYAYUUnO6U8KZBWANDU14bzzzsPChQuVF4S5HMzxCIVCqoTuyy+/DJ/Ph3HjxsHj2dG9eMstt6hQrU8//VTZ2LRpEyZMmIBHH30UI0aMUGuS6bV0iyYA0p8uZwiA9LPl6MvbEQDpi1r971w7AWTuXXMwqv4FFAfj2M9AqV0NPhiqtarJB3oJmMQ9LN84fKzU4KM0iuGFMfgM5HzQ88EcDPbtYHL7qKKobu4G4UPL+WjsCrsyCh8tEZfy0NR0ejDQIHxQG0YOMxxtc2uqghhzTFa35KP92HniAel/W8vQOxIAMSSTnNSPFMgqAOlHunW/FQGQfrYq4gHpZwti/O0IgBjXqj+eaSeA3DFrHqa3PIdDBodQkZvQrXZFDwbhg7kN3fBRoF8lS/N8aPDBvA12K2fCeaYStjt7PpioTmjRSxzXql0xPEzL+WC4lhHPB3ugsIN7bYcHFblxFVqml/PB6yYahyrRu7ktBR8EugE5CXxQW4jWYwRA+uPeMvKeBECMqCTn9CcFBEBMroYAiEkBrR4uAGK1oo7ZEwBxTGpbJrITQGbOmqeqYA0rjPUZPqaWRzAkr++eD8IHGwbS86EHH1XtrFrlV/06RhelwrX0cj603I1Pt/vRGPJgWL7xnA8mji+pC6Cu06OqXdGDoVftSoMP9jHR4GNaeRglwaTSVBoR2rItHDMqAOKY1DKRRQoIgJgUUgDEpIBWDxcAsVpRx+wJgDgmtS0T2Qkg98+djZ/kLkC+P5HxvccSAHM+NM8H4WMw4cOVGSK0hPPKRr/yEPQFPmo63MoT0Rlzd8GHfsI54YPhU+wrwmaBTDhnXotetSt+eCaOf1gTQH1nqs8HP6Oex0SDj4+74KPAl8BBA8M75IoIgNiyLRwzKgDimNQykUUKCICYFFIAxKSAVg8XALFaUcfsCYA4JrUtE9kJIA/Pm42Lcxcg15ceQAgRq5q8WNOcSjg3Ch8Mg2JzQoZBRRMp+BhuMOyqriPVZFCDDyacs9RuJo8J4aMtCiyqCaKZ8JEfU8nxeuFaXDQmxL9bFUR9yI2KYBzTB4YNQQuhSoOPPG8Shw0OfakzugCILdvCMaMCII5JLRNZ47EOiAAAIABJREFUpIAAiEkhBUBMCmj1cAEQqxV1zJ4AiGNS2zLR7gQQwsfqJq8qKcuOFFPLIhja1RldL3yKTQYZBhVLuDChJIIRRTF4dTwmqmpVpxuL6wIIdYVdMXdDL1yLwndEgYVVQTRHUp6P/csjuuFaGny8sy0FH+XBhMqH0auutbPng/BxxNDOXqFFAMSWbeGYUQEQx6SWiSxSQADEpJACICYFtHq4AIjVijpmTwDEMaltmWh3AQjhg2FXyxv98CCJ/coi2MtAwjkhorrdjY/qAogTPkqN9fmgB6Mx5MJ7NUGEYy5V6WrSAP0O5xpEvL4lB60Rl8pLYRiUz0A/OHo+CB91IQ/KAnF8bWhIt6mhBh/M+WCpXQ0+8ny9L78AiC3bwjGjAiCOSS0TWaSAAIhJIQVATApo9XABEKsVdcyeAIhjUtsykdMAQhAIxV0KPtic0ONKqlK7egnnHBdTYVdefL7dBwZ1jS2OGupwHk8CVe0efFLnRzjBUrtR7GsAPjgnO5wvrgmgNepSeSkHG4APBTthN5bW+ZXnY0AgYQg+tBwT5qbUdHiQ70tgxqDwl8Kuel4IAiC2bAvHjAqAOCa1TGSRAgIgJoUUADEpoNXDBUCsVtQxewIgjklty0ROAghvsNnLgj0++F+uN4lJpfqeD44jRGxs9aqbeq87CZbMHVei32SQY7e2e/BBdUBVjWKH88ll+p4PjiM8vFsVQCTed/j4sMaPlogbZcEEDhui7/ngfGxOyM9Hj0mxP4EDKnZMOO/tAni3uhBt0gfElr3hhFEBECdUljmsVEAAxKSaAiAmBbR6uACI1Yo6Zk8AxDGpbZnIKQDhDTaTxTe1erG8wafyLpi7wbArvU7lDNeq7XTjo9oAGII1uiimOo6zz0emg+c2hVx4n2FXcVef4IPVrhbXBpQnY3CusbCrVKK6S/XrYJ+PsmAcBw4Kq0T1TAfHsUQvSwJv6epwPqUsjNJgUjcx/u2qQoT/n/QBsWVzOGBUAMQBkWUKSxUQADEppwCISQGtHi4AYrWijtkTAHFMalsmcgJAcryJbviobPSpZPHxJRHsbQA+tJwPlr7l39mrg4njRuCDCeeLagMKPkYY9HxwjuawC0vrA2gMuTE4L4YDKiK6OR9a+BSrcjF8ivAxrUK/2hXHsQM7O7ETPooDcZUPUxxI9flId2jepH+sL0Hpt2fj0OnjLb0+Wto78czN9+Dc5kpL7YqxHRUQAJErItsUEAAxuWICICYFtHq4AIjVijpmTwDEMaltmchuALkoZwH8noQKn9LgY1xJBPv0ET4YgjWmD54Pltr9uD6AzqgLI4uM5XxoHc6XscN5yIMheTGVnxI04MFg+FRlF3ywzwchQq/Ph+YxYTgamwyW+FPNCbUmg3rwsa7Fi39vLMF+P5glAGLL7rDfqACI/RrLDNYqIABiUk8BEJMCWj1cAMRqRR2zJwDimNS2TGQ3gFwQXKDCp7Swq77AB0vtsl8HwYA5H2NLYoY8H2wy+Gk9O5y7VcK5kWpXnKO+0608ERp8EAb0+nxondE5rqbTqzqcM69Fr8N5T/ig56MkEFe9TEqDCUOeD8LHmiYfNrTlYfzZf8IM8YDYsj/sNioAYrfCYt9qBQRATCoqAGJSQKuHC4BYrahj9gRAHJPalonsBJCH5s3GsdFnsaHFo3I+jIZdMedjS5sH9ERE4y4QWsYW6yecEyKq2t2qOWFH1K1K7U4oNRauVdfpVh6Mpogbw/JiqryvXodzDT7Yx6Smg/ARw4SSKIoC+rkbzBWh54OfsySQUOMG5OjDRyQBBR5rmr0qib8zHkTw5DkCILbsDvuNCoDYr7HMYK0CAiAm9RQAMSmg1cMFQKxW1DF7AiCOSW3LRHYCyN2z52BU/QvI9ycwsQ8J55vbPCohO5pwKWhh0rleojrhY1u7B5UNPuX5GFVIj0mqw3mmg+NS8OFDc8SjmgyOL4kiz6cPEU1hl2qiqMEHxzF3Q6+jOnM+OE7zfBiBD34G9hUhtLB8ca43BS0b2/PQLlWwbNkbThgVAHFCZZnDSgUEQEyqKQBiUkCrhwuAWK2oY/YEQByT2paJ7ASQO2bNw5Tm57B/eRjDC41Vu2LJXMJAKO7GmKKIoVK7hAiGXdGD0Rp1q2pXTFQPeJARBlRn9JAbKxp8aAin4GNMcdRQ+BSbEq5o8qGq3asSzglKRnI3OmNQ8LGp1Ycif1xBRHluZs8HF55eoVVNXqxq8iPgIdBFVdf4RXWFaD1GqmDZsjkcMCoA4oDIMoWlCgiAmJRTAMSkgFYPFwCxWlHH7AmAOCa1LRPZCSAzZ83DWZ4FCgb0PBi8wWbOR2WTD6GYC+OKo6rilV7HcVUlq4MQQfhwYURhCiKCfYIPhl3FlcfESOI45yG0VHX0DT5CcShIYofzoi6vkBH4iBE+Gn1Y1exDwJ1UieqED1bJkkaEtmwLx4wKgDgmtUxkkQICICaFFAAxKaDVwwVArFbUMXsCII5JbctEdgLIPXPm4Ke581EQYN/y9IeW80HPAOGDHc5HEj7c+h6MLzwf7HAeU3kfeonjhJaGUCoxvjHsUTkfRuGD4VOfEz7o+cihB0Pf88FPzgaMy7b7VSf3Qn9CQUSZTs4HxxE+mOC+uskHvzuJqeVhDM77wmMiAGLLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngDAJ/ZLcBcj1pQcQwsemVg9WN3/h+RheFIPfRvhoDBEi/CrsivBBD40RzwfDp1hdS/N8TBqg36+DixaNQzUnZKldwsd+AyK6CecafDAcbW0Le6ckMb08jIE94IPnCIDYsi0cMyoA4pjUMpFFCgiAmBRSAMSkgFYPFwCxWlHH7AmAOCa1LRPZCSAPz5uNizMAiAYfK5v8KsGaYVfDC2MqcTxTIjc9GLUdqWpXbVE3RhRGMdqA50OrWvXpdj8aQx4MyzeWcE7hQzGAzRCru5oMEiL0ql1p8LGk7gv4mFYe1s0V6Q0+DhwYRnkvHhMBEFu2hWNGBUAck1omskgBARCTQgqAmBTQ6uECIFYr6pg9ARDHpLZlot0FIIQPVruqbGSpXaiwqxEGPR/s10GIaIuk4IPhU3o5H1qnckJEU9itEs7pwdArtatBxAc1AdXhfAA7nJdHUODPXO1KG/dxF3wU+BI4aGBYt0pWT/hY1+KDx5VU49KFawmA2LItHDMqAOKY1DKRRQoIgJgUUgDEpIBWDxcAsVpRx+wJgDgmtS0T7Q4AobdjUysrOvkQTUA14NunQD/ng9BCD8Tn231oj6Xgg6Vv9apdET7qQ258WudHc8SNofkxTDbQZJCCt0RcWFLrR23IgwEBQkQIeb7MHhqOY6L6sno/WNUrz5vEYYNDhqCFOSZMcN/c7lVhV5ngg/MIgNiyLRwzKgDimNQykUUKCICYFFIAxKSAVg8XALFaUcfsCYA4JrUtEzkNIPR2sIs3+3ywihOTuOn58Lr0w67Y52NxjR8JuDCiINXhXC9RnaLRY7KwKqD6itDzsX95RBdaNPh4Z1sQbBrIZoGHDw4h6NWHD56/qDqgSvwyt+SIoZ2GPC0dUZfq/M7PGfR8AR8upJ9TAMSWbeGYUQEQx6SWiSxSQADEpJACICYFtHq4AIjVijpmTwDEMaltmchJAFElc9vd+KgugHjCpbqNG2kySA8G+268UxVEZ8yF4QUxTCmPwOvWl4Telte35KjxQ/LiyqOgV9qXVglK71Wncj6K/EkcPaxTt6mhNo45Hyy1S88H4YMeE72D1a5YlWtNV6ndA9LkfOxsZ2FVIdqPkz4gevr219cFQPrrysj7SqeAAIjJa0MAxKSAVg8XALFaUcfsCYA4JrUtEzkBIDneBLRmgczBiCdTOR9ji/U7nGvwsbAqiI6YS4VqTTUAHxzHqlVvb0vBx+C8OA42AB8cx5K5i2sDqOrwoNifwJFDQ7rwwXGRBPBZvR8bW73I9yUwY1BYN+yK4xiGtrIxBR/0fBxQEdatksVx1PHF9cXI+9YcHDp9vKXXR0t7J565+R6c21xpqV0xtqMCAiByRWSbAgIgJldMAMSkgFYPFwCxWlHH7AmAOCa1LRPZDSAX5SxA0JtAbacbH9Wm4GNMETuV9x0+9i5IhU/peT54c94WBd6vDqqE877AB6FlaX0AVe0eFXY1Y1AIOToeDM7HJoMMK2NuC+GDEFEcyJyorkELe3yk4COBqWURVOh0Rue4WBLY0urBs+tLMfn7swRAbNkd9hsVALFfY5nBWgUEQEzqKQBiUkCrhwuAWK2oY/YEQByT2paJ7AaQC4ML0BaDgg96QRhyxapVRiCiKezCe9WpsKu+wAcTx+nBaCR85BoLu0pBi0sluG/r8KI0EFcQoZdwrnlaVjSm4KPAT4gIozSoDx/0tKxtTsFHjifVnHDQTn0+dl50DT7YNf6z7X6sbs7Hvt+fhRniAbFlf9htVADEboXFvtUKCICYVFQAxKSAVg8XALFaUcfsCYA4JrUtE9kJIGxE+K3E06hs8in4GFWUavqnBx+pTuUufFSbSgA3GnbFcc1hJnIH0Bii5yOGAyoiujkfWole9hXRSu3SE6FXapfjOmJQ1bw2tvpQ6Euo6loDdDqca2FeTMan9yPXm8TE0sgOHc57W+yd4YNJ/B2xIIpOmS0AYsvusN+oAIj9GssM1iogAGJSTwEQkwJaPVwAxGpFHbMnAOKY1LZMZCeA3DdnDkbVPw+vJ4kxBj0fhAhWrWI1KDYZ3CffWMI5x7HD+TJ2OA95MCQvhillEVW1KtPBm/rmiAuVPeCDEKHXZDAFHy6sbvKm4MOfwKTSSNp+Hdp76Akfa5p8yPEmMaEkiiH5cVUVLNPBRPXNrR71GXku82hqO3MlCd2WneGMUQEQZ3SWWaxTQADEpJYCICYFtHq4AIjVijpmTwDEMaltmchOAJk5ax72bXpOhRaNLYkZ8nywwzlvsFsjbgwviGJymVGPiVtVkdLgg3Pm6JTM1Tqjr2j0oabTi4qcOMaXRFBiIHfjC/jwosifUBBRbiB3g2FX9Hz0FT60rvEKPgDlSRpRGMOiukK0HiNVsGzZHA4YFQBxQGSZwlIFBEBMyikAYlJAq4cLgFitqGP2BEAck9qWiewEkDtmzcN38BT2K4vAo1MyV6uSxURuBR+FUdWg0O/J/LE5jv02KgkfYQ+G5cVUeV+9DucafKxs8qGmg/ARUxBRGEhm9ERoYVcMnWK1q77AB6tkETzWNHtV2JVRzwfhYyM9H9tTng82XyR8UFPpA2LLtnDMqACIY1LLRBYpIABiUkgBEJMCWj1cAMRqRR2zJwDimNS2TGQngMybPQc/y5uPgkAi43vX4INhUK3RlOeDT/j1Opxr8MHO4YQPNhnkzXmeTz8BnAnuPeGD44xUrWKVLI7b1OpDkT9uyPPBD89+JMwVYdJ5rjflMTESdkX4WN/iBfNT3K4kJpZEMLww3g10AiC2bAvHjAqAOCa1TGSRAgIgJoUUADEpoNXDBUCsVtQxewIgjklty0R2AgiT0C/JXYBcX3oAIUSw8/eqRh9aoy71ZH9McRRBj35ndHo+UvDhxrC8uKquxc7jrgy5FF/kfPhQq8KuUtBiBD5YapeQxCaD9HwQBvTCrrhozN2gh2Ztiw+5ngQmDdBPOOc4wsfaZi9WNPmAJFSC+94FX8AHzxEAsWVbOGZUAMQxqWUiixTIKgCpr6/Hueeei0WLFqG8vBwPPfQQDjvssC9Jkem8Dz/8EBdccAGqqqowZcoUPPbYYxg8eLCykem1dHoLgFh0JVplRgDEKiUdtyMA4rjklk5oJ4A8PG82Ls4AIBp8MAejPerCyMIYRhVFdXM3UlWyUjkfjV1hV0bhgyV6GeZV0+nBQIPwQcGZu8EQqM2tXpVwzhyTMp1qVxp88H3S88GGjPsZKLWrwQdDteg1ITQxoX5Y/o7wIQBi6VbYLcYEQHaL7DKpCQWyCkDOOeccDB8+HDfeeKOChTPPPBOVlZXIycnZQYJ05/n9fowdOxb33HMPTjzxRMydOxevvfYaXnzxRcTj8bSvZdJXAMTE1WfHUAEQO1R1xKYAiCMy2zbJ7gKQbvho8KE91jf4YLUrhiRpOR8M1zLi+WBJX/bOqO3woCI3rjwYetWuKHw0DnxS78fmthR8ECL0Su1q8LFsuw/rWtjnI4n9y8O6TQa1cfR8MM+kGz4Keq+SJR4Q27aGI4YFQByRWSaxUIGsAZBEIoEBAwZg69atyM3NVRKceuqpuPDCC3HyySd3S5LpvIqKClx55ZV499131fk8l96PVatWYeXKlWlfKyoqSiu5AIiFV6MVpgRArFBxt9gQANktsls26e4AkGgCYCM93mCzmtToolRStV7VKnZRr+tMhV010fORbzzng00Jl2/3oS7kUdWu6MEo9GcO16LIWnPCLV3wMa08jJJg5kR1jqNHZ2VjKlHd707ioIFhQ9DCpotrVGlfr4KPqeURDMn7sudDuwAEQCzbCrvFkADIbpFdJjWhQNYACMHj8MMPx/r167s/7nXXXaeg5Jprrun+t0znDRkyRHk8Hnnkke7zDznkEMybN09BSLrXDjzwQAEQExeZo0MFQByV28rJBECsVNN5W04DCOGDHcOZExFPpuCDYVdGEs5rOtxYWhdAKO5SCefMpdCrdkVFGa71YU2qrwjhgzf1eh4TjmNOyofVAZVjUuBLKIjQyxXR4GNpnR/VHR4EPUkcMihkCFoIH+zETk+L15VU73Mw4cOVPh9GAMT5PWPljAIgVqoptpxQIGsAZPXq1TjllFOwfPnybl0YikUvBv/UjkznDRs2DEuWLMG9997bff7RRx+N66+/HmvWrEn7Gs8xe6xYV42Lbn4KLl/ArCkZn0GBfG8S8287H4X5QUt1emXhcvzxkddRUlxgqV0x9oUCDIMcmO/HX/74A8tlueMvr+KDFVuRn7djuKblE32FDba1deLQycNw9bnHWa7C7353Kw7sfBkBb1LZ5hP9xrALa5r9KqeCieP0YvhYojdTE74k0Bln7kYqV6Q8J67yRQgtGcd1JYAz7Iod0ksDCZWozgR3vXFMAGduCj0u9MwwAZylc3XHJYH1zV5UdXjgc0E1J2RHdb1xDEljfsnmNo8qtTumKIrSnARUFeIM2ixryMW0C+/C0QdPtHT9mts6cdPld+CQ7WsttSvGdlRgqW8AfjDzWowbMUikEQWyQoGsAZBt27bhoIMOwpYtW7qFveqqqzBo0CD88pe/7P63TOcRQF566SWVeK4d06ZNw/33368AJN1rnFcOUUAUEAVEAVFAFBAFRAFRQBQwr0DWAEgymURZWRnWrl2L4uJi9clPOukkXHTRRfj2t7/drUSm8/bee29cfPHFWLx4sTo/Foupalq0uWHDhrSvlZaW9qr0o48+Cs7HylxyiAKigCggChhTgJUKL7vsMsyfP9/YADmrXynAPMr/+7//2yH6oF+9QXkzGRWQexe5QPqDAlkDIBSLsDFw4ED84Q9/UFWwGJLFkKu8vDz1Y3bDDTeo1zOdN3HiRMyZMwcnnHCCqoL1wgsv4L///a8K5Ur3WrqFkk3cHy5heQ+igCiQbQoIgGTbiu34fgVAsnv95N4lu9dvT3n3WQUgTU1NOO+887Bw4ULlBWEux/HHH49QKKRK6L788suYNGkS0p3HRfv000+VjU2bNmHChAngRhwxYoRaz0yv9bbge+omDgaDStNdOW677TY19ve///2uDJcxooAo8BVQQAAkuxdZACT9+r3//vtggZw333yz3y7ynnrv0m8FlzfWqwJZBSD9bQ2zdRPTW/TXv/5V9U9xu90K3ggOWlNHAZD+dqV9+f3885//xE9+8hMF0lzDTAfDBEePHq165rAXjhzOKsCbbYZ6PvHEEzj77LO7J3/++efB/7gXMx3hcBivv/46vv71r6vTPv74Y1U441//+pezH8TC2fojgDzzzDMqJIx/9jymTp2q1oh/smJie3u7usF08thd86b7jNkAIPvuu+8O34/5+fk75JDatX4CIHYpK3b3NAUEQEysaDYDyPjx41XYGm9O+Tn4g8oEfh4CICYuCoeGfve730VDQ4NaN4YT6h0MMzz22GP1TpPXbVCAN9v77bcfPB4PPv/8cxQWFqpZjAIIi2Pwv7vvvluN6+joUN5alhDP1iNbAWTjxo0qd3DUqFGOSr+75s12ACFQEkScPARAnFRb5spmBQRATKzengAg/PjMf+GT8dbWVuUV6Qkg7Jkyc+ZMdHZ2qvyaJ598sjtk7d///re6Aa6trVUd6vnFe/vtt3eHYPGJO/N0/vOf/2DkyJEmlJahPRXYvn07jjjiCNxzzz144IEH1JpoB/+NN6p8as4GmvSUsPqbkTXl+t1yyy3Ya6+9VG5VTU0NWGmOIYty7LoCvNn+xje+ofoY8eaVuWe9Acjll1+uQCMajeLggw/G448/jhUrVuD0009XsMkiGldffbXaf9x3CxYsUCGnfHCgebb+9Kc/qaIaDE+lLZ5HYGEpcV4XgUD/KAOerQDSM8T0rbfeUvujpaUFLpdL5RbSS3XiiSfimGOOUbmFfG3MmDGq0iIb6HLvsmgJ15XrfOmll3Z7Uzjum9/8pvJstbW1qdxGes1YBKXnvHxoxP9/6KGH1Hn0qs2ePXvXL9BdGJktHpDeAISaUff33ntPrQn345FHHqlU2GefffDTn/4Ub7zxhuo5Ri8zv0u5l7gHL7jgAtWwmEe638adAaQ/7sNsvXfZhUtVhvRjBQRATCxOtm5iej40Dwh7L/z9739XpYn5g8mj580qn7TyhrSkpATXXnutCj/gjQyrhjFk69VXX1XJ+3V1dSrMRPuh5Bc8b3r+8pe/qJspOaxTgD+Yzc3N+O1vf6u05w8pc6L4b5MnT1ZNNbmGXCOCodE15Q/noYcequxxzQiWzJPiDW5/uXG1TkXnLPFmm3uBunJ9nnvuOey///5f8oDwpk4r+X3UUUepG53TTjtN3WguXbq02wPS8waHOXBXXHGFqgjIY8aMGbjjjjvUunN/vvPOO2r/nn/++epa4R7uD8eeACDTp0/H3/72N/WEvbGxUUEI9yFBguE+Tz31lAqP5HchKziyeAof9nCdCaMEfH4Pc7/yu5PjCJL/+Mc/lLeMsMmHCAy36wkghBI+aOADIL5OqKF9J49sBhCuB72Q1JQPyf7f//t/Cgi5ZvzevPPOO9WaVVVVKSD5zW9+owrc8AEdPV8s2c/x6X4be+7PzZs398t9mK33Lk5e4zKX/QoIgJjQOFs3MQGE0MGnP0zY55csf/R4g7LzzWpPeQgbjEV+8cUXcdddd6kbXD7163nwS51PmJiAx6eD3/nOd0woLEN7U+CAAw7As88+q9aNNydDhw7FJZdcAsIk83l4k8kbzp75HunC6nquKX84L7zwQhUmpB0EED6RdTrkZE9aed5s84aTNzkMu+Ie4Q0c91G6HBDe9AwYMEDtoUwAwqewfBLPHAX2SCJ0aPuSYTvcpzy4H3mtvP322/1C2v4KIN/73vfU92LPgzeeH330kcoB6QkCPJdrxJvTngBAkGAlRoZJ8vjkk0+U14N/7nxwvfidyn5UHMf9R48XD3q4uPf4O9NzXnqVub9PPfXU3baW2QIgPXPkjjvuOJXfw4dp69atU3/yIOxzb9Brxe/JrVu3qnXlQa8jvyPHjRun/p8PCPhQbeewrp2/R7UkdHqm+uM+zNZ7l912wcvEtiggAGJC1mzdxD09IHwi97///Q/f//73sWjRIgwZMmQHD8iDDz6ontjS7U8XdEVFhfpRvOaaa9RTu55NICklfyj5BIlPA+n+tqKLvIkl2uOG8qkbn577fD712bgufBLLGwIe/LH74x//qH40f/7zn3eHC/QEkHRrSgAhvPCGVjv4Q8sfbT6plWPXFOgJILTAG0iGZLGJKsGf8MAwqZtuukn1KOJTcz5l/fGPf4xf/OIXGQGEXi/eHPFGi2FXvHliyCT3J5/Oaz2MCKf8+wcffLBrH8LiUf0VQPSS0HuCAL3Bs2bNUjekJ598sgo/5VN0ggTXjTe8POhBJGBUV1erG9+bb75ZwSK/I/md+8orr4APFTiO+0/7zuS+0xLje8574IEHKg/I7myQmy0AsnMIFtesoKBAPajRDgImvcoERn5PMtyYa8NDCy3mXuXBvCuG0xFGM32PagDSX/dhtt67WPw1JOZ2swICICYWIFs3cU8A0T6+FvLBpo7azSpd/Hy6x9AsuvoJHvzy5Z/84eWP6M6xx/yh5A/umWeeiXPOOUeFjmhJtyaklqFdChAqmND8wx/+sFuTKVOmqHAP7SkdX+DNDm+KbrzxRhWeY2RNe0ueFAAxf+ntDCCEBXpEeCPKvUUA4Y0KPYd8Gu71etUNLG96+OfDDz+MJUuW9BqCxXfHJ+H0gNEePZK82aXng9cAb4r747EnAIimK3MEmDfAJ+qEP4IEH+jw+48HQ+8Ik/SAEB4YWsfXeRA8+J2qAQhvXPldzCMdgHBf/+hHP9qhAa/Ta5ytAEKduE787WKOzc7Hzp7idABC0E/329jze7S/7sNsvXdx+jqX+exVQADEhL7Zuol3BhCGFzAOlk9HmTCpfQkzvIM/ggQO9vb4wQ9+oBLy+P9MUuYPJZP1+DSJX8gMBer5pI5P83gTxCexcphXgEmrTOb/7LPPVKy5dlBzPgn/3e9+p35YuR70bJ1xxhlgmAjD4IysqQCI+TXqzcLOAMJzmCzOJ6h8okoAYaI/E8rpUSTAMymWUEEAYZgWn3jTq8Vj53UifHKfLlu2DMuXL1fnEHJYqIAPEWiX+5cx7VrPI3s+qXGrewKA8OEKn4Tz4BN0eq34JwGET9pZfIO5U9yHBHnmgDBs8umnn1beC3qe+b3LPJ2+AAi/l/kfv4f5cEf77jUw9oQeAAAXXUlEQVSuvvkzsxlAmN/B70PCOT3JLNrAPCmGrBoFED4QSPfb2HN/9td9mK33LuavXLHQnxQQADGxGtm6iXvmgPBGlfHLfJpDrwUP7UuYT2TplmaSJJ/GMtmVyepa/wF+ATMRmgmYfFJEgOkJIJFIRD3xY3ytFg9tQu6v/FAtX4B/9jz4I8dYcj5hZRUeJrfyh5UJyrwhYkKrkTUVALHnEusNQFgNi3uD3isCCKGSsEjIJCQwHp1hIAQQQj+fehP6ud94M9uz0ZlWoY75Ij0bgL722mvKs0Lw4I0w9zir+PSHY08AEOZh0IPFyoF8MMB15PckAYTFHF544QVVyIEhVVoVLFas+9WvfqXCgHgO15bfx30BEH5ncy35+8O1pzeFYa9OHtkMIPxd475idSrqzwc2hEV6RIwCCPsqpftt3Pl7tD/uw2y9d3HyGpe57FdAAMSExrKJTYgnQ0UBUeArq0B/BBCrFoMAQsjQSrtaZbc/2ckGAOlPevW39yL3Lv1tRb6a70cAxMS6yyY2IZ4MFQVEga+sAns6gPTM5dgTF1kAJLtXVe5dsnv99pR3LwBiYiVlE5sQT4aKAqLAV1YBAZDsXnoBkOxeP7l3ye7121PevQCIiZWUTWxCPBkqCogCX1kF9mQA+SosqgBIdq+y3Ltk9/rtKe9eAMTESsomNiGeDBUFRIGvrAICINm99AIg2b1+cu+S3eu3p7x7ARATKymb2IR4MlQUEAW+sgoIgGT30guAZPf6yb1Ldq/fnvLuBUBMrKRsYhPiyVBRQBT4yiogAJLdSy8Akt3rJ/cu2b1+e8q7FwAxsZKyiU2IJ0NFgT1AgenTp+Piiy9WTQOdOE4//XTVSZt9X7L5EADJ5tUDBECye/3k3iW7129PefcCICZWUjaxCfFkqCiQ5Qqw8zi7KrMxHLtZO3EsWrQIEyZMUI3ssvkQAMnm1RMAye7Vg2pimUwmce6552b7R5H3n8UKCICYWDzZxCbEk6GiQJYrcPXVV2PatGl48MEH8cADD2DcuHHqE912221oaGjAmjVrVFd6/tDPmjULN910E1pbW9U58+fPx9ChQ9Xf2ZGZfSM6OjpU1+y7775bdS6nncLCQrzyyit44403QPi44oor1LlHHXUUWlpacPnll4OdluPxOO666y6cddZZeOSRRzBz5kzVJXvgwIFg9212V2eH5ltuuQV77bWX6qrO98bu6eedd57jKyEA4rjklk4oHhBL5XTcmNy7OC65TNiLAgIgJi4L2cQmxJOhokAWKxCLxZQn4pNPPlEwwRv6W2+9tRtACCVLly5VnorLLrsMTz31FJYvX46ysrJuELn99tuxefNmFU5FDwrB4Pzzz8fEiRNx7bXXKgCZM2eOAgp21+bBPzUAYehXMBjEnXfeqQAkHA4rYPn000+VrZKSEmWnvb1dQQ0B5NBDD8V7772Hgw8+GLW1teozbNu27f+3dy7ANlV/HP+RCiWPiDxmPKOQR55NXSolSQihlEJKSY/xqBFSKHqMopLhRkNjkCIiUdwy0aSXVylCnsmjXCWv/vNd8z93TrjuPe3jnL33+ayZO6579tp77c/vrHvWZ6/fWtcJTyILApJI2vG/FgISf6aJPCNjl0TS5lrZEUBAPLw36MQe4FEVAgEmMGfOHJs9e7ZNnDjRMjMzTWtB1q1bZ3nz5nXisG3bNhszZoy7w/T0dPvoo4/cTISKZjz0s5kzZ9ro0aNt8+bNbvZCZcmSJTZ48GDLyMhw51m1apVNnTo1i1S0gBQuXNg2bdrkRCO7ouuqHWqvBKR79+62Zs2arMMlIHPnzrVKlSolNBoISEJxx/1iCEjckSb0hIxdEoqbi2VDAAHx8NagE3uAR1UIBJhA27ZtnUjkyZPH3cWRI0fc/5s3b+7EQelPQ4cOda9NmjTJDf7HjRvn/r9gwQL3/XvvvWf9+vWzyZMnW7FixdxrmsnQ9ytWrDjpPHo9IiD169e3EiVKuLStE4tmX2bNmuVSv5QKdtFFFznJUBs0I7J06dKsKjVq1HAiVK1atYRGAwFJKO64XwwBiTvShJ6QsUtCcXMxBCT+7wE6cfyZckYI+J2ABs+NGze29evXZwmIBvwzZsxwsxwSkEOHDtlTTz2Vo4Bo5mPnzp2mdKwTy4nniRYQrQFRepdSuIoUKZJVdd68eTZkyBBbvHixaYZE4iHZiQiI0rc0yxIpCIjf323+bB8C4s+45LZVjF1yS4rjziQBZkA80KUTe4BHVQgElIDSpiQNEoRI0fqL8uXLuzQsDfhzKyBbtmyxtLQ0kzhUr17d1duxY4dbNJ6TgGjxuNaUjBo1yu3EtW/fPncezWhIOHSuLl26uLUhCEhA32w+bTYC4tPA5LJZjF1yCYrDzigBBMQDXjqxB3hUhUBACdSuXdulVenf6KL1FQ0aNHAikFsBUX3tYqVULImHFoNrBqNbt245CojSq7QNsNaLqGg2pWXLltauXTs3O1OqVCm3a9aUKVMQkIC+1/zabATEr5HJXbsYu+SOE0edWQIIiAe+dGIP8KgKAQikLAHWgAQ79AhIsOPH2CXY8QtL6xEQD5GkE3uAR1UIQCBlCSAgwQ49AhLs+DF2CXb8wtJ6BMRDJOnEHuBRFQIQSFkCCEiwQ4+ABDt+jF2CHb+wtB4B8RBJOrEHeFSFAARSlgACEuzQIyDBjh9jl2DHLyytR0A8RJJO7AEeVSEAgZQlgIAEO/QISLDjx9gl2PELS+sREA+RpBN7gEdVCEAgZQkgIMEOPQIS7Pgxdgl2/MLSegTEQyTpxB7gURUCEEhZAghIsEOPgAQ7foxdgh2/sLQeAfEQSTqxB3hUhQAEUpYAAhLs0CMgwY4fY5dgxy8srUdAPESSTuwBHlUhAIGUJYCABDv0CEiw48fYJdjxC0vrERAPkaQTe4BHVQhAIGUJBFFAbrzxRnv88cetadOmKRu3yI0jIMF+CzB2CXb8wtJ6BMRDJOnEHuBRNWYCM2fOtNtvv90KFixoefPmtWrVqtmoUaPsqquuivlcVIBAMgn4RUCi+1SEx7Bhw6x379724Ycf2tVXX+36m8p/FZB//vnHKleubOvWrbNzzjnnlNi/+uorGzx4sM2dO9e9/u6771rbtm2TGaLTXjvoAvLNN9+4GK9atcrOPfdcu/baa23atGm+5R3vhjF2iTdRzvdfCCAg/4Xa/+vQiT3Ao2rMBDRY0oek/tWgZvr06danTx/buXOn5cmTJ+bzUQECySLgJwGJ9KloFupfjRs3dkJQvHhxTwKiyosXL7brrrsuW9x//vmnfffdd9aoUSPbv3+/O3blypXJCk+O1w26gOjhjYSvc+fOduDAAfv222+dbKZKYeySKpH2930iIB7iQyf2AI+qMROIFpBI5QIFCtj27dutaNGiTkY++OADO3LkiDVs2NCmTp1qZ599tpOV5557ziZMmGCZmZnuQ3f06NHu+wceeMA+//xz95T3lVdesSZNmsTcLipAIFYCfheQvn37uv5w2WWXub71ySefuBkQfU2cONFJQs2aNV0f0+vLly+3ESNGWLly5ezHH3+0Xbt22WOPPWZdu3Z1aPLnz2+HDh1y3//www/Wq1cvNyOiny9cuND27Nnj0rsWLFhgN910k+uT1atXd+leurb6a2SAvGbNGjc7sn79+lixx+34oAuIft/9+uuvdv7555/ERPHr0aOHbdu2zcqXL29vvvmmXXzxxVa/fn17/vnnrVmzZrZ3716rU6eOLVq0yKpUqRI3rok6EWOXRJHmOqcjgIB4eH/QiT3Ao2rMBKIF5OjRo5aenm7jxo0zpW+oaFDQoEED970GLo888oi1b9/e3n77bXv11Vdt3rx5VrhwYTfY0VNdyccFF1zg5ESDoeuvv96+//77U34ox9xYKkDgNAT8LiBqetmyZU2pOtEzIJIIzYqcd9551q1bN6tYsaINGjTICciVV17pxEHyr8HtpZde6h4OKMUnIiDHjh1z4jJ06FDr0KGD64sSmC+++MIJyJIlS+ynn36yNm3a2OrVqx3BMWPGmKRDfV1FT+4146lzJKsEXUAUO806vfTSS1a6dOksjMePH7datWq51NYWLVq437EzZsyw+fPn29dff+1SYPXvgw8+6OIrUQ1iYewSxKiFr80IiIeY0ok9wKNqzAQkIF26dLEiRYrY77//7tZ+TJkyxUqWLHnSuQYOHGgXXnihewrbunVru/vuu0/KKdfAZ+PGjW4AFJEWDW6UD02BwJkk4CcBiayrityvnmrXq1fvlAKiGQ3NIKoodUtSr88BCUj37t2dKESKBqiSlUqVKmUJiAav6otK+Ykuqp+dgEhSatSoYZs3b3ZrSJQ+NHv2bKtateqZDNFpzx10AZEIvvzyyzZ27Fj30ObZZ5+1ChUqOOG85557nGSo6EGPZFOzxZpN1u9VxW737t3ugc9ZZ52VtBh4uTBjFy/0qBsvAgiIB5J0Yg/wqBozgegZED0p1SJK5Y1rQbqe5mnx7Jdffun+r6eo999/v3tCp9QBzYBEZkd04YMHD1qhQoXskksuyWqHcqGVdtKuXbuY20YFCMRCwE8Ccqo1ILqXU82ADBgwwK655hp3q+qPkT4pgdBrS5cuzcIgadDrEobIDIiERX1RqZK5FRAdd+utt7p0Lg2SJTCRWc9YmMfz2KALSISFROSNN96w4cOHu9nfjIwM69ixo4t9pCjdSr9nS5UqZTt27HCvKS3rrrvuiifShJ6LsUtCcXOxbAggIB7eGnRiD/CoGjOBE9eAaKZCH4IakPTr1889pVO6Rr58+Zx46ANT/958880up1lpHdFFMx9bt251T/goEEgkgSAIiNZz6El4dovQTxSQyAxGhOOpBEQPCNQX9aQ9OwHZsGGDm7WMpGDpOM14aNMJpXwpjTLZqT9hEZBIDGrXru1S3JQupwc3K1asOGV3uPPOO13a6scff+w2CYjskJbIvhOPazF2iQdFzuGVAALigSCd2AM8qsZM4EQB+eyzz+yOO+5wi1F79uzpFq3279/f5Z1rMfl9993nBip6WqcvpYPow1OLK8uUKePWgOjJ7MiRI116gQY+GnRlt1VozA2mAgSyIRAEAdGgVCk6kW2uT9yG978IiFJ6NCPywgsvuAcCf/zxh5uxlGxEBGbfvn0ubWvLli1Z67FUT2tHNEB+//33XT9NZgmygOhBjbbfVZqdfu9p3Y4W9a9du9bJXd26dd26Hq2f0wYe+v2qdDfNWj3zzDO2bNkyGzJkiNs9S5sDBLEwdgli1MLXZgTEQ0zpxB7gUTVmAqfaBat58+Z2ww03uC/lsmsHLKVpaHZEC1UlIFpYqQ9MvV//+usvJy1afKkPYr2uD9a///7bpWNpFx5mRGIODRViJOAnAenUqZMT8UjRblbaUe6dd95xGzkUK1bM5f3HQ0B0DaXzSP6VJqm+pgXOSvOJnkFROpd22NKOWOPHj3dNe/TRR13qVXSaV4zY43Z4kAVEa2patWrlhENrOPQ3WrQRRyS1Tg9itMhccdLvTqW/6SGNhFQzUZrZ0u/LK664wsVGmw8ErTB2CVrEwtleBMRDXOnEHuBRFQIQSFkCfhGQIAVAW/dqEKyZzWSXIAtIstn54fqMXfwQBdqAgHh4D9CJPcCjKgQgkLIEEJDYQq+n8npCr122tHlEsgsCkuwIeLs+Yxdv/KgdHwIIiAeOdGIP8KgKAQikLAEEJPehT0tLc+u2tENdy5Ytc1/xDB6JgJxBuAk4NWOXBEDmEjkSQEByRJT9AXRiD/CoCgEIpCwBBCTYoUdAgh0/xi7Bjl9YWo+AeIik/vaCdslg0a4HiFSFAARSjoAW9+7fv98t8KYEj8Dhw4dNfxVeu+pRgkeAsUvwYhbGFiMgYYwq9wQBCEAAAhCAAAQgAAGfEkBAfBoYmgUBCEAAAhCAAAQgAIEwEkBAwhhV7gkCEIAABCAAAQhAAAI+JYCA+DQwNAsCEIAABCAAAQhAAAJhJICAhDGq3BMEIAABCEAAAhCAAAR8SgAB8WlgaBYEIAABCEAAAhCAAATCSAABCWNUuScIQAACEIAABCAAAQj4lAAC4tPA0CwIQAACEIAABCAAAQiEkQACEsaock8QgAAEIAABCEAAAhDwKQEExKeBoVkQgAAEIAABCEAAAhAIIwEEJIxR5Z4gAAEIQAACEIAABCDgUwIIiE8DQ7MgAAEIQAACEIAABCAQRgIISBijyj1BAAIQgAAEIAABCEDApwQQEJ8GhmZBAALBJLBz504bOXKkzZs3z3755RcrWLCgVa1a1fr06WOdOnUK5k3RaghAAAIQgEAcCSAgcYTJqSAAgdQmsHbtWmvatKmlpaVZ7969rWLFinbw4EFbvXq1lS1b1ho3bpzagLh7CEAAAhCAgJkhILwNIAABCMSJQP369U1fr7322mnPWK9ePRs7dqz7mjVrlo0aNcoJy7Zt29xMycKFCy1v3rzWsmVLd0yxYsXc+cqXL28TJkywZs2aZZ1fwtOlSxfr0aOHZWZmWpkyZWzixIluFkazMSVKlHDtadSoUZzuktNAAAIQgAAEvBFAQLzxozYEIAABR2DVqlVWu3Zt27VrlxUvXjxHATl8+LATh9tuu82KFi1qhQsXdpJQs2ZNGzZsmB07dsz69u1r+/bts/nz5+daQAoVKuTEZfr06S79SzIycOBA+/nnn61AgQJECwIQgAAEIJB0AghI0kNAAyAAgTAQ0ID/iSeesA0bNmTdjmY2nn76afd/ScmmTZvc95oBqVatmk2ZMiXr2E8//dRat25t27dvt/z587ufHzhwwEqXLm3Lli2zyy+/PFczIBKQpUuXujSwSKlevboNGjSINShheKNxDxCAAARCQAABCUEQuQUIQCD5BCQTAwYMcGlUkaLZiz179tiKFSvs4Ycftt9++y1LQHr16mXdu3fPOnb8+PE2efJkJxvRpW7dutavXz/r3LlzrgVky5YtVq5cuazTdOjQwWrVqmVPPvlk8kHRAghAAAIQSHkCCEjKvwUAAAEIxIPA8uXL3SLzvXv3upSq6LJkyRJr3779vwRE6VXRu2KNGTPGpk2bdpKA1KlTx/r375+tgChtS+s/ImtANAOyfv16q1KlSlYT2rRp49amKBWLAgEIQAACEEg2AQQk2RHg+hCAQCgIHD161CpXrmzt2rWzF198MWYBycjIMInCqVKw9JpEROtDRowYYa1atXLnP378uEvR0pqRaAGZM2fOv46pUKGCW+jesWPHULDmJiAAAQhAINgEEJBgx4/WQwACPiKg3atuueUWN9vRs2dPJyQSk5kzZzpxiE7BOnEGRDKh2Qyt9Rg+fLhbhK7UKy1qX7RokbvLrl27up+/9dZbbpcsiY6OUfpWtIA0bNjQ0tPTnZxoN6xJkya5ReiRtSU+QkZTIAABCEAgBQkgICkYdG4ZAhA4cwRWrlzpBEKLypWOpZ2nKlWqZM2bN3ezECpahH6igOjnu3fvtoceeihr16sWLVqYUrO0la7K1q1b7d5777U1a9ZYvnz5nOxojUmTJk3+JSASHq332Lhxo2kB+uuvv26SEgoEIAABCEDADwQQED9EgTZAAAIQiAMB/R0QrQHR3/8oWbJkHM7IKSAAAQhAAALxJ4CAxJ8pZ4QABCCQFAIRAdmxY4eVKlUqKW3gohCAAAQgAIGcCCAgORHidQhAAAIBIYCABCRQNBMCEIBAihNAQFL8DcDtQwAC4SGAgIQnltwJBCAAgTATQEDCHF3uDQIQgAAEIAABCEAAAj4jgID4LCA0BwIQgAAEIAABCEAAAmEmgICEObrcGwQgAAEIQAACEIAABHxGAAHxWUBoDgQgAAEIQAACEIAABMJMAAEJc3S5NwhAAAIQgAAEIAABCPiMAALis4DQHAhAAAIQgAAEIAABCISZAAIS5uhybxCAAAQgAAEIQAACEPAZAQTEZwGhORCAAAQgAAEIQAACEAgzgf8BBUZ7/wcMoHAAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sd.plots.plot_adverse_impact_ratio(disparity=air)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-Level Plots" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Certain other disparity functions provide a result for each secondary\n", "level for each group." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate Disparity" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Use AIR by quantile as an example for multi-level plots." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "airq = sd.adverse_impact_ratio_by_quantile(\n", " outcome=data[\"Prediction\"],\n", " air_threshold=0.8,\n", " percent_difference_threshold=0.0,\n", " quantiles=[decile / 10 for decile in range(1, 11)],\n", " **reused_arguments,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Output Results" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The default output for a disparity calculation result object includes a\n", "default plot. Note that a new subplot is created for each quantile." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "## Disparity Calculation: Adverse Impact Ratio By Quantile" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n",
       "│ Protected Groups                          │ Black, Asian, Native American, Hispanic, Female                     │\n",
       "│ Reference Groups                          │ White, White, White, Non-Hispanic, Male                             │\n",
       "│ Group Categories                          │ Race, Race, Race, Ethnicity, Sex                                    │\n",
       "│ AIR Threshold                             │ 0.8                                                                 │\n",
       "│ Percent Difference Threshold              │ 0.0                                                                 │\n",
       "│ Lower Score Favorable                     │ True                                                                │\n",
       "│ Affected Groups                           │ Black, Hispanic, Female                                             │\n",
       "│ Affected Reference                        │ White, Non-Hispanic, Male                                           │\n",
       "│ Affected Categories                       │ Race, Ethnicity, Sex                                                │\n",
       "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n",
       "
\n" ], "text/plain": [ "┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n", "│ Protected Groups │ Black, Asian, Native American, Hispanic, Female │\n", "│ Reference Groups │ White, White, White, Non-Hispanic, Male │\n", "│ Group Categories │ Race, Race, Race, Ethnicity, Sex │\n", "│ AIR Threshold │ 0.8 │\n", "│ Percent Difference Threshold │ 0.0 │\n", "│ Lower Score Favorable │ True │\n", "│ Affected Groups │ Black, Hispanic, Female │\n", "│ Affected Reference │ White, Non-Hispanic, Male │\n", "│ Affected Categories │ Race, Ethnicity, Sex │\n", "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "## Adverse Impact Ratio By Quantile Summary Table" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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GroupQuantileReference GroupGroup CategoryQuantile CutoffObservationsPercent MissingTotalFavorablePercent FavorablePercent Difference FavorableAIRP-ValuesPractically Significant
Black10.0%WhiteRace0.0447614,32213.56%340.013.03.82%4.93%0.4370.001Yes
Asian10.0%WhiteRace0.0447614,32213.56%327.091.027.83%-19.08%3.1810.000No
Native American10.0%WhiteRace0.0447614,32213.56%20.01.05.00%3.75%0.5711.000No
White10.0%Race0.0447614,32213.56%3,623.0317.08.75%
Hispanic10.0%Non-HispanicEthnicity0.0447614,31613.68%508.015.02.95%7.79%0.2750.000Yes
Non-Hispanic10.0%Ethnicity0.0447614,31613.68%3,808.0409.010.74%
Female10.0%MaleSex0.0447612,65646.88%1,034.066.06.38%3.05%0.6770.006Yes
Male10.0%Sex0.0447612,65646.88%1,622.0153.09.43%
Black20.0%WhiteRace0.0458634,32213.56%340.037.010.88%9.85%0.5250.000Yes
Asian20.0%WhiteRace0.0458634,32213.56%327.0132.040.37%-19.64%1.9470.000No
Native American20.0%WhiteRace0.0458634,32213.56%20.02.010.00%10.73%0.4820.403No
White20.0%Race0.0458634,32213.56%3,623.0751.020.73%
Hispanic20.0%Non-HispanicEthnicity0.0458634,31613.68%508.042.08.27%14.95%0.3560.000Yes
Non-Hispanic20.0%Ethnicity0.0458634,31613.68%3,808.0884.023.21%
Female20.0%MaleSex0.0458632,65646.88%1,034.0155.014.99%4.92%0.7530.002Yes
Male20.0%Sex0.0458632,65646.88%1,622.0323.019.91%
Black30.0%WhiteRace0.0464274,32213.56%340.062.018.24%11.30%0.6170.000Yes
Asian30.0%WhiteRace0.0464274,32213.56%327.0175.053.52%-23.98%1.8120.000No
Native American30.0%WhiteRace0.0464274,32213.56%20.04.020.00%9.53%0.6770.464No
White30.0%Race0.0464274,32213.56%3,623.01,070.029.53%
Hispanic30.0%Non-HispanicEthnicity0.0464274,31613.68%508.069.013.58%19.14%0.4150.000Yes
Non-Hispanic30.0%Ethnicity0.0464274,31613.68%3,808.01,246.032.72%
Female30.0%MaleSex0.0464272,65646.88%1,034.0225.021.76%5.74%0.7910.001Yes
Male30.0%Sex0.0464272,65646.88%1,622.0446.027.50%
Black40.0%WhiteRace0.0467034,32213.56%340.0103.030.29%16.38%0.6490.000Yes
Asian40.0%WhiteRace0.0467034,32213.56%327.0238.072.78%-26.11%1.5590.000No
Native American40.0%WhiteRace0.0467034,32213.56%20.08.040.00%6.67%0.8570.656No
White40.0%Race0.0467034,32213.56%3,623.01,691.046.67%
Hispanic40.0%Non-HispanicEthnicity0.0467034,31613.68%508.0139.027.36%22.30%0.5510.000Yes
Non-Hispanic40.0%Ethnicity0.0467034,31613.68%3,808.01,891.049.66%
Female40.0%MaleSex0.0467032,65646.88%1,034.0380.036.75%7.27%0.8350.000No
Male40.0%Sex0.0467032,65646.88%1,622.0714.044.02%
Black50.0%WhiteRace0.0470094,32213.56%340.0141.041.47%9.70%0.8100.001No
Asian50.0%WhiteRace0.0470094,32213.56%327.0243.074.31%-23.14%1.4520.000No
Native American50.0%WhiteRace0.0470094,32213.56%20.09.045.00%6.17%0.8790.657No
White50.0%Race0.0470094,32213.56%3,623.01,854.051.17%
Hispanic50.0%Non-HispanicEthnicity0.0470094,31613.68%508.0167.032.87%21.54%0.6040.000Yes
Non-Hispanic50.0%Ethnicity0.0470094,31613.68%3,808.02,072.054.41%
Female50.0%MaleSex0.0470092,65646.88%1,034.0414.040.04%9.78%0.8040.000No
Male50.0%Sex0.0470092,65646.88%1,622.0808.049.82%
Black60.0%WhiteRace0.0472664,32213.56%340.0161.047.35%13.62%0.7770.000Yes
Asian60.0%WhiteRace0.0472664,32213.56%327.0260.079.51%-18.54%1.3040.000No
Native American60.0%WhiteRace0.0472664,32213.56%20.011.055.00%5.97%0.9020.648No
White60.0%Race0.0472664,32213.56%3,623.02,209.060.97%
Hispanic60.0%Non-HispanicEthnicity0.0472664,31613.68%508.0214.042.13%21.53%0.6620.000Yes
Non-Hispanic60.0%Ethnicity0.0472664,31613.68%3,808.02,424.063.66%
Female60.0%MaleSex0.0472662,65646.88%1,034.0520.050.29%7.60%0.8690.000No
Male60.0%Sex0.0472662,65646.88%1,622.0939.057.89%
Black80.0%WhiteRace0.0480184,32213.56%340.0248.072.94%7.96%0.9020.001No
Asian80.0%WhiteRace0.0480184,32213.56%327.0308.094.19%-13.29%1.1640.000No
Native American80.0%WhiteRace0.0480184,32213.56%20.014.070.00%10.90%0.8650.250No
White80.0%Race0.0480184,32213.56%3,623.02,931.080.90%
Hispanic80.0%Non-HispanicEthnicity0.0480184,31613.68%508.0364.071.65%10.83%0.8690.000No
Non-Hispanic80.0%Ethnicity0.0480184,31613.68%3,808.03,141.082.48%
Female80.0%MaleSex0.0480182,65646.88%1,034.0765.073.98%4.44%0.9430.010No
Male80.0%Sex0.0480182,65646.88%1,622.01,272.078.42%
Black90.0%WhiteRace0.0486944,32213.56%340.0288.084.71%5.41%0.9400.003No
Asian90.0%WhiteRace0.0486944,32213.56%327.0321.098.17%-8.05%1.0890.000No
Native American90.0%WhiteRace0.0486944,32213.56%20.017.085.00%5.12%0.9430.441No
White90.0%Race0.0486944,32213.56%3,623.03,265.090.12%
Hispanic90.0%Non-HispanicEthnicity0.0486944,31613.68%508.0428.084.25%6.85%0.9250.000No
Non-Hispanic90.0%Ethnicity0.0486944,31613.68%3,808.03,469.091.10%
Female90.0%MaleSex0.0486942,65646.88%1,034.0887.085.78%4.04%0.9550.002No
Male90.0%Sex0.0486942,65646.88%1,622.01,457.089.83%
Black100.0%WhiteRace0.0585304,32213.56%340.0340.0100.00%0.00%1.0001.000No
Asian100.0%WhiteRace0.0585304,32213.56%327.0327.0100.00%0.00%1.0001.000No
Native American100.0%WhiteRace0.0585304,32213.56%20.020.0100.00%0.00%1.0001.000No
White100.0%Race0.0585304,32213.56%3,623.03,623.0100.00%
Hispanic100.0%Non-HispanicEthnicity0.0585304,31613.68%508.0508.0100.00%0.00%1.0001.000No
Non-Hispanic100.0%Ethnicity0.0585304,31613.68%3,808.03,808.0100.00%
Female100.0%MaleSex0.0585302,65646.88%1,034.01,034.0100.00%0.00%1.0001.000No
Male100.0%Sex0.0585302,65646.88%1,622.01,622.0100.00%
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `.plot()` method on the result object returns the plotly figure directly." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plotly.graph_objs._figure.Figure" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(airq.plot())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `.plot()` method also takes an optional argument `column` just like a\n", "single-index plot." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq.plot(column=sd.const.PERCENT_DIFFERENCE_FAVORABLE)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "A user can also specify a single group to extract a single by-level plot\n", "for." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq.plot(group=\"Black\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq.plot(group=\"Black\", column=sd.const.PERCENT_DIFFERENCE_FAVORABLE)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "`.plot()` also has a quantile argument to return a figure for a single\n", "quantile. The `quantile` argument is specific to AIR by quantile. For\n", "example, the equivalent argument for a categorical AIR calculation would\n", "be `category`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq.plot(quantile=0.1)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq.plot(quantile=0.5)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Another argument exposed by multi-level plots is `separate`. It is used\n", "to separate a single plotly figure containing multiple subplots into a\n", "list of separate plotly figures for each level. It is convenience\n", "argument equivalent to calling `.plot()` with the `quantile` argument\n", "for every quantile." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "list" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "airq_figures = airq.plot(separate=True)\n", "type(airq_figures)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq_figures[0]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "airq_figures[4]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As with any other plot, the full documentation and typing support can be\n", "found in the `solas_disparity.plots` namespace." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sd.plots.plot_adverse_impact_ratio_by_quantile" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## More Plot Functionality" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since the figures returned by plot functions are plotly figures,\n", "reference the plotly documentation for more functionality.\n", "https://plotly.com/python-api-reference/generated/plotly.graph_objects.Figure.html#plotly.graph_objects.Figure" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `update_layout` method to modify overall attributes of the figure, including its height and width.\n", "https://plotly.com/python-api-reference/generated/plotly.graph_objects.Figure.html#plotly.graph_objects.Figure.update_layout" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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9NW6HXkaHp1/N8kFiIiIx9bluCOY89NxnNGNYhUBRPy+rpMtESSAzAacT+unTp9WgN1mQwcvLK4PQZT6n9BvJQDhjkNWSpPYuQjd3rEmTJmZLTmyCwelLVUhYJN5YJELPerGWaxf+QnCF+7B56WQ0f2xYtkKPDLuKX7/9EHVad8f1C8dMQl89awj6TFyq1q/OLty8dhG/fTsPj4+dZ0bodzBzTDcEB3JhGacvmA7ygIV8OPDMQbLK4W/T6YQug0ZkgwMPDw+VOUlJSTAYDGqk6PLly9UoUJnLKUE+lwEl0iz/zz//mD0m/fXmAgfF3SWzcfFENHtsuFmhS1P7lqVvoskjQxB18zqunT9qanL/aurTKOQfAENCPALKVEbjboNRuHja3Nv04fQfm3Hz2gW07Jk2CChzYJO7w/9NcroHYJO702Wp3T6QUwhd+sxllOeUKVMyLJ4g1NM3uct5Mrpz3rx56NKlixrlvm7dOjUSNLtj2eUehW650I//tgZJifFo+OBT+OevPRmEnhgfCy+fgqqf/OTejTh/6Bf0eDFjLTwm8ia2LJ2ELoOnwq9YEIVut39WeGPpCVDoLA+2IuAUQpdNCmQ6mkxRkznn6UN6ocvnx44dw8CBA3H58mW13rEsi1ipUiUVJbtjrKHnPMo9uxp6xI0r2P2/j9Bt+Ay4e3jeI/TMfFfPHIRHR38AX/8AdSg+5g5++myyGihXplpDs98P1tBt9aeD17GUAIVuKSmep5WAQwpd60PrGZ81dMtq6Ed3fItjO/8Hd/e0rhAZvZ6Skgz/EmXQ48X592TJqrcHoOfLi+BT0A+J8THYuuwt1G7dA5Xqtsw2+yh0PUs309KDgJ5Cj4tPhCE5xeLbKujjBU/PtO8cg/MToNA15jGFbl7o0mf+x/pP0KBjXxQsnHFjl/RN7rF3bkH+BZatitTUVBzftRZXzxxE12FvIykhDtuWT0PN5g+jUr1WOeYWhZ4jIp5gYwJ6CT0yOg4TPlyHhETLhC7bHrdpVBkjnsj5e2NjJLyclQhQ6BrBUujmhW5ISsQPHzyHTs9OQbHg8hlIpxd69O0b2LlqNqJuh8LD0xtB5WugycNDUKhIcZz58yfsXbMIbv/t92xM5OER76BE+Rr35B6FrrFAM7ruBPQS+vWwSIx+7wcke1m25Wl8fAKaVg3EtFEP6/5MkmCBAgXUnux5CTJwWeLK1GIG/QhQ6BpZUugaAeocnULXGSiT00zAUYUuA41lZpDsme7u7q7GKYmIW7ZM6/ai0DUXDd0ToNA1IqXQNQLUOTqFrjNQJqeZgCML/b777lMziKQrTAYQy1at165do9A1lwrrJECha+RKoWsEqHN0Cl1noExOMwFnELpAkKm93t7eiIqKUrX29DV0WU5b9lyXnd1k7/ZVq1aZZg9t3LhRvQjcuHEDFStWxB9//IF3333X1OQuG8Z0794dW7ZsQeXK2S8brTkznDwBCl1jBlPoGgHqHJ1C1xkok9NMwBmELju0yb7qssqmrNuRucldpvyWK1dO7fAm+7HHxMRgwYIFasEuaaKX3eJkDZCwsDC1mJexD33UqFFqC9hly5ahadOmmlm7egIUusYSQKFrBKhzdApdZ6BMTjMBRxa6SLxQoUJqO9YKFSpgzZo1SsyZhZ4ekshbNrySballgyyRuizmlT6I0GW/jZ07d2LcuHHo2bOnZs5MAKDQNZYCCl0jQJ2jU+g6A2Vymgk4stCNfejS3L5r1y7069dPbUMte6ynb3KXja9++OEH1dd+69YtBAUF4ccff8T48eNVjfzVVzNupiRCnzNnjtq7YfXq1aqWzqCdAIWukSGFrhGgztEpdJ2BMjnNBJxB6EYI7dq1U9tW9+jRwyR06SOXZbelKd7f31+JXDa8kv9l58srV67gww8/vKeGLoPr+vTpg/79++PIkSMoUoQbKmktbBS6RoIUukaAOken0HUGyuQ0E3AWoR88eBCdOnXCvn37UK1aNZPQZUCcLLEtApe55c888wwSEhLU7+fOnYO8BOzYsUNNe7t69SrKlClj6kOXeejS5x4SEoIvvvhCM2tXT4BC11gCKHSNAHWOTqHrDJTJaSbgyEI39qFLk3tgYKCqiUutWoKxyV36wnv16oWzZ8+iZMmSePHFF9XgORG6BJH9pEmTcPv2bTXKXV4I0i8sk5iYiMaNG2Py5MkqHYa8E6DQ885OxaTQNQLUOTqFrjNQJqeZgJ5CHznrexg8C1h0T7JSXPPqJfD2mEctOp8nOT4BCl1jHlLoGgHqHJ1C1xkok9NMQC+hx8Un4c1FG3EzItaiezIYUvBYu9p4orP53QktSognOQwBCl1jVlHoGgHqHJ1C1xkok9NMQC+ha74RJuD0BCh0jVlMoWsEqHN0Cl1noExOMwEKXTNCJmAhAQrdQlDmTqPQNQLUOTqFrjNQJqeZAIWuGSETsJAAhW4hKAp9K/yKZdzTXCM6q0Sn0K2ClYlqIECha4DHqLkiQKHnCte9J7OGrhGgztEpdJ2BMjnNBCh0zQiZgIUEKHQLQbGGzhq6xqLC6C5KQE+hx8UnwpCcYjHJgj5e8PT0sPh8nujYBCh0jfnHGrpGgDpHZw1dZ6BMTjMBvYQeGR2HNz7agCRDqkX3lJhkQIt6lTCsdwuLzudJjk+AQteYhxS6RoA6R6fQdQbK5DQT0Evo18MiMX7eBhQs4m/RPcXGxqN6SV9MGdnNovN5kuMToNA15iGFrhGgztEpdJ2BMjnNBBxd6C+//DJkI5VVq1blyEK2TZW90CdOnJjjuTxBfwIUukamFLpGgDpHp9B1BsrkNBNwZKEbDAY0atQI3t7e+Pnnn1G0aPYzXS5dugSJU6VKFc3cmEDuCVDouWeWIQaFrhGgztEpdJ2BMjnNBBxZ6Bs2bMD69evVDmmlSpXCiBEjFA+R9qhRo7Bz5061s1qDBg2wbt26DJuuyHkvvPACNm3ahKSkJDRt2hRfffUVvLy80LVrVzz66KNqAxfZ3MXX1xdff/01ihcvrpm3KydAoWvMfQpdI0Cdo1PoOgNlcpoJOLLQe/bsiZdeekkJXfYt37Nnj+Ihoped2L777jv1+99//41KlSrdI/S9e/eiSZMm6hzjXuq9e/dWQpda/5o1a+Dh4QFp1pe91GXHNYa8E6DQ885OxaTQNQLUOTqFrjNQJqeZgKMKPTw8HG3atMHJkycVg7Zt2+KTTz5BjRo1cPz4cXTv3l393rFjRxOj9NuiZgb3xhtvICAgAOPGjVNCHzJkCJ544gl12jfffKNq6ytXrtTM25UTcDihnzt3Do899phq+hk7dmyWebd69WrMmDEDUiCDgoIwf/58VRgl7N+/H4MHD8b169dRv359tW+vNCXldMxcIaHQ7evrQ6HbV37wbgBHFfq8efPwyiuvqBq0hOTkZPX7rFmz1O9SW58+fboaMDd79mx06dIlQw09NjYWb7/9Ng4cOAB3d3ecP38eI0eOVGmI0CdMmID27durtGTPdPknf7sZ8k7AoYS+Y8cOjBkzBnXq1EHz5s3NCl0KkTQPVahQAb/++iv69OmjBJ6SkoLq1atj4cKFqkCJ6GWgh/QRSWE1dyw7vBR63gufNWJS6NagyjS1EHBUoctgOJFs5cqV1eOHhYWhcePGuHjxohK0MRw8eBDdunXDqVOnVI09Pj4eb731FsaPH6/6x2Xku6enpxJ5yZIlTUKXkfDSDE+hayldGeM6lNBPnDih+lmk0MjgCXM19Mx4ZGSm9PFI7V7iSL+OBBG81M7Pnj2LM2fOmD0m12QNnSvF6fe1Y0quRMARhX706FHVCvrHH39kyCqpCEmfeq1atVCoUCHVhC7Srlu3rmr9XLp0qUnoAwcORO3atfHqq6+qWry0kkqaxho6ha7/t8ChhG58/EmTJiEwMNAioctbozTRi8xlhKXUyD///HMTyWbNmqk3SJG6uWPyVkqhU+j6f/2YoisQcEShS8WnYsWK9/yNlT5uGbX+/PPPq65LGb0ug9ukX3zYsGEZmtz/+usvPP300+ocGTDXoUMHuLm5UehWLPROLXSZWtG5c2c1daJHjx749NNPcfjwYSxatMiEVPpwZGSl9O+YO2bs58kqHyJikqyYPfaRdEh4JN5avBm+RS1boSo/7zomIhJTn+uG4IAi+XkbvDYJmAgU9fXShYasFDduzjr4+BW2KL3YuATUKl0Yb4162KLzeZLjE3BaoUtzuvSjV61aFVOnTlU5JfMc5e1SBsIZg/QTLV68WAnd3DHjtIussjs23uD4pSCHJwgJi8QbH2+Gr7/9SzIm4g5mju6G4ED7v1enLzh8QEWgUAFPXUjExSdh6pLNuH0nzqL0DIYUPNyqFnp2qm/R+TzJ8Qk4pdBTU1MxfPhw+Pn5Ye7cuaZcOnTokPpcRl1KkBp8iRIlcOHCBfzzzz9mj2W32AEHxdnXl4CD4uwrP3g3+o1yJ0sSyImAUwhdauMy+n3KlCkIDg7Giy++CJG6jGJPH+Q8Gcwh0zFkioUcl9WNtm/frgbImTuWHUQKPaciZtvjFLptefNqORPQqw895yvxDFcn4BRCl2kSMuVs8+bNallBWfjAOHfSmMEzZ85Uoy2PHTsGGX15+fJl1KxZUy1kIAM2JGR3zFxBodDt6ytEodtXfvBuWENnGbAdAYcUuu3w5HwlCj1nRrY8g0K3JW1eyxICrKFbQonn6EGAQtdIkULXCFDn6BS6zkCZnGYCFLpmhEzAQgIUuoWg2OTOeegaiwqjuygBPYUeF58IQ3KKxSQL+njB0zNt6VYG5ydAoWvMY9bQNQLUOTpr6DoDZXKaCegl9MjoOExZtBHJKakW3VNCkgFNa1fAkJ4tLDqfJzk+AQpdYx5S6BoB6hydQtcZKJPTTEAvocvCMpMXb0ZQySCL7ik6Og7BhT3x+tAuFp3PkxyfAIWuMQ8pdI0AdY5OoesMlMlpJuCoQpepwDt37lQraMrsIWNo0KAB1q5dq5aGzS789NNPaN26tVrzXYJslSpLyrZs2VIzU2MCso+6rBO/atUq3dLMLiFZJjwmJgayDr09BgpdY65Q6BoB6hydQtcZKJPTTMCRhS7rdMi67TLlNzdCl3VAZEdM2eNc9t2Q8Oeff6qpwoULW7Z0bU7gZWEwWelT1pKXfThkEy5rh0uXLqkFyapUqWLtS+UpfQo9T9juRqLQNQLUOTqFrjNQJqeZgCMLvX79+mqvC5FxuXLlFIv0NfR9+/apvTLCw8PV2h+yWJfsyCY7qsnPslhXsWLFIFtfy+dSs5UtWcuXL296SZDNW0qXLq3WARHZjxo1Cr///ruq2UsasktbVmHDhg1q6+syZcqoXTNlJzcJskOcrDsin8mS3iEhIfjggw/UdWVXzaioKHz44YemrVtl466hQ4fi6tWrqtVBNu+SZ5V0lixZon5esGAB3nvvPfWcxu1h5aXlnXfeUTvMyY5zTz31lErXHBO5N9nSW1optm3bhtDQULRo0UJtDqZXoNA1kqTQNQLUOTqFrjNQJqeZgCMLXTamunLlCn799Vf88MMP9whdmrtjY2PVnhmysJfsgX78+HF1XtmyZXHkyBFTDd0odKlRy2qest2qBGmaF1nKip0i8yJFiihRyk6ZnTp1wunTp9Uy3plDz5491VauInTZt2PPnj0moUuzvlxbtnUVkUtzv3QfyMvB7t27IU31Il5ZIVReWuT6Dz30EJYtW4bvvvtOPYsI/ZFHHlEvLK+//rra013uyyh02Rtk4cKF2Lhxo9rW++bNm+pZs2NSoEABTJs2Tb3MJCcnq1aM999/H23atNFcziQBCl0jRgpdI0Cdo1PoOgNlcpoJOLLQW7VqpWTYtGlTJaJu3bplqKGnhyM1bdkf/c6dO9kKXaRauXJlVWuXGrFsuyrpSy1ZavMXL15U/0to166daiGQrVfTB6kpiwRPnjypPpY0P/nkE7VKqIhY0pTtWyVIeiL469evqx2/bLsAACAASURBVN/lBURaCCQNkf6zzz6rxglIkOZ0X19fVeM+ePCgenZZVVS2fZWQXujdu3fHoEGD8Pjjj5stI5mZiND//fdftYeIhOeeew4PPPAAhgwZormcUeg6IKTQdYCoYxIUuo4wmZQuBBxd6H379lUbWkmTsjSLSzPxmjVrlIxFytJkLJKUILVfkaEEczV0kbQ0vYv8pYYtzdBSq5eauzS5yzLexiDN49Ls3qtXrwx5IftxSLO+cYlvqe3K77NmzVJCnzBhgmpVkCAbb0nrgNT0JUgNu2TJkoiIiFC16z59+qh7NYZbt26p55R46dPJLPTGjRurGnrm3TizYyJCj4uLM70gyMDDOnXqYOTIkbqUNdbQNWKk0DUC1Dk6ha4zUCanmYAzCF0gSNOzNC1L/+/q1atV03i1atWwd+9eVTMWkYsojUKXvmep+RoHxRmb3EXoR48eVX3eM2bMUJtlSV+4BKmZSxO/1JKzCzIYTprSpaYvISwsDCJYqY1Lf7+8MEgTe05Cl/sTmUrze+YgLwbp08ksdGmOl1aFHj16ZHgZyI6JCF1eKIyBQtf89dI3AQpdX55aU6PQtRJkfL0JOIvQpSldBsTJYDCphcr/0lT+999/KwFLP/T06dPVoDMJcq4MJpNmewnphS6/S820du3aSohS+5cgfegivXfffVdNlZOtreXFQGrvxmB8GRDhpg+SvtT45aXDUqFLzV5eDt5880307t1bPdPZs2dNTffZCV0Gz8k/GckvLzcyqC4xMTFbJhS63t8undOj0HUGqjE5Cl0jQEbXnYCzCF3AGAeYicSlyV2auaW2HhQUpPqtZVS49EtL+N///qdGdBcvXlzVyDMLXeQv4pbR3sYaudTuJc1NmzYhISFBNb9v2bIlQ41d0pRry//pg+ycKfFkwJ2lQpf48tIwevRo1cwug+RksN2iRYtU0312QpdzZctuua40o/fr1w9z5szJlgmFrvvXS98EKXR9eWpNjULXSpDx9Sagp9BfX7gRgSUCLLrF6Jh4lPH3xqQRD1l0Pk9yfALsQ9eYhxS6RoA6R6fQdQbK5DQT0EvocfFJmLn0J0REx1l0TwZDCjo3vw+Pd6xv0fk8yfEJUOga85BC1whQ5+gUus5AmZxmAnoJXfONMAGnJ0Cha8xiCl0jQJ2jU+g6A2VymglQ6JoRMgELCVDoFoIydxqFrhGgztEpdJ2BMjnNBCh0zQiZgIUEKHQLQVHoW+FXzPqbH2jMDlDoWgkyvt4EKHS9iTI9cwQodI1lgzV0jQB1jk6h6wyUyWkmQKFrRsgELCRAoVsIijV01tA1FhVGd1ECFLqLZnw+PDaFrhE6a+gaAeocnTV0nYEyOc0EKHTNCJmAhQQodAtBsYbOGrrGosLoLkqAQnfRjM+Hx6bQNUJnDV0jQJ2js4auM1Amp5kAha4ZIROwkACFbiEo1tBZQ9dYVBjdRQlQ6C6a8fnw2BS6RuisoWsEqHN01tB1BsrkNBOg0DUjZAIWEnA4oZ87dw6PPfaY2ks38247xmcODw/HgAED1L64JUqUwNKlS9GyZUt1eP/+/Rg8eDCuX7+O+vXr48svv0SpUqVyPMYaOmvoFn6neBoJZCBAobNA2IqAQwld9uA1bgjfvHlzs0Lv37+/2l5v6tSpSuB9+vTBqVOn1J66sh3fwoUL1VZ+8+fPx88//4z169dD9sU1dyy7zGAN3VZF1bLrsIZuGSeeZTsCFLrtWLv6lRxK6CdOnFCb13/yySdqj92sauiyR21AQIDabL5QoUIqfx9//HEMGTJE7dkrcfbu3as+l3Oldi4b2p85c8bsMbkma+isobv6Hws+f94IUOh548ZYuSfgUEI3Pt6kSZMQGBiYpdBF5K1atcLff/9toiGb1IvkS5curWrkn3/+uelYs2bN8NFHHympmzvWuHFjCn0ZhZ77rxdjkABAobMU2IqA0wld+ti7d++OkydPmhhK07vUxsuWLYvDhw9j0aJFpmPt27fH5MmTcf78ebPH5BxzITImyVZ5lW/XCQmPxJTFm+Fb1HxLRb7dXKYLx0REYtpz3RAcUMRebon34eIE/H29XJwAH99WBJxO6NeuXUOTJk1w5coVE8Nx48ahZMmSSuibNm1SA+GMoVGjRli8eLESurljkp65EBNvsFVe5dt1QsIiMenjzfD1t39JxkTcwYzR3RAcaP/3mm8ZygvblIBvAU+bXo8Xc10CTif01NRU1Rx/4cIFFC2atjvYww8/jGHDhqF8+fIYPnw4Dhw4oD43GAxqFLyc+88//5g9Jv315gIHxdnXl4eD4uwrP3g3bHJnGbAdAacQujSny+j3KVOmIDg4WMlb/p82bZoa5S5N8NIU7+vri1q1amHevHno0qWLGuW+bt06bN++XTXJmzuWXXZQ6LYrrJZciUK3hBLPsSUBa/ahy2yeH3/8EXXq1LHlI/FadkrAKYQeHx+vppxt3rwZtWvXRkREBAYOHIg9e/aoWrr0mXfu3FllwbFjx9Sxy5cvo2bNmli5ciUqVaqU4zHW0Dkozk6/w7wtOyeQG6G/8847qmJSsGBB01PJFNvVq1er3+X/vn37mo5pFbqsxfHtt9+iRo0aZinKNbds2YLly5dneQ92jt+lbs8hhW5POcQauj3lBsAaun3lB+8md03uInQZzyOLYWUOhw4dgowH2rlzp25Cl7U9ZNEtWaPDXAgNDYWMTWrYsCESEhLUWKSwsDBmrR0SoNA1ZgqFrhGgztEpdJ2BMjnNBHJbQ89K6DJrR2rmMh1XatMNGjRQ0pca+htvvIEPP/wQUVFRavCvrNMhxyVI6+OECRNU12JsbKwSsrRYymBgCelr+HJMWge++eYb3LlzBzJd11gzl2b9r7/+WnVfymf333+/ii8ziCT948ePmzj99NNPeOmllzLMNNIMkQlYRIBCtwiT+ZModI0AdY5OoesMlMlpJqCH0OUm1q5dq8SduYYuXYffffcd/Pz88MEHHyh5//bbbyZhy6qaMrPHw8MDK1asUC8C6Y8b++DffPNN7Nu3Twm9WLFiqlYua3dIU7uc8/3336vuTDkmg48lyNijKlWqKNnLdSTISp316tXD+PHjNbNjArkjQKHnjtc9Z1PoGgHqHJ1C1xkok9NMILdCz9yH/vbbb6tBv+aEvmTJEjXIV4IM/m3RooWpSVxq4MuWLUOHDh3UcZnRI4tpGZvM09fQpTa/atUqdTx9yE7oct7MmTNx8eJF9aIQExODMmXK4PTp06q1gMG2BCh0jbwpdI0AdY5OoesMlMlpJpBboZvrQzcndNmLQmrEEmT6rTS3S01aggh7w4YNqFu3rtnjxhq69KNLk74IOTdCDwkJUTOEZKCx3KPU8OWaDLYnQKFrZE6hawSoc3QKXWegTE4zAb2ELk3pc+fOzXZQXFZCTz+tLbvjsk6HNN03bdrUrNAjIyPVzCFjk7vxxN69e6v+danhDx06FD179tTMjQnkngCFnntmGWJQ6BoB6hydQtcZKJPTTEAvof/+++948skn1b4TxmltmaetaRH666+/jiNHjqgaduHChVWNWySfvsld+sylr162pk4/9132wZgxY4ba5OrSpUvw8uJyt5oLTh4SoNDzAC19FApdI0Cdo1PoOgNlcpoJ5FboMjjNx8fHdN2HHnpI1ZylVjxgwADIVDMZgCaf6Sl0Wc9DRsz/73//g/ws09RkbY/0QpebWrBgAWbNmqVq6jKITgQv91atWjU8+uijqhWBIX8IUOgauVPoGgHqHJ1C1xkok9NMIDdC13yxfEpAau5Sm5f9MIz9+fl0Ky59WQpdY/ZT6BoB6hydQtcZKJPTTMAVhC7T6TZu3Iht27Zp5sUE8k6AQs87OxWTQtcIUOfoFLrOQJmcZgLOLHSZm/7yyy+rkfGyRKzU0hnyjwCFrpE9ha4RoM7RKXSdgTI5zQScWeia4TABXQlQ6BpxUugaAeocnULXGSiT00yAQteMkAlYSIBCtxCUudModI0AdY5OoesMlMlpJkCha0bIBCwkQKFbCIpC5/apGosKo7soAQrdRTM+Hx6bQtcInTV0jQB1js4aus5AmZxmAnoK/fadWMQnJFl8T8X9feHj7Wnx+TzRsQlQ6Brzj0LXCFDn6BS6zkCZnGYCegldZD59+nsolBiK4j4pKOSVtuNZViHeAFy+44HqTTpi5LO9NT8DE3AMAhS6xnyi0DUC1Dm6pUJPMiRjw46jiIyJ1/kO9E+uiJ8PurdrCE9Pd/0TZ4pWJ6CX0K+HRWLRrDcxKOA3BBVKMXvfN+PdcCzcG1ejvZFSfyhGj3rW6s/IC9gHAQpdYz5Q6BoB6hzdUqGHhkdi5tIt8C/ur/Md6J9cxM0ITBreDUEBRfRPnClanYCeQl895w0MDUrb6zyrEB7njuM3vRBncEOJgsD5SiMxbMTgPD2jbNl63333qa1bjUF2cZPlZo27uT3xxBMYO3YsWrZsmadr5DVSfl03r/drq3gUukbSFLpGgDpHz43Q5375C4JKBel8B/onF3rtBl4e0JFC1x+tTVLUU+jr5r+OfsV3ZXnfYXHuOHnTC/HJbrivWBJ8PN2xM3C0VYUum7TUrFlTbeZiy5Bf17XlM+blWhR6Xqili0OhawSoc3QKXWegTE4zAVsI/UasO07d9kLCfzIv65eMG3FeVhd6165dMXHiRLRr1w4LFy5UG7ckJCTA399f7YletmxZVKlSBc8884zayCUsLAxSu5Y4EuSzF154AeHh4fDw8MD8+fMhaUqoUKGCqv3LcrKhoaFo0aIFPvroI3Us/XXv3Lmj0pAd35KTk9XmMH379tWcb46YAIWuMdcodI0AdY5OoesMlMlpJmBtoRtlnpjshhrFklDGNxke7kBIrO2ELjuz1a1bV23tWqBAAcg2rtI0L0F+f++995R04+Li0KpVK8yePRsdOnTAtWvXEBsbi6pVq6qd3caPH4/jx4+b4k2bNg2vvvqqErXsMPf++++jTZs2GYQ+fPhwdY05c+ao8+SFokgR1+yeotA1fl0pdI0AdY5OoesMlMlpJmBNoWeWeWnfZBjHTuoh9GXLlsHb29vEQLZJdXNzM/WhG2vKrVu3RvXq1TFhwgQMGjQoQxyR7dWrVxEQEKDSmTdvHi5evKj+Tx+SkpLUOVLjNr4I/PvvvyhRooT6/bnnnsMDDzyAIUOGZBC6tAbIC0SxYsU055WjJ0Cha8xBCl0jQJ2jU+g6A2VymglYS+iqz/yWF4w18/Qyl5vWQ+g5DYpL3/R96dIlTJ8+XTWRv/TSS6q53Cjm6OhoeHqmzYf/+uuvsX79erWZi+ztLs3oUkuXsHv3bsi5xnhSo5cXCAkyOK9OnToYOXKkSeiNGzdWwjfG15xZDp4Aha4xAyl0jQB1jk6h6wyUyWkmYA2hy2j2Eze9kJCSNgAus8zzQ+hGUCEhIXjkkUcwdepUPPzww6o5/Ny5cyhXrpw6ZdasWZBzpkyZgmrVqmHv3r2oUaOGEnnJkiUzCD0+/u600qyELn33MiBPavJFixbVnFeOngCFrjEHKXSNAHWOrpfQQy6dwU9fvo/oyFsIKlMZDw2aCD//tCbD9OFW6BVsWzUX0RE34ebujiad+6BOsy44tGMNdq9fluFcQ1IinnxxNspWq4fLZ49gx3eLEB9zB0HlqqFr/1dQ0C/rKXQc5a5zIbFxcnoLvWuh3fgr3FsNgKtZ/G6feebHkhr6jsDRGG7FaWvGGnqTJk1w5coV1eyekpKCJ598Ek8//TR69uyJggULqubyDz74QA2Kk77wTz/9FJUqVULTpk3x999/w9fXV/WzSw0/KirKVEO3ROgDBw5EYGCgii/Xvn37NoKC7H/2ijWKIYWukSqFrhGgztH1EHpKSjKWTX0WHfs8j0q1Gis5Xz5zCD1GTr/nbr9fMBG1m3ZGzcYdEHPnFlbOeg79X/sYvkWKZzg3PjYKK2aNxLNvLkOyIRErZo5Ar9GzEFCqAvZuXIEbVy6gx4ipWdKg0HUuJDZOTk+hfzv3DVRK2Id4gxtqFU9CucLJcE9rkb4niNA3+Y/Bi2PytrCMJfPQjUJv0KABunTpokaje3l5oXPnzmrEuoxcl77t1157DcuXL0dMTIySu3GU+yuvvKKa3kXAw4YNw5IlS3DkyJFcCf3WrVsYNWoUfvstbX6+jHLv06ePjXPZPi7nUEKXqQ0DBgyAzEGUfpOlS5dmuaCBjLSUkY8yEEMKlBQeGaghYf/+/Rg8eDCuX7+O+vXr48svv0SpUqVyPGYuuyh0+yjIxrvQQ+jX/zmNnd9/jKdeSRu0k5qSgsWv98HgKcvhU9A3wwN/9d4YdO43DiXKVFafL397KLqPmIpiJcpkOO/Prd9ApN6mx1BcPL4PJ//8GY8MfsOU/qKJT2DIW1+gQCG/e4BS6PZVxnJ7N3oKfc60N1El8RBqFE9EWT/zq8XJPf7yb0HcrjEYE1/Km9Bz+5zmzpcauvSFM1ifgEVCl2YMaRaREY4yvSB9iIyMVNMK5M3K2qF///5qKoT0zYiY5S3s1KlTqkknfZA3RWmGkSYf6auRKRWHDx9WLwHSJCTzJeXNUt4gZe6iDNCQ6Q7mjmX3XBS6tXM9d+nrIfRT+7fj0ulD6Np/vOniX89+Hh2eHIOSFWpkuKFzR3bjjy1fo033ITh/bK9qdu/wxOgM56QkJ+OzqYPQZ+wHKFI8CBLnwrHf0XXA3fSlxi6/B5XN+P2ShCj03JUBeztbL6EnJBqw4ptNMMRFwcvD/FOmpgLxyUB8ItC8cW20atYgX5FIH3r6pvN8vRknv3iOQr9w4YIa4HD69GmFQvo8fvzxR9VnsWbNGjXyUBYOMDZ3WIuXvFTIlAapdRcqVEhd5vHHH1dTGOT+0gfpz5Hae7169dTHtWvXxrp16yBNMzLyUgZhSJA0pXYuNfozZ86YPSbTIsyFrIQuy4rGJSRaC4Vu6RYq4GPR6mPyPLOWOdf2qfJM5laKO7ZnE278ex4P9n3BxPrbD19Bs27PoHz1jH8cE+JisP7TqYiOCEdSUoJqNs8s5dMHduDs4d/w2LApKr2oiHCsev8F9H1pLvyKBeLEH9vw8+p56PfqAgSVrXJP/lLouhX5fElIL6Hny83rcFEKXQeIFiaRo9BlcIPUzBcvXqyar2WeoYhRPpMpBzIQQZqwjVMLLLxurk8TkcuCBNJSYAzSlC6Sl8UI0gd50Xj77bfxzjvvYO3ataYViL766itVI//8889Npzdr1kxNmxCpmzsmUyMsFfqtiGhMWrgeKcjmFTrXT2+dCO5IwYwxj6GYf8Zm5MxXczWhn9r/C/4+8Se6DUpbzUrCyneew4N9X0SpivdlwLN6zkuo3/pR1YcuA+l+XDYDPUfNQPHgtBG9Er6a/bxqai9Xrb7ps/NH92DfT6uQbDCgTvMuOPDL9+g/YVGWA+NcXejxCYkwJJvfWcw6347cp+rp4YYCPnfnbBtTcHWh554kY+SVQI5CL126NH766Se1CpAEmVogq/BIc7YMPjBO+s/rDVgaT6Y9dO/eHSdPnjRFkaZ3qWXL/+mDdAP06tVL1eZlfqLUzmXQhoyslKb3RYsWmU5v3749Jk+ejPPnz5s9JueYC6+9Mdl0aOLrbyIkPBIT5m/A6T83mT6v0bqX6eczu/5nP5/Hx6ICzsC3oI+6J7l/Y3hn5t0BYIOGv4ApizfDt6g/Dv+82nROwwfvLq9oL5/HRERi2nPd8PmSu4tWZPVc0bEJiPZvgKCSaaNh92xcYXquKnWb46ev5mLga4vU56kpqdi37RuMmrUaBX3TVqCSzxPj4yC1+RfnrDPF/fr9sfDyKYDSlWuh5cMDcPXCCWxdNQ/VG7YynSOfG4OkEx8bjVN//oIxs7/P8Lnxl6oNu+L1oZ0RHFAE6fPFXH450+dT35qCQ3/8BU9DEjo072zi88vvW00/28vnBk8vNGpWF1Peuvv3SPJr1oxplv6Z43kkoIlAjkKXWrlMNShe/O6oXfn52LFjap1eWwVZItA4NcJ4zXHjxql5i9KHnz7IqkUyklJeOqSvXdb13bRpEw4ePKj+l4FwxtCoUSPV+iBCN3dMrmsutGnT1nRo89btCAmLxMvz1mP3d7Pv/gHvd1f6e766++Vumc+fuyXEImTvMnj/1yEn928MD3XuaPr5869+wKSPN8PXvwg2fpI2kEvCw8NnmH62l89jIu5gxuhuGPT04xnyJfNzJSYlo1aX0abNWb6e87Lp/KfGzsbSqUPQ8clR+OOn1Yi6HYa46DsYO3etGiC3bfVHalS6u4cnrl48iQETFiC4fFUl+IUT+8A/oCQK+BbG0+M+wNpPpqFSrQdw4s+7bOVzY1j53gu4ef2SmhI39K2709zS30/HvhPw5rAuCA4sgvT5Yi6/nOnzju3bIfzSFZQwxOGbDnfLZJ9f7vK0l8/DPAoisGJZbN+xM8P36LfffrXVn0lex8UJ5Ch0aUqXgWXp+5FF5LKofpkyd0fySj+JNYM08Uu/vfTpGxcQkEULZKpDjx49TJeW0esyz1GWAjSG119/XU2LkDWAZfT7gQMH1CGDwaBaGCRNOd/csfQvM5mfMXMfujRPT168Ce4F0/r57TmkxMZg+qhHcuxHd7Umd8mzsKsXsWXFe7hz+waKB5dHt4ET4B9YCjKXfNnUQeg5aiYCS1fE5TOHsWvdZ0iMj4U0Ctdt3hWNOz2psv3OzVB8NXsMhk77El7eaa0gxrBh6XRcv3Qa3j4F8cCDT6i56+aCKze5S9nb/t4CPBlz0Z6/SurevilUBZ0mjrnn+8Qmd7vPOqe5QYuEbsnTinCtHUTewcHBkAX7peYtTfDSFC+LEsjgPFl5SPrU5YVDFvqX0e3SRSBzIiWObAZQq1YttYawjISXUe7SHL99+3bVdG/uWHbPRaFbO9dzl74eo9xzd0Xrn02hU+jWL2W8gjMQyFHo6Wu62T2wcWcda0KJiIhQ09H27NmjaunSFy6ylikRMuVMJC4j2n/55Rc191xWHJIXDRkJbxw4J10Fksbly5fVPr4rV65UKxZJyO6Yueei0K2Z47lPm0LPPTN7jsEauj3nDu/N3gjkKHR7u2F7ux8K3b5yhEK3r/zQejcUulaCjO9KBHIU+pYtWyziYdyU3qKTneik3Ar99rULOLJpCRKiI1AkqDwaPTYaBfzu3fYv+tZ1HN38KeKjbsPNzR1Vmz+G8vXuDsALPX8YB9d/BBlY5x+ctu+wBEvTl3PZh/6LaVCcPRdJNrmzyd2eyyfvzX4I5Ch0S5vSLW2at59H1+dOciN0GSG9fclLqNd5MIKq1MfFA1sQ9vdfaPpExnn0cme/r56FcnXboGztloiPjsCvy15D28GzUMCvKM7v+xGh5w8hOSkB9R8aZhJ6btKn0M0vLKNPydAvFQrdvNCP3ryJ8fv34UZcHGoWLYZ5zZojKNPKkZITF6Pu4LX9+xESFwsPNzc8V7MWnqiUtlyvJWlI+p22bML0+x/AY+UrZJm5HBSnX5lnSnkjkKPQ85as68TKjdBvXzuP4z+vQOsBaVPXUlNTsHX+KHQYMQdeBTKOiv9t+STU7zYM/kFpfzx2fDoeTXq9DN/iJRF+6QSKlamO31fPRN1OA01Cz036FDqF7gjf0uya3JNTUtBu00ZMv/9+tCtVGp+fPYPdoaH4rHWbex6t/6870KtiJfSoUFHJv9vWLdjUuSsCfHwsSmPY7t8QnWTAU1WqUOiOUHBc9B41C10WcZEN62XetyuG3Aj9yvHdCPvnOBo+MtKEatcXb6JOp0EoVjrjkp/Xz+zH2b1rULNdX4ScPaCa3et2Tttgxhh2r3xLfWZscs9N+hQ6he4I39fshH7k5k1MPXwIax7spB4lJTUVjdetwY5uj6CId8YV2x7b9hPebdwUNf/bM/vBzRuxtFUbRCQm5pjGD//8jf3hYSjg4YGGAYEUuiMUHBe9xzwLXdZDl5XXvv32W7VJvXHLO1fjmBuhXzryCyJD/0G9LoNNmPZ8NR01WvVEYIXaGdAlxcdi/5q5iI+6heSkRDTp/XKGvnI5ObPQc5M+hU6hO8J3NTuhr730D3aHhOD9ps1Mj9Lj562Y2vB+1A/IuHf9liv/4qOTJzCxXgNsvXoF7m5umNrofuSUhtTmB/32K77t0BHvHjuKxiVKUOiOUHBc9B5zJfSbN29ixYoVauMTWYJVFnaR/WzbtWvnoviA3Aj9yok9uHHhiBoIZwzSN16v6xAUK51xly2RdcVGnVQfugx0O7huPpo9OQF+AaXN19BzkT6FTqE7wpc2O6GvunAeJyJu4+377+610HfHdrxQqw5aBAdneLw7iYkYuXc3QmPjEJdswKet2qB2sWLIKY0hu37DkOo1VHpvHjxAoTtCoXHhe8xR6MZNWKQ2LhudyEYlzzzzjNqZTOZtZ95O1dVY5kboESF/q5HrbZ+dmdZEmJKMn+aNQMeRH8K74N19sOOjb2PXisnoNOojE85TO1fD27cIqjTuZlbolqZvTICj3DnK3d6/rznV0Hdcv4Z5zVqYHqPbT1sw84HGaJCpht57+894pmpV1Ycug+DG/L4Xy9u0xV+3b8FcGufuRKrj0xo9oNKn0O29tPD+chS6bI0qq6iNHDkSTz31FMqXL6+o+fn5qWZ2Cj0uQynKbulXGQS345PxqNNpAIIqp41yl/7xFk9PUgPk/tq6HNVb9YR3wcLYtmA0mj05Ef4lK8KQGK8GwN3X+gmUqJS2SY6EzE3u2aWfVVGn0Cl0e/8TmJ3Qj9++hYn79+PHzmnL5hpSUtBw7Q/Y9fCjKOpzd6ldaTZ//Odt2PPoY6bHfe/YUQT4FEDToBJm03j+j704fPMm3P6LFZ+crEbI965UKUOrgDFRjnK399Lk/PeXo9BlJ7Nly5ap5VX79OmD/v37o3LlyhT6f2UjNzV0iRJ54xIOsKOC9gAAIABJREFU//gx4iJvonBgGTR8dBR8iwYh2ZCIX5aMQ9MnJ6BIiXJq8JzUyg2JcZBFwsvXb4eqzR7NUCIzCz279Cn0jASy2w/d3r72nLaW9bQ1GQQng9umNLwfbUuVUqPct169ilXtO6gBcpMPHcCLteuimLc3mm1Yp2rkdYoVR0xSEp75dSderlNXNaWbSyNzOWAN3d6+GbyfzARyFLpEkBq6bKEqze4//vgjmjZtqjZnka1IZalVVw65Fbo9sWINnTV0eyqPWd1LTivFnYqIwMv7/sDV2BhULVIEc5s2R3k/P0htuv2mH/FFm3ao7u+PPaGhePfYEcQkGZCKVPSpXAUj7qupLmkuDQrd3ksH7y9PQk8fSXZe+/zzz/HZZ5/hxo0bePbZZ/H888+7bNM7hW5fXyou/Wpf+aH1bnISutb09YzPJnc9aTKtvBCwqIaeVcIyWE42QZFau+xYFheXsS85LzfjiHEodPvKNQrdvvJD6924mtAvXryIF198Eb///rva3lm6N99//321UyQDCeREIM9CT59weHi42qvcFQOFbl+5TqHbV35ovRtXE3rLli3Rvn17TJ48Ge7u7jh69ChKlSqF0qXvTlfVypTxnZeALkJ3Xjw5PxmFnjMjW55BoduStvWv5WpCF3FLi6dMD84qfPXVV5g1a5baMrpu3br45JNPUKJECbz++us4f/68WuhLwpdffol58+ZBFgDz8vKyfkbxCnZBgELXmA0UukaAOken0HUGms/JuZrQJ06ciB07dmDhwoV44IG0+e/GsHv3brUGyJ49e1CmTBlViz9+/Dh++OEHJCUloUWLFhg3bhzatm2rBi5v374d1atXz+cc5OVtSYBC10ibQtcIUOfoFLrOQPM5OVcTuuCWWviHH36oJP3yyy+rqcIShgwZopbZFulLCA0NRdmyZdX4JU9PT5w9exYPPvig6nd/+umnMXz48HzOPV7e1gQodI3EKXSNAHWOTqHrDDSfk3NFoRuRHzp0SMlcRC41786dO+PEiRMoXLiwKVdk/JLU0kuWLKk+GzBggJpifOXKFTa153PZzY/LU+gaqVPoGgHqHJ1C1xloPifnykIX9NJHvmbNGmzevBmDBw9G/fr11Sj4rII0xQ8cOBBNmjRRtfS33347n3OPl7c1AQpdI3EKXSNAnaNT6DoDzefkXEnoMtBNpqs1a9YMBQsWRFhYmKqhS3+4rNi5a9cuDBo0CJs2bUKNGjWQnJysmtlr1qyJO3fuoGHDhli+fDkaNGigfpb1Qlq3bp3POcjL25IAha6RNoWuEaDO0Sl0nYHmc3KuJPSYmBg88sgjaqqarPNRtGhRtX+GyNw4Uv27775TNW9Z1MvNzQ1PPvmk6m/v16+f6k9/9913VY799ttvSv6ymqe/v38+5yIvbysCFLpG0hS6RoA6R6fQdQaaz8m5ktDzGTUv7wQEKHSNmUihawSoc3QKXWeg+ZwchZ7PGcDLOxQBCl1jdlHoGgHqHJ1C1xloPidHoedzBvDyDkWAQteYXRS6RoA6R6fQdQaaz8lR6PmcAby8QxGg0DVmF4WuEaDO0Sl0nYHmc3IUej5nAC/vUAQodI3ZRaFrBKhzdApdZ6D5nByFns8ZwMs7FAGHErqsiiQrIf35559qQ4KlS5dCdifKKvz888+YNGkSrl27hooVK6ppHBL279+vFmi4fv26WqRBNjGQ3YxyOmYuVyl0+yrvFLp95YfWu6HQtRJkfFci4FBCl0UWRM4yL1PE3KdPH5w6dUotwpA+7Nu3Ty2XuGrVKrUjkTHIQgyyWYFsfNC1a1fMnz8fIv7169erRRrMHcuuQFDo9vV1odDtKz+03g2FnpHg1RsRiIlNsBhrmeCi8C3oY/H5PNGxCTiM0FNSUhAQEICrV6+iUKFCivrjjz+uxC2LMaQPPXv2xLBhw/DQQw9l+Fxq9mPHjlVbCkqQNKV2LqstnTlzxuyx7BZmoNDt6wtAodtXfmi9Gwr9LsHw29H4aPIilEuItAhrVFIKfJs0wfDnHrfofJ7k+AQcRugi8latWuHvv/82UZddh0Ty48ePz5ATgYGBajUlaZKXmvfIkSMxYsQItYuR1MhlSURjkGUWP/roIyV1c8fM7U0saVDo9vUlcHWhR0bFISExyb4yJYu78fH2gn/hjC1rWd00hX6XyvWwSHz7xgd4/M55i/L3RpIbDrR+BCPHPmXR+fZ0UoECBdSe7wy5I+AwQj937hy6d++OkydPmp5Qmt6lli3/G4MUAl9fX0yYMEHtFxwdHY02bdooiR87dkwthbho0SLT+e3bt1fnnT9/3uwxOcdcuBOb8Y9nSHgkXp23Aak+Of+xyl1WWeHs+Fi8/1J3BAcUyTZxeaYpH29GoaL2v4RkTEQkpo/qZtEzzVq2DUElg6wAVt8kQ6/dwBvDOuf4TLfvxOKL+bMRmBp6zw2kAIhKcEN4vAfgBgT6JKOIT6r8mG1IBRCT5IbQOA+kpgBFfVJRvGAy3C14xMRkN1yN8UBSClDEOxVBhe7GC3cviUEvjEfRHKQuZW/j9HnoFXXBgivm7ynf+VXFY1NevCefihTy0uXGbC30MWPGYNmyZfD29jbd/86dO9Va8dYOFHreCDuM0GVwm+wiJNsCGoNsKSjbBr766qumzxITE9X2grJZgY9PWt/R9OnT1VrI5cuXVxsbyEA4Y2jUqBEWL16shG7umFzXXIiOM2Q4FBIWiVfmrXcIobvFx+KDl3ogODAHoYdF4s3Fm1HIP/vz8lYE9Y0VE3EHM0ToFjzTjGVbEVzKMYQ+aWgXi55p6yeT0T9glwlqaiqUUK9Ge+D4LW8l8JrFElGxSDI8srGyxEtOBcJi3XEwzEf9XLmIATWLJ8EzB5unpAJRiW7Ye70AYg1uKF/YgIYlEjPE+yK8NR4aOd2iZ9ow/UOHEPr3flXRfcrYe57Jr6CnLoU8P4R+3333QcRu60Ch5424wwhdNiuQpvQLFy6oTQskPPzww6qvvEePHhmevly5cmokvHH0uox2l6b5tm3bYvjw4Thw4IA632AwqNHykuY///xj9ljx4sXN0mWTe94KnrViuXKTuzRP7/liKgaW2KPwipTjk4F/7njiXIQXPNyAGsWSUKmIIVuZS1x5Cbgc5YlTt7wggq7qb0D1YjnLPDkFuB7rgWNh3ohLzlrmkv7nN1qhzbNTEJRD6xCb3O9+U+xJ6LNmzcKKFStUl6YI/4UXXlA3KoON5d+2bdvw77//qtq8bDDzzjvvIC4uDtWqVcPKlSvh7u6OmzdvqllLp0+fRlJSEkaNGgXpRpWQXujSOjt06FA1fkoGRUtrq/yNZ7iXgMMIXW5d5B0cHIxp06apUe7SBC+ZLU3sUqimTJmijr/55pu4fPmyai6SLQil7132FK5duzZq1aqFefPmoUuXLmqU+7p167B9+3bVdG/uWHYFh0K3r68VhZ4mdGPN/EKkJ07e8kYBz1TUKGqZzEXg8hJwOMwbXu6pqOJvUC8CltTMr8d4YH+oN5JT3VChsAENMtXMjaWFQs/998ZehP7tt9/i448/Vnu0i4ibN2+uxivJeCSRuQwiXr16tfqbev/99yMoKEi1fnp6eqJTp06QllUZsCzHZYCy/H0ODQ2FtAbIWCapZBmFLufI9OL33ntPxZG/6bLjnFybwcGFHhERgYEDB2LPnj2qli594Z07d1aDJ2TKmWSySFveBGUQnLwliuylhi5bCUqQfnRJQ4Qv+wjL22KlSpVyPGau8FDo9vW1otDThG5IAf6NSmtmd3cDqhdNUk3m2TWzS06KzENi3HHov2b2ahbWzCVeeJw7joR7IzrJHRX8DKhvRuasoeftO5MfQk/fhy6SDQkJUS2izz77rKpQSXjrrbeUnKWiJUKXilevXr3UMamBy1oh8vdYgnSPStdnVs34cp4MUJZuUKPQjxw5oq4lY58kSKuq/E2XsVHGLWXzRtM5YzlUDd0es4BCt69codCn4pmAPbhslDksb2YXKUtfu0hZfq7mn4TqxQwW1cxvxLqrl4eoRHdULJyEuoHZ1+hZQ8/99yY/hJ5VH7rM+pGWT5GuBKlQyVThOXPmKKHLgGTjQGKpSMlnffv2VedKk7qMe5LpwxcvXsSMGTPUuCjZ2126Sbdu3YoHHnjAJPSNGzeq9UZkr3djuHXrlqqYSToMGQlQ6BpLBIWuEaDO0V1d6LuWT0Vbnz9w/GZazfw+C/vMpe/7yn8D55KS3VCjWCKqF7WsRh8a666a9ZXMiyShVvEkeHtkn7HLbrRCW/ah56r024vQpWYuU4Ezr/MhDyPyFmm3a9dOPVt2QpcXAxF7v3791LkichmgnF7oUjOXa8liYQw5E6DQc2aU7RkUukaAOkd3daFv/GQ6KiYehLtbKmplGs1+8HIsRq++gpAoA+qWLoBP+5VDySJeEJn/G+2hpJyU4ob7iiXiSmgEZvwUgpBIA8oX98KWMVVUTqVPo06pApjRswJuJvkiKimtZi597RExSWg6+xw+6FUavRumDWBNH6T2v/h6a3QZNpmD4nJR/u1F6NKHLt2dP/zwA2TAsAxukyZ36fvOjdArVKig+sNlFtGuXbtU//ru3bszCF0G3UkTvIyL6t27N2RwtPSz16hRIxfkXOdUCl1jXlPoGgHqHN3Vhb7yo5m4320f6gYkonzhu1PTklNS0WjWWbzfqzQ63VcYi38Lx45z0fj62Yqqef50hDcSk2VKWxJuR9zBC99dwbL+5VG7VFqzqoT0aXSsURizt9/E1tOxeKFbdTVyvlrRJBTwAJ7+/BKiE5IxsFnxe4QuMr8Z745PQlqj75hJFHouyr+9CF1uee7cuWoJbenLlhlEX3zxhRJxboQuS3O/9tprappxixYtkJCQoPrW09fQ5VoyC2n06NGqmV1eHKR5P/1aIrlA6PSnUugas5hC1whQ5+gU+kwMLrELZf0yzjM/cDkWE9dex88vpNW0U1JSUe2t01gzuiauxRdMk3nxJFQsYsCgLy4pGXeuWThD7hjT2Pp8FUgz+4mbXhi05Ai+e6426genQKZbf3PwNn7/OxYFvNzQuEKhDEIXmd+Kl+Z5L2yLa45BL75Boeei/IvQP311NtpG/mNRrJsGN1xp3QUvjH/GovN5kuMToNA15iGFrhGgztFdXehbPp2OUaV3qf7z9OGbgxHYeTYaHz+VNrhImtnbzL2Ap1pXRPlAP9XvLdPMZGpapckn8eZDwVjxx20kp6ZicPPiGNwiAJLGjrPRmPJYeZySPvMkN7zzw3G837MUWlQqhNCoJDzx6T/YNLoypm4MQbPKviahi8xvx7vhxC1v3ErwwBmPxug9ijX03BR/gyEFG9fuROydaIuiJSenon7jWqjboJpF5/MkxydAoWvMQwpdI0Cdo7u60GVQ3LNBaQvLpA/Lf7+FY1fjMKd3GSVzaWZ/+rML6P5AGfSuV1Ct5ublDiQYUlBy4gm81KEEJnQOQkxCCrouvIiP+5bFX9fise9SPJ5oWVlNTatUJAmvrj6D17oEoW01P/T57B+MbhOINtX88Mr/rpqELnPiIxLccOymN27He6CsnwEHU5viwSHsQ9e5+DM5FydAoWssABS6RoA6R3d1oe/+YioG/bdSXHq03x6KwNZTUVjyVDk1AO7UbW9M+Po4pj1WFt3u81Eyd3MDEg0pKP3aSVydVQs+/60k8+7WG6rm7u/rg7V/xWBox6pK5rJyXOd55zD3iTI4E5KAI1fiMLtnaXVZo9B7NSiKO4lual57RII7yvgaUDsgEd/c5ih3nYs+kyMBUOgaCwGFrhGgztFdXejpl35Nj1Zk+8K3V7FyaA3V7B1vSMXzyw7h8GvVUcLPU8ncGGpOO40dY6uoEfASpm0KgbeXF4oWK4pF2y5hxdAaajqcB1JRZcpJHHmjBoas/Bf7L8WaNnuJS0qFpwfQu1ExPN68CiJF5n4GNVhP+tqXh3HpV52LPpMjAQpdaxmg0LUS1Dc+hX53Lff0ZA3Jqbj/3XPo07IiapcriqPnruDPCxHY8FxlNRXolR+uYWKXIAQV9sLbm0Pw7+0kLOpbFjeiDOj80UWMeag6AvwL4a3VR1WfeZeahbFkVzg2nrij0sgcpIbeqLwvSgSXRGRiWs1cNmjxkc3e3LiWu76lnqmRQBoB1tA1lgQKXSNAnaNT6PcK3bic65pTyVi87SIiYhJQM9gHn/Qrh4oB3ohPSlFT2v43vCJqliyAuKQUvPjdVew4E40CXu54qFEZNKselDZoLikSo7+5ooRfQ9J4Oi2NzOGl76/Cr0gx1KsUiNK+yWgSnACvdIvNcKU4nQs+kyMBCl17GaDQtTPUMwUKPeNua4ZUWdPdU00xkz3RZU13S1aAk+1SZaOVo2HeSEhxQ+UiSagTkPMGLTIATuaZHwj1UaPgS/kmo2kmmUt+U+h6lnqmRQKsoetSBih0XTDqlgiFfne3NZHypShPHAnzhqd7qlqbvUaxnJdzFSlfjfHAvhAfNf3NkrXZJQMlXni8O/Ze90FisnmZU+i6FXcmRAIZCLDJXWOBoNA1AtQ5OoWeJnSZmnYjzh0Hb/jkaj9zaZ6PiHfDH6EFkJDsliuZy2j2Azd8cDvBHaUK3dvMnj6rWUPXueAzORJgk7v2MkCha2eoZwoU+lT0D9xj2gJVBJ2b/cxvxrnjzxs+SuaVLNg1TfJOrhGZ4IYj4T64He+OUr4GPBCUmKHPPHMeU+h6lnqmRQJsctelDFDoumDULRFXF/quL6aiS8Hf87SfeVisOw6F+yAuyQ2V/S3rMzeuACdbp96K90BpXwPqByaigGf2Wcrd1nQr8kyIBEwE2OSusTBQ6BoB6hzd1YW+9bPpKB9/QO2aVtU/Sa3P/t/6MGZJi5TD49zVPuiyAlwFPwPql0i0KJ7UzGVee1icB0oWSpO5zDNPP68984Wlr102Z3lwKFeK07n4MzkXJ0ChaywAFLpGgDpHd3Whf7VgJuql/qkGwN1nocxvxLpDathqP/NcNLPLcq6yprtR5jIK3tcrNUeZS1/7xyFt8ATXcte59DM5VydAoWssARS6RoA6R3d1oa+YPxN9iu1R+5JbUjOXXdNkH3Ql8yJJapMW73TzxbPKHmMz++nb3giL90CpQgbVElDYQpmfifDChqgW3G1N57LP5EiAQtdYBih0jQB1ju7qQl+/ZDpeLLMLHu7ZgxUpi8zTdk1Lq5nLS4BxJTdzsU0yj/BGeFyazCVeEe+ca+ZRiW44HeGF6zGeOOHWGH24H7rOpZ/JuToBCl1jCaDQNQLUObqrC/235VMxOIvd1tJjVivHxbrj9H9boFYqYkC1okko8N+yrNnJ3NjMHv5fzdximSe54fQtL1yP9URggWQcRRN0GcY+dJ2LP5NzcQIUusYCQKFrBKhzdFcXurnd1oyYM9bMZQU4A6r4J+U4kM04NU2a56WZvXQuauYxSTJwLq1mHlgwGTWLJWJdVEu0fXYKggKKZFsCQsMjsf29BXgy5qLOJUX/5L4pVAWdJo6555lKBxTU/2JMkQSyIEChaywWFLpGgDpHd3Whm9ttTTBrkfnteDe15apqZvc1qN3WLGlmjzMAx8K9TTVz2Tq1qE8qvuBuazqXfCZHAtycRXMZoNA1I9Q1AQo9693WROYyml2mmMnUNNnPXKa1WTLFTJrZj91Mm2cufea1AnIeACeZGm+Amg8fEuuhmtnrBSTC3yetr50Ly+ha7JkYCSgCrKFrLAgUukaAOken0LPebU3mmYuUoxPTZF69WM595jJfXKaYiZQjEtzVPPO6FkxNkyxNSgb2hfogNNYDAQWS0ahEIgqnGzhHoee+4C9fvhw//vgjvv/++9xHzmWMQYMG4YEHHsCYMWNyGTPt9IoVK6p7rVOnTpbxH3nkETzzzDPo27dvntJnpKwJUOgaSwaFrhGgztEp9IxClzXdpYYsu63FGNJkLs3lOY1mN260cizMO20/cz+Rec6Lxkh2ykvA4RveuBHvgQCfFDQJjoevV8bFZij0ewv+iBEj8M0336gDMTEx8PLygrd32ta0K1aswK1btyh0nf9eOFtyFLrGHKXQNQLUOTqFflfo0sx+LcYDB0K9kYK0tdlrByTByz37ldwkS6RGv+e6j1pxroyvAQ1LJOb4EmCU+e5rBRCd5IZiPiloVSpeLQObeeU4Cj37gi812N69e0NqysbAGrrOfyycMDmHEnp4eDgGDBiAP//8EyVKlMDSpUvRsmVLs9mSkpKCtm3bonbt2li8eLE6b//+/Rg8eDCuX7+O+vXr48svv0SpUqVyPGbuIhS6fX0rKPS726fKvO/d1wsgziC7plm2nKvkZmIy8MuVgpD4pX2z3zUtfe5LM/vvIWl95v7eqWhfNs7sIjUUet6EvmHDBhQrVgxbt25VCTz11FN499131c8i/DNnzsDNzQ1LlizB8OHDMWvWLBw6dAjPP/88QkNDERAQgI8//hiNGjVCamoqXnvtNaxZswZJSUkoWLAgPv/8czRp0kS9SJQvXx67du3ChQsX4OPjg+nTp5uayBMTE/HWW2+p5n/5uV69eliwYIGKIyFzk7vc46effqrSad26Na5cucImdyv86XQooffv318VlKlTpyox9+nTB6dOnVIFMaswZ84cbN68GVWqVFFCT05ORvXq1bFw4UJ07doV8+fPx88//4z169dneyw77hS6FUqlhiQp9KkYELhHyXjP9QKINbihQmEDGliwNrs0s8uo9N+upcm8lG8ymgYnZLtrmmSVxEtIhto69XqsB4p6p6BtmfhsV5yj0PMm9KFDh2LTpk3o3LmzaoIXMS9btgwdOnRQQh8/fjzGjRuHV155BZ6enrhz5w5q1KiB1atXo127dti+fbuS9dmzZ7Fv3z68+uqr2Lt3rzr32rVr6mVB/p7KOTt27MDOnTtRqVIl9fe2ffv26qXA19cXU6ZMweHDh1UXgZwvLwnyTz7z8PDIIPR169bh5Zdfxu7du1GyZEl1/w8//DBWrVrFPnQNf+uyiuowQpfatrxdXr16FYUKFVLP8vjjj2PIkCGQ5qnMQQqsvABIQfrll1+U0KVmP3bsWFWAJUiaUjuXc+XN1twxf39/s9gpdJ1LpMbkXF3oMg+9Z5G9JpmXL5zWXJ7TMrAi5egk4I+QAmoAXG5kLi8BsnXq9RgP1czevGQ8Cnpln5HcbS1vQpea9++//26K3K9fP7Ro0QKjR49WQn///fdx/Phx0/GVK1fiq6++wpYtW0yf1axZU8m3cuXKaN68uarFy+A0Y3+9nChCl7+NcswYypQpo1oGpMVTKlbffvutqs0bQ9WqVSHXkzTT19Dl73DdunXVy4MxSI3+9ddfp9A1/r3LHN1hhC4ib9WqFf7++2/TM0ycOFFJXt5K0wcRtbyxzp07VzUXSS1chC4FW36WZiVjaNasGT766CMldXPHGjduTKEv2wq/YkV1Ln76J+fqQt++bBrKxR9Uzey5kbkMZJMa9m2ReSHLmtnlJUAWjTl+0wvXYj1R3CcZDwQl3DMALnMuS7yloa3QYQgXljH3DTDXhy6tiT/88IMpmoi3QYMGqjIiQpcm+f/973+m4zNnzsTs2bMRHBxs+iwyMlI1j/fq1Uu1cEpzuFR6pCtSJCtil3Sl9v/CCy+Y4omk165dq64nNfpLly5BJG8M0gIwatQoPPnkkxmE/uCDD6q0n376adO50kIq1+Aod33/BjqM0M+dO4fu3bvj5MmTJgLS9C7ylv/TB3lLjY6ONvXxGIUufTjSJLRo0SLT6dKMNHnyZJw/f97sMTnHXIiKNWQ4FBIeifHz1iPVxwFWh4qPxQcv9UBwDqt1yTNN/ngzChXNflUvfYtm3lKLibiDt0d1s+iZZi7biuCSQXm7kA1jhV67gTeGdbHomT57fyruS/7T4mZ24wpwUsO+HS81cwMeCEq0qJk9Kkl2W/PCtRhPNTWtQWDGqWlZIRKZy1fm45C26P/SVIue6cfpH6JX1AUbEs/bpb7zq4ruU8be80yFC+WwOXwWl7N0UFxmoWee1iaj46WPXP5lF2R8kvTHd+zYEVJRymraWnqhlytXDt999x2kQmQM0rUpY5Iy19BlelrDhg1Va6kxSCVJfqfQ81bWzMVyGKFL/44078hgCmOQviLpk0nflHP69Gn1Nvjrr7+qaR8yaMMo9K+//lr130ihMwZ5C5Xauwjd3LH0zUqZQUbFJWUUepgIfYMDCb07ggOzF3VIWCQmL96MQtl0PehbLPOeWkxEZJrQLXimmcu2IbiUgwh9aGeLnmnx7Gl41HevxfuZywpwsnWqLBpT2jdtP3MZlZ5dECmrjVZu35W5TGkzLhpjLm6azN1wLsITa6Na4blXJ1v0TD9On+dAQn/xnmcqnFP/gxWFLv3s0twtlZlu3bqpK0n3osj3xo0bcHf/f3vfAR9Vlf1/UiYJJaSQEECUIr0IIs2l6rqURQQUf4grsi7NgrQF1BVQ6irqShMRpIoF23/BRVYWdwUFpQnSewk1JJBACKTn//neyRsmZea95L47mXlz7ufjB2Teve+e7z3vfd8599xzAsU7FAFycNtXqVJFGEJ6hA4jaOfOnYLUsacOFz6s/t9++01Y784ud3gUEHyHADuMj318xADAY8qEXvp3XXE9fYbQoXAxMTHChR4ZaXf9IrBi6NCh1KdPH4dsM2bMoDfeeEMEZqAhejM7O1sEhsAlhchPKCIa/h3R8hjz9OnTLn+Ljo52iTrvoZurkLKj+bvL/f8tnE5jamzW3TOHZX41HaVTbQ4yb2rgnLmWbAYlUJGbHZZ54+hMisrPAGeEzM+kBtM+akMDXpzIudxdAGaWhY7h9+zZI6xhuNcRGNy4cWNhvMD4GTRokPBm4n0JwwXGTXh4uC6h4706ceJEgpGEvkggg61LBNChORM63t14Jy9atEi48zVZGSLXAAAgAElEQVQDCe9vJnTZN17B/j5D6Jg2yBt7QVOnThVRl3DBwxWPL0RkNELkpfNeEfo4W+hwz0OZ58yZQ926dRNR7ojAxBeju9/cQc6Ebq5Cyo7m74RutNralXSUTrXR1YwgqlEB9cwzCZ7hwufFndejMJkjnWvDqEyKCsujwADXK6e52Y+l2AhkHhGSSwcC2lD3YVxtTVbfuT8j4IyATxF6SkqK+KLcsmWLsNKxFw7XTXp6ujiOhiNqiMB0bs6Ejn/fu3evGCM+Pp4Q7YmoTO2r0t1vrtSGCd27Hih/J3Qj1dZA5ihlCjJH0hhkjqtgK1k985KQOaLgYdHHp9ooIgTV1rJoXdrvuNqadz06PBsLIOBThO6NeDOhe9eq+Duh61Vbu03mgVSjQo7I6V7RAJlfywygo8m365kbtczTc4gOXQ2h+Bt2y7xxVCbFls/lamve9djwbCyCABO65EIyoUsCaHJ3JnTX1da0PfPkfDe7UTLHkTbUQUehFa2euZ6bHcuKZDP7r4TQ2dRgqhSSS9ijjymXK9zznFjGZMXn4RgBrrYmrwNM6PIYmjkCE3rx1dYQzY7SqdqeeQODljlysu+7EkKX86umafXM3e2ZYz2RBva3pBA6e8NO5iidWjmfzPE7E7qZWs9jMQJ2BNhCl9QEJnRJAE3uzoReqNpaHlHiLfueeQos84rG98yRZObgFRslpgdRlXI51CRa/2galhMfAajudi6fzFvGZhQJnGNCN1nxeThGgAldXgeY0OUxNHMEJvSC1dYSbgbSnsRQSs+xV02Dha0XzY71gHt+R0II3cgKFGSOXPB6e+3oh2QzOy6F0tWMQAq3oXRqBkUWc6SNCd1MreexGAG20E3RASZ0U2A0bRAm9NvV1mApb0sIpWsZgcIyN1rPHNXWUNgFJVTjyuXQfXEZhj4C4GZH+thzN4IE+bevlk7hIcVHzzOhm6byPBAj4ECAXe6SysCELgmgyd2Z0O2EfjPLTsrXMgNLVM8cZI565knpgRQblkvtUM88SL9+Osj810T7nnmF4DzqdMcttx8BTOgmKz4Pxwiwy11eB5jQ5TE0cwQm9Ck0IHpLqeqZa2SOPfOY0BzqqFMCVVs3kPnuRPvRNI3MK+hUW2NCN1PrrTEWsskhpwhSz6pqKAqDXPUoJFOS9ssvv4h+KCdbXEP6XFS5QzbTsmxsoUuiz4QuCaDJ3f2d0H9YNoVqpP9a4nrmOC++7VIYXb4VSJVDcw2ROTLAZeYS7UsKERngKtpQOjXDpZtdW2r0W3K5Az3wF662ZrL6KxkOaWNRSwP1y50b0r2izjr+RKZO1GVHatfQ0FBR0hW53Z2rsaFSJoq0oGVkZIjsnKiljoYKccj+yYQut4RM6HL4ERO6JIAmd/d3Qv90/gxqmLOjRPXMUf1s1+VQunwrSJB5++rpFGIvheCygZTxEYDz6fH5ZI7SqcUFwDkPon0EzDvfifo+N4lzuZus/2YPh3oXKGAFokaRK62OBu5TmNAbNmwoiB2kDGsWHwGomV5cmz17tqifgT+1xha6/OoxoUtiyIQuCaDJ3f2d0FfMnUndy/8sosttBkgZgXM4L45z5kjn2rpqBpUzUG0N6VwPJ9vJPDwkl1rEZFB0mH76WCSbOXHNRp8lt6c/j3qVCd1k/Td7ONRXRw12WNrVqlWj4cOHO27hitBxwbZt20SxK1RfKwmhJyQkCNc1KsJVrlyZlixZIj4o4PL+4IMPCGVbYfnPmjWLhgwZIorM4OPh5s2bhDLX+A0eAlTbRDXO69evU0BAgKjf0aNHD4LLHf9hXKQSRyU6VH2LiooSFefwUbFs2TJR1OvBBx8U/SpWrCju7+xyhzfi73//u7hXv379ROEvFP1il7vZGujh8ZjQPQy4zu38ndC/fH86/bXGZkNkjgxwSDYjMsCF5VDLKvrR7FqhlaOi0IqNKtlyRfS8c9KY4pYI/UDmJ68HE4q07KG29NSLTOjOWIEUzpw5I/4J9SZQsQxN9b+7e6QeffRRGjNmjCD0gQMHijoaWnNF6KmpqTR69GiKiIigf/zjHyUi9HfffZe2bt0qyrtCbtTaQPEsECoq0I0cOZL+9re/iRKtZ8+epfbt29NPP/0kiB4lX1F866WXXqL77ruPVqxYIbwIycnJgtThXQCZw4OAuvEo6oVS23Xq1KFJkyYJYkeZ2XXr1lH58uWFDPBQvPfeewUIHVXqQPbbt2+nGjVqEOaMj4fExEQmdO+ig5LPhgm95Jip7OHvhL5p+RQaXOX2S9cVuSI3O3Ksg8xjy+XQPTH658yd65kLMg/JFclmtHSurtbVmcyPp9ioXHAeHQ5qTX/kamsFIAOBoNQpGlzRLVq0EH9X/e+u1i0pKYk6depEBw8eFJd07txZlEBFKWq0woS+cuVKQYToN2rUKHrzzTcF8ZbEQsc+OyxxtEuXLlHr1q0FcYPQH3/8cVFUC+SsYYQPIBAqGgLWUKd98+bN9OSTTwoLHxU4na1mEDo+lgYMGCD6IAYABI4Ph0ceeUQQvFaOG7XkQfaw5J0t9LfeeovOnz/v2C7IzMwUcmO+bKGrfLt7YGwmdA+AXIJb+Duh61VbA7mmZATQ4WQbJdwKdmSAq+TivLgGfUEytxdaQdU0FFrRK52qWeYamaPfhlv3c7W1Euh1WVwKd/O4ceNEvXM01FLH/8PVXByha3voINHLly/T+++/73LarvbQb926RVOmTBH98GGAjwYQJQgVljdc6VobP368sMKjo6Md88Pf4e5PS0ujt99+WwTqwbLHxwVc5yB0jAP3PBqqceI/EDusesxZq9eO3xG0h3ns27fP4XIHBlWqVKEJEyY45gIih+XOhF4WmmriPZnQTQTThKH8ndDdVVsrXM+8clgONY7OpKhiMrk5L4VG5ievBQuXebgtT9RBr1pBn8yzcolOXQ+mI8k2Cg1CvyyqUTGHViZ1oE7PcJS7CSqvbAjsXYPsYKWiwaUMi/nkyZMUGBjoMiju2rVrVK9ePeGex5/FNSNBcYUJvfCxMVjmIHuQtauGaPoXXnhB7JHDsi58bM2Z0Hv27ElDhw4tYKGjtDbkKWyhY68fHwzahw6IH0GATOjK1NEzAzOhewZno3dhQi++2lphMi9JPXNEwWPfG0fTjJI51gvn009cCybstzuTeVAgF2cxqs9ldR2C2RAAByJzbiBE7Kl369bNJaHj+unTpwurdvXq1coIHe53bAnAZd6kSROxN37x4kUCCWPrQtuymDt3Lh0/fpzwpztCX7VqldhSQKAd9tchJz4IYLU7E/qBAwdEgB3+rXr16mKPHdH9vIdeVtpq4n2Z0E0E04ShmNCLEjrIPDUzgA6n2OhiWrAIgDNazxzR7EdSbBSfahPnzBsZsMyF1ZJLdDQFZB5CoUGog55Fd1TMIZA5GieWMUHZFQ6BfXsE5eFP54a9ZhAezqS7i3JHYBws+/Xr11OrVq2KzNQMCx2D4igdXO8gckScw92PfXAEyCGYDpYz5oEAOyR/cUfoGG/GjBliDx/bDEg+g4+A8PDwIlHuH374odh6QIxAr1696H//+x999913bKEr1EmPDM2E7hGYDd+ECb0goeeKPfNAOpYSTJdulozMUWgF+97IAIc9c3wExOnsmWOhbmUHENzzx67ZKDQwT9RBB5k777UzoRtWab6QETCMAJ9DNwxV8RcyoUsCaHJ3JvSC1dZQNQ2lTJMzgiimXI6wsKPC8twGsmFJcKRtb1IIJd4KEmQOUtaLZke/m9kBtC/JRhfSgikkMI9axGZQtWL22pnQTVZ8Ho4R4Fzu8jrAhC6PoZkjMKHfrraGve/diaHiaJqoZ145U2RycxeVjrXA3veuRHvVtKjQXLrHwDlz9MvOJdp/xUbHr9koLCiP7ovNoDgXgXNM6GZqPY/FCNgRYAtdUhOY0CUBNLk7E7qd0NOzUf0slC7lJ40BKUfoRLNrZI5CK6iahnPmLWMzDFn0IPNDV2104rqNggPyqHVcBsWWcx0Fz4RusuLzcIwAE7q8DjChy2No5ghM6FPoyegtog46LHMcTWsZm6lbMEUjc60EargtV6SP1cvNrlnmIPOT120UFJAn+um555nQzdR6HosRYAvdFB1gQjcFRtMG8XdC37x8CtXN2kkJ+YVW2sSlE0qZ5ifXcolz4Xrm7aulG/oIKGyZGyFzTGJJQgfqwtXWTNN7HogRYJe7CTrAhG4CiCYO4e+Evvq96VQve6fY++5QLZ3CgktO5p3uuEXlDfQDmSPjHPbM4WbXyByJOd19QOBI29wLneiR4VxtzUTV56EYAd5Dl9UBJnRZBM3t7++EvnzOTOoYso0eqHFLtwSq8545jqZVCM4jkDkser0GUkb2N5xRtwXq75lr46HfmdQgWpbYkaut6YHMvzMCJUSAg+JKCFjhy5nQJQE0ubu/Ezrqob9Uc5MumWt1yfclhYgMcEgac3/VDF03O/rBMj9+LZiOpISQLSBPBM65imbXlhf9cvKIzqYG0b4rIbQzty0N4vKpJms/D+fvCDChS2oAE7okgCZ393dC/2HZFBoSp19tLT2H6OBVez1zkHmrKvoBcCBl5GZH0hiQOc6Z3xNT/Dlz52UVHwF5ROdSg2j/1RCCS/64rRX1Gj6Z66GbrP88nH8j4FOEjmT9Tz/9tKhDGxsbS0i/h3q4hRsq5yCFH65HVRyk70PpP7QdO3aI1IBIFdi8eXNC/t5q1arp/uZKTZjQvesB8ndCN1JtDelcDyfbyTw8JJdaxGRQdFie231vzaI/nV9oJSQoj5pE29O56lVbA5mfv2G3zJH5tUFUFm3KaMdBcd716PBsLICATxH6wIEDRX5hlNcDMffv358OHTok8vU6NxQGwLU1a9YU5fZwHQg8NzeX6tevL5LpI6cviB65gNeuXStKA7r6zd06M6F711Pg74SuV20NyWZQLEXUM7flUjMDSWO0euZwzWtV01ACtUZ4Cck8gKhBZBbVrpTN1da867Hh2VgEAZ8hdJAxCtajsDyKyaP17duXBg8eLOrdumuRkZF06tQpOnbsmCg2sHXrVnE5xoR1fvToUTpy5IjL3yIiIlwOz4TuXU8CE7rramtIy4qc7oLMQ3KpSbR+OleNzFE2FXndC1dNc7f62GvHnjnc7LDi60dmUZ1K2aJAC59D967nhmdjDQR8htBB5B06dBDErDXUxwXJo9qOqwYL/pFHHhFk/vHHHwuLfNmyZY7L27VrR/PmzROk7uo31ABml/sGqhgV6fVaz4RefLW122RuL7QCCztWp9CKDJkjmj1eI/N8Nzssc6625vWPEE/QhxHwGUIHIffu3ZsOHjzogBuud1jZ+LO4lp2dTV27dqWRI0eKovWLFy+m3bt304IFCxyXP/DAAzR58mRRL9fVb7jGVUvFhqRTu5R4jcbPWUt5oQW3AbxSR9Jv0jtj+lBcTCW304NMkxeup/IR7q/zBhnTUq7T9Of/aEimmUs3UFy1Kt4wbbdzSLhwmV4d0s2QTP9ZNJkGVv7RMR6qraF06qnrsMxLRub4CMCeOSLaywfnCQu7hlMJVFeTzsixB8AdyLfMG0bZ3ewamaPfiqSO1P3ZaYZk+te02fRY6gmvX6cvKtal3q+NLiJTeLlgr587T9AaCPgMoV+4cIHatGlD586dcyA/duxYUeN2woQJRVYDRI999Lp16zoI/5NPPhG1fBEIp7WWLVvSwoULBaG7+g33dUnoN7MKEnoSCP0bHyL03hRXWYfQk67R5PfXU/lI11sP3vI4pKVcsxO6AZlmLv0PxVX1EUIf2tWQTHZC/0ksB8j8GuqgXw2hy6JqGqqt6Vvm6HsjK0DkZkfVtPLBdou+WoXb9cxdrTdyyONs+unrNgoMyKPGUZlUq1LRfisSO1L356Yakulf0+b4EKGPKiJTeHkDB/u95QHiefg0Aj5D6Hl5eaJ4/IkTJwh74mg9e/akoUOHCuvbueHaYcOGUcWKFendd991/PTrr7+Kf9+5c6f4N1jwiJbHmKdPn3b5W3R0tMtF5j1079J/drnfrraGo2mILD+bGkzRYbmCXPXc7OK5yCXaeyVEHE9D4ByqtBVXArXwyotkMyk28SGAZDMIuLsrvPiPAN5D967nhmdjDQR8htABN8g7Li6Opk6dKqLc4YKHK75ChQo0YsQIeu2118Tvo0aNIpA6otidG6z2xo0b05w5c6hbt27i9zVr1tD3338vXPeufnO31Ezo3vUgMKHbCR1u7/35ZI4AOKP1zEHmB1E17ZqNygXbS6dWdVEC1XnlQeZwzSOCHnvvzWMy3brnmdC967nh2VgDAZ8i9JSUFBo0aBBt2bJFWOnYC8ceeXp6ujhytn79erLZbNSgQQMKCgoqsEIzZ84Urvm9e/eKMeLj46lRo0b00UcfUe3atcW17n5ztdxM6N71IDCh26ut/ZZ0uwRqSeuZo2pauaA8ujc2g6roBM5h9TUyP+ZM5jpH2pjQveu54dlYAwGfInRvhJwJ3btWxd8JHdXWmubuKFU98/1XbHTquk1kgEOhlcpu6plrq16YzFvEZlJ1A3vtXG3Nu54bno01EGBCl1xHJnRJAE3u7u+E/tX70+nurJ1U0nrm+67YA9lA5u2qplNUWJ7bDHDFWeYgcxE4F6BfbW3+hY70MKd+NVn7eTh/R4AJXVIDmNAlATS5u78T+oq5M+l3wduoJPXMnS3z+/PJXK9+OizzEyKnu40oj8gomSPyHslmll3uSAO5OIvJ2s/D+TsCTOiSGsCELgmgyd39ndA/nj+Txt35g+F65qUlc5xrP5icT+YxmY6c7u4+BEDmyOmOCPpfstty+VSTdZ+HYwSY0CV1gAldEkCTu/s7oRuptgbItWj249dsFJrvZtcr0KK52VHPfN+VUAqgPBHNfqdOABz6gcwvpQXSrsRQyskNoJMhraj3s5O42prJ+s/D+TcCTOiS68+ELgmgyd39ndCNVFtDCVQUWQGZhwXlidKpegFwheuZwxJvGu36nLm2rOgHMk+4GUi/gszz7Dndt2ZxtTWTVZ+HYwSICV1SCZjQJQE0ubu/E7petbXMXCIcL7OTOUqnZuoeTRP1zHOJzt24Xc+8kYsMcM7LqZH55VuBtOuynczrRWRRgyiutmay2vNwjIBAgAldUhGY0CUBNLk7E7rramtINoOEMSDzckH2ZDN6SWNAyrDoUTv9ULLNUc+8cG724pYRgXMamcNKrxuRTfWjsiiYq62ZrPU8HCNgR4AJXVITmNAlATS5OxN68dXWQOYogQrrHIVWGkfrp3MtQuZO9cydC60Ut4Tanjnc7Pj73RHZ1CCfzHE9J5YxWfF5OEaACV1eB5jQ5TE0cwQm9IKEDlJG1bQz14Pslnlwnii0Ur1ijttz5lrp1HM37JZ5cABRXad65u7WLCvHbpnvzt8zr+dkmWv9mNDN1HoeixFgC90UHWBCNwVG0wZhQr9N6CBlVE2DVX72RpCwzI2QORbjVjb6BYvyqbZAogZRmVTTRaEV58XLzCFRqvVoso1yyb5nXj8qW7jZnRsTumkqzwMxAg4E2OUuqQxM6JIAmtydCf12tTW42Q8l51dNC7GXQNWzzLEc2Ps+nGwTlnmF4DxqGKUfza71A5mjwlsA2T8C6kcWrIPOFrrJCs/DMQJOCDChS6oDE7okgCZ3Z0K3Ezrc3sjkhupnoUEg5Sy31c+0ZQCZ45w5KrUFBpDoZyQATksas/9qCGVkB1C9SESz2wPgimtsoZus+DwcI8B76PI6wIQuj6GZIzChT6GnKm+hoykg8xAKDUId9CyRyU0vkA1kDgv7wFWQeZ6on16rkrF+59OCRB309JxAqheRKY6mubsfE7qZWs9jMQJ2BNhCl9QEJnRJAE3u7u+E/uPyKdQ2aDsdzc8Ah6NpIHNY2+6alpv9cH5u9maVjbvZkc71UIqN0rMDqEFklohotxWsXlzk1ksvd6DOz7zGmeJM1n8ezr8RYEKXXH8mdEkATe7u74S+9oPpVDtzp6ia1iI2g6pVyDVE5sfz3fMIpEM61xoGLXokm0GBFpA5MsDVAZkHuq+2Bvf8ggsdqcewyUzoJus/D+ffCDChS64/E7okgCZ393dCXzlvJrUJ3Eb3xWZQXAnIHJHwDjI3kJsdFj0sc1j0mmVeKyKbQgyQOdLAfpjQiZ588VUmdJP1n4fzbwSY0CXXnwldEkCTu/s7oa+aN5Oeq7aZYssZt8w1MkcJ1OqoZ+4ikE1bKljYsMwRBY8AOLjZa1XKppAgfcv88s1AsUf/Q0Y7rrZmsu7zcIwAE7qkDjChSwJocnd/J/T/LJlGw6v+aNjN7kzm1UDmAfqkDMv8oAiAs5N5bYOWedKtQFE69UZmIB0LbkWPPs/V1kxWfx7OzxFgQpdUACZ0SQBN7u7vhP7jiin0TOwWt6hqAXDY+6Y8IljmRsn8YhpIOZQyBZlnGtozhyv/SnqAqLaWlhVItStl0Y6ctvTgYA6KM1n9eTg/R4AJXVIBmNAlATS5u78Tul75VO1o2sHkfDKPuR0Fj5KorppWAhXpXEHm9SMzqV6kPQOcu34g85SMANqeEEZp2QFUOzyLmlTOolVXOMrdZNXn4RgBPrYmqwNM6LIImtvf3wndXflULWnMviuhFEB5Ipr9TgMBcM6FVrJy7dHsSDijt9cOMk/NDKCfLoaJVLK1wrOpeWwmV1szV+V5NEbAgQBb6JLKwIQuCaDJ3ZnQi6+2hlrkZ1OD7GlZA4iaRuufM9fqmSMqHe5ykDlyszeMdp0BTltOjcy3XAwTxWFqhmcL176WOY4Ty5is+DwcI8CJZeR1gAldHkMzR2BCL1ptDfXMEciGtKzwqjcykAEOhIyPgMSbgbQrv2panUrZ1MgAmcOih2W+NZ/M7wrPpnudyBzrzYRuptbzWIyAHQG20CU1gQldEkCTuzOhF6y2lp5DomIaotkRwY786kZys+MjID41WKRzBUHXLaYEanFLB7f+xZtBtDcxhG7lBFBxZM6EbrLS83CMQD4CTOiSqsCELgmgyd2Z0G9XWwMpo0DLwashFBacZz9iVsl9jnUsBwgcHwG7E0PIFpgnUrm6K7SiLSH6XUwLoh0JIZSTV9TN7rzUbKGbrPg8HCPAFrq8DjChy2No5ghM6HZCz86175nDzY487iItq0Eyv5Rm3zOHy72eQcscZI5z5nuSQuhGViDVrHg7AK649WVCN1PreSxGwAdd7klJSfT000/T9u3bKTY2lj788ENq3759kbV0d92OHTvoL3/5C128eJGaN29Oq1atomrVqokx3P3mSmGY0L3rUWJCt1dbi9fIXNQlN26ZY68dpAyCRgBc/Sj70TR3DdciAxw+HlIzA6lWeBY1i3EfOMeE7l3PDc/GGgj4lMt94MCBVKtWLZoyZYog3/79+9OhQ4eoXLlyBVbD1XUhISFUv359eu+996h79+40d+5c2rhxI61du5ZycnJc/uZuqZnQvetB8HdCR7W1zqG/lLieOfa+kc4VpJyFpDFRmVQ/0ph7HlHwcOsLMq+URY2js0QaWHeNq61513PDs7EGAj5D6Lm5uVS5cmU6f/48lS9fXqDft29fGjx4MD388MOO1XB3XZUqVWj06NG0detWcT2uhXV+9OhROnLkiMvfIiIiXK42E7p3PQj+TujrFk2jWpm7SlzP/KxI5xoijqY1jMoUQXB658y1ZDOHQOZZdssc3oBQAzndF17sSN2GcrU173p6eDa+joDPEDqIvEOHDnTq1CkH5i+//LIg+fHjxzv+zd111atXFxb5smXLHNe3a9eO5s2bJ0jd1W+tW7dmQl+6gSpGRXq9vvs7oX80bybdF7CNSlLPHO75wykhlJmDI232euZGyPzSzUA6LMg8QATb1YvMojADZH4lPZAWXepIT4yYyNXWvP6J4gn6EgI+Q+jHjh2j3r1708GDBx34wvUOKxt/as3ddTVq1KDdu3fTggULHNc/8MADNHnyZDp+/LjL33CN0XYx8Ro9PfljysjT8TkaHVDhdaEBOfTRtKeoakwlt3eBTMOmr6YAW6jC2ZgzdF5WJi2e1N+QTCNnfUnlK1Y058YKR0lLTaP5L/czJNOkVyZRp/K/Gaq2pu19x9+wUXYOUc1K2VQ1v0CLO3FwRj05I4DOXLeJpDGo0Fa9QrawzMVBdxcN/a5nBtCZ1GA6TM1oxhvTDMk0d+wsanX9rEKEzRl6R/hdNHr2BF2ZzLkbj8IIFEXAZwj9woUL1KZNGzp37pxDirFjx1LVqlVpwoQJjn9zdx0I/dtvvxWBcFpr2bIlLVy4UBC6q99wX26MACPACDACjIA3I+AzhJ6Xl0cxMTF04sQJioy0u3579uxJQ4cOpT59+jgwdnfdXXfdRcOGDaOdO3eK67Ozs0W0PMY8ffq0y9+io6OLXcOPPvqIcD9E3nNjBDyJgBV1j2XypAbxvayIgM8QOsAHecfFxdHUqVNFlDtc8HCxV6hQgUaMGEGvvfaa+N3ddY0bN6Y5c+ZQt27dRJT7mjVr6Pvvvxeue1e/uVp4K76ArKjkVpTJirrHMllRU1kmTyLgU4SekpJCgwYNoi1btggrHXvhXbt2pfT0dHHkbP369dSkSRNydR2A3bt3rxgjPj6eGjVqRHiJ1K5dW2Du7rfiFsWKLyBPKh/fq/QIWFH3WKbS6wP3ZASAgE8RurctmRVfQN6GMc+neASsqHssE2s7IyCHABO6BH5WfAFJwMFdPYiAFXWPZfKgAvGtLIkAE7rEslrxBSQBB3f1IAJW1D2WyYMKxLeyJAJM6BLLasUXkAQclut677330p///Gf605/+JE5YeFOzou6xTN6kYTwXX0SACV1i1az4ApKAw3Jd9+zZQ59++il9/fXX1KxZM3rmmWeoR48eFBwcXOayWlH3WKYyVyuegI8jwIQusYBWfAFJwGHZrsg1EBYWJmUdxBcAACAASURBVCz1H3/8URyXhOXetGnTMpPZirrHMpWZOvGNLYIAE7rEQlrxBSQBh6W7gtBxPPLmzZvCYl+0aBHdunVL5EMoi2ZF3WOZykKT+J5WQoAJXWI1rfgCkoDD0l1B6ElJSfTFF1/QypUrKSMjg1Cm97nnnisTua2oeyxTmagS39RCCDChSyymFV9AEnBYsiuIGzn++/XrR3Xr1hVphrGX3rBhwzKV14q6xzKVqUrxzS2AABO6xCJa8QUkAYfbrmPGjBFEeM8996i6henjDh48WJB5p06dxJ45shIGBXlHFT0r6h7LZLoK84B+hgATusSCq3oBIS+9Xps/f77eJV71++zZs0XEOAriIPUuAsxQy96bG6rwPfHEE45iQCWZq+o1tKLusUwl0TC+lhEoigATuoRWqHoBVapUiWbOnOmY2d/+9rcC///yyy/TjRs3JGZedl1R2Q7u6nr16olc+rDau3fv7hVHwQqj8sYbb7gECmvgrn322WdFfsZxt6tXr9K0adMIa3zgwIFSL4Qq3Sv8oYjSxLNmzSowTyMfK6URrKxkgowIdlTRVMmkYq48pu8jwIQusYaqHlbUeL906ZJjZoX/HyVfExMTJWZetl21iPHNmzeLALPt27eL6ndvvfVW2U6s0N1ff/11x7/g6NqVK1do3bp19PjjjxchOb2J5+Tk0HvvvUd///vfafTo0TR27Fiy2Wx63Vz+rkr3Ct8QRZBQ7MgTraxkUimjp2TyxPrwPbwfASZ0iTVS9bBWqVKFLl++LGYGIilXrhylpaWJ/Vv8Pwg+ISFBYuZl21Uj9JMnT4pqd9988w3dfffdtHr16rKdmIG7X79+XXgVvvrqKwNX2y/ZtWsXDR8+nO68805Rshd/yjZVuseELrsyBft7ap3MnTWP5qsIMKFLrJyqhxV12T/++GNC6lEkMhkyZAjB7Y5jUvh3nIHGv/tig2ehevXq1L59e3H06+mnn6YBAwaUap+6rOTH3FHCV6+lpqbSxIkTRWAdYgh69uyp18Xw76p0zx8IvbDHiy10w2rHF3o5AkzoEguk6qX6ySefEPYpmzdvTseOHaPvvvuORo4cSZs2bSJY7zgLDVLxpQasINehQ4eof//+XnH0Sw+/5cuXF7gkNzeXdu/eLSzurVu3uu0OC378+PH05JNP0quvviq8LGY2VbpX2L1es2ZNOnPmTIGpgwBVNFUy6c0VKX5btGihd1mpfi8rmUo1We7k8wgwoUssocqHFUS+f/9+atOmDd1xxx1ilshMZjYxSIhfoq6IFkd0uzcd/dIT4Nlnny1wCcjuv//9L61Zs4buv/9+t90DAgKoVq1aFBcXJzwR2Cop3EAkpW2qdM8IWavaU1clEzDGRzC8WxcuXBAeIpyyQCyE6qZSJtVz5/F9DwEmdIk144fVOHgLFiygLl26ELYT0JYuXSqivBEcpn2wGB+t7K5Etjh8mCA4zl07ffq07iRB+KVtVtQ9VTK9++67Il3vK6+8Qs8//zzh//EfCu3g31Q2VTKpnDOP7bsIMKFLrJ2qhxVBY0Yacov7SoPr9ujRoxQaGioC4RYvXiwsJFi7Gzdu9BUxxDw7duxoKIbh1KlTIjYgKirKdPlU6Z7eROFpgPdBRVMlEzL8bdu2TeQ9wJHJw4cPC28XYlTwd5VNlUwq58xj+y4CTOgSa8cPq3HwcO4c2whoyBb3+eefi5drgwYN6MiRI8YH8uCV//73vwvcTdtDX79+Pf30009uZzJu3DhxJA/H1bCfDu8E3L3nzp0T2yiyTZXuufuYhFdi2LBhhFwCKpoqmZyD4DRCR8Biq1atlOueKplU4M9j+j4CTOgSa6jqYUXSGOz5Yf/1j3/8o8QMvacrXp5wsyOgDGQOUszMzBQJZgoHXXnLrJG33bkhMUzt2rVFgKLe0bMaNWoIsjh79qw4oQCX7/Hjx8XeLaxF2aZK9/TmhXgAeFlUNFUyYZsHp0JgoWObA2l8v/zyS/FxgrVU2VTJpHLOPLbvIsCELrF2qh5WJFkBeSC5DAKzhg4dSvv27aOdO3eK6HBfbHihvvDCCxQSEiJSwILIz58/T4gkRxS41RrcuYiIR0MmPM3ax3l7MyxcVbqH6H18rGgfLDiVgA8R7DdDJ1U2VTLhucGWDxIyIWajQoUK4ghhu3btVIojxlYlk/KJ8w18EgEmdIllU/WwwgpE0hUkMUF0OKzZ5ORkcVTt4MGDEjPmriVFID4+XljXWnQ0qq7B+tZryAqHGAd8kD322GMiec7//vc/8VGjbT3ojeHud1W6hy0QnLGPiYkRR/OeeuopatmyJUVHR4v8ByqbKplUzllvbCvKpCcz/152CDChS2Cv6mGF5fDDDz8Q9jOdrTsQPQKtfLG5y4uOs9pr164VZ++9qSFYDxXXcG4engQkwMF+OIhNbysE55phiWvH1QIDA4XVi/S2en2NYKBK9+rUqSM+JjXPAmIBfv/734tYBwQ1qmyqZMIz5KoVjpMwWz5VMpk9Tx7PGggwoUuso6qHFYU9QBzY65syZQrNmDFDWHfff/+9KfuvEiKXuqtzXvTCg8AKxL469pq9qcFtjjVu2rSpIzoa+/29evWivXv3lulUVekeCubs2LFDkDf0T5PzrrvuIngrVDZVMuHjWGtaTn48YzitMGrUKJUisctdKbo8eGEEmNAldELVC+jhhx8uMCvNusP+H/ZguXkGgeKio0EI2P/HvnJpGixeWOmyR79U6R5KxsKbgmNdK1asEB4ieIVAfPCiqGyqZCpuzlhHPGd6+QRk5fWkTLJz5f6+jwATusQa8sNqHDxYRC+99JKI3Mff4drFMTDEBnhrXXRYpbBUsfUBEsfZ+WXLlonAPvzdXYOHBZ4V5K53zhKHojvYk4bnBcGPpW0qdQ/Jc/DB4el1USlTYZxxnBAeGNWeFk/KVFpd4n7WQYAJXWItVT6sCJyCRYRId6Sq7Nu3rzhy46sNc4dbHUe54AJdsmSJOMuNcqKqraTSYoZjdg888IA4qta2bVtB5IiOHjNmjO7RLeyXI9WolhlPm8NDDz0kEumUL19e/FfaZqbu/fLLL4amoToq3EyZnAXC1oFzw4ckiBz5EJArQGVTJZPKOfPYvosAE7rE2ql6WHFG9sUXXxSZ1JAWFce7tGAsMyt2SYhe4q7NmjUTR+/QYJmi4AyaWce4SjwhxR1QWOe3334rchd8ICAeQraZqXtIeoMGqxzeBBQBggelWrVqohY6jq5B73zV5Q6PkHODTDi5gO0P1BZQ2cxcJ5Xz5LGtgQATusQ6qnpYkc3qn//8pwjE0hqOqyHaWiNFiWmXSVck8UAOdBy90yL34Y6+7777lAdblVZgd5H5L7/8cmmHNaWfKt3DGj366KPUu3dvxzxxnh65z61kzWZnZxO8Jc4Bc6YsTKFBVK2TirnymL6PABO6xBqqelixz5yQkFBkZq7+XUIEj3WF2xOWEix1HOdCNDU+UmAleWtiGefIfFiu2AZBtbVJkyaJ8+TumrujUtOmTaO3336bVq9eXWr8Vemec4pe58nh6BpOWahsqmRyNWek4N2+fbtKkTjKXSm6PHhhBJjQJXRC1QsI+7VwCTpXIYM1C7en6heQBBxuuyJbl3ND5D7kw0eKLzUk+UFAHNbHXXNn+SEoDnu4HTp0KLXoqnQPH1o4cw8d1Boqx2H7B8fZVDZVMhX2pmg5+ZE8B1kLVTZVMqmcM4/tuwgwoUusnacfVpWVriRg8LuuERERdO3atRLJjbVD8BkIZO7cuSXqW9zFqnQPsQ1I9NO6dWtClD8i3pExDtH9SP+qsqmSafbs2QWmreXkhxclKChIpUhsoStFlwdnC91EHVD1AnK3d+s8/bLexy0JlGWZrask8zRyLUpuOsc3uOsDSxwkju0GHAODpYvje7JNle5hXggaQ+Aetn2qVKkiIv1VlIAtjIFKmVSWsnW3liplktUh7m89BNhCl1hTVQ+rtnd79epVQQQozmKz2YrM1F32NQmxlHQtnK0LWwirVq0SEe96+9FKJmRgUJl0tdOnTxdrV7FiRRFkBiLH8Tezmirdw/ysRn6qS9kyoZul1TyOLAJM6BIIqnypYlookgEyQKAS9mxhLVmpIbkH0qh+++23XimWTLpaEDliHoYPH06dO3c23bWrSvesSH6qS9kyoXvl4+uXk2JCl1h2VS9V1AmfPHmySMSCBCzIpobIapxPR9CSlRryaaO0qtVaWloarVmzRrjbf/31V1GQBVb6gw8+aEoZUlW6Z0XyU13Klgndak+v78rDhC6xdqpeqkhKgv/mzZtHCMBCQ0AVzggj05ovNnyMODdEGiNqGnvMWpIZb5MLc0Q+c3hHtIx9KGeL/0qSix1bJ0gMBHLfv38/If2rbFOle1YkP9WlbJnQZbWZ+5uFABO6BJKqXqp4+aOGduGGspbI4OWLDSTo3BBpXLduXVEyFceHvLHBK4LgMBTF0TL2vfPOO6KoxyuvvGJ4yjdv3nSkedXqqhvu7OJCVbpnRfJTXcqWCV1Wm7m/WQgwoUsgqeqlKjEl7moiAsg/Dw9CpUqVHKNi+6NVq1YiOY67duPGDRHN/sknn4gjbvC04DjYm2++KQLlZJsq3WPyk12Zgv1VrZO5s+TRrIIAE7rESvLDKgGeD3QtLjMfzpOjrGpxmfycRXr22WdFAZeZM2eK9LY///yz+Dv6mZFC1Yq6xzL5wEPBU/RqBJjQJZbHii8gCTgs1xWu9r/+9a8FMvYh0QpSt86ZM8etvKi2hi0SHDfEmXWcXUdzlVq1pOBZUfdUyYTyt0Zaenq6kctKdI0qmUo0Cb7YbxBgQpdYan5YJcDzka6lPZPtbN1rhI6qZYglKK4KW0nhUKV7rsgP8pw5c6ak0yzR9apkKtEkTL7YijKZDBEPZyICTOgSYPLDKgGeD3SVOZONPO2IkEd5WATUwTI/fvy4qJGOc+myzRO6h+0FJABCbnfUgh89erTstN32VykTch6gUqEWlIha6KgnoLqplEn13Hl830OACV1izfhhlQDPB7rKnMnGOXS420GEOLUQGRkpCp6YERAH6Dyte0iSs27dOqWrpkomBDAiQRNiGlDhDx9ZOJKI44j40FLZVMmkcs48tu8iwIQusXb8sEqA5wNdy/JMth48ntQ9kB+KtezatUtvWlK/q5IJdQSeeeYZ6t+/vyOeAR8ns2bNok2bNknNWa+zKpn07su/+ycCTOgS684PqwR4PtC1LM9k68GjSveQF8C5gcyR6Q6R+sBDZVMlU/Xq1YWrHc05QBF5ELANorKpkknlnHls30WACV1i7fhhlQDPB7qW5ZlsPXhU6d7ChQsL3FpLANSlSxe9KUn/rkomHDO8ePGiyO4HQke2PhwdRI6AjRs3Ss/b3QCqZFI6aR7cZxFgQpdYOn5YJcDjrlIIWFH3VMn0/PPP06hRo6hBgwaiwBES/aAk7OLFiwnHC1U2VTKpnDOP7bsIMKFLrB0/rBLg+UBX5M931dq1a1emEqjSPXd163H+/u2336bVq1crkV2VTM6TRU7+6OhoEazoieYJmTwhB9/DNxBgQpdYJ35YJcDzga7ObmbtCBcSxCCX+9q1a8tUAlW651y3vrCALVu2FKlwcSRPRVMlk4q5Gh3TijIZlZ2v8zwCTOgSmPPDKgGej3bdtm2bODI2f/78MpXAE7qHo3cVKlTwmJyekMljwuTfyIoyeRpDvp9xBJjQjWNV5Ep+WCXA8+GuXbt2pQ0bNpSpBKp0D6Vex4wZI85oZ2dnC9c0stu99dZbBYrUqBBelUwq5mp0TCvKZFR2vs7zCDChS2DOD6sEeD7aFbncH3roIdqzZ0+ZSqBK90DeiAqfPHmy2GsGwb/++ut0/fp1kTFOZVMlk8o5641tRZn0ZObfyw4BJnQJ7PlhlQDPB7o2bdq0wCxxJhvV0hAYhkQlZdlU6R7ObJ89e5aCgoIc4sFSRynZc+fOKRVZlUxKJ60zuBVlKks8+d7uEWBCl9AQflglwPOBrlqFNG2qOJONdLBGq3epFFGV7oHQUYQFaWu1lpGRIQgdZ7lVNlUyqZyz3thWlElPZv697BBgQpfAnh9WCfC4qxQCqnQPR9JwRhvntbUGdztSpQ4YMEBqznqdVcmkd1+Vv1tRJpV48dhyCDChS+DHD6sEeNxVCgEr6h7LJKUS3JkRICZ0CSWw4gtIAg7u6kEErKh7LJMHFYhvZUkEmNAlltWKLyAJOLirBxGwou6xTB5UIL6VJRFgQpdYViu+gCTg4K4eRMCKuscyeVCB+FaWRIAJXWJZrfgCkoCDu3oQASvqHsvkQQXiW1kSASZ0iWW14gtIAg7u6kEErKh7LJMHFYhvZUkEmNAlltWKLyAJOLirBxGwou6xTB5UIL6VJRFgQpdYViu+gCTg4K4eRMCKuscyeVCB+FaWRIAJXWJZrfgCkoCDu3oQASvqHsvkQQXiW1kSASZ0iWW14gtIAg7u6kEErKh7LJMHFYhvZUkEmNAlltWKLyAJOLirBxGwou6xTB5UIL6VJRFgQpdYViu+gCTg4K4eRMCKuscyeVCB+FaWRIAJXWJZrfgCkoCDu3oQASvqHsvkQQXiW1kSASZ0iWW14gtIAg7u6kEErKh7LJMHFYhvZUkEmNAlltWKLyAJOLirBxGQ0b033niD0tPT6fXXX/fgjPVvJSOT/uhlc4UVZSobJPmuRhBgQjeCkotr+GEtCMyIESNo6dKlFBISQqGhofS73/2O5s+fT3fccYcEyty1OAQK615SUpKoYV6pUiXH5d27d6fPPvuMjhw5Qjk5OdS4cWPxmwyhP/744zR69Ghq3759sQuTl5dHdevWpUOHDgk9+O6776hjx45Uvnx53YU063nCHCZNmkTLli2j1NRUqlmzJr399tvUrVs33TmYfYFZMpk9Lx7PmggwoUusKz+sRQm9YcOGBGKHBfjyyy/ThQsX6PPPP5dAmbsaJXRgD2Iv3CZMmEBt2rShfv36SRP69u3bqVGjRhQeHu5yYb7//nv6/e9/TyDW+++/n/71r39RTEyM7kKa9TzhI2bOnDn0zTffUHR0NB08eJAiIiLozjvv1J2D2ReYJZPZ8+LxrIkAE7rEuvLD6prQ8cu2bdto2LBh9Ntvv4kLR44cSd9++y1lZWVR27Zt6eOPPyabzUbXr18Xv23cuFFYku+++y498cQTdOzYMRoyZAidP3+eatWqJSyusngpS6iIsq7FWejFEfqnn35KL774oiC0qKgo+uSTT+jrr7+mhIQE2r9/v7DeK1euTEuWLKGWLVuK+cKihRX+n//8R1wHT8u8efPEb7D68aHWpUsXl+sWFhYmPujGjRtHc+fOFZ4B3BvjR0ZGCusZDWuN9cRHQo0aNcis5+nNN9+kxMREYZUXbjdu3KDnn3+efv75Z+E1wPw6d+5MX3zxhZBx06ZNFBAQQNOmTaP4+HhavHix1BqaJZPUJLiz3yDAhC6x1PywuiZ0uDpBCiCSf/zjH+LCrVu3CksRDYSA32E1gvRBArgOL/mMjAyqWLEiNW/enGbNmkU9evQQrny8dNevXy+xYtbpapTQIfFTTz1Fffr0KWCh46MJ63H33XfT8uXLBZnCskbDWkydOpVg2WM9YGWDHDt16lSA0ItbN7j8NULHWCDqPXv2CAt93759BJf94cOHxX3++9//0pQpUwSJopn1PGF8eAiw3dO7d28KDAx0LDzIHHPEtgO2Bf7whz+I+UDfoIv4YAHB489ff/1V6K9MM0smmTlwX/9BgAldYq35YS1K6CtXrhSWD1y/o0aNIlhLwcHBRVB+9dVXhWU4duxY8dI8ffq0sOK0BhJ45plnaPfu3eKfsrOzqUKFCgQLC1a9vzcje+gIesNHU3GEfurUKfrggw8EjJcuXaLWrVvT2bNnHYSOv8fGxor/f+6556hVq1Y0ePDgAoRe3LppHwSw0AsTOv4fVvqiRYvEeMOHDxf/jz/NJHSMhY+HyZMn04EDB4SnAB8faNCxkydPOnQNH5a47sEHHxTeiA4dOohYBHghevXqJa1m/I6QhpAHKAECTOglAKvwpfywFiV0bQ/9tddeo8uXL9P7778vLrp58yZNnz6ddu7cKSym48eP07PPPivIAsSB353bunXrqH///sLC09rVq1dp7969VLVqVYlVs0ZXWQv91q1bwjpGw8dX06ZNBbFrhIzf4XpGQ0wEfsd6aS53fAAUt256hA4XNz4mYPHfddddYj3xYWc2oWurjA9F6BGsb1jn2PuvX7++QwngScKcHnvsMfFv0McNGzYI/dTkl9EYfkfIoMd9S4oAE3pJEXO6nh9W14R+7do1qlevHm3ZskX8OX78eGFdY58SFjusJhAz/sRLFhYh9le1BsscBIJ9eG5FESgJoQ8cOFC4nl0FxRVH6JqF7YrQYdkWt26FCR175FhLLSgO98K2C6z02bNni4A5ral6nv75z3/SwoUL6d///rewzM+dOye8PYUbguewNYGPl65duwr9k22qZJKdF/e3JgJM6BLryg+ra0LHL7DI4fpcvXo1DRo0iJo0aSL2ZRH5jn1KuFpB6PgNL3zsl+fm5lJycrKw2uCORQAViAgR00ePHqUGDRpIrJh1upaE0OF2B74TJ04UABQ+tlZaQi9u3eCudt5Db9GihdjLhitba3379qWUlBQR8PinP/3JdELftWuX8OzExcWJj0hY3fAGzJgxQ1jpmB+2grB1c+LECRGYh49MHMWDvsH7gI+OzZs3Swdh8jvCOs+cL0jChC6xSvywuid0uDPr1KkjAtlwLv3JJ58UEe61a9cWe5ZwaYLQ4UrHixYvUDQEbMFNipftCy+8INyyIPpHH32UFixYILFi1ulaHKHDBe5seSKYEIGEiGQHiSLADR9XsFSdE8uUltBdrZszoX/11VdiHx/Hx7TTDmvWrBG6gD1rBKOZbaHjAwKEjdMT8CLA6oaLH/MCwUPncNoCwZdwvwMPeAx27NghTgGgIRYEJwRkgzD5HWGdZ84XJGFCl1glflglwOOuUgj4su7howJucBCmc/NlmVwtphVlklJc7qwUASZ0CXj5YZUAj7tKIeCruodgO2SOw/65sxseYPiqTO4W0ooySSkud1aKABO6BLz8sEqAx12lEPBF3YOrG1kDcYRM289nC11KDbgzI1AAASZ0CYXwxZeqhLjc1YsQsKLusUxepGA8FZ9EgAldYtlwVhXR1ziWxY0R8CQCVtQ9lsmTGsT3siICTOhWXFWWiRFgBBgBRsDvEGBC97slZ4EZAUaAEWAErIgAE7oVV5VlYgQYAUaAEfA7BJjQ/W7JWWBGgBFgBBgBKyLAhG7FVWWZGAFGgBFgBPwOASZ0v1tyFpgRYAQYAUbAiggwoVtxVVkmRoARYAQYAb9DgAnd75acBWYEGAFGgBGwIgJM6FZcVZaJEWAEGAFGwO8QYEL3uyVngRkBRoARYASsiAATuhVXlWViBBgBRoAR8DsEmND9bslZYEaAEWAEGAErIsCEbsVVZZkYAUaAEWAE/A4BJnS/W3IWuDgELl26RG+++SatW7eOzp49S+XLl6cGDRrQyJEj6YknnmDQGAFGgBHwegSY0L1+iXiCqhE4ePAgdenShTp16kQjRoygOnXqUFpaGu3fv59q1KhB999/v+op8PiMACPACEgjwIQuDSEP4OsItG7dmvDfggUL3IrSqlUrmj9/vvjv66+/plmzZokPgPPnzwtLfsOGDRQYGEg9e/YU10RHR4vxatWqRR9++CE99NBDjvHxAfHUU0/RkCFD6MaNG3THHXfQkiVLhJcA3oLY2Fgxn3bt2vk6vDx/RoAR8BACTOgeAppv450I7Nu3j1q0aEEJCQkUExOjS+iZmZmCiP/v//6PoqKiKCIiQpBus2bNaPr06ZSTk0Pjxo2j5ORkWr9+vWFCDw8PFx8Cn3/+uXD3g9xfffVVOnXqFJUrV847weNZMQKMgFchwITuVcvBk/E0AiDQV155hU6cOOG4NSzvqVOniv8HyZ8+fVr8HRZ6w4YNadWqVY5rf/zxR+rduzdduHCBwsLCxL+npqZS9erVacuWLXTPPfcYstBB6Js2bRJuf601adKEJk2axHv4nlYKvh8j4KMIMKH76MLxtM1BAOT80ksvCbe51mBdX7lyhbZt20ajRo2ipKQkB6E/99xzNHjwYMe1ixYtohUrVgjydm4tW7ak8ePH04ABAwwTenx8PN15552OYR5//HFq3rw5TZw40RxheRRGgBGwNAJM6JZeXhZOD4FffvlFBL1dvXpVuNCd2w8//ED9+vUrQOhwpztHvc+bN48+++yzIoR+77330oQJE1wSOtz02D/X9tBhoR89epTq1avnmEKfPn3E3j5c79wYAUaAEdBDgAldDyH+3dIIZGdnU926demxxx6jd955p8SEvnnzZgLxFudyx28gduyvz5w5k3r16iXGz83NFS557Lk7E/ratWsLXFO7dm0ReNe/f39LrwELxwgwAuYgwIRuDo48ig8jgOj0Rx55RFjjw4YNEwQPov/yyy8FETu73Atb6CBnWNvYK58xY4YIioOrHUF2GzduFKgMGjRI/PvKlStFFDw+HHAN3PXOhN62bVtaunSpIHtEuy9fvlwExWl78z4MMU+dEWAEPIAAE7oHQOZbeD8Cu3btEoSMIDe43xFZfvfdd1O3bt2ElYyGoLjChI5/T0xMpBdffNER1d6jRw+CKx5Hz9DOnTtHQ4cOpQMHDlBwcLD4eMAefefOnQsQOj4gsF9+8uRJQkDc+++/TyB5bowAI8AIGEGACd0ISnwNI6AQAZxDxx46zp/HxcUpvBMPzQgwAlZGgAndyqvLsvkEAhqhX7x4kapWreoTc+ZJMgKMgPchwITufWvCM/IzBJjQ/WzBWVxGQBECTOiKgOVhGQGjCDChG0WKr2MEDmovmwAAAIVJREFUGAF3CDChs34wAowAI8AIMAIWQIAJ3QKLyCIwAowAI8AIMAJM6KwDjAAjwAgwAoyABRBgQrfAIrIIjAAjwAgwAowAEzrrACPACDACjAAjYAEEmNAtsIgsAiPACDACjAAjwITOOsAIMAKMACPACFgAASZ0Cywii8AIMAKMACPACPx/W01xpqLP2AgAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "air.plot().update_layout(height=500, width=500)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Plots can be saved as images using the `write_image` method. Here's an\n", "example saving a plot as an svg file.\n", "https://plotly.com/python-api-reference/generated/plotly.graph_objects.Figure.html#plotly.graph_objects.Figure.write_image" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "air.plot().write_image(\"air.svg\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Or as a png..." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "air.plot().write_image(\"air.png\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The size of plot when being saved to an image can also be controlled\n", "without affecting the original figure object." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "air.plot().write_image(\"air_resized.svg\", height=800, width=1100)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Clean up files." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "to_clean = [\"air.svg\", \"air_resized.svg\", \"air.png\"]\n", "for name in to_clean:\n", " if Path(name).exists():\n", " Path(name).unlink()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }