diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 5863536d..4f32f37d 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,6 +1,6 @@ repos: - repo: https://github.com/pycqa/isort - rev: 5.9.3 + rev: 5.10.1 hooks: - id: isort additional_dependencies: [toml] @@ -16,7 +16,7 @@ repos: - repo: https://github.com/psf/black - rev: 21.8b0 + rev: 21.12b0 hooks: - id: black name: black @@ -24,7 +24,7 @@ repos: language_version: python3.7 - repo: https://github.com/pre-commit/pre-commit-hooks - rev: v2.3.0 + rev: v4.1.0 hooks: - id: trailing-whitespace - id: end-of-file-fixer @@ -36,6 +36,8 @@ repos: - id: mixed-line-ending - id: pretty-format-json args: [--autofix] - - id: flake8 - additional_dependencies: [flake8-docstrings] - exclude: ^tests/ + + - repo: https://github.com/pycqa/flake8 + rev: '4.0.1' + hooks: + - id: flake8 diff --git a/CHANGELOG.md b/CHANGELOG.md index d2f9431c..744457ed 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,6 +6,7 @@ All notable changes to this project will be documented in this file. If you make - Added hourly resolution to AEP calculation - Added wind farm plotting function to pandas_plotting toolkit using the Bokeh library - Split the QC methods into a more generic `WindToolKitQualityControlDiagnosticSuite` class and WTK-specific subclass: `WindToolKitQualityControlDiagnosticSuite`. +- Updated filter algorithms in AEP calculation, now with a proper outlier filter ## [2.2 - 2021-05-28] - IAV incorporation in AEP calculation diff --git a/examples/02_plant_aep_analysis.ipynb b/examples/02_plant_aep_analysis.ipynb old mode 100644 new mode 100755 index 7da5a8b0..be421d7e --- a/examples/02_plant_aep_analysis.ipynb +++ b/examples/02_plant_aep_analysis.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -26,28 +26,6 @@ "Uncertainty in the annual energy production (AEP) estimate is calculated through a Monte Carlo approach. Specifically, inputs into the OA code as well as intermediate calculations are randomly sampled based on their specified or calculated uncertainties. By performing the OA assessment thousands of times under different combinations of the random sampling, a distribution of AEP values results from which uncertainty can be deduced. Details on the Monte Carlo approach will be provided throughout this notebook." ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Ignore package deprecation warnings prior to import. These are\n", - "# not dependent on OpenOA, but internal to the packages themselves.\n", - "import warnings\n", - "\n", - "warnings.filterwarnings(\n", - " action='ignore',\n", - " category=DeprecationWarning,\n", - " module=r'.*statsmodels'\n", - ")\n", - "warnings.filterwarnings(\n", - " action='ignore',\n", - " category=DeprecationWarning,\n", - " module=r'.*numpy'\n", - ")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -59,18 +37,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# Import required packages\n", "import os\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import statsmodels.api as sm\n", "import pandas as pd\n", "import copy\n", - "import warnings\n", "\n", "from project_ENGIE import Project_Engie\n", "from operational_analysis.methods import plant_analysis" @@ -85,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -132,12 +108,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABDAAAAFgCAYAAABNIolGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAk8ElEQVR4nO3df7DlZX0n+Pdn6Ej8MRjB1jUNbpPIZoNWRUMXIeNWyoRRGU0Fp0oTUpvIzDJFlWU2RrM1gc3Wmp1ZqiA7I46T1S1GGNBxRIo4KxV/hcWkrFQRtDVGROLSBkZaiXQCY9jZ1djks3+c75XT3fd23+6+99znnn69qk6dcz7n+3zv8z23+zn3vu/zfb7V3QEAAAAY2d/Z6g4AAAAAHIsAAwAAABieAAMAAAAYngADAAAAGJ4AAwAAABjejq3uwIl67nOf27t3797qbgAc4XOf+9xfdvfOre7HVjNOA6MyTs8Yp4FRrTVOb9sAY/fu3dm7d+9WdwPgCFX1H7e6DyMwTgOjMk7PGKeBUa01TjuFBAAAABieAAMAAAAYngADAAAAGJ4AAwAAABieAAMAAAAYngADAAAAGJ4AAwAAABieAAMAAAAYngADAAAAGJ4AAwAAABieAAMAAAAYngADAAAAGJ4AAwAAABieAAMAAAAY3o6t7sCi7b7qo6vWH7r2tQvuCQCHW2uMTozTACMwTgNbyQwMAAAAYHjHDDCq6pyq+oOqur+q7quqt0z136qqr1fVF6bba+baXF1V+6rqK1X16rn6BVV17/Tau6qqpvrpVfWhqX5PVe3ehGMFAAAAtqn1zMA4mOTXu/tHk1yU5M1Vdf702vXd/dLp9rEkmV67LMmLk1yS5N1Vddq0/XuSXJnkvOl2yVS/Isnj3f2iJNcnue7kDw1guVTVTVX1aFV9aa52ZlXdWVUPTPfPmXttw8Lkqrp8+hoPVNXlCzpkAAD4nmMGGN39SHd/fnr8RJL7k+w6SpNLk9za3d/p7geT7EtyYVW9IMkZ3X13d3eS9yV53VybW6bHtye5eOUHagC+5+Y8FfyuuCrJXd19XpK7pucbGiZX1ZlJ3p7kJ5JcmOTt80EJAAAswnGtgTH9Ne5lSe6ZSr9SVV+c/iq48sPsriQPzzXbP9V2TY8Prx/SprsPJvlWkrNW+fpXVtXeqtp74MCB4+k6wLbX3Z9O8thh5fkA+JYcGgxvVJj86iR3dvdj3f14kjtzZJACAACbat0BRlU9K8nvJvm17v7rzP6C98NJXprkkST/cmXTVZr3UepHa3NoofuG7t7T3Xt27ty53q4DLLPnd/cjyWzGXJLnTfWNDJPX2tcRBM0AAGyWdQUYVfV9mYUXH+juDydJd3+zu5/s7r9N8m8ym1aczH6wPWeu+dlJvjHVz16lfkibqtqR5Nk58q+MAKzfRobJ6wqZE0EzAACbZz1XIakkNya5v7vfMVd/wdxm/zDJyqJydyS5bFoM7tzMzq/+zPSXwSeq6qJpn29M8pG5NiuLwr0+yaemqc0AHN03V8bj6f7Rqb6RYfJa+wIAgIVZzwyMlyf55SQ/c9glU397WsX+i0l+Oslbk6S770tyW5IvJ/lEkjd395PTvt6U5L2ZnYv91SQfn+o3JjmrqvYleVumRegAOKb5APjyHBoMb1SY/Mkkr6qq50zrHb1qqgEAwMLsONYG3f1HWX368MeO0uaaJNesUt+b5CWr1L+d5A3H6gvAqayqPpjkFUmeW1X7M7syyLVJbquqK5J8LdNY2t33VdVKmHwwR4bJNyd5emZB8nyY/P4pTH4ss6uYpLsfq6p/nuSz03b/rLud5gcAwEIdM8AAYAzd/YtrvHTxGttvWJjc3TcluWndnQU4BVXVTUl+Nsmj3f2SqXZmkg8l2Z3koSQ/P13RKVV1dWaXsH4yya929yen+gV5Kmj+WJK3dHdX1emZXT3qgiR/leQXuvuhqc3lSf6nqSv/a3evXFUKYGkc12VUAQCANd2cIy8zfVWSu7r7vCR3Tc9TVednNtPtxVObd1fVaVOb9yS5MrPT/86b2+cVSR7v7hcluT7JddO+zsxsVt5PZLaw/tunU/4AlooAAwAANkB3fzpHXknv0iQrsyFuSfK6ufqt3f2d7n4wszXiLpwWZD6ju++e1iF632FtVvZ1e5KLp/WMXp3kzu5+bJrdcWeODFIAtj0BBgAAbJ7nTwsoZ7p/3lTfleThue32T7Vd0+PD64e06e6DSb6V5Kyj7AtgqQgwAABg8VZbJL+PUj/RNod+0aorq2pvVe09cODAujoKMAoBBgAAbJ5vTqeFZLp/dKrvT3LO3HZnJ/nGVD97lfohbapqR5JnZ3bKylr7OkJ339Dde7p7z86dO0/isAAWT4ABAACb544kl0+PL0/ykbn6ZVV1elWdm9linZ+ZTjN5oqoumta3eONhbVb29fokn5rWyfhkkldV1XOmxTtfNdUAlorLqAIAwAaoqg8meUWS51bV/syuDHJtktuq6ookX8t0ueruvq+qbkvy5SQHk7y5u5+cdvWmPHUZ1Y9PtyS5Mcn7q2pfZjMvLpv29VhV/fMkn522+2fdffhiogDbngADAAA2QHf/4hovXbzG9tckuWaV+t4kL1ml/u1MAcgqr92U5KZ1dxZgG3IKCQAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMLxjBhhVdU5V/UFV3V9V91XVW6b6mVV1Z1U9MN0/Z67N1VW1r6q+UlWvnqtfUFX3Tq+9q6pqqp9eVR+a6vdU1e5NOFYAAABgm1rPDIyDSX69u380yUVJ3lxV5ye5Ksld3X1ekrum55leuyzJi5NckuTdVXXatK/3JLkyyXnT7ZKpfkWSx7v7RUmuT3LdBhwbwCmjqt46hcxfqqoPVtX3C5oBAFgmxwwwuvuR7v789PiJJPcn2ZXk0iS3TJvdkuR10+NLk9za3d/p7geT7EtyYVW9IMkZ3X13d3eS9x3WZmVftye5eOWHZgCOrqp2JfnVJHu6+yVJTsssSBY0AwCwNI5rDYzpL24vS3JPkud39yPJLORI8rxps11JHp5rtn+q7ZoeH14/pE13H0zyrSRnrfL1r6yqvVW198CBA8fTdYBltyPJ06tqR5JnJPlGBM0AACyRdQcYVfWsJL+b5Ne6+6+PtukqtT5K/WhtDi1039Dde7p7z86dO4/VZYBTQnd/Pcm/SPK1JI8k+VZ3/34EzQAALJF1BRhV9X2ZhRcf6O4PT+VvTn+ty3T/6FTfn+ScueZnZ/aXwP3T48Prh7SZ/nr47CSPHe/BAJyKprUtLk1ybpIfTPLMqvqlozVZpSZoBgBgaOu5CkkluTHJ/d39jrmX7khy+fT48iQfmatfNi34dm5m51B/Zvrr3xNVddG0zzce1mZlX69P8qlp+jIAx/b3kzzY3Qe6+7tJPpzk70XQDADAElnPDIyXJ/nlJD9TVV+Ybq9Jcm2SV1bVA0leOT1Pd9+X5LYkX07yiSRv7u4np329Kcl7Mzvf+qtJPj7Vb0xyVlXtS/K2TAvNAbAuX0tyUVU9YwqIL85swWVBMwAAS2PHsTbo7j/K6lOHk9kPyau1uSbJNavU9yZ5ySr1byd5w7H6AsCRuvueqro9yeczu/T1nyS5IcmzktxWVVdkFnK8Ydr+vqpaCZoP5sig+eYkT88sZJ4Pmt8/Bc2PZXYVEwDWqaremuSfZHb63b1J/nFmiy5/KMnuJA8l+fnufnza/urMrgD1ZJJf7e5PTvUL8tQ4/bEkb+nurqrTM1t8+YIkf5XkF7r7ocUcHcBiHDPAAGB83f32JG8/rPydCJoBttzc5a7P7+7/bwqRL0tyfmaXu762qq7KbBbybxx2uesfTPJ/VdV/NYXNK5e7/uPMAoxLMgubv3e566q6LLPLXf/CQg8UYJMd12VUAQCAE+Jy1wAnSYABAACbyOWuATaGAAMAADaRy10DbAwBBgAAbC6XuwbYAAIMAADYXC53DbABXIUEAAA2kctdA2wMAQYAAGwyl7sGOHlOIQEAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGd8wAo6puqqpHq+pLc7XfqqqvV9UXpttr5l67uqr2VdVXqurVc/ULqure6bV3VVVN9dOr6kNT/Z6q2r3BxwgAAABsc+uZgXFzkktWqV/f3S+dbh9Lkqo6P8llSV48tXl3VZ02bf+eJFcmOW+6rezziiSPd/eLklyf5LoTPBaAU1ZV/UBV3V5Vf1ZV91fVT1bVmVV1Z1U9MN0/Z257YTMAANvKMQOM7v50ksfWub9Lk9za3d/p7geT7EtyYVW9IMkZ3X13d3eS9yV53VybW6bHtye5eOUHZgDW7V8l+UR3/9dJfizJ/UmuSnJXd5+X5K7pubAZAIBt6WTWwPiVqvridIrJyl/1diV5eG6b/VNt1/T48Pohbbr7YJJvJTlrtS9YVVdW1d6q2nvgwIGT6DrA8qiqM5L8VJIbk6S7/6a7/1MODYhvyaHBsbAZAIBt5UQDjPck+eEkL03ySJJ/OdVX+2G2j1I/Wpsji903dPee7t6zc+fO4+owwBL7oSQHkvzbqvqTqnpvVT0zyfO7+5Ekme6fN22/aWGzoBkAgM1yQgFGd3+zu5/s7r9N8m+SXDi9tD/JOXObnp3kG1P97FXqh7Spqh1Jnp31n7ICQLIjyY8neU93vyzJf850usgaNi1sFjQDALBZTijAmKYZr/iHSVauUHJHksumxd7Ozez86c9Mf/l7oqoumqYcvzHJR+baXD49fn2ST01TlwFYn/1J9nf3PdPz2zMLNL65Ml5P94/ObS9sBlggiy0DnLz1XEb1g0nuTvIjVbW/qq5I8tvTwPnFJD+d5K1J0t33JbktyZeTfCLJm7v7yWlXb0ry3szOtf5qko9P9RuTnFVV+5K8LUf/qyEAh+nuv0jycFX9yFS6OLNxeD4gvjyHBsfCZoDFstgywEnacawNuvsXVynfeJTtr0lyzSr1vUleskr920necKx+AHBU/32SD1TV05L8eZJ/nFlIfdsUPH8t01jb3fdV1UrYfDBHhs03J3l6ZkHzfNj8/ilsfiyzH6wBWIe5xZb/UTJbbDnJ31TVpUleMW12S5I/TPIbmVtsOcmD09h7YVU9lGmx5Wm/K4stf3xq81vTvm5P8jtVVcJmYJkcM8AAYHzd/YUke1Z56eI1thc2AyzO/GLLP5bkc0neksMWW66q+cWW/3iu/cqiyt/NOhdbrqqVxZb/cr4jVXVlZjM48sIXvnCjjg9gIU7mMqoAAMCxWWwZYAMIMAAAYHNZbBlgAwgwAABgE1lsGWBjWAMDAAA2n8WWAU6SAAMAADaZxZYBTp5TSAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEJMAAAAIDhCTAAAACA4QkwAAAAgOEdM8Coqpuq6tGq+tJc7cyqurOqHpjunzP32tVVta+qvlJVr56rX1BV906vvauqaqqfXlUfmur3VNXuDT5GAAAAYJtbzwyMm5NccljtqiR3dfd5Se6anqeqzk9yWZIXT23eXVWnTW3ek+TKJOdNt5V9XpHk8e5+UZLrk1x3ogcDcCqrqtOq6k+q6vem58JmAACWxjEDjO7+dJLHDitfmuSW6fEtSV43V7+1u7/T3Q8m2Zfkwqp6QZIzuvvu7u4k7zuszcq+bk9y8coPzAAcl7ckuX/uubAZAIClseME2z2/ux9Jku5+pKqeN9V3Jfnjue32T7XvTo8Pr6+0eXja18Gq+laSs5L85eFftKquzOwH67zwhS88wa6vbvdVH13ztYeufe2Gfi2AjVZVZyd5bZJrkrxtKl+a5BXT41uS/GGS38hc2JzkwapaCZsfyhQ2T/tcCZs/PrX5rWlftyf5naqqKZQGAIBNt9GLeK42c6KPUj9amyOL3Td0957u3rNz584T7CLAUnpnkn+a5G/naoeEzUnmw+aH57ZbCZV3ZZ1hc5KVsPkQVXVlVe2tqr0HDhw4yUMCWC5O9QM4OScaYHxzOi0k0/2jU31/knPmtjs7yTem+tmr1A9pU1U7kjw7R56yAsAaqupnkzza3Z9bb5NVahsSNguaAY7KqX4AJ+FEA4w7klw+Pb48yUfm6pdNCfC5mQ2qn5n+8vdEVV00pcRvPKzNyr5en+RTpiQDHJeXJ/m56RSQW5P8TFX9uwibAYYxd6rfe+fK1pUDOA7ruYzqB5PcneRHqmp/VV2R5Nokr6yqB5K8cnqe7r4vyW1JvpzkE0ne3N1PTrt6U2YD9r4kX83snOokuTHJWdM52G/LlDwDsD7dfXV3n93duzP7i92nuvuXImwGGMk741Q/gJNyzEU8u/sX13jp4jW2vyazReQOr+9N8pJV6t9O8oZj9QOA43Ztktum4Plrmcba7r6vqlbC5oM5Mmy+OcnTMwua58Pm909h82OZBSUArMP8qX5V9Yr1NFmltmGn+iW5IUn27NkjiAa2lRO9CgkAA+ruP8zsaiPp7r+KsBlgBCun+r0myfcnOWP+VL/pqn4bdarffqf6Actqo69CAgAAzHGqH8DGMAMDAAC2hlP9AI6DAAMAABbEqX4AJ84pJAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDwLOK5Druv+uiarz107WsX2BMAAAA4NZmBAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxPgAEAAAAMT4ABAAAADE+AAQAAAAxvx1Z3YLvbfdVHV60/dO1rF9wTAAAAWF5mYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMPbsdUdWFa7r/romq89dO1rF9gTAAAA2P7MwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIa342QaV9VDSZ5I8mSSg929p6rOTPKhJLuTPJTk57v78Wn7q5NcMW3/q939yal+QZKbkzw9yceSvKW7+2T6NrLdV310zdceuva1C+wJAAAAbA8bMQPjp7v7pd29Z3p+VZK7uvu8JHdNz1NV5ye5LMmLk1yS5N1VddrU5j1Jrkxy3nS7ZAP6BXBKqKpzquoPqur+qrqvqt4y1c+sqjur6oHp/jlzba6uqn1V9ZWqevVc/YKqund67V1VVVP99Kr60FS/p6p2L/xAAQA4pW3GKSSXJrllenxLktfN1W/t7u9094NJ9iW5sKpekOSM7r57mnXxvrk2ABzbwSS/3t0/muSiJG+eQuONDJSvSPJ4d78oyfVJrlvEgQEsA0EzwMY42QCjk/x+VX2uqq6cas/v7keSZLp/3lTfleThubb7p9qu6fHhdQDWobsf6e7PT4+fSHJ/ZuPoRgbK8/u6PcnFKz80A3BMgmaADXCyAcbLu/vHk/yDzAbinzrKtqv9oNtHqR+5g6orq2pvVe09cODA8fcWYMlNf3F7WZJ7srGB8vfadPfBJN9KctYqX984DXAYQTPAxjipAKO7vzHdP5rkPyS5MMk3p8E10/2j0+b7k5wz1/zsJN+Y6mevUl/t693Q3Xu6e8/OnTtPpusAS6eqnpXkd5P8Wnf/9dE2XaV2rEB5XWGzcRrg6LY6aAbYzk44wKiqZ1bV3115nORVSb6U5I4kl0+bXZ7kI9PjO5JcNp2fd25mU94+Mw3WT1TVRVNK/Ma5NgCsQ1V9X2bhxQe6+8NTeSMD5e+1qaodSZ6d5LGNPxKA5TVC0GymHLCdncwMjOcn+aOq+tMkn0ny0e7+RJJrk7yyqh5I8srpebr7viS3Jflykk8keXN3Pznt601J3pvZ9LivJvn4SfQL4JQyhb83Jrm/u98x99JGBsrz+3p9kk8t8+WuATbaKEGzmXLAdrbjRBt2958n+bFV6n+V5OI12lyT5JpV6nuTvORE+7JMdl/10TVfe+ja1y6wJ8A28vIkv5zk3qr6wlT7HzMLkG+rqiuSfC3JG5JZoFxVK4HywRwZKN+c5OmZhckrgfKNSd5fVfsy+4H4sk0+JoClsY6g+docGTT/+6p6R5IfzFNB85NV9URVXZTZKShvTPKvD9vX3RE0A0vqhAMMAMbQ3X+U1acOJxsUKHf3tzMFIAAcN0EzwAYQYAAAwCYSNANsjJO9jCoAAADAphNgAAAAAMMTYAAAAADDE2AAAAAAw7OI5zay1iVWXV4VAACAZWcGBgAAADA8AQYAAAAwPAEGAAAAMDwBBgAAADA8AQYAAAAwPAEGAAAAMDyXUV0Ca11eNXGJVQAAAJaDGRgAAADA8AQYAAAAwPAEGAAAAMDwrIGx5KyPAQAAwDIwAwMAAAAYngADAAAAGJ4AAwAAABieNTBOYWutj2FtDAAAAEZjBgYAAAAwPAEGAAAAMDynkHAEl14FAABgNGZgAAAAAMMTYAAAAADDE2AAAAAAwxNgAAAAAMOziCfHxQKfAAAAbAUzMAAAAIDhCTAAAACA4TmFhA3j9BIAAAA2ixkYAAAAwPDMwGAh1pqdYWYGAAAA62EGBgAAADA8MzDYUtbNAAAAYD3MwAAAAACGZwYGwzI7AwAAgBUCDLYli4ICAACcWpxCAgAAAAzPDAyWitNOAAAAlpMZGAAAAMDwzMDglGF2BgAAwPYlwIAINwAAAEYnwIBjcMUTAACArSfAgBNk1gYAAMDiCDBgEwg3AAAANpYAAxbsaOHGWoQeAADAqU6AAdvAiYQeRyMQAQAAthsBBpyCTjQQEXwAAABbRYABrNtGzwQ5EUIUAAA4NQ0TYFTVJUn+VZLTkry3u6/d4i4BAzJ7ZOsYpwHGZpwGlt0QAUZVnZbkf0/yyiT7k3y2qu7o7i9vbc+AZeHKMCdnhHFaeAWwthHGaYDNNkSAkeTCJPu6+8+TpKpuTXJpEgMusOnW+sXYL76H2Lbj9AinPh2Nf2fABtm24zTAeo0SYOxK8vDc8/1JfuLwjarqyiRXTk//n6r6ygl+vecm+csTbLsI+nfiRu5bMnb/Ru5bsgX9q+uOa/P5/v2XG96ZrbeocXr0f4cbbpV/Z6fce7AK74H3INnc98A4PbOh4/Rxfm6OZFn/vy3jcTmm7WEjjmnVcXqUAKNWqfURhe4bktxw0l+sam937znZ/WwW/TtxI/ctGbt/I/ct0b8BLGScPgXex2PyHngPEu9B4j04AcbpE7SMx5Qs53E5pu1hM4/p72zGTk/A/iTnzD0/O8k3tqgvABzJOA0wNuM0sPRGCTA+m+S8qjq3qp6W5LIkd2xxnwB4inEaYGzGaWDpDXEKSXcfrKpfSfLJzC77dFN337eJX/KkT0PZZPp34kbuWzJ2/0buW6J/W2qB4/RSv4/r5D3wHiTeg8R7cFyM0ydlGY8pWc7jckzbw6YdU3UfcWocAAAAwFBGOYUEAAAAYE0CDAAAAGB4p1yAUVWXVNVXqmpfVV21BV//nKr6g6q6v6ruq6q3TPUzq+rOqnpgun/OXJurp/5+papevYA+nlZVf1JVvzdg336gqm6vqj+b3sOfHKx/b52+r1+qqg9W1fdvZf+q6qaqerSqvjRXO+7+VNUFVXXv9Nq7qmq1S7VtRN/+t+l7+8Wq+g9V9QNb0be1+jf32v9QVV1Vz92q/i2jrR6fF2U7fA4swsifNYsw+ufZIoz2mcmxbddxelnH3WUcR5dxbFyGsa5G+p2iu0+ZW2YLGn01yQ8leVqSP01y/oL78IIkPz49/rtJ/u8k5yf57SRXTfWrklw3PT5/6ufpSc6d+n/aJvfxbUn+fZLfm56P1LdbkvyT6fHTkvzAKP1LsivJg0mePj2/Lck/2sr+JfmpJD+e5EtztePuT5LPJPnJzK4x//Ek/2CT+vaqJDumx9dtVd/W6t9UPyezBdL+Y5LnblX/lu2WAcbnBR7r8J8DC3ofhv2sWdDxD/t5tqDjH+4z0+2Y37NtO04v67i7jOPoso2NyzLWZaDfKU61GRgXJtnX3X/e3X+T5NYkly6yA939SHd/fnr8RJL7M/uHfWlm/2Ez3b9uenxpklu7+zvd/WCSfZkdx6aoqrOTvDbJe+fKo/TtjMz+89yYJN39N939n0bp32RHkqdX1Y4kz8js+utb1r/u/nSSxw4rH1d/quoFSc7o7rt7NvK8b67Nhvatu3+/uw9OT/84s2vYL7xva/Vvcn2Sf5pkfgXkhfdvCW35+Lwoo38OLMLInzWLsE0+zxZhqM9MjmnbjtPLOO4u4zi6xGPjth/rRvqd4lQLMHYleXju+f6ptiWqaneSlyW5J8nzu/uRZDbIJnnetNmi+/zOzH45+9u52ih9+6EkB5L822m63Hur6pmj9K+7v57kXyT5WpJHknyru39/lP7NOd7+7JoeL7qf/11myewwfauqn0vy9e7+08NeGqJ/29xQ4/OiDPo5sAjvzLifNYsw9OfZImyjz0yeshTfgyUad9+Z5RtHl25sXPKxbkt+pzjVAozVzrHpVWqbrqqeleR3k/xad//10TZdpbYpfa6qn03yaHd/br1NVqlt5vu5I7OpS+/p7pcl+c+ZTVday0L7N533dWlmU6V+MMkzq+qXjtZkldqW/HucrNWfhfezqn4zycEkH1gprdGHRf7/eEaS30zyP6/28hr9GO17PLJT7r0a8XNgEbbBZ80iDP15tghL8Jl5Ktr234NlGXeXeBxdurHxFB3rNvXn4lMtwNif2fnrK87ObArPQlXV92U2eH6guz88lb85TavJdP/oVF9kn1+e5Oeq6qHMpgX+TFX9u0H6tvL19nf3PdPz2zMb5Ebp399P8mB3H+ju7yb5cJK/N1D/Vhxvf/bnqVM5Nr2fVXV5kp9N8t9O08tG6dsPZ/bh86fT/5Gzk3y+qv6LQfq33Q0xPi/KwJ8DizD6Z80ijP55tgjb5TOTp2zr78GSjbvLOo4u49i4zGPdlvxOcaoFGJ9Ncl5VnVtVT0tyWZI7FtmBaaXVG5Pc393vmHvpjiSXT48vT/KRufplVXV6VZ2b5LzMFj/ZcN19dXef3d27M3tvPtXdvzRC36b+/UWSh6vqR6bSxUm+PEr/MpsadlFVPWP6Pl+c2TmWo/RvxXH1Z5oS9kRVXTQd1xvn2myoqrokyW8k+bnu/n8P6/OW9q277+3u53X37un/yP7MFgT7ixH6twS2fHxelJE/BxZh9M+aRdgGn2eLsF0+M3nKth2nl23cXdZxdEnHxmUe67bmd4oeYHXWRd6SvCazlYe/muQ3t+Dr/zeZTZX5YpIvTLfXJDkryV1JHpjuz5xr85tTf7+SBV3BIMkr8tSKxsP0LclLk+yd3r//M8lzBuvf/5Lkz5J8Kcn7M1t9d8v6l+SDmZ1v993MfuG+4kT6k2TPdExfTfI7SWqT+rYvs3PmVv5v/B9b0be1+nfY6w9lugrJVvRvGW/Z4vF5gce5LT4HFvRevCIDftYs6NhfmoE/zxb0Hgz1mem2ru/Zthynl3ncXbZxdBnHxmUY6zLQ7xQ17QgAAABgWKfaKSQAAADANiTAAAAAAIYnwAAAAACGJ8AAAAAAhifAAAAAAIYnwAAAAACGJ8AAAAAAhvf/A0hknTSe5ZckAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -169,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -242,7 +218,7 @@ "2014-01-01 00:40:00 286.333 2014-01-01 00:40:00" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -260,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -288,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -498,7 +474,7 @@ "2014-05-01 True 6.162751 6.351635 " ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -521,12 +497,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -549,21 +525,33 @@ "\n", "It is useful to take a look at the energy data and make sure the values make sense. We begin with scatter plots of gross energy and wind speed for each reanalysis product. We also show a time series of gross energy, as well as availability and curtailment loss. \n", "\n", - "Let's start with the scatter plots of gross energy vs wind speed for each reanalysis product. Here we use the 'Robust Linear Model' (RLM) module of the Statsmodels package with the default Huber algorithm to produce a regression fit that excludes outliers. Data points in red show the outliers, and were excluded based on a Huber sensitivity factor of 3.0 (the factor is varied between 2.0 and 3.0 in the Monte Carlo simulation).\n", + "Let's start with the scatter plots of gross energy vs wind speed for each reanalysis product. Here we use the 'Robust Linear Model' (RLM) module of the Statsmodels package with the default Huber algorithm to produce a regression fit that excludes outliers. Data points in red show the outliers, and were excluded based on a Huber sensitivity factor of 3.0.\n", "\n", "The plots below reveal that:\n", " - there are some outliers\n", - " - Both renalysis products are strongly correlated with plant energy" + " - Both renalysis products are strongly correlated with plant energy\n", + " \n", + "If the user would like the RLM outlier detection algorithm to be used in the Monte Carlo analysis, the \"outlier_detection\" parameter should be set to \"True\" when calling the plant_analysis class. " ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/nbodini/opt/anaconda3/lib/python3.8/site-packages/statsmodels/tsa/tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + " x = pd.concat(x[::order], 1)\n", + "/Users/nbodini/opt/anaconda3/lib/python3.8/site-packages/statsmodels/tsa/tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + " x = pd.concat(x[::order], 1)\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAFZCAYAAAAIFJ5ZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAA07UlEQVR4nO3deZwcdZ3/8dc7F/cRAroIJDEqKCqgGWBEdImuCCp4IavGCzfLwsLq6qrg/uRQ112XFV2VW0QOIywCoiiIVxQFBpKR+xBCIBCCJIRwI8lkPr8/qkaapqe75qiu7qr38/GYx0zX1Z/pJO98q77f+pYiAjMzMzOrjglFF2BmZmZm7eUGoJmZmVnFuAFoZmZmVjFuAJqZmZlVjBuAZmZmZhXjBqCZmZlZxbgBaGZmZlYxbgBa7iTdI+lpSU+kX78Ywb6/lfSXdL+HJF0kaeua9R+V1C/pMUnLJB0nadIoatxC0o8kPSlpqaQPNtl2PUnfkLRc0mpJJ0maXLP+ibqvdZK+na7bUdKidL/Vkn4laceR1mtm3W0s2SVpL0mDab48LulPkg6qWf8CSeemGfWopCsl7T7KOj+YZuKTki6WtEWTbfeQdG1a042S9qxb/y+S7k5/50W16yV9TdKd6b63S/rIaOq17NwAtDEZQWNrv4jYOP3ae4Rvc3hEbAy8FNgY+FrNug2BfwW2BHYH3gx8ZoTHBzgRWAO8EJgLnCzplcNseyTQA7wK2B54LfCFoZU1v+fG6fGeBn6Yrl4OHABskdb8E+C8UdRrZh1AiQl1y7Lk4liza3maMZsCnwK+I2mHdN3GwEJgNknWnAX8TNLGIzg+aQaeCnyYJMueAk4aZtstSPLsf4DNgeOASyRNTdfvDnyVJP82A74L/EjSxPQQTwL7pes+CnxT0h4jqddGxg1Aex5JL5J0oaSV6dnaJ2rWHSvpAknfl/QY8DFJu0m6WtIjkh6QdIKkKeNdV0Q8AlwM7FKz7OSI+H1ErImI+4H5wOtHclxJGwHvBY6KiCci4g8kQfbhYXbZD/hWRDwcESuBbwEfH2bbA4AVwO+HfoeIuCeSR/AIWEfSsDWzHKU9EZ9Nr0w9Kem7kl4o6bL0qtOvhhor6fa9kq5Kc+0GSXvVrPutpK9IupKkUTRLUkg6TNKdwJ3pdt+UdF96xatf0huGjjEe2ZUeJyLiUuBhYKd02ZKI+HpEPBAR6yLiNGAKsEOzYzUwF7gkIq6IiCeAo4D3SNqkwbZ7AA9GxA/T9/w+sBJ4T7p+JnBLRPSn+Xc2SeP3BWnNx0TE7RExGBHXkGTm60ZYr42AG4D2HOmZ7CXADcA2JGel/yrprTWbvRO4gOQsbz5JI+ZTJP+YX5fu8891h56fNih/IWnnUdY2jSRMFjfZ7I3ALTX7/DQN8EZfP0032x5YFxF31BznBmC4K4BKv2pfbytpswbbfhQ4O+qeuSjpEeAvwLeB/2zy+5jZ+Hkv8BaSf/P7AZcB/06SXROATwBI2gb4GfAfJFfQPgNcKGmrmmN9GDgY2ARYmi57F8nVvKFhHQtJTli3AH4A/FDS+sPU9pzsykrSBEn7p79Dw2yUtAtJA3Bx+nrPJrn4SE3X7CtJshCAiLiLpKdk+0Zvw3NzcWjZq9KfLwMmSto9ver3ceB64M8N6t0A2JVRfB6W3YjHSlnp7QpsFRFfSl8vkfQd4P3A5emyqyPi4vTnp4H+mv3vkXQq8LfA/6bL5gJ/JAmDTwKXS3p5ekUvi29JOp6kq+MGhrnapmQMTA8wb2hZRLwjw/E3Bh6tW/YoSbA3chnwSUkLgImk/2mQdOn89TiSppN8Dv9Qf4CI2Dy98vhRnv3Pw8zy9e2IeBBA0u+BFRFxXfr6RyQnrwAfAi5Nr6wB/FLSIuBtJN2pAGdGRO3JJsB/RcTDQ8vSq2BDjpf0BZKrcDfULG+YXRm8KD2R3IDk//JPD/0udcfeFDgH+GJEPJrW9QeSE/hWRpKNV6U1fYDkAsEHgZeQ5CLA48CFwB9I/i94BNi3/uQ4dQrJZ3R5g3U2TnwF0OrNIA2WoS+SM+QX1mxzX+0OkrZPr7T9Oe0W/k+Ss1EAIuLKiHg6Ip6KiP8i+Yf/BrL7RERsRtK9MRXYtn4DSe8iGV+yb0Q8NIJjAzxB0ristSlJYDXyFeA6krPXq0i6pdeSdPXW+gjwh4i4u9FBIuJJkqA7W9ILRlizmY3cgzU/P93g9dAYuRnA++pycE9g65rtn5ODjZZJ+jdJtym5EeMRkvFtW9Zt8y5Gl13LI2Jzkqz6FvCm+g3SK2mXAH1p9o5U5myMiFUkvUOfJvlc9wF+BSxLN5lHcvL+SpKrkR8CfirpRXU1/w/JVcMDh2kc2jhxA9Dq3QfcHRGb13xtEhFvq9mm/h/lycDtwMsiYlOSBmN9V0CtaLG+8U4RN5F0yZyo9HQbQNI+wHdIbjS5qXafdHxP/V25Q1+XpZvdAUyS9LKaXXdmmO6HtDF7eERsExGzgFVAf0Ssq9v0Izx7tWA4E0jOkLdpsZ2Ztc99wDl1ObhRRHy1ZptGjZO/LkvH+x0BHAhMTRtrj1KTfc2yK6uIeCZ9n1enjcmhY69HcnJ6P/BPtftIekOTXHyiZqziLSRZOLTfLGA9ksxsVMvvImLXiNiCpIt8B+DadPXOJOMJ70jH+f0ceIBk7ODQ8b8I7AvsHRGPjebzsOzcALR61wKPSTpC0gaSJkp6laRdm+yzCfAY8ISklwOHDq2QNF3S6yVNkbS+pM+SnAFfma6fmQ6enpmxvrNIBg3vn+7/JpJxiO+NiGvrN46IfWvvyq372jfd5kngIuBLkjaS9HqSM9lzGhUgaRslN8pIUi/JwOhj6rbZg6RR98O65W+R9Jr0c90U+DqwGrgt4+9vZvn7PrCfpLem/1bXVzL1yvN6H5rYBBgguRFikqSjqbma1iq7JJ0p6cwsbxQRa4DjgaPTfSeTdMM+DXwkIgbrtv99k1zcOCJ+n246P/0c3pAOWfkScFFENOwdSbNtcpptXwOWRcRQN+5C4O2SZqXZOTQW8+Z038+TdBu/Jb2aaDlzA9CeI72KtR/JwOW7gYeA00m6LobzGZJ/uI+TnM3+X826TUiuEK4mORPdh6SrY+gf+HYkY+Duz1jfGpLujqPSRUeltV3a4MreSPwzyViaFcC5wKFD43vSRuwT6Zg+SMa1XEUybcFZwJERUT+34UdpHJSbp8d/FLiL5A7gfSLiL6Oo2cxyEBH3kZwE/jtJA+4+4LOM7P/My0nGC99BknF/4bldxK2yazvSE+WMzgCmS9qP5KraO4C9gUcaXNnLJM3AQ0gagitI8vyvN/hJOkXSKTW7fI7k/4z7SLrL312z7mySKa9+S3LB4FvAP0XE7en6/wSmA3fW1PvvI6nXRkbuYrcipYOiV0bEqUXXYmbWCZRMo3UDsFNErC26HisnNwDNzMzMKsZdwGZmZmYV4wagmZmZWcW4AWhmZmZWMW4AmpmZmVVM1z0Kbsstt4yZM2cWXYaZdZn+/v6HImKr1lt2JmefmY3GcNnXdQ3AmTNnsmjRoqLLMLMuI6mrn7ns7DOz0Rgu+9wFbGZmZlYxbgCamZmZVYwbgGZmZmYV4wagmZmZWcW4AWhmZmZWMW4AmpmZmVWMG4BmZmZmFeMGoJmZmVnFuAFoZl2nf+lqTlywmP6lq4suxcysLcY797ruSSBmVm39S1cz9/Q+1gwMMmXSBObP62X2jKlFl2Vmlps8cs9XAM2sq/QtWcWagUEGA9YODNK3ZFXRJZmZ5SqP3HMD0My6Su+saUyZNIGJgsmTJtA7a1rRJZmZ5SqP3HMXsJl1ldkzpjJ/Xi99S1bRO2uau3/NrPTyyD03AM2s68yeMdUNPzOrlPHOPXcBm5mZmVWMG4BmZmZmFeMGoJmZmVnFuAFoZmZmVjFuAJqZmZlVjBuAZmZmZhXjBqCZmZlZxbgBaGZmZlYxbgCamZmZVYwbgGZmZmYV4wagmZmZWcW4AWhmZmZWMW4AmpmZmVWMG4BmZmZmFeMGoJmZmVnFuAFoZmZmVjG5NQAlnSFphaSbh1m/maRLJN0g6RZJB+VVi5lZuzj7zKwb5HkF8ExgnybrDwNujYidgb2A4yVNybEeM7N2OBNnn5l1uNwagBFxBfBws02ATSQJ2DjddiCveszM2sHZZ2bdoMgxgCcArwCWAzcBn4yIwUYbSjpY0iJJi1auXNnOGs3Mxpuzz8wKV2QD8K3A9cCLgF2AEyRt2mjDiDgtInoiomerrbZqX4VmZuPP2WdmhSuyAXgQcFEkFgN3Ay8vsB4zs3Zw9plZ4YpsAN4LvBlA0guBHYAlBdZjZtYOzj4zK9ykvA4s6VySO9y2lLQMOAaYDBARpwBfBs6UdBMg4IiIeCiveszM2sHZZ2bdILcGYER8oMX65cDeeb2/mVkRnH1m1g38JBAzMzOzinED0MzMzKxi3AA0MzMzqxg3AM3MzMwqpuVNIJImADuTTFr6NHBLRDyYd2FmZkVy9plZmQ3bAJT0EuAI4O+AO4GVwPrA9pKeAk4FzhruEUZmZt3I2WdmVdDsCuB/ACcD/xQRUbtC0guADwIfBs7Krzwzs7Zz9plZ6Q3bAGw2l1VErAD+N4+CzMyK5OwzsyrINBG0pD2AmbXbR8TZOdVkZtYRnH1mVlZZbgI5B3gJcD2wLl0cgEPQzErL2WdmZZblCmAPsGP9WBgzs5Jz9plZaWWZB/Bm4G/yLsTMrMM4+8ystJpNA3MJSXfHJsCtkq4FnhlaHxH751+emVl7OfvMrAqadQF/rW1VmJl1DmefmZVeswbga4ArgesiYqBN9ZiZFc3ZZ2al16wBuC3wTeDlkm4EriIJxasj4uF2FGdmVgBnn5mVXrOJoD8DIGkKyd1wewAfB74j6ZGI2LE9JZqZtY+zz8yqIMs0MBsAmwKbpV/LgZvyLMrMrAM4+8ystJrdBXwa8ErgceAakm6Qr0fE6jbVZmbWds4+M6uCZvMATgfWA/4M3A8sAx5pQ01mZkVy9plZ6TUbA7iPJJGcCe8B/BvwKkkPkwyGPqZNNZqVWv/S1fQtWUXvrGnMnjG16HIqz9lnVhznYfs0HQOYPgLpZkmPAI+mX+8AdgMcgmZj1L90NXNP72PNwCBTJk1g/rxeh14HcPaZtZ/zsL2G7QKW9AlJ50m6D7iCJPz+BLwH2KJN9ZmVWt+SVawZGGQwYO3AIH1LVhVdUuU5+8yK4Txsr2ZXAGcCFwCfiogH2lOOWbX0zprGlEkTWDswyORJE+idNa3okszZZ1YI52F7NRsD+Ona15K2ASamL5d7hnyz1lqNZ5k9Yyrz5/V6zEsHcfaZjb8sY/uch+3VbBqYzwOTI+JL6aKrScbBTAbOAv4r//LMulfW8SyzZ0x10HUQZ5/Z+BrJ2D7nYfs0mwbmfcDxNa9XRcSrSe6Me3uuVZmVgMezdC1nn9k4chZ2pmYNQCLiyZqX30yXrSOZIb8pSWdIWiHp5ibb7CXpekm3SPpd1qLNusHQeJaJwuNZuoyzz2z8OAs7U7ObQDaWNDki1gJExJkAktYjeTxSK2cCJwBnN1opaXPgJGCfiLhX0guyl23W+TyepWs5+8zGkbOwMzVrAF4AnCrp8Ih4CkDSRiTBdkGrA0fEFZJmNtnkg8BFEXFvuv2KzFWbdQmPZ+lKzj6zceYs7DzNuoCPAlYA90rql9QP3AM8mK4bq+2BqZJ+mx7/I8NtKOlgSYskLVq5cuU4vLWZ2bCcfWZWes2mgVkHHCnpi8BL08WLI+LpcXzv2cCbScbVXC2pLyLuaFDLacBpAD09PTFO729m9jzOPjOrgmZPAtkTICKejoib0q+na9ZvKulVY3jvZcDPI+LJiHiIZMb9ncdwPDOzMXP2mVkVNBsD+F5JxwE/B/qBlcD6JGfEc4AZJA9JH60fAydImgRMAXYHvjGG45mZjQdnn5mVXrMu4E9JmgocQDIv1tbA08BtwKkR8YdmB5Z0LrAXsKWkZSQPUJ+cHvuUiLhN0s+BG4FB4PSIGHbaBDOzdnD2mVkVKKK7hpX09PTEokWLii7DzLqMpP6I6Cm6jtFy9pnZaAyXfU0ngjYzMzOz8nED0MzMzKxi3AA0MzMzq5iWDcB0EtLD0kHRZmaV4OwzszLLcgXw/cCLgIWSzpP0VknKuS4zs6I5+8ystFo2ACNicUT8P5LHF/0AOIPkEUlflLRF3gWamRXB2WdmZZZpDKCknYDjgf8BLiSZH+sx4Df5lWZmVixnn5mVVbMngQDJ/DHAI8B3gSMj4pl01TWSXp9jbWZmhXH2mVmZtWwAAu+LiCWNVkTEe8a5HjOzTuHsM7PSytIAfFeDcc+PAv0Rcf24V2Rm1hmcfWZWWlnGAPYAhwDbpF8Hkzzn8juSPpdfaWZmhXL2mVlpZbkCOA14bUQ8ASDpGOAC4I1AP3BcfuWZmRXG2WdmpZXlCuB0YE3N67XAjIh4Gnim8S5mZl3P2WdmpZXlCuAPgD5JP05f7wecK2kj4NbcKjMzK5azz8xKq2kDMJ31/kzgUmBPQMAhEbEo3WRurtWZmRXA2WdmZde0ARgRIeniiJhNMubFzKz0nH1mVnZZxgD2Sdo190rMzDqLs8/MSivLGMA5wCGS7gGeJOkKiYjYKc/CzMwK5uwzs9LK0gDcN/cqzMw6j7PPzEqrZRdwRCwFtgPelP78VJb9zMy6mbPPzMqsZZilk58eAXw+XTQZ+H6eRZm1Q//S1Zy4YDH9S1cXXYp1IGeflZFzz4Zk6QJ+N/Aa4I8AEbFc0ia5VmWWs/6lq5l7eh9rBgaZMmkC8+f1MnvG1KLLss7i7LNSce5ZrSzdGWsiIoAASCdBNetqfUtWsWZgkMGAtQOD9C1ZVXRJ1nmcfVYqzj2rlaUBeL6kU4HNJf0j8CvgO/mWZZav3lnTmDJpAhMFkydNoHfWtKJLss7j7LNSce5ZrZZdwBHxNUlvAR4DdgCOjohf5l6ZWY5mz5jK/Hm99C1ZRe+sae4Gsedx9lnZOPesVpYxgKSh5+CzUpk9Y6oD0Jpy9lnZOPdsSJa7gN8j6U5Jj0p6TNLjkh5rR3FmZkVx9plZmWUZA3gcsH9EbBYRm0bEJhGxaaudJJ0haYWkm1tst6ukdZIOyFq0mVkbOPvMrLSyNAAfjIjbRnHsM4F9mm0gaSLw38Dlozi+mVmenH1mVlpZxgAukvR/wMXAM0MLI+KiZjtFxBWSZrY49r8AFwJ+4LqZdRpnn5mVVpYG4KYkj0Dau2ZZAE1DsBVJ25BMtPomWoSgpIOBgwGmT58+lrc1M8vK2WdmpZVlGpiDcnrv/wWOiIh1klrVcBpwGkBPT0/kVI+Z2V85+8yszLLcBby9pF8PDWiWtJOkL4zDe/cA50m6BzgAOEnSu8bhuGZmY+bsM7Myy3ITyHdIHoa+FiAibgTeP9Y3jogXR8TMiJgJXAD8c0RcPNbjmpmNE2efmZVWljGAG0bEtXVdFQOtdpJ0LrAXsKWkZcAxwGSAiDhl5KWambWVs8/MSitLA/AhSS/h2QeiHwA80GqniPhA1iIi4mNZtzUzaxNnn5mVVpYG4GEkg5BfLul+4G5gbq5VmZkVz9lnZqWV5S7gJcDfSdoImBARj+dflplZsZx9ZlZmWa4AAhART+ZZiJlZJ3L2mVkZZbkL2MzMzMxKxA1AMzMzs4rJMhH0+yRtkv78BUkXSXpt/qWZmRXH2WdmZZblCuBREfG4pD2BtwJnASfnW5ZZY/1LV3PigsX0L11ddClWfs4+62jOQxuLLDeBrEu/vx04OSJ+LOnY/Eoya6x/6Wrmnt7HmoFBpkyawPx5vcyeMbXosqy8nH3WsZyHNlZZrgDeL+lU4EDgUknrZdzPbFz1LVnFmoFBBgPWDgzSt2RV0SVZuTn7rGM5D22ssoTZgcDlwD4R8QiwBfDZPIsya6R31jSmTJrARMHkSRPonTWt6JKs3Jx91rGchzZWWbqAtwZ+FhHPSNoL2Ak4O8+izBqZPWMq8+f10rdkFb2zprm7w/Lm7LOO5Ty0scrSALwQ6JH0UuC7wE+AHwBvy7Mws0Zmz5hamqDrX7ra4d3ZnH3W0caah86gasvSAByMiAFJ7wH+NyK+Lem6vAszKzMP4O4Kzj4rLWeQZRkDuFbSB4CPAD9Nl03OrySz8vMA7q7g7LPScgZZlgbgQcDrgK9ExN2SXgx8P9+yzEaum+bE8gDuruDss4411rxzBpkiovVG0hRg+/TlnyJiba5VNdHT0xOLFi0q6u2tQ3Vjd4bH37SXpP6I6BnhPs4+6zjjlXfOoGoYLvtajgFM7347C7gHELCdpI9GxBXjXKPZqDXqzuj0QCvTDS1l5OyzTjVeeecMqrYsN4EcD+wdEX8CkLQ9cC4wO8/CzEZiqDtj7cCguzNsvDj7rCM572w8ZGkATh4KQICIuEOSB0JbR/GcWJYDZ591JOedjYcsDcB+Sd8FzklfzwX68yvJbHRK051x3HGw664wZ86zyxYsgIUL4XOfK66u6nH2WccqTd5ZYbLcBXwIcAvwCeCTwK3pMjPLw667woEHJo0+SL4feGCy3NrJ2Wc2At00E4O1uAIoaQLQHxGvAr7enpLMKm7OHDj//KTRd+ihcPLJyevaK4KWK2ef2ch040wMVdf0CmBEDAI3SJrepnrMDJLG3qGHwpe/nHx346+tnH1mI+OJpbtPljGAWwO3SLoWeHJoYUTsn1tVZlW3YEFy5e+oo5Lvc+a4Edh+zj6zjHxncvfJ0gD8Yu5VWOV5QtIaQ2P+hrp958x57mtrF2ef5a4s2ec7k7tPywZgRPyuHYVYdXnsSJ2FC5/b2BsaE7hwoRuAbeTss7yVLft8Z3J3yfIkkMeB+ufFPQosAv4tIpbkUZhVRzc+xSNXjaZ6cRdw2zn7LG/OPitSlmlgvg58FtgG2Bb4DPAd4DzgjOF2knSGpBWSbh5m/VxJN6ZfV0naeeTlWxn4oeTWoZx9litnnxVJEfUnuHUbSNdExO51y/oiolfSDRHRMLwkvRF4Ajg7nUqhfv0ewG0RsVrSvsCx9e/TiB+IXk5lGQdjnWu4B6I32d7ZZ7lz9lnehsu+LDeBDEo6ELggfX1AzbphW48RcYWkmU3WX1Xzso/kDNsqymNHrAM5+yx3zj4rSpYu4LnAh4EVwIPpzx+StAFw+DjV8Q/AZcOtlHSwpEWSFq1cuXKc3tLMrClnn5mVVpa7gJcA+w2z+g9jLUDSHJIQ3LNJDacBp0HSDTLW9zQza8XZZ2ZllqULODeSdgJOB/aNCE8bbmaV4Owzs6Jl6QLORfqIpYuAD0fEHUXVYWbWTs4+M+sEuV0BlHQusBewpaRlwDHAZICIOAU4GpgGnCQJYGAkd+iZmXUiZ5+ZdYNhG4CSPt1sx4j4eov1H2ixfh4wr2l1ZmZt5uwzsypodgVwk/T7DsCuwE/S1/sBV+RZlJlZgZx9ZlZ6wzYAI+KLAJJ+Abw2Ih5PXx8L/LAt1ZmZtZmzz8yqIMtNINOBNTWv1wAzc6nGzKxzOPvMrLSy3ARyDnCtpB+RzH7/buDsXKsyMyues8/MSivLRNBfkXQZ8IZ00UERcV2+ZVmZ+FmX1o2cfTbenIXWSbJOA7Mh8FhEfE/SVpJeHBF351mYlUP/0tXMPb2PNQODTJk0gfnzeh181k2cfTYunIXWaVqOAZR0DHAE8Pl00WTg+3kWZeXRt2QVawYGGQxYOzBI3xI/9MC6g7PPxpOz0DpNlptA3g3sDzwJEBHLeXaaBLOmemdNY8qkCUwUTJ40gd5Z04ouySwrZ5+NG2ehdZosXcBrIiIkBYCkjXKuyUpk9oypzJ/X63Ev1o2cfTZunIXWabI0AM+XdCqwuaR/BD5O8hBzs0xmz5jqsLNu5OyzceUstE6S5S7gr0l6C/AYycz4R0fEL3OvzMysQM4+Myuzlg1ASUcBZ9YGn6SDI+K0XCszMyuQs8/MyizLTSD/AlwuaU7NskNyqsfMrFM4+8ystLI0AO8H9gG+Kumz6TLlV5KZWUdw9plZaWVpABIR9wJ/C+wo6YfABrlWZWbWAZx9ZlZWWRqAiwAi4i8RcRDwW2BKnkWZmXUAZ5+ZlVbLBmBE/GPd6xMjYlZ+JZmZFc/ZZ2ZlNuxdwJLOj4gDJd0ERP36iNgp18rMzArg7DOzKmg2Dcwn0+/vaEchZmYdwtlnZqU3bAMwIh5Ivy9tXzlmZsVy9plZFTTrAn6cBt0fJNMgRERsmltVZmYFcfaZWRU0uwK4STsLMTPrBM4+M6uClo+CGyLpBcD6Q6/T+bHMzErN2WdmZdRyGhhJ+0u6E7gb+B1wD3BZznWZmRXK2WdmZZZlIugvA73AHRHxYuDNwJW5VmVmVjxnn5mVVpYG4NqIWAVMkDQhIhYAu+RblplZ4Zx9ZlZaWcYAPiJpY+AKYL6kFcBAvmWZmRXO2WdmpZXlCuA7gaeBTwE/B+4C9mu1k6QzJK2QdPMw6yXpW5IWS7pR0mtHUriZWc6cfWZWWlmeBfxkRKwDNgQuAb5P4zmy6p0J7NNk/b7Ay9Kvg4GTMxzTzKwtnH1mVmYtu4Al/RPwJZIz4UHSyVCBpg9Fj4grJM1sssk7gbMjIoA+SZtL2npoFn4zsyI5+8yszLKMAfwM8MqIeGic33sb4L6a18vSZc8LQUkHk5wpM3369HEuw8ysIWefmZVWljGAdwFP5fDearCsYfdKRJwWET0R0bPVVlvlUIqZ2fM4+8ystLJcAfw8cJWka4BnhhZGxCfG+N7LgO1qXm8LLB/jMc3Mxouzz8xKK0sD8FTgN8BNJONgxstPgMMlnQfsDjzqMTBm1kGcfWZWWlkagAMR8emRHljSucBewJaSlgHHAJMBIuIU4FLgbcBikm6Wg0b6HpZN/9LV9C1ZRe+sacyeMbXocsy6hbOvgpyXVhVZGoAL0oHIl/DcbpCHm+0UER9osT6Aw7IUaaPXv3Q1c0/vY83AIFMmTWD+vF6Hmlk2zr6KcV5alWRpAH4w/f75mmUtp0KwztC3ZBVrBgYZDFg7MEjfklUONLNsnH0V47y0KmnaAJQ0ATgyIv6vTfXYOOudNY0pkyawdmCQyZMm0DtrWtElmXU8Z181OS+tSpo2ACNiUNJhgEOwS82eMZX583o9psVsBJx91eS8tCrJ0gX8S0mfIQnCJ4cWthoHY51j9oypDjKzkXP2VZDz0qoiSwPw4+n32kHLHgdjZmXn7DOz0mrZAIyIF7ejEBs5T1dglh9nX/dxJppl17IBKGkycCjwxnTRb4FTI2JtjnVZC56uwCxfzr7u4kw0G5kszwI+GZgNnJR+zU6XWYEaTVdgZuPK2ddFnIlmI5NlDOCuEbFzzevfSLohr4KqZCzdFZ6uwCx3zr4ONFxuOhPNRiZLA3CdpJdExF0AkmYB6/Itq/zG2l3h6QrMcufs6zDNctOZaDYyWRqAnyV5JNISQMAM/OzKMRuPGec9XYFZrpx9HaZVbjoTzbLLchfwryW9DNiBJARvj4hnWuxmLbi7wqyzOfs6j3PTbPxkuQIIyeDnmen2O0siIs7OraoKcHeFWVdw9nUQ56bZ+MkyDcw5wEuA63l2/EsADsExcneFWedy9nUm56bZ+MhyBbAH2DEiIu9izMw6iLPPzEoryzyANwN/k3chZmYdxtlnZqWV5QrglsCtkq4F/joAOiL2z60qM7PiOfvMrLSyNACPzbsIM7MOdGzRBZiZ5SXLNDC/a0chZmadxNlnZmWWZQygmZmZmZWIG4BmZmZmFdOyASjpHZLcUDSzSnH2mVmZZQm39wN3SjpO0ivyLsjMrEM4+8ystFo2ACPiQ8BrgLuA70m6WtLBkjbJvTozs4I4+8yszDJ1b0TEY8CFwHnA1sC7gT9K+pccazMzK5Szz8zKKssYwP0k/Qj4DTAZ2C0i9gV2Bj6Tc31mZoVw9plZmWWZCPp9wDci4orahRHxlKSP51OWmVnhnH1mVlpZxgB+pD4Aa9b9utm+kvaR9CdJiyUd2WD9ZpIukXSDpFskHZS9dDOz/Iw2+5x7ZtYNsnQB90paKOkJSWskrZP0WIb9JgInAvsCOwIfkLRj3WaHAbdGxM7AXsDxkqaM+LcwMxtno8k+556ZdYssN4GcAHwAuBPYAJgHfDvDfrsBiyNiSUSsIRlE/c66bQLYRJKAjYGHgYGMtZuZ5Wk02efcM7OukPUu4MXAxIhYFxHfA+Zk2G0b4L6a18vSZbVOAF4BLAduAj4ZEYP1B0qnXlgkadHKlSuzlGxmNmajyL5xyz1w9plZfrI0AJ9KuyeuTydE/RSwUYb91GBZ1L1+K3A98CJgF+AESZs+b6eI0yKiJyJ6ttpqqwxvbWY2ZqPJvnHLPXD2mVl+sjQAPwxMBA4HngS2A96bYb9l6bZDtiU54611EHBRJBYDdwMvz3Dsjte/dDUnLlhM/9LVRZdiZqMzmuyrZO4578y6T8tpYCJiafrj08AXR3DshcDLJL0YuJ/ksUofrNvmXuDNwO8lvRDYAVgygvfoSP1LVzP39D7WDAwyZdIE5s/rZfaMqUWXZWYjMMrsq1zuOe/MutOwDUBJN/H8rou/ioidmh04IgYkHQ5cTnIWfUZE3CLpkHT9KcCXgTPT9xJwREQ8NPJfo7P0LVnFmoFBBgPWDgzSt2SVA9GsS4wl+6qYe847s+7U7ArgO9Lvh6Xfz0m/zwWeynLwiLgUuLRu2Sk1Py8H9s5UaRfpnTWNKZMmsHZgkMmTJtA7a1rRJZlZdmPKvqrlnvPOrDspYtgT3WQD6cqIeH2rZe3S09MTixYtKuKtR6R/6Wr6lqyid9Y0nw2bdQBJ/RHRM4LtnX0ZOe/MOtdw2ZflUXAbSdozIv6QHmgPst0FXGmzZ0x1EJp1N2dfRs47s+6TpQH4D8AZkjZLXz8C+DmYZlZ2zj4zK60sdwH3Azun81QpIh7Nvywzs2I5+8yszDI9CQQgIh4D5udYSyl5fiyz7ubsy4/z0aw4WbqAa9U/0qjSWg189vxYZqXh7GthpDeCOB/NijXSBuB1uVTRhbKEl+fHMisNZ18To2nMOR/NipW5CxggIjwAOtUovOoNzY81UXh+LLMu5uxrLkse1nM+mhWr2ZNANgM+D7wLGHoK+Qrgx8BXI+KRvIvrZFkmP509Yyrz5/V6fiyzLuLsG7nRTAbtfDQr1rATQUu6HPgNcFZE/Dld9jfAR4G/i4i3tK3KGp00GaonPzXrHlkngnb2jY7z0KwzjWYi6JkR8d+1C9Iw/G9J7g6h9eSnDkSzruTsGyFnnVn3adYAXCrpcyRnwQ8CSHoh8DHgvjbUVrixhJrvcDPrWpXPvlqe7cCsnJrdBPL3wDTgd5IelvQw8FtgC+DANtRWqKFQO/4Xf2Lu6X0jnqdqNIOizawjVDr7amXJQWedWXca9gpgRKwGjki/KmesUxSMZlC0mRWv6tlXK0sOOuvMulPTeQAl7QZERCyUtCOwD3B7RFzaluoKNNZQq+wdbscdB7vuCnPmPLtswQJYuBA+97ni6jIbgSpnX62unu3AWWTWVLNpYI4B9gUmSfolsDtJN8iRkl4TEV9pT4nFGI9Qa3WTSCntuisceCCcf34SvAsWPPvarAtUPftqZc3Bjsw6Z5FZU82mgbkJ2AVYD/gzsG1EPCZpA+CaiNipbVXW6PSpEIxng/bQQ+Hkk58NYLMCjWAaGGdfWTiLzIbNvmY3gQxExLqIeAq4K30gOhHxNDCYU51WBnPmJIH75S8n3x241l2cfWXhLDIbVrMG4BpJG6Y/zx5amM6SX9oQ7F+6mhMXLB7xXb9WY8GC5Gz7qKOS7wsWFF2R2UhUMvtGo+Pz0llkNqxmN4G8MSKeAYiI2tCbTDIjful4PqtxUDvOZs6c5Kv2tVnnq1z2jUbH56WzyKypYa8ADgVgg+UPRcRN+ZVUHM9nNQ4WLnxuwM6Zk7xeuLDYuswyqmL2jUbH56WzyKypptPAlEXWJ3p4Pqtx0Gh6haGzbzMr1Hg+sq3j89JZZNZU6RuAI+mm6Nj5rMzMxmi8u2ydl2bdrfQNwJE+0aMj57MyMxujsT7dqBHnpVn3anYXcCkMdVNMFJ3ZTWFm1gbOQjOrVforgMN1U4znWBgzs043lIUX/nEZKroYMytc6RuA8Pxuio6fvsDMLCcX/XEZawYGufCPy5x9ZhWWaxewpH0k/UnSYklHDrPNXpKul3SLpN/lWc+Qjp++wMy6VqfmHjj7zOxZuV0BlDQROBF4C7AMWCjpJxFxa802mwMnAftExL2SXpBXPbU6fvoCM+tKnZx74Owzs2fl2QW8G7A4IpYASDoPeCdwa802HwQuioh7ASJiRY71/JWnLzCznHRs7oGzz8yelWcDcBvgvprXy4Dd67bZHpgs6bfAJsA3I+Ls+gNJOhg4GGD69OnjUpynLzCzHIxb7oGzz8zyk+cYwEY3mkXd60kkD1t/O/BW4ChJ2z9vp4jTIqInInq22mqr8a/UzGx8jFvugbPPzPKT5xXAZcB2Na+3BZY32OahiHgSeFLSFcDOwB051mVmlhfnnpl1hTyvAC4EXibpxZKmAO8HflK3zY+BN0iaJGlDkq6S23KsycwsT849M+sKuV0BjIgBSYcDlwMTgTMi4hZJh6TrT4mI2yT9HLgRGAROj4ib86rJzCxPzj0z6xaKqB+e0tl6enpi0aJFRZcxYn7yiFmxJPVHRE/RdYxWO7PPeWVWHsNlXyWeBFI0P3nEzLqF88qsGnJ9EoglPPu+mXUL55VZNbgB2AZDs+9PFJ5938w6mvPKrBrcBdwGnn3fzLqF88qsGtwAbBPPvm9m3cJ5ZVZ+7gI2MzMzqxg3AM3MzMwqxg1AMzMzs4pxA9DMzMysYtwANDMzM6sYNwDNzMzMKsYNQDMzM7OKKX0DsH/pak5csJj+pauLLsXMrC2ce2bWSqkngvZDzc2sapx7ZpZFqa8A+qHmZlY1zj0zy6LUDUA/1NzMqsa5Z2ZZlLoL2A81N7Oqce6ZWRalbgCCH2puZtXj3DOzVkrdBWxmZmZmz+cGoJmZmVnFuAFoZmZmVjFuAJqZmZlVjBuAZmZmZhXjBqCZmZlZxbgBaGZmZlYxbgCamZmZVYwbgGZmZmYVo4gouoYRkbQSWFrQ228JPFTQe9dyHc/lOp7LdTzXUB0zImKroosZrTZnX9F/dn7/ar9/J9RQpvdvmH1d1wAskqRFEdHjOlyH63AdZVb0Z+b3r/b7d0INVXh/dwGbmZmZVYwbgGZmZmYV4wbgyJxWdAEp1/FcruO5XMdzdUod3aToz8zvX+33h+JrKP37ewygmZmZWcX4CqCZmZlZxbgB2ICkeyTdJOl6SYsarJekb0laLOlGSa8tqI69JD2arr9e0tE51bG5pAsk3S7pNkmvq1vfrs+jVR25fx6Sdqg5/vWSHpP0r3Xb5P55ZKyjXX8/PiXpFkk3SzpX0vp169v196NVHW35PLpFJ+Rc0RlXdLYVmWlFZ1knZFgnZFehuRUR/qr7Au4Btmyy/m3AZYCAXuCagurYC/hpGz6Ps4B56c9TgM0L+jxa1dGWz6Pm/SYCfyaZY6ntn0eGOnL/PIBtgLuBDdLX5wMfa/fnkbGOtv796PSvTsi5ojOu6GzrlEwrOsuKyLBOyK6ic8tXAEfnncDZkegDNpe0ddFF5UHSpsAbge8CRMSaiHikbrPcP4+MdbTbm4G7IqJ+ct52//0Yro52mQRsIGkSsCGwvG59uz6PVnXYyJQ654rOtg7LtKKzrKgM64TsKiy33ABsLIBfSOqXdHCD9dsA99W8XpYua3cdAK+TdIOkyyS9MocaZgErge9Juk7S6ZI2qtumHZ9Hljog/8+j1vuBcxssb9ffj1Z1QM6fR0TcD3wNuBd4AHg0In5Rt1nun0fGOqC9fz86XSfkXJEZV3S2dVKmFZ1lbc+wTsiuonPLDcDGXh8RrwX2BQ6T9Ma69WqwTx63U7eq448kl8x3Br4NXJxDDZOA1wInR8RrgCeBI+u2acfnkaWOdnweAEiaAuwP/LDR6gbLcrndvkUduX8ekqaSnCW/GHgRsJGkD9Vv1mDXcf08MtbRtr8fXaITcq7IjCs62zoi04rOsqIyrBOyq+jccgOwgYhYnn5fAfwI2K1uk2XAdjWvtyWHy7at6oiIxyLiifTnS4HJkrYc5zKWAcsi4pr09QUkoVW/Td6fR8s62vR5DNkX+GNEPDhMrbn//WhVR5s+j78D7o6IlRGxFrgI2KNum3Z8Hi3raPPfj47XCTlXcMYVnW2dkmlFZ1lRGdYJ2VVobrkBWEfSRpI2GfoZ2Bu4uW6znwAfSe8Q6iW5bPtAu+uQ9DeSlP68G8mf56rxrCMi/gzcJ2mHdNGbgVvrNsv988hSRzs+jxofYPgui9w/jyx1tOnzuBfolbRh+l5vBm6r26Ydn0fLOtr896OjdULOFZ1xRWdbB2Va0VlWVIZ1QnYVm1uR891F3fZFMi7jhvTrFuD/pcsPAQ5JfxZwInAXcBPQU1Adh6frbgD6gD1y+kx2ARYBN5Jcfp7a7s8jYx3t+jw2JPkHuFnNsiI+j1Z1tOvz+CJwO8l/3ucA6xX0ebSqoy2fRzd8dULOdULGFZ1tRWda0VlWdIZ1QnYVmVt+EoiZmZlZxbgL2MzMzKxi3AA0MzMzqxg3AM3MzMwqxg1AMzMzs4pxA9DMzMysYtwAtKYkfUPSv9a8vlzS6TWvj5f0aUn7S6qfxb7Vsc+UdMA4ljtikj4m6YRh1r1L0tGjOObnJc0dZt2rJZ050mOaWfs495x7VeAGoLVyFenM5JImAFsCtc8i3AO4MiJ+EhFfLaC+PH0OOGkU++0NNHqeIxFxE7CtpOljKczMcuXcGznnXpdxA9BauZJnH03zSpLJKh+XNFXSesArgOtqzyjTM9xvSbpK0pKhs910NvUTJN0q6WfACxq9oaRPpNvcKOm8dNmxks6R9BtJd0r6x5rtPytpYbr9F2uWf0jStZKul3SqpInp8oMk3SHpd8Drh6lhe+CZiHio5nc6WdKC9Hf6W0lnSLqt9sxW0qbAlIhYKel9km5W8hDvK2oOfwnJw8/NrDM593Duld2koguwzhYRyyUNpGduewBXA9sArwMeBW6MiDXS856ZvTWwJ/ByksfpXAC8G9gBeDXwQpLHHp3R4G2PBF4cEc9I2rxm+U5AL7ARSfj+DHgV8DKSZ4gK+ImSB8qvBP6e5GHzayWdBMyV9EuSmddnp/UvAK5rUMPrSR7CXWsq8CaSB5dfkm4zD1goaZeIuJ7k2Y6/Trc/GnhrRNxf93ssSn/H4xq8r5kVzLn3HM69knID0LIYOhveA/g6SRDuQRIkVw2zz8URMQjcKumF6bI3AudGxDpguaTfDLPvjcB8SReTPB5pyI8j4mngaUkLSMJvT5Kuh6Ew25gkGHciCbuFaUhvAKwAdgd+GxErAST9H7B9gxq2JgnTWpdEREi6CXgw7dZA0i3ATOB6YB/ge+n2VwJnSjqf5CHfQ1YALxrmdzezzuDcSzj3SspdwJbF0HiYV5N0hfSRnAnvQfKPvZFnan6uPU3O8uzBt5M8f3E20C9p6ESlft9Ij/1fEbFL+vXSiPhuuvysmuU7RMSxI6jhaWD9umVDv9Mgz/39Bnn2ZGo34FqAiDgE+AKwHXC9pGnpNuunxzezzuXcSzj3SsoNQMviSuAdwMMRsS4iHgY2JwnDq0dwnCuA90uaKGlrYE79BkoGXG8XEQtIBiNvTnJ2C/BOSeungbIXsBC4HPi4pI3T/beR9AKS7ogD0p+RtIWkGcA1wF6SpkmaDLxvmFpvA146gt8NSa8Ebk/P9JH0koi4JiKOBh4iCURIzrxvHsmxzaztnHsZOPe6l7uALYubSO6C+0Hdso2HBgtn9COSsSQ3AXcAv2uwzUTg+5I2Izmb/UZEPJJ2Z1wL/AyYDnw5IpaTdKm8Arg63eYJ4EMRcaukLwC/SMN1LXBYRPRJOpYkwB8gGe8ysUEdVwDHS1JEZDlzBtgX+HnN6/+R9LL09/g1cEO6fE76e5hZ53LuZePc61LK/mdsVpw0vJ6IiK+18T2/STL+5VcZt/8l8JGIeKDJNuuR/AewZ0QMjE+lZlZGzj3Lk7uAzYb3n8CGWTeOiLc0C8HUdOBIh6CZdSjnXkX4CqCZmZlZxfgKoJmZmVnFuAFoZmZmVjFuAJqZmZlVjBuAZmZmZhXjBqCZmZlZxbgBaGZmZlYx/x/SB31+937pDwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -589,14 +577,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -626,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -654,19 +642,23 @@ "\n", "Detailed descriptions of the sampled Monte Carlo inputs, which can be specified when initializing the MonteCarloAEP object if values other than the defaults are desired, are provided below:\n", "\n", - " - slope, intercept, and num_outliers : These are intermediate variables that are calculated for each iteration of the code\n", - " \n", - " - outlier_threshold : Sample values between 2 and 3 which set the Huber algorithm outlier detection parameter. Varying this threshold accounts for analyst subjectivity on what data points constitute outliers and which do not.\n", + " - uncertainty_meter : Revenue meter energy measurements are associated with a measurement uncertainty of around 0.5%. This uncertainty is used to create a distribution centered at 1 (and with standard deviation therefore of 0.005). This column represents random samples from that distribution. For each iteration of the OA code, a value from this column is multiplied by the monthly revenue meter energy data before the data enter the OA code, thereby capturing the 0.5% uncertainty.\n", " \n", - " - metered_energy_fraction : Revenue meter energy measurements are associated with a measurement uncertainty of around 0.5%. This uncertainty is used to create a distribution centered at 1 (and with standard deviation therefore of 0.005). This column represents random samples from that distribution. For each iteration of the OA code, a value from this column is multiplied by the monthly revenue meter energy data before the data enter the OA code, thereby capturing the 0.5% uncertainty.\n", + " - uncertainty_losses : Reported availability and curtailment losses are estimates and are associated with uncertainty. For now, we assume the reported values are associated with an uncertainty of 5%. Similar to above, we therefore create a distribution centered at 1 (with std of 0.05) from which we sample for each iteration of the OA code. These sampled values are then multiplied by the availability and curtaiment data independently before entering the OA code to capture the 5% uncertainty in the reported values.\n", " \n", - " - loss_fraction : Reported availability and curtailment losses are estimates and are associated with uncertainty. For now, we assume the reported values are associated with an uncertainty of 5%. Similar to above, we therefore create a distribution centered at 1 (with std of 0.05) from which we sample for each iteration of the OA code. These sampled values are then multiplied by the availability and curtaiment data independently before entering the OA code to capture the 5% uncertainty in the reported values.\n", + " - uncertainty_windiness : This intends to capture the uncertainty associated with the number of historical years an analyst chooses to use in the windiness correction. The industry standard is typically 20 years and is based on the assumption that year-to-year wind speeds are uncorrelated. However, a growing body of research suggests that there is some correlation in year-to-year wind speeds and that there are trends in the resource on the decadal timescale. To capture this uncertainty both in the long-term trend of the resource and the analyst choice, we randomly sample integer values betweeen 10 and 20 as the number of years to use in the windiness correction.\n", " \n", - " - num_years_windiness : This intends to capture the uncertainty associated with the number of historical years an analyst chooses to use in the windiness correction. The industry standard is typically 20 years and is based on the assumption that year-to-year wind speeds are uncorrelated. However, a growing body of research suggests that there is some correlation in year-to-year wind speeds and that there are trends in the resource on the decadal timescale. To capture this uncertainty both in the long-term trend of the resource and the analyst choice, we randomly sample integer values betweeen 10 and 20 as the number of years to use in the windiness correction.\n", - " \n", - " - loss_threshold : Due to uncertainty in reported availability and curtailment estimates, months with high combined losses are associated with high uncertainty in the calculated gross energy. It is common to remove such data from analysis. For this analysis, we randomly sample float values between 0.1 and 0.2 (i.e. 10% and 20%) to serve as criteria for the combined availability and curtailment losses. Specifically, months are excluded from analysis if their combined losses exceeds that criteria for the given OA iteration.\n", + " - uncertainty_loss_max : Due to uncertainty in reported availability and curtailment estimates, months with high combined losses are associated with high uncertainty in the calculated gross energy. It is common to remove such data from analysis. For this analysis, we randomly sample float values between 0.1 and 0.2 (i.e. 10% and 20%) to serve as criteria for the combined availability and curtailment losses. Specifically, months are excluded from analysis if their combined losses exceeds that criteria for the given OA iteration.\n", + "\n", + " - uncertainty_nan_energy: Threshold for removing days/months based on the fraction of NaNs in the data.\n", + "\n", + " - outlier_detection: Whether to perform (True) or not (False) outlier detection filtering. The default value is set to False.\n", + "\n", + " - uncertainty_outlier : Sample values between 1 and 3 which set the Huber algorithm outlier detection parameter (for linear regression; for machine learning regression algorithms, please see example 2b). Varying this threshold accounts for analyst subjectivity on what data points constitute outliers and which do not.\n", + " \n", + " - reanalyis_product : This captures the uncertainty of using different reanalysis products and, lacking a better method, is a proxy way of capturing uncertainty in the modelled monthly wind speeds. For each iteration of the OA code, one of the reanalysis products that we've already determined as valid (see the cells above) is selected.\n", " \n", - " - reanalyis_product : This captures the uncertainty of using different reanalysis products and, lacking a better method, is a proxy way of capturing uncertainty in the modelled monthly wind speeds. For each iteration of the OA code, one of the reanalysis products that we've already determined as valid (see the cells above) is selected. " + "Finally, we note that the operational data are also randomly resampled at each iteration using bootstrapping to help quantify uncertainty in the results." ] }, { @@ -693,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -701,7 +693,7 @@ "output_type": "stream", "text": [ "INFO:operational_analysis.methods.plant_analysis:Running with parameters: {'uncertainty_meter': 0.005, 'uncertainty_losses': 0.05, 'uncertainty_loss_max': array([10., 20.]), 'uncertainty_windiness': array([10., 20.]), 'uncertainty_nan_energy': 0.01, 'num_sim': 2000, 'reanal_subset': ['era5', 'merra2']}\n", - "100%|██████████| 2000/2000 [00:16<00:00, 124.60it/s]\n", + "100%|██████████| 2000/2000 [00:12<00:00, 165.81it/s]\n", "INFO:operational_analysis.methods.plant_analysis:Run completed\n" ] } @@ -720,12 +712,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -755,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -784,12 +776,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -820,12 +812,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -837,8 +829,7 @@ } ], "source": [ - "# Produce scatter plots of slope and intercept values, and overlay the resulting line of best fits over the actual wind speed \n", - "# and gross energy data points. Here we focus on the ERA-5 data\n", + "# Produce scatter plots of slope and intercept values. Here we focus on the ERA-5 data\n", "\n", "plt.figure(figsize=(8,6))\n", "plt.plot(mc_reg.intercept[mc_reg.reanalysis_product =='era5'],mc_reg.slope[mc_reg.reanalysis_product =='era5'],'.')\n", @@ -856,12 +847,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -894,12 +885,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -953,7 +944,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.10" }, "toc": { "base_numbering": 1, @@ -970,5 +961,5 @@ } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 2 } diff --git a/examples/02b_augmented_plant_aep_analysis.ipynb b/examples/02b_augmented_plant_aep_analysis.ipynb index b5b6703c..f5dc400c 100644 --- a/examples/02b_augmented_plant_aep_analysis.ipynb +++ b/examples/02b_augmented_plant_aep_analysis.ipynb @@ -28,11 +28,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# Import required packages\n", "import os\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -75,8 +74,6 @@ "INFO:project_ENGIE:SCADA data loaded\n", "INFO:project_ENGIE:Timestamp QC and conversion to UTC\n", "INFO:project_ENGIE:Correcting for out of range of temperature variables\n", - "INFO:numexpr.utils:Note: NumExpr detected 16 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n", - "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n", "INFO:project_ENGIE:Flagging unresponsive sensors\n", "INFO:project_ENGIE:Converting field names to IEC 61400-25 standard\n", "INFO:operational_analysis.types.timeseries_table:Loading name:plant_data\n", @@ -394,7 +391,7 @@ "output_type": "stream", "text": [ "INFO:operational_analysis.methods.plant_analysis:Running with parameters: {'uncertainty_meter': 0.005, 'uncertainty_losses': 0.05, 'uncertainty_loss_max': array([10., 20.]), 'uncertainty_windiness': array([10., 20.]), 'uncertainty_nan_energy': 0.01, 'num_sim': 1000, 'reanal_subset': ['merra2', 'era5']}\n", - "100%|██████████| 1000/1000 [00:14<00:00, 68.65it/s]\n", + "100%|██████████| 1000/1000 [00:06<00:00, 165.30it/s]\n", "INFO:operational_analysis.methods.plant_analysis:Run completed\n", "INFO:operational_analysis.methods.plant_analysis:Running with parameters: {'uncertainty_meter': 0.005, 'uncertainty_losses': 0.05, 'uncertainty_loss_max': array([10., 20.]), 'uncertainty_windiness': array([10., 20.]), 'uncertainty_nan_energy': 0.01, 'num_sim': 500, 'reanal_subset': ['merra2', 'era5']}\n", " 0%| | 0/500 [00:00" ] @@ -541,7 +539,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -564,7 +562,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -587,7 +585,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -607,7 +605,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For this specific case, we see a decrease in AEP uncertainty when the calculation is performed with a machine learning regression model at daily resolution, which becomes even more significant when performing the calculation at hourly resolution." + "For this specific case, we see a decrease in AEP uncertainty when the calculation is performed with a machine learning regression model at daily resolution, which becomes even more significant when performing the calculation at hourly resolution. \n", + "Our analysis on a larger set of wind plants (Bodini et al. 2021, Wind Energy) showed how the uncertainty component connected to the regression decreases by up to 60% (relative change) when moving from monthly to daily resolution, and by up to 80% (relative change) when moving from monthly to hourly resolution. \n", + "Finally, we note how the GBM and ETR regression models are more computationally expensive than the GAM regression model. However, as ensemble-based models, they are expected to be capable of better modeling complex relationships." ] }, { @@ -677,7 +677,7 @@ "output_type": "stream", "text": [ "\r", - " 0%| | 1/500 [00:18<2:32:54, 18.39s/it]" + " 0%| | 1/500 [00:12<1:45:04, 12.63s/it]" ] }, { @@ -691,7 +691,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 500/500 [09:23<00:00, 1.13s/it]\n", + "100%|██████████| 500/500 [05:51<00:00, 1.42it/s]\n", "INFO:operational_analysis.methods.plant_analysis:Run completed\n" ] } @@ -715,7 +715,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+cAAANYCAYAAACmYpwcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABV00lEQVR4nO3de5xdVX03/s+XRETQeiNYbhpElKIECBFBEEGqgFjQihX0EVqs9GbVWi+pCFpb+kC11kur/rDygLegj4rmISpQhHpXwlVuCsUoiEqk3rioBNbvjzmJk2SSzCQzWZmZ9/v1mtecs/ba+3z33pns+cxaZ59qrQUAAADoZ7PeBQAAAMB0J5wDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQ2s9cLb7311m327Nm9Xh4AJrXLLrvsJ621WRP5Gq7VALD+xnqt7hbOZ8+encWLF/d6eQCY1KrqexP9Gq7VALD+xnqtNq0dAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgs1GF86o6rKq+XVU3VdX8EZYfVFU/r6orB1+njH+pAAAAMDXNXFeHqpqR5N+TPDPJrUkuraqFrbXrVun6pdbacyagRgAAAJjSRjNyvk+Sm1prN7fWfpPknCRHTWxZAAAAMH2MJpxvn+SWYc9vHbStar+quqqqPldVTxxpQ1V1YlUtrqrFS5cuXY9yAQAAYOoZTTivEdraKs8vT/KY1toeSd6d5NMjbai1dkZrbV5rbd6sWbPGVCgAAABMVet8z3mGRsp3HPZ8hyS3De/QWvvFsMefrar3VNXWrbWfjE+ZwKZs9vxFo+q35LQjJrgSANgwo72mJa5rwPgazcj5pUl2qaqdqmrzJMckWTi8Q1X9blXV4PE+g+3eMd7FAgAAwFS0zpHz1tqyqnp5kvOTzEhyZmvt2qr688Hy9yU5OslfVNWyJPckOaa1turUdwAAAGAEo5nWntbaZ5N8dpW29w17/G9J/m18SwMAAIDpYTTT2gEAAIAJJJwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0NqrPOQfY2GbPXzTqvktOO2ICKwEAgIln5BwAAAA6m/Lh/Nxzz01V5YYbbljRtmTJkjzoQQ/KnnvuueLrgx/8YJJk9uzZ2X333bPHHnvkWc96Vn70ox/1Kn1cnHTSSdlxxx3z4Ac/eKX2t7/97dltt90yZ86cHHLIIfne97434voLFizI7rvvnjlz5uSwww7LT37ykxH7ff7zn88+++yTXXfdNXvuuWde+MIX5vvf/36uuuqq7Lnnnittb8stt8y9996bJPnWt76VOXPmJBk69mva/r333pu99957rLsPwCasqvKSl7xkxfNly5Zl1qxZec5zntOxqtUddthhedjDHrbWukZzXV26dGkOOOCAPOlJT8qnP/3pFe1HHXVUbrvttokoHYBJZMqH8wULFuSAAw7IOeecs1L7zjvvnCuvvHLF13HHHbdi2cUXX5yrrroq8+bNyz/90z9t7JLH1R/8wR/km9/85mrte+21VxYvXpyrr746Rx99dF73utet1mfZsmV55StfmYsvvjhXX3115syZk3/7t39brd8111yTv/7rv87ZZ5+dG264IVdeeWVe/OIXZ8mSJdl9993zve99L7/85S+TJF/96lez66675oorrljxfP/991/nfnz5y1/OU5/61FHt83333TeqfgD0tdVWW+Waa67JPffckyS58MILs/3223euanWvfe1r86EPfWitfUZzXV2wYEGOP/74fO1rX8tb3/rWJMn/+3//L3Pnzs122203IbUDMHlM6XB+55135itf+Uo+8IEPrBbOR+PAAw/MTTfdtFr77Nmz84Y3vCH77bdf5s2bl8svvzyHHnpodt5557zvfe9b0e+tb31rnvzkJ2fOnDl505vetKL9uc99bvbee+888YlPzBlnnLGi/cEPfnBOOumk7LHHHtl3333z4x//eMw1r2rffffNtttuu1r7wQcfnC233HJFn1tvvXW1Pq21tNZy1113pbWWX/ziFyP+8nD66afnDW94Q37v935vRduRRx6ZAw88MJtttlme/OQn5xvf+EaS5LLLLstf/dVf5atf/WqSoXA+PHS/+93vzty5c7P77ruvNNvh85//fA4//PCcfPLJeec737mi/aSTTsq73vWuXHLJJTn44IPzohe9KLvvvvtYDxMAnRx++OFZtGjoHhMLFizIscceu2LZXXfdlRNOOCFPfvKTs9dee+Uzn/lMkqEZcE972tMyd+7czJ07d8U15ZJLLslBBx2Uo48+Orvuumte/OIXp7W2wTUecsghechDHrLWPqO5rj7gAQ/IPffck1//+tfZbLPNsmzZsrzjHe/Ia1/72g2uEYDJb0qH809/+tM57LDD8vjHPz6PeMQjcvnll69Y9t///d8rTWv/0pe+tNr655133hqD3o477pivfe1redrTnpY//uM/zic+8Yl8/etfzymnnJIkueCCC3LjjTfmm9/8Zq688spcdtll+eIXv5gkOfPMM3PZZZdl8eLFede73pU77rgjydAvIfvuu2+uuuqqHHjggXn/+9+/2utefPHFK9W9/Gu0o8oj+cAHPpDDDz98tfYHPOABee9735vdd9892223Xa677rq89KUvXa3ftddem7lz565x+0996lPz1a9+NXfddVc222yzHHTQQSuF8+Ej51tvvXUuv/zy/MVf/EXe9ra3rbTfBx10UF760pfm7LPPTpLcf//9Oeecc/LiF784SfLNb34zp556aq677rr1OxAAbHTHHHNMzjnnnPzqV7/K1Vdfnac85Skrlp166ql5xjOekUsvvTQXX3xxXvva1+auu+7KNttskwsvvDCXX355Pvaxj+UVr3jFinWuuOKKvOMd78h1112Xm2++OV/5yldWe823vvWtI15Lh29nQ6zpuvqiF70o559/fg477LC8+c1vznve854cd9xxK0I9ANPblL5b+4IFC/KqV70qydDFf8GCBStC5PJp7SM5+OCDM2PGjMyZMyf/+I//OGKfI488Mkmy++67584778xDHvKQPOQhD8kWW2yRn/3sZ7ngggtywQUXZK+99koyNIp/44035sADD8y73vWunHvuuUmSW265JTfeeGMe+chHZvPNN1/xfra99947F1544Yi1ranu9fHhD384ixcvzn/913+ttuzee+/Ne9/73lxxxRV57GMfm7/+67/O//7f/ztvfOMb17i9O+64I4ccckjuvvvunHjiiXnNa16T/fffP//yL/+Spz3taXnyk5+cnXfeOTfddFOWLl2aO++8M4997GNXrP+Hf/iHSYb2/1Of+lSS5LbbbssjHvGIbLnllpk9e3Ye+chH5oorrsiPf/zj7LXXXnnkIx+ZJNlnn32y0047jduxAWDizZkzJ0uWLMmCBQvy7Gc/e6VlF1xwQRYuXLjij7W/+tWv8v3vfz/bbbddXv7yl+fKK6/MjBkz8p3vfGfFOvvss0922GGHJMmee+6ZJUuW5IADDlhpu6997WsnbLR6bdfVhz70oStmCfz0pz/N6aefnk996lN52ctelp/+9Kf527/92+y3334TUhcAm74pG87vuOOOfOELX8g111yTqsp9992Xqso///M/r3Pdiy++OFtvvfVa+zzwgQ9Mkmy22WYrHi9/vmzZsrTW8nd/93f5sz/7s5XWu+SSS/Kf//mf+drXvpYtt9wyBx10UH71q18lGRqprqokyYwZM7Js2bIRa/ubv/mb1dq33HLLFaPRo/Wf//mfOfXUU/Nf//VfK+3Dcsv/CLDzzjsnSf7oj/4op5122mr9nvjEJ+byyy/PHnvskUc+8pG58sor87a3vS133nlnkqHpfZdeemm+/OUvr/ilY4cddsg555yz2oj/8jqG7//nPve5HHrooSv6/Omf/mnOOuus/OhHP8oJJ5ywon2rrbYa0/4DsGk48sgj85rXvCaXXHLJitlkydDbqz75yU/mCU94wkr93/zmN+dRj3pUrrrqqtx///3ZYostViwbfj1b07X0rW99az7ykY+s1r78D+jra13X1eHe8pa35KSTTsqCBQuy995750UvelGOOuqoXHzxxev9+gBMblN2WvsnPvGJHHfccfne976XJUuW5JZbbslOO+2UL3/5yxvl9Q899NCceeaZKwLqD37wg9x+++35+c9/noc//OHZcsstc8MNN+TrX//6mLa7fOR81a+xBvMrrrgif/Znf5aFCxdmm222GbHP9ttvn+uuuy5Lly5NMnSjnuHvK1/uda97XU499dRcf/31K9ruvvvuFY8f8pCHZMcdd8xZZ521Ipzvt99+ecc73jGq6fjL32++3POe97x8/vOfz6WXXrpSaAdgcjrhhBNyyimnrPZWskMPPTTvfve7V7xvfPnNRH/+859n2223zWabbZYPfehDY74R6Gtf+9oRr6UbEsxHc11d7sYbb8xtt92Wpz/96bn77ruz2WabpapW/LEegOlpyobzBQsW5HnPe95Kbc9//vPz0Y9+NMnq7znfkAvySJ71rGflRS96Ufbbb7/svvvuOfroo/PLX/4yhx12WJYtW5Y5c+bk5JNPzr777juur7uq173uddlhhx1y9913Z4cddsib3/zmJEO/mNx55515wQtekD333HPFNP0kKz76bLvttsub3vSmHHjggZkzZ06uvPLKvOENb1jtNXbfffe8853vzHHHHZddd901+++/f66//vq86EUvWtFn//33z69//evsuOOOSYbC+c0337zOcH7fffflxhtvzK677rqibfPNN8/BBx+cP/qjP8qMGTPW99AAsInYYYcd8spXvnK19pNPPjn33ntv5syZkyc96Uk5+eSTkyR/+Zd/mbPPPjv77rtvvvOd70z4zKmnPe1pecELXpCLLrooO+ywQ84///wkySmnnJKFCxcmWft1dVUnnXTSirfNHXvssTnrrLOy77775jWvec2E7gcAm7Yaj7uYro958+a1xYsXd3ltJo8vf/nL+fCHP7zSXfDvv//+zJ07N//3//7f7LLLLh2rY7nZ8xeNqt+S044Y922OdbswVVTVZa21eRP5Gq7VTEeuP8B4Geu1esqOnDM1HHDAASsF8+uuuy6Pe9zjcsghhwjmAADAlDFlbwjH1LTbbrvl5ptv7l0GAADAuDJyDgAAAJ0J5wAAANCZcA4A00BVPaGqrhz29YuqelXvugCAId5zDgDTQGvt20n2TJKqmpHkB0nO7VkTAPBbRs4BYPo5JMl/t9a+17sQAGCIcA4A088xSRaMtKCqTqyqxVW1eOnSpRu5LACYvoRzAJhGqmrzJEcm+b8jLW+tndFam9damzdr1qyNWxwATGPCOQBML4cnuby19uPehQAAvyWcA8D0cmzWMKUdAOhHOAeAaaKqtkzyzCSf6l0LALAyH6UGm6jZ8xeNuu+S047o+vrA5NBauzvJI3vXAQCszsg5AAAAdCacAwAAQGfCOQAAAHTmPecAALCJ6H3PGaAfI+cAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmc85BxjBaD9n1mfMAgAwHoycAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0NuXD+bnnnpuqyg033LCibcmSJXnQgx6UPffcc8XXBz/4wSTJ7Nmzs/vuu2ePPfbIs571rPzoRz/qVfpa/eY3v8mJJ56Yxz/+8dl1113zyU9+csQ+f/Inf7Jify655JIkya9//escdthhedKTnpT3vOc9K/qfeOKJueKKKzbWLgAAADAw5cP5ggULcsABB+Scc85ZqX3nnXfOlVdeueLruOOOW7Hs4osvzlVXXZV58+bln/7pnzZ2yaNy6qmnZptttsl3vvOdXHfddXn605++Wp/3v//9SZJvfetbufDCC/O3f/u3uf/++3P++edn7733ztVXX50zzjgjSXLVVVfl/vvvz1577bVR9wMAAIApHs7vvPPOfOUrX8kHPvCB1cL5aBx44IG56aabVmufPXt2fvKTnyRJFi9enIMOOihJ8uY3vzknnHBCDjrooDz2sY/Nu971rhXrfPCDH8ycOXOyxx575CUvecn67dAwZ555Zv7u7/4uSbLZZptl6623Xq3Pddddl0MOOSRJss022+RhD3tYFi9enAc84AG55557smzZshV9Tz755LzlLW/Z4LoAAAAYuykdzj/96U/nsMMOy+Mf//g84hGPyOWXX75i2X//93+vNK39S1/60mrrn3feedl9993H9Jo33HBDzj///Hzzm9/M3//93+fee+/Ntddem1NPPTVf+MIXctVVV+Wd73znautdfPHFK9Wz/OupT33qan1/9rOfJRkK1HPnzs0LXvCC/PjHP16t3x577JHPfOYzWbZsWb773e/msssuyy233JJnPvOZ+dGPfpSnPOUped3rXpeFCxdm7733znbbbTemfQUAAGB8zOxdwERasGBBXvWqVyVJjjnmmCxYsCBz585N8ttp7SM5+OCDM2PGjMyZMyf/+I//OKbXPOKII/LABz4wD3zgA7PNNtvkxz/+cb7whS/k6KOPXjG6/YhHPGLE11xTPatatmxZbr311uy///55+9vfnre//e15zWtekw996EMr9TvhhBNy/fXXZ968eXnMYx6Tpz71qZk5c2ZmzpyZj370o0mSe++9N4ceemgWLlyYV7/61fn+97+f4447LkceeeSY9hsAAID1N2XD+R133JEvfOELueaaa1JVue+++1JV+ed//ud1rnvxxRePOE18uZkzZ+b+++9PkvzqV79aadkDH/jAFY9nzJiRZcuWpbWWqlrna/7N3/zNau1bbrllvvrVr67U9shHPjJbbrllnve85yVJXvCCF+QDH/jAiHX+67/+64rnT33qU7PLLrus1Oc973lPjj/++Hzta1/L5ptvno997GPZb7/9hHMAAICNaMpOa//EJz6R4447Lt/73veyZMmS3HLLLdlpp53y5S9/eYO3PXv27Fx22WVJMuJd0ld1yCGH5OMf/3juuOOOJMn//M//rNZn+cj5ql+rBvMkqar8wR/8wYq7r1900UXZbbfdVut3991356677kqSXHjhhZk5c+ZK/X7605/mvPPOy3HHHZe77747m222WapqtT84AAAAMLGmbDhfsGDBipHl5Z7//OevmM696nvOh9+8bV3e9KY35ZWvfGWe9rSnZcaMGevs/8QnPjEnnXRSnv70p2ePPfbIq1/96rHtzAhOP/30vPnNb86cOXPyoQ99KP/yL/+SJFm4cGFOOeWUJMntt9+euXPn5vd+7/dy+umnrzbt/S1veUve+MY3pqpy6KGHZvHixdl9993zspe9bIPrAwAAYPSm7LT25aPKw73iFa9Y8fiee+4Zcb0lS5asc9tPe9rT8p3vfGe19je/+c0rPb/mmmtWPD7++ONz/PHHr3Pbo/WYxzwmX/ziF1drP/LII1dMSZ89e3a+/e1vr3Ebw6e8b7HFFrngggvGrT4AAABGb8qOnAMAAMBkIZwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZzN7FwCwscyev6h3CQAAMKJRjZxX1WFV9e2quqmq5q+l35Or6r6qOnr8SgQAAICpbZ3hvKpmJPn3JIcn2S3JsVW12xr6nZ7k/PEuEgAAAKay0Yyc75Pkptbaza213yQ5J8lRI/T76ySfTHL7ONYHAAAAU95owvn2SW4Z9vzWQdsKVbV9kucled/aNlRVJ1bV4qpavHTp0rHWCgAAAFPSaMJ5jdDWVnn+jiSvb63dt7YNtdbOaK3Na63NmzVr1ihLBAAAgKltNHdrvzXJjsOe75DktlX6zEtyTlUlydZJnl1Vy1prnx6PIgGADVdVD0vyH0melKE/tJ/QWvta16IAgCSjC+eXJtmlqnZK8oMkxyR50fAOrbWdlj+uqrOSnCeYA8Am551JPt9aO7qqNk+yZe+CAIAh6wznrbVlVfXyDN2FfUaSM1tr11bVnw+Wr/V95gBAf1X1O0kOTPLHSTK4yetvetYEAPzWaEbO01r7bJLPrtI2Yihvrf3xhpcFAIyzxyZZmuT/VNUeSS5L8srW2l3DO1XViUlOTJJHP/rRG71ImCiz5y/qXQLAWo3mhnAAwOQ3M8ncJO9tre2V5K4k81ft5OatANCHcA4A08OtSW5trX1j8PwTGQrrAMAmYFTT2oGpo+e0PlMKoZ/W2o+q6paqekJr7dtJDklyXe+6AIAhwjkATB9/neQjgzu135zkTzrXAwAMCOcAME201q5MMq93HQDA6rznHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKCzmb0LgOlm9vxFvUtgHI3lfC457YgJrAQAgMnMyDkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQ2s3cBABtq9vxFvUsAAIANYuQcAAAAOhPOAQAAoDPT2gEAYD2M9m1VS047YoIr2bSN5e1n0/1YMb0ZOQcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADobGbvAgAAgIkze/6icd/mktOOGPdtwnRn5BwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAzH6UGANNEVS1J8ssk9yVZ1lqb17ciAGA54RwAppeDW2s/6V0EALAy09oBAACgMyPnADB9tCQXVFVL8v+11s5YtUNVnZjkxCR59KMfvZHLg2T2/EWj7rvktCMmsJLxM5Z92hS2C/Rh5BwApo/9W2tzkxye5K+q6sBVO7TWzmitzWutzZs1a9bGrxAApinhHACmidbabYPvtyc5N8k+fSsCAJYTzgFgGqiqrarqIcsfJ3lWkmv6VgUALOc95wAwPTwqyblVlQxd/z/aWvt835IAgOWEcwCYBlprNyfZo3cdAMDITGsHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOjMDeEAAJhws+cv6l0CwCbNyDkAAAB0ZuQcYCMZy6jRktOOmMBKAADY1Bg5BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADobFThvKoOq6pvV9VNVTV/hOVHVdXVVXVlVS2uqgPGv1QAAACYmtZ5t/aqmpHk35M8M8mtSS6tqoWtteuGdbsoycLWWquqOUk+nmTXiSgYAAAApprRfJTaPkluaq3dnCRVdU6So5KsCOettTuH9d8qSRvPIgEAYFVj+YhKgE3daKa1b5/klmHPbx20raSqnldVNyRZlOSEkTZUVScOpr0vXrp06frUCwAAAFPOaMJ5jdC22sh4a+3c1tquSZ6b5B9G2lBr7YzW2rzW2rxZs2aNqVAAAACYqkYTzm9NsuOw5zskuW1NnVtrX0yyc1VtvYG1AQAAwLQwmnB+aZJdqmqnqto8yTFJFg7vUFWPq6oaPJ6bZPMkd4x3sQAAADAVrfOGcK21ZVX18iTnJ5mR5MzW2rVV9eeD5e9L8vwkx1XVvUnuSfLC1pqbwgFsQkZ746Qlpx0xwZUAALCq0dytPa21zyb57Cpt7xv2+PQkp49vaQAAADA9jGZaOwAAADCBhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzmb2LgCmgtnzF/UuAQAAmMSMnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AEwjVTWjqq6oqvN61wIA/JZwDgDTyyuTXN+7CABgZcI5AEwTVbVDkiOS/EfvWgCAlQnnADB9vCPJ65Lcv6YOVXViVS2uqsVLly7daIUBwHQnnAPANFBVz0lye2vtsrX1a62d0Vqb11qbN2vWrI1UHQAgnAPA9LB/kiOrakmSc5I8o6o+3LckAGA54RwApoHW2t+11nZorc1OckySL7TW/lfnsgCAAeEcAAAAOpvZuwAAYONqrV2S5JLOZQAAwxg5BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOZvYuANhws+cv6l0CAACwAYycAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGc+5xwAgPUye/6i3iUATBlGzgEAAKAz4RwAAAA6E84BAACgM+85B9gEjfZ9nEtOO2KCKwEAYGMwcg4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnY0qnFfVYVX17aq6qarmj7D8xVV19eDrq1W1x/iXCgAAAFPTOsN5Vc1I8u9JDk+yW5Jjq2q3Vbp9N8nTW2tzkvxDkjPGu1AAAACYqkYzcr5Pkptaaze31n6T5JwkRw3v0Fr7amvtp4OnX0+yw/iWCQBsiKraoqq+WVVXVdW1VfX3vWsCAH5rNOF8+yS3DHt+66BtTV6a5HMjLaiqE6tqcVUtXrp06eirBAA21K+TPKO1tkeSPZMcVlX79i0JAFhuNOG8RmhrI3asOjhD4fz1Iy1vrZ3RWpvXWps3a9as0VcJAGyQNuTOwdMHDL5GvJ4DABvfaML5rUl2HPZ8hyS3rdqpquYk+Y8kR7XW7hif8gCA8VJVM6rqyiS3J7mwtfaNziUBAAMzR9Hn0iS7VNVOSX6Q5JgkLxreoaoeneRTSV7SWvvOuFcJAGyw1tp9SfasqoclObeqntRau2Z4n6o6McmJSfLoRz964xfJhJk9f9Go+y457YgJrAQ23Fj+PY+Wf/f0ts6R89basiQvT3J+kuuTfLy1dm1V/XlV/fmg2ylJHpnkPVV1ZVUtnrCKAYAN0lr7WZJLkhw2wjJvQQOADkYzcp7W2meTfHaVtvcNe/ynSf50fEsDAMZLVc1Kcm9r7WdV9aAkv5/k9M5lAQADowrnAMCkt22Ss6tqRoZmzn28tXZe55oAgAHhHACmgdba1Un26l0HADCy0dytHQAAAJhAwjkAAAB0Zlo7046PkmEqmYiPkgEAYOMzcg4AAACdGTkHAGAlZuWwLv6NwPgzcg4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQ2czeBcB4mT1/Ue8SYEoYy8/SktOOmMBKAACmDyPnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0NnM3gUAALB+Zs9f1LsEGFf+TTOdGTkHAACAzoRzAAAA6My0djY605UAAABWZuQcAAAAOhPOAQAAoDPhHAAAADoTzgFgGqiqHavq4qq6vqqurapX9q4JAPgtN4QDgOlhWZK/ba1dXlUPSXJZVV3YWruud2EAgJFzAJgWWms/bK1dPnj8yyTXJ9m+b1UAwHLCOQBMM1U1O8leSb4xwrITq2pxVS1eunTpRq8NAKYr4RwAppGqenCSTyZ5VWvtF6sub62d0Vqb11qbN2vWrI1fIABMU8I5AEwTVfWADAXzj7TWPtW7HgDgt4RzAJgGqqqSfCDJ9a21t/euBwBYmXAOANPD/klekuQZVXXl4OvZvYsCAIb4KDVYi9nzF/UuAWBctNa+nKR61wEAjMzIOQAAAHQmnAMAAEBnwjkAAAB05j3nAACbGPc8AZh+jJwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB05qPUWKuxfJTLktOOmMBKgE2R/yMAAMaHkXMAAADoTDgHAACAzkYVzqvqsKr6dlXdVFXzR1i+a1V9rap+XVWvGf8yAQAAYOpa53vOq2pGkn9P8swktya5tKoWttauG9btf5K8IslzJ6JIAAAAmMpGM3K+T5KbWms3t9Z+k+ScJEcN79Bau721dmmSeyegRgAAAJjSRhPOt09yy7Dntw7aAAAAgHEwmnBeI7S19XmxqjqxqhZX1eKlS5euzyYAAABgyhlNOL81yY7Dnu+Q5Lb1ebHW2hmttXmttXmzZs1an00AAADAlDOacH5pkl2qaqeq2jzJMUkWTmxZAAAAMH2s827trbVlVfXyJOcnmZHkzNbatVX154Pl76uq302yOMnvJLm/ql6VZLfW2i8mrnQAAACYGtYZzpOktfbZJJ9dpe19wx7/KEPT3QFgg8yev2jUfZecdsQEVgIAsPGMZlo7AAAAMIFGNXIOAAAwlfWeudX79enPyDkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZzN7FwAAADCZzJ6/aNR9l5x2xARWwlQinAOwUYzlFxkAgOnGtHYAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAeAaaCqzqyq26vqmt61AACrE84BYHo4K8lhvYsAAEYmnAPANNBa+2KS/+ldBwAwspm9CwAANh1VdWKSE5Pk0Y9+dOdqJofZ8xf1LgGAKcDIOQCwQmvtjNbavNbavFmzZvUuBwCmDSPnjBsjB8DGNtr/d5acdsQEVwIAsGGMnAMAAEBnwjkATANVtSDJ15I8oapuraqX9q4JAPgt09oBYBporR3buwYAYM2MnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdOaGcADAtDB7/qJR911y2hETWAkArM7IOQAAAHQmnAMAAEBnwjkAAAB05j3nU4j30gEAAExORs4BAACgM+EcAAAAOhPOAQAAoDPhHAAAADpzQzgAAIAJMpabNjO9GTkHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOpu3d2sdy18Qlpx0xgZX04a6RwHQyUf/nj3a7U/E6AgCMLyPnAAAA0JlwDgAAAJ0J5wAAANDZtH3POQCw8U2W9+m7NwuwKev5f+l0v3fXRDJyDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ1Nqc8595mkAGwo1xIAoAcj5wAAANDZlBo5BwCmhrHMYFhy2hETWAnA5DXdZ4ONdv83leuIkXMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhsVOG8qg6rqm9X1U1VNX+E5VVV7xosv7qq5o5/qQDAhljX9RwA6Ged4byqZiT59ySHJ9ktybFVtdsq3Q5Pssvg68Qk7x3nOgGADTDK6zkA0MloRs73SXJTa+3m1tpvkpyT5KhV+hyV5INtyNeTPKyqth3nWgGA9Tea6zkA0MnMUfTZPsktw57fmuQpo+izfZIfDu9UVSdmaGQ9Se6sqm+Pqdr1s3WSn2zIBur0capkctvg48gKjuX4cBzHj2M5PtZ4HCfoOvKYMfYfzfW817V6tEY8xpP8Oj0Vf/7s0+RgnyaHSb1Pa/j/eZPbp3G4jqxpn8Z0rR5NOK8R2tp69Elr7YwkZ4ziNcdNVS1urc3bmK85FTmO48exHB+O4/hxLMfHJDiOm+y1erQmwTEeM/s0OdinycE+TQ72ac1GM6391iQ7Dnu+Q5Lb1qMPANCPazUAbMJGE84vTbJLVe1UVZsnOSbJwlX6LExy3OCu7fsm+Xlr7YerbggA6GY013MAoJN1TmtvrS2rqpcnOT/JjCRnttaurao/Hyx/X5LPJnl2kpuS3J3kTyau5DHbJKfmTUKO4/hxLMeH4zh+HMvxsUkfxzVdzzuXNVab9DFeT/ZpcrBPk4N9mhzs0xpUa6u93QwAAADYiEYzrR0AAACYQMI5AAAAdDalwnlVnVlVt1fVNcPaHlFVF1bVjYPvD+9Z42SwhuP4gqq6tqrur6op9dEHE2UNx/GtVXVDVV1dVedW1cM6ljhprOFY/sPgOF5ZVRdU1XY9a5wMRjqOw5a9pqpaVW3do7bJZg3/Jt9cVT8Y/Ju8sqqe3bPGyWRt/zYHy6uq3lVVNw1+7ucOW7akqr41OOaLN17VazeKfdq1qr5WVb+uqtessuywqvr2YH/nb5yK120D92mynqcXD/7NXV1VX62qPYYtm6znaW37NFnP01HDfidYXFUHDFs2Wc/T2vZpUp6nYf2eXFX3VdXRw9om5Xka1m+kfRrzeZpS4TzJWUkOW6VtfpKLWmu7JLlo8Jy1OyurH8drkvxhki9u9Gomr7Oy+nG8MMmTWmtzknwnyd9t7KImqbOy+rF8a2ttTmttzyTnJTllYxc1CZ2V1Y9jqmrHJM9M8v2NXdAkdlZGOJZJ/rW1tufg67MbuabJ7KyMfDyXOzzJLoOvE5O8d5XlBw+O+ab0x+OzsvZ9+p8kr0jytuGNVTUjyb9naJ93S3JsVe02QTWO1VlZj30aZjKep+8mefrguv0PGdz0aZKfpxH3aZjJeJ4uSrLH4HeCE5L8RzLpz9OI+zTMZDxPy8/J6Rm6Oenwtsl6nkbcp2HGdJ6mVDhvrX0xQxeG4Y5Kcvbg8dlJnrsxa5qMRjqOrbXrW2vf7lTSpLSG43hBa23Z4OnXM/Q5w6zDGo7lL4Y93SqJu1uuwxr+j0ySf03yujiGo7aWY8l6GMXxPCrJB9uQryd5WFVtu3GqWz/r2qfW2u2ttUuT3LvKon2S3NRau7m19psk52Ro/7vbgH3aZI1in77aWvvp4Onw6/ZkPk9r2qdN1ij26c7227tcD/+dYDKfpzXt0yZrlNfGv07yySS3D2ubtOdpYKR9Wi9TKpyvwaOWf+b64Ps2neuB5U5I8rneRUxmVXVqVd2S5MUxcr5equrIJD9orV3Vu5Yp4uWDaYhnlrdRjaftk9wy7Pmtg7Zk6BfWC6rqsqo6caNXNv7Wtq+T2VQ4Ty/Nb6/bU+U8Dd+nZBKfp6p6XlXdkGRRhn7HSib5eVrDPiWT9DxV1fZJnpfkfassmrTnaS37lKzHeZoO4Rw2OVV1UpJlST7Su5bJrLV2Umttxwwdx5f3rmeyqaotk5wUf9gYL+9NsnOSPZP8MMm/dK1maqkR2paPIu3fWpuboemQf1VVB268sibE2vZ1MpvU56mqDs5QkH398qYRuk2q8zTCPiWT+Dy11s5tre2aoVmy/zBontTnaQ37lEze8/SOJK9vrd23SvtkPk/vyMj7lKzHeZoO4fzHy6e+Db5v8HQD2BBVdXyS5yR58bDpSmyYjyZ5fu8iJqGdk+yU5KqqWpKhqY2XV9Xvdq1qkmqt/bi1dl9r7f4k78/QND3Gx61Jdhz2fIcktyVJa23599uTnJvJf9zXuK+T2WQ+T1U1J0Pv9z2qtXbHoHlSn6c17NOkPk/LDaYh71xDNzid1OdpuVX2aTKfp3lJzhn8znF0kvdU1XMzuc/TmvZpvc7TdAjnC5McP3h8fJLPdKyFaa6qDsvQX6iPbK3d3bueyayqdhn29MgkN/SqZbJqrX2rtbZNa212a212hi6Oc1trP+pc2qS0ynugn5ehG2kyPhYmOa6G7Jvk5621H1bVVlX1kCSpqq2SPCuT/7hfmmSXqtqpqjZPckyG9n/SmsznqaoeneRTSV7SWvvOsEWT9jytaZ8m+Xl6XFXV4PHcJJsnuSOT+zyNuE+T+Ty11nYa9jvHJ5L8ZWvt05nE52lN+7S+52nmhFa7kVXVgiQHJdm6qm5N8qYkpyX5eFW9NEN3In5BvwonhzUcx/9J8u4ks5IsqqorW2uH9qty07eG4/h3SR6Y5MLB/7dfb639ebciJ4k1HMtnV9UTktyf5HtJHMd1GOk4ttY+0LeqyWkN/yYPqqo9MzQVb0mSP+tV32SzhuP5gCRprb0vyWeTPDvJTUnuTvIng1UfleTcwf+nM5N8tLX2+Y1a/Bqsa58GM1QWJ/mdJPdX1auS7NZa+0VVvTxDd/2dkeTM1tq1HXZhNeu7T0m2ziQ9Txl6288jMzQaliTLWmvzWmvLJut5yhr2KZP45ylDs+eOq6p7k9yT5IWD2YmT+TyNuE9VNZnP04gm+c/TmqzXeSqzagEAAKCv6TCtHQAAADZpwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOWzCqup5VdWqatdhbbOr6p6qunLY13GDZUuq6ltVdVVVXTD4WJuRtvuJqnrs4PGDq+q9VfXfVXVFVV1WVS8bLDu3qp47bL1vV9Ubhz3/ZFX9YVX9cVX921r24++q6sVj2O+XV9WfrLsnAKy/ka6z67GN/6iq3QaPl1TV1uvof+ca2t9SVb8/eHxJVc0bPP5sVT1s8PWXY6xtdlVN+GdgV9W2VXXe4PH+VXV1VV1aVY8btD2sqs5f/rndg7b/rKqHT3RtMJkI57BpOzbJl5Mcs0r7f7fW9hz29cFhyw5ure2Roc+afcOqG6yqJyaZ0Vq7edD0H0l+mmSX1tpeSQ5L8ojBsq8meepgvUcmuTPJfsM2t9+gz7o8K8kFo+iXqpqZ5MwkrxhNfwDYAGu6zo5aa+1PW2vXbWghrbVTWmv/OUL7s1trP0vysCRjCucb0auTvH/w+G8z9Bndb0jyF4O2k5P8U1v5M5w/lE13f6AL4Rw2UVX14CT7J3lp1u+Xhi8medwI7S9O8pnBa+ycZJ8kb2yt3Z8krbWlrbXTB32/kkE4H3w/L8msGrJTkntaaz8aLN+uqj5fVTdW1T8P24/fSbJ5kl9V1Xer6gHL2wcjDA8YjBD8U1X9V5JXttbuTrKkqvZZj/0GgHUa6TpbVYdX1ceH9Tmoqv7f4PF7q2pxVV1bVX8/rM+KUe5Vtv/pwWy0a6vqxFWW/UtVXV5VF1XVrEHbWVV19AjbWT4af1qSnQcz5t5aVR+qqqOG9ftIVR05yn0/ZDBb7ltVdWZVPXDQflpVXTcY+X7boO0FVXXNYFbeF9ewyecn+fzg8b1JHpRkyyT3Dn7X2L619l+rrLMwQ38cAQaEc9h0PTfJ51tr30nyP1U1d9iy5Rfn5V9PG2H95yT51gjt+ye5bPD4iUmuWh7MR3BZkidV1eYZCudfS/LtJL83eP6VYX33TPLCJLsneWFV7Tho//0kF7XWfpnkkiRHDNqPSfLJ1tq9g+cPa609vbX2L4Pni5OMtF8AMB6em9Wvsxcm2beqthr0eWGSjw0en9Ram5dkTpKnV9WcdWz/hNba3knmJXnFYAZakmyV5PLW2twk/5XkTaOsd35+O3PutRma+fYnSVJVD83Qdfmz69pIVW2R5KwkL2yt7Z5kZpK/qKpHJHlekie21uYk+cfBKqckOXQwK2+18D/4Y/1PW2u/HjT97yRnJHlVkn9LcmqGRs5X0lr7aZIHDjsuMO0J57DpOjbJOYPH52Tlvy6vOq39S8OWXVxVVyb5nQxdIFe1bZKlI71gVZ00CPu3JcngQnttkrlJ9k3yjQwF9KcOvoZPab+otfbz1tqvklyX5DGD9sOSfG7weMUvEoPv/2fY+h/Lym5Pst1IdQLAOFjtOttaW5ahEeA/GLzN6ogMZpsl+aOqujzJFRn64/Zu69j+K6rqqiRfT7Jjkl0G7ffnt9e8Dyc5YH2KH4xEP66qthnsyycH9a/LE5J8d/BHiSQ5O8mBSX6R5FdJ/qOq/jDJ3YPlX0lyVg3dj2bGCNtb6feK1tqVrbV9W2sHJ3lsktuSVFV9rKo+XFWPGrauaz0MM7N3AcDqBn9FfkaGRq1bhi6GrapeN4rVD26t/WQty+9JssXg8XVJ9qiqzVpr97fWTk1y6io3q/lqhi7aD2mt/bSqvp7k5Un2SvK+Yf1+Pezxffnt/y/7ZPCes9baVwY3p3l6ht73PvwmNXetUucWg1oBYFyt4zr7sSR/leR/klzaWvvlYHT4NUmePLgWnpXfXktH2v5BGZo5tl9r7e6qumQt/dsa2kfjQxl6u9oxSU4Y5To1UmNrbdng7WSHDLb38iTPaK39eVU9JUN/qLiyqvZsrd0xbNXhv1f89kWGbv72xgzNPvi3DM0QmJ2he8qcNOjmWg/DGDmHTdPRST7YWntMa212a23HJN/Nev51fRXXZ/Be9NbaTRmaPv6PVTUjWTHdbfiF+ytJ/izJVYPnV2doFP3RGRpVX6PBzeduaK3dN6z5g0kWZOVR85E8PsmE32EWgGlpbdfZSzI0Y+xl+e0I9+9k6I/IPx+M/B6+ju0/NENTve+uoTvB7zts2WaD10+SF2XohnSj8cskD1ml7awMTR9Pa22t1+RhbkgyuwZ3Uk/ykiT/NXgP/kNba58dbHPPZOj+NK21b7TWTknykwzNAhjuOxkK3as6PsmiwfT1LTM0Y+D+wePl4f13kywZZd0w5QnnsGk6Nsm5q7R9MkMX8WT195yP5c7mi5IcNOz5nyZ5ZJKbquqyJP+Z5PXDln81Q9PSvpYM/WU9Q9PQFq/lverLHZ7f3iBmuY8keXiGAvra7D+oBQDG2xqvs4M/KJ+XoWvYeUnSWrsqQ9PZr83QJ4p8JWv3+SQzq+rqJP+Qoanty92V5ImDa+4zkrxlNAUPRqu/Mrg521sHbT/O0B/d1/YH7ydU1a3Lv5L8QYbeWvZ/q+pbGQrM78tQ8D9vUPN/JfmbwfpvHdw47poM3Wz2quEbb63dleS/h4X9VNWWGQrn7xk0vT1Dx/d/J3nvoG3vJF8f5VR8mBZq5U80AKa6qnpQkouT7L/KiPZEvNaFSY5rrf1wWNvRSY5qrb1kLevtleTVa+sDANPdIAR/K8nc1trPO9bxvCR7t9beOIZ13plkYWvtoomrDCYX7zmHaaa1dk9VvSnJ9km+P8Gv9czhz6vq3RkaiXj2OlbdOiPc2RUAGFJVv5+hUfy39wzmSdJaO3c97rp+jWAOKzNyDgAAAJ15zzkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdDaz1wtvvfXWbfbs2b1eHgAmtcsuu+wnrbVZvesAAMZHt3A+e/bsLF68uNfLA8CkVlXf610DADB+TGsHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhsZu8CmH5mz1806r5LTjtiQrY73q8/UfsEAABMD0bOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOpvS4byq8pKXvGTF82XLlmXWrFl5znOes9FqaK3lFa94RR73uMdlzpw5ufzyy0fs993vfjdPecpTsssuu+SFL3xhfvOb36y0/NJLL82MGTPyiU98YrV1f/3rX+ewww7Lk570pLznPe9Z0X7iiSfmiiuuGN8dAgAAYNxN6XC+1VZb5Zprrsk999yTJLnwwguz/fbbb9QaPve5z+XGG2/MjTfemDPOOCN/8Rd/MWK/17/+9fmbv/mb3HjjjXn4wx+eD3zgAyuW3XfffXn961+fQw89dMR1zz///Oy99965+uqrc8YZZyRJrrrqqtx///3Za6+9xn+nAAAAGFdTOpwnyeGHH55FixYlSRYsWJBjjz12xbK77rorJ5xwQp785Cdnr732ymc+85kkyZIlS/K0pz0tc+fOzdy5c/PVr341SXLJJZfkoIMOytFHH51dd901L37xi9NaW+vrf+Yzn8lxxx2Xqsq+++6bn/3sZ/nhD3+4Up/WWr7whS/k6KOPTpIcf/zx+fSnP71i+bvf/e48//nPzzbbbDPiazzgAQ/IPffck2XLlq1oO/nkk/OWt7xllEcJAACAnmb2LmCiHXPMMXnLW96S5zznObn66qtzwgkn5Etf+lKS5NRTT80znvGMnHnmmfnZz36WffbZJ7//+7+fbbbZJhdeeGG22GKL3HjjjTn22GOzePHiJMkVV1yRa6+9Ntttt13233//fOUrX8kBBxyQU045JfPmzcuRRx650uv/4Ac/yI477rji+Q477JAf/OAH2XbbbVe03XHHHXnYwx6WmTNnrtRn+frnnntuvvCFL+TSSy8dcR+f+cxn5kMf+lCe8pSn5HWve10WLlyYvffeO9ttt934HUimjNnzF42q35LTjpjgSgAAgOWmfDifM2dOlixZkgULFuTZz372SssuuOCCLFy4MG9729uSJL/61a/y/e9/P9ttt11e/vKX58orr8yMGTPyne98Z8U6++yzT3bYYYckyZ577pklS5bkgAMOWOMo9Ugj61U16j6vetWrcvrpp2fGjBlr3MeZM2fmox/9aJLk3nvvzaGHHpqFCxfm1a9+db7//e/nuOOOW+2PBgAAAGw6pnw4T5Ijjzwyr3nNa3LJJZfkjjvuWNHeWssnP/nJPOEJT1ip/5vf/OY86lGPWvG+7S222GLFsgc+8IErHs+YMWOlqeQj2WGHHXLLLbeseH7rrbeuNqK99dZb52c/+1mWLVuWmTNnrtRn8eLFOeaYY5IkP/nJT/LZz342M2fOzHOf+9wRX+8973lPjj/++Hzta1/L5ptvno997GPZb7/9hHMAAIBN2JR/z3mSnHDCCTnllFOy++67r9R+6KGH5t3vfveKkevldzb/+c9/nm233TabbbZZPvShD+W+++5b79c+8sgj88EPfjCttXz961/PQx/60JWmtCdDo+QHH3zwijuxn3322TnqqKOSDN3FfcmSJVmyZEmOPvrovOc971ljMP/pT3+a8847L8cdd1zuvvvubLbZZqmq/OpXv1rv+gEAAJh40yKc77DDDnnlK1+5WvvJJ5+ce++9N3PmzMmTnvSknHzyyUmSv/zLv8zZZ5+dfffdN9/5zney1VZbrfM1TjnllCxcuHC19mc/+9l57GMfm8c97nF52ctettJHnT372c/ObbfdliQ5/fTT8/a3vz2Pe9zjcscdd+SlL33pmPfzLW95S974xjemqnLooYdm8eLF2X333fOyl71szNsCAABg46l13W18osybN68tv8ka08tob0iWjO2mZGPZ7ni//kTt00RwQziYGqrqstbavN51AADjY1qMnAMAAMCmTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6GzmWFeoqr9J8qdJWpJvJfmTJFsm+ViS2UmWJPmj1tpPx61Kpq3Z8xdN69efzsZy7JecdsQEVrJ2k6VOAAA2bWMaOa+q7ZO8Ism81tqTksxIckyS+Ukuaq3tkuSiwXMAAABgFNZnWvvMJA+qqpkZGjG/LclRSc4eLD87yXPHpToAAACYBsYUzltrP0jytiTfT/LDJD9vrV2Q5FGttR8O+vwwyTYjrV9VJ1bV4qpavHTp0g2rHAAAAKaIsU5rf3iGRsl3SrJdkq2q6n+Ndv3W2hmttXmttXmzZs0aW6UAAAAwRY11WvvvJ/lua21pa+3eJJ9K8tQkP66qbZNk8P328S0TAAAApq6xhvPvJ9m3qrasqkpySJLrkyxMcvygz/FJPjN+JQIAAMDUNqaPUmutfaOqPpHk8iTLklyR5IwkD07y8ap6aYYC/AvGu1AAAACYqsb8OeettTcledMqzb/O0Cg6AAAAMEbr81FqAAAAwDgSzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoLMxf5QasGFmz180qn5LTjtigisBAAA2FUbOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADqb2bsANm2z5y8add8lpx0xgZWwKRvtvxP/RgAAYGRGzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgs5m9C2DqmD1/Ue8SAAAAJiUj5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ2NOZxX1cOq6hNVdUNVXV9V+1XVI6rqwqq6cfD94RNRLAAAAExF6zNy/s4kn2+t7ZpkjyTXJ5mf5KLW2i5JLho8BwAAAEZhTOG8qn4nyYFJPpAkrbXftNZ+luSoJGcPup2d5LnjVyIAAABMbWMdOX9skqVJ/k9VXVFV/1FVWyV5VGvth0ky+L7NSCtX1YlVtbiqFi9dunSDCgcAAICpYqzhfGaSuUne21rbK8ldGcMU9tbaGa21ea21ebNmzRrjSwMAAMDUNNZwfmuSW1tr3xg8/0SGwvqPq2rbJBl8v338SgQAAICpbUzhvLX2oyS3VNUTBk2HJLkuycIkxw/ajk/ymXGrEAAAAKa4meuxzl8n+UhVbZ7k5iR/kqGQ//GqemmS7yd5wfiVCAAAAFPbmMN5a+3KJPNGWHTIBlfDambPXzTqvktOO2ICK2FjG8u5Z3T8PAEAsKlan885BwAAAMaRcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQ2czeBQDTx+z5iybVdnsa7T4tOe2ICa4EAICNwcg5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0NrN3AcCmafb8Rb1LAACAacPIOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0JpwDAABAZ8I5AAAAdCacAwAAQGfCOQAAAHQmnAMAAEBnwjkAAAB0NrN3AfQxe/6i3iUAAAAwYOQcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgM+EcAAAAOhPOAQAAoDPhHAAAADoTzgEAAKAz4RwAAAA6E84BAACgs/UK51U1o6quqKrzBs8fUVUXVtWNg+8PH98yAQAAYOpa35HzVya5ftjz+Ukuaq3tkuSiwXMAAABgFGaOdYWq2iHJEUlOTfLqQfNRSQ4aPD47ySVJXr/h5TEWs+cv6l0CsBZ+RgEAWJP1GTl/R5LXJbl/WNujWms/TJLB921GWrGqTqyqxVW1eOnSpevx0gAAADD1jCmcV9VzktzeWrtsfV6stXZGa21ea23erFmz1mcTAAAAMOWMdVr7/kmOrKpnJ9kiye9U1YeT/Liqtm2t/bCqtk1y+3gXCgAAAFPVmEbOW2t/11rbobU2O8kxSb7QWvtfSRYmOX7Q7fgknxnXKgEAAGAKG6/POT8tyTOr6sYkzxw8BwAAAEZhzHdrX661dkmG7sqe1todSQ4Zn5IAAABgehmvkXMAAABgPQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0NnM3gUAsP5mz1806r5LTjtiAisBAGBDGDkHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Gxm7wIANkWz5y/qXQIAANOIkXMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOZvYuYLqaPX9R7xIAAADYRBg5BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM7GFM6rasequriqrq+qa6vqlYP2R1TVhVV14+D7wyemXAAAAJh6xjpyvizJ37bWfi/Jvkn+qqp2SzI/yUWttV2SXDR4DgAAAIzCmMJ5a+2HrbXLB49/meT6JNsnOSrJ2YNuZyd57jjWCAAAAFPaer/nvKpmJ9kryTeSPKq19sNkKMAn2WZcqgMAAIBpYL3CeVU9OMknk7yqtfaLMax3YlUtrqrFS5cuXZ+XBgAAgClnzOG8qh6QoWD+kdbapwbNP66qbQfLt01y+0jrttbOaK3Na63NmzVr1vrWDAAAAFPKWO/WXkk+kOT61trbhy1amOT4wePjk3xmfMoDAACAqW/mGPvvn+QlSb5VVVcO2t6Q5LQkH6+qlyb5fpIXjFuFAAAAMMWNKZy31r6cpNaw+JANLwcAAACmn/W+WzsAAAAwPsY6rX1amj1/Ue8SACa90f5fuuS0Iya4EgCATY+RcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADobGbvAgDYOGbPXzSqfktOO2LctwkAwNoZOQcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM5m9i5gPM2ev2jUfZecdsQEVgIweY3l/1IAAMaHkXMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADoTDgHAACAzoRzAAAA6Gxm7wIAYLjZ8xd1ff0lpx0x6r6jrXUs2wQApicj5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0JlwDgAAAJ0J5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnAAAA0Nm4hfOqOqyqvl1VN1XV/PHaLgAAAEx14xLOq2pGkn9PcniS3ZIcW1W7jce2AQAAYKobr5HzfZLc1Fq7ubX2myTnJDlqnLYNAAAAU9rMcdrO9kluGfb81iRPWbVTVZ2Y5MTB0zur6tvj9Pqr2jrJT9bWoU6foFdmuHWeByacc9Cfc9DfmM7BRFwfJuia85gJ2SoA0MV4hfMaoa2t1tDaGUnOGKfXXHMxVYtba/Mm+nVYO+ehP+egP+egP+cAAJgMxmta+61Jdhz2fIckt43TtgEAAGBKG69wfmmSXapqp6raPMkxSRaO07YBAABgShuXae2ttWVV9fIk5yeZkeTM1tq147Ht9TThU+cZFeehP+egP+egP+cAANjkVWurvTUcAAAA2IjGa1o7AAAAsJ6EcwAAAOhsUoTzqjqsqr5dVTdV1fwRlldVvWuw/Oqqmjto36KqvllVV1XVtVX198PWeXNV/aCqrhx8PXtj7tNks77nYNjyGVV1RVWdN6ztEVV1YVXdOPj+8I2xL5PVBJ0DPwdjsCHnoKqWVNW3Bsd58bB2PwdjMEHnwM8BANDdJh/Oq2pGkn9PcniS3ZIcW1W7rdLt8CS7DL5OTPLeQfuvkzyjtbZHkj2THFZV+w5b719ba3sOvj47gbsxqW3gOVjulUmuX6VtfpKLWmu7JLlo8JwRTOA5SPwcjMo4nYODB8d5+Gdu+zkYpQk8B4mfAwCgs00+nCfZJ8lNrbWbW2u/SXJOkqNW6XNUkg+2IV9P8rCq2nbw/M5BnwcMvtwBb+zW+xwkSVXtkOSIJP8xwjpnDx6fneS5E1T/VDBR54DR26BzsBZ+DkZvos4BAEB3kyGcb5/klmHPbx20jarPYCrvlUluT3Jha+0bw/q9fDDt8UxTSddqg85BknckeV2S+1dZ51GttR8myeD7NuNU71Q0Uecg8XMwWht6DlqSC6rqsqo6cVgfPwejN1HnIPFzAAB0NhnCeY3Qturo9xr7tNbua63tmWSHJPtU1ZMGy9+bZOcMTXf/YZJ/GY9ip6j1PgdV9Zwkt7fWLhv/sqaViToHfg5Gb4P+L0qyf2ttboamXf9VVR04nsVNExN1DvwcAADdTYZwfmuSHYc93yHJbWPt01r7WZJLkhw2eP7jQXC/P8n7MzRdkpFtyDnYP8mRVbUkQ1NQn1FVHx70+fGwadfbZmh2AyObkHPg52BMNuj/otba8u+3Jzk3vz3Wfg5Gb0LOgZ8DAGBTMBnC+aVJdqmqnapq8yTHJFm4Sp+FSY4b3KV33yQ/b639sKpmVdXDkqSqHpTk95PcMHg+/D2Iz0tyzQTvx2S23uegtfZ3rbUdWmuzB+t9obX2v4atc/zg8fFJPjPhezJ5Tcg58HMwJhvyf9FWVfWQJKmqrZI8K7891n4ORm9CzoGfAwBgUzCzdwHr0lpbVlUvT3J+khlJzmytXVtVfz5Y/r4kn03y7CQ3Jbk7yZ8MVt82ydmDO/xuluTjrbXlHyP1z1W1Z4amOy5J8mcbZ48mnw08B2tzWpKPV9VLk3w/yQsmov6pYALPgZ+DUdrAc/CoJOdWVTL0/+5HW2ufHyzzczBKE3gO/BwAAN1Va25eDgAAAD1NhmntAAAAMKUJ5wAAANCZcA4AAACdCecAAADQmXAOAAAAnQnnMI6q6ner6pyq+u+quq6qPltVjx/jNv64qrYbRb+3VNXvDx5fUlXz1rfuUdb1qqracg3LJvz1B6/ziap6bFU9sKo+X1XXVNVfDlt+RlXtNez5y6tqNB8pBwAAXQnnME5q6AOUz01ySWtt59babknekKHPVx7tNmYk+eMk6wznrbVTWmv/uZ7lro9XJRkxnG8MVfXEJDNaazcnOTTJZUnmJDlxsHyPJJu11q4YttqZSV6xsWsFAICxEs5h/Byc5N7W2vuWN7TWrmytfamqDqqq85a3V9W/VdUfDx4vqapTqurLSY5NMi/JR6rqyqp60GDZpYNR4jMGfwRIVZ1VVUevWkRV3VlVp1fVZVX1n1W1z2Bk++aqOnLQZ0ZVvXWw3aur6s8G7QcN+n6iqm6oqo/UkFdk6A8GF1fVxaM5GFX1iKr69GD7X6+qOYP2pw/27cqquqKqHlJV21bVFwdt11TV00bY5IuTfGbw+N4kD0oyc9jyf0hyyvAVWmt3J1lSVfuMpmYAAOhFOIfx86QMjeauj1+11g5orX04yeIkL26t7dlauyfJv7XWntxae1KGAulz1rGtrTI0er93kl8m+cckz0zyvCRvGfR5aZKft9aenOTJSV5WVTsNlu2VoVHy3ZI8Nsn+rbV3JbktycGttYNHuU9/n+SK1tqcDM0g+OCg/TVJ/qq1tmeSpyW5J8mLkpw/aNsjyZUjbG///Pb4Xpjkd5N8I8k/D/7ocFlr7bYR1ls8eB0AANhkzVx3F2Aj+Nhalh1cVa/L0JTyRyS5Nsn/W0v/3yT5/ODxt5L8urV2b1V9K8nsQfuzkswZNvL+0CS7DNb9Zmvt1iSpqisH63x5jPuTJAckeX6StNa+UFWPrKqHJvlKkrdX1UeSfKq1dmtVXZrkzKp6QJJPt9auHGF72yZZOtjesgwF+gzWOT/JkVX19iSPTvLB1trCwXq3J9l1PeoHAICNxsg5jJ9rk+y9hmXLsvLP2xarLL9rpJWqaosk70lydGtt9yTvH2HdVd3bWmuDx/cn+XWStNbuz2//IFdJ/nowOr9na22n1toFg2W/Hrat+7L+f8SrEdpaa+20JH+aoVkAX6+qXVtrX0xyYJIfJPlQVR03wrr3ZOR9/8skZyfZL0N/XHhhkjcOW77FYF0AANhkCecwfr6Q5IFV9bLlDVX15Kp6epLvJdltcJfxhyY5ZC3b+WWShwweLw+jP6mqBydZ7T3m6+n8JH8xGHVOVT2+qrZaxzrD6xqNL2bofeKpqoOS/KS19ouq2rm19q3W2ukZmnK+a1U9JsntrbX3J/lAkrkjbO/6JI8b3lBVD8/QNP8PZmhmwf1JWlYO8Y9Pcs0Y6gYAgI3OtHYYJ621VlXPS/KOqpqf5FdJliR5VWvtlqr6eJKrk9yY5Io1bylnJXlfVd2TodHg92doevqSJJeOU7n/kaHp6pcPbjC3NMlz17HOGUk+V1U/XMP7zhdV1b2Dx19L8mdJ/k9VXZ3k7iTHD5a9qqoOztCo/HVJPpfkmCSvHax/Z5KRRs4XJTkoyfA71J+S5B8Hx/78JH+VoWP1vmF99s/Q+98BAGCTVb+d/Qqw6aqqByW5OEM3qLtvlOvsleTVrbWXTGhxAACwgYRzYNKoqkOTXN9a+/4o+z8zyY2ttSUTWhgAAGwg4RwAAAA6c0M4AAAA6Ew4BwAAgM6EcwAAAOhMOAcAAIDOhHMAAADo7P8Hh8RuSoPI+FsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -762,7 +762,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.10" }, "toc": { "base_numbering": 1, diff --git a/examples/03_turbine_ideal_energy.ipynb b/examples/03_turbine_ideal_energy.ipynb index 89de187b..940548d5 100644 --- a/examples/03_turbine_ideal_energy.ipynb +++ b/examples/03_turbine_ideal_energy.ipynb @@ -80,7 +80,6 @@ "INFO:project_ENGIE:Timestamp QC and conversion to UTC\n", "INFO:project_ENGIE:Correcting for out of range of temperature variables\n", "INFO:project_ENGIE:Flagging unresponsive sensors\n", - "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n", "INFO:project_ENGIE:Converting field names to IEC 61400-25 standard\n", "INFO:operational_analysis.types.timeseries_table:Loading name:plant_data\n", "INFO:operational_analysis.types.timeseries_table:Loading name:plant_data\n", @@ -143,7 +142,7 @@ } ], "source": [ - "ta = turbine_long_term_gross_energy.TurbineLongTermGrossEnergy(project) " + "ta = turbine_long_term_gross_energy.TurbineLongTermGrossEnergy(project, UQ=False) " ] }, { @@ -167,7 +166,7 @@ "outputs": [], "source": [ "# Specify filter threshold values to be used\n", - "wind_bin_thresh = 2.0 # Exclude data outside 2 m/s of the median for each power bin\n", + "wind_bin_thresh = 2.0 # Exclude data outside 2 standard deviations of the median for each power bin\n", "max_power_filter = 0.90 # Don't apply bin filter above 0.9 of turbine capacity" ] }, @@ -208,23 +207,20 @@ "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Processing reanalysis data to daily averages\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Processing scada data to daily sums\n", "\n", - "0it [00:00, ?it/s]\u001b[A\n", - "4it [00:00, 27.11it/s]\u001b[A\n", + "4it [00:00, 42.75it/s]\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Setting up daily data for model fitting\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Fitting model data\n", - "/Users/esimley/opt/anaconda3/lib/python3.7/site-packages/scipy/linalg/basic.py:1321: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n", - " x, resids, rank, s = lstsq(a, b, cond=cond, check_finite=False)\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Applying fitting results to calculate long-term gross energy\n", - " 50%|█████ | 1/2 [00:02<00:02, 2.02s/it]INFO:operational_analysis.methods.turbine_long_term_gross_energy:Filtering turbine data\n", + " 50%|█████ | 1/2 [00:01<00:01, 1.20s/it]INFO:operational_analysis.methods.turbine_long_term_gross_energy:Filtering turbine data\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Processing reanalysis data to daily averages\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Processing scada data to daily sums\n", "\n", "0it [00:00, ?it/s]\u001b[A\n", - "4it [00:00, 25.93it/s]\u001b[A\n", + "4it [00:00, 35.64it/s]\u001b[A\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Setting up daily data for model fitting\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Fitting model data\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Applying fitting results to calculate long-term gross energy\n", - "100%|██████████| 2/2 [00:03<00:00, 1.93s/it]\n", + "100%|██████████| 2/2 [00:02<00:00, 1.20s/it]\n", "INFO:operational_analysis.methods.turbine_long_term_gross_energy:Run completed\n" ] } @@ -252,8 +248,8 @@ { "data": { "text/plain": [ - "array([[13587744.52216543],\n", - " [13716630.11389883]])" + "array([[13536202.10370381],\n", + " [13644554.87775164]])" ] }, "execution_count": 10, @@ -274,7 +270,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Long-term turbine ideal energy is 13.7 GWh/year\n" + "Long-term turbine ideal energy is 13.6 GWh/year\n" ] } ], @@ -287,7 +283,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The long-term TIE value of 13.7 GWh/year is based on the mean TIE resulting from the two reanalysis products considered." + "The long-term TIE value of 13.6 GWh/year is based on the mean TIE resulting from the two reanalysis products considered." ] }, { @@ -304,7 +300,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -316,7 +312,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -328,7 +324,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -340,7 +336,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAFNCAYAAAAaZvghAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABn2ElEQVR4nO2deXxU1dn4v89MMtkgIYQAAUJARBZZFSFEAa1LsVpsRdpXq2Irbt2or7Sv+lPr0v3FtlgtLlAVa+0rQl3aSt1BDAFBwiJ72JIQICRD9mQmM+f3x50ZJmGyT8jC8/188smde88999y5yXnus5znEWMMiqIoilIfW0cPQFEURemcqIBQFEVRQqICQlEURQmJCghFURQlJCogFEVRlJCogFAURVFCogKikyAi5SJyjm/7JRH5RQeO5RMRmddR1++uiMjFIrLX96y/0dHj8SMij4rIXxs5/qWIXHrmRqR0FlRAnGFE5KCIVPkmCf/PAGNMD2PM/hDtLxWRvI4YqxJ2Hgee9j3rN9vSkYi8G/T34xYRV9DnZ8MzXAtjzPnGmE/C2ScEXoT84y4WkfdFZGS9Nj8SkQMiUioiG0XkkqBjUSLyF9+xoyLy30HHptX7HysXESMis33Hx4jIf0TkhIicthhMRH7ou16NiLwU7nvvKqiA6Bi+7psk/D9H2utCIhLRXn13Btrz/tqh7zTgy3CMxRhztf/vB3gV+F3Q39Pdre23A/id7x4GAvnAUv8BEZkC/Aa4AUjwHfuHiNh9TR4FhmN9r5cBPxORmQDGmE+D/8eAa4FyYJXvXDfwOnB7A+M6AvwC+EuY7rNLogKik+B7uzm33r444F1gQLC2ISI2EblfRHJEpEhEXheR3r5zhvj6ul1EDgMf+fZ/T0R2iojT9+aUFnSdK0Vkl4iUiMjTgDQyzkdF5A0R+T8RKRORL0RkfNDxUT4T1UmfaWKWb/9Q3z6b7/MSETkedN5fReQnvu0EEVkqIgUiki8iv/BPCiJym4h8JiJ/EJFirEmi/hjtIvKg7/spE5FNIpIa9N1EBLUNmNNC9P2Eb8xjgton+zTAvr7P14pItq9dpoiMa+B7ywHOAd7xPcco37N82/f2vE9E7gjxPf9VREqB2xp6JvWuc5rGKZbWekUT/UY38kzrn/+6iCzztf1SRCYFtR0gIitEpFCsN/8fN2fcxpgqrAl7QtDuIcCXxphNxkr5sAzoA/T1Hb8VeMIY4zTG7AReaOR7mgu8YYyp8F1vtzFmKQ0IbGPMSp+WV9Sc8XdXVEB0Ynx/zFcDR+ppGz8GvgHMAAYATuCZeqfPAEYBXxXL3v0gcD2QDHwKvAYgIn2AFcBDWP98OcDFTQztOmA50Bv4G/CmiESKSCTwDvAe1j/xj4BXRWSEMeYAUApM9PUxDSgXkVG+z9OB1b7tl4Fa4Fxf+6uAYJ/IFGC/7xq/DDG+/wZuBL4GxAPfAyqbuKdQfT8OrPT15edbwGpjzHERuQDrDfMuIAl4DnhbRKLqd2qMGQYc5pT2WIP1DPKwnuENwK9E5PKg064D3gB6YWkJ4SJUvyGfaQPnzwL+7jv/beBpAJ/wfwfYgqURXA78RES+2tSAfC9DNwL7gna/C9hFZIrvBeF7QDZwVEQSsb63LUHttwDnh+g7Fuv7fbmpcSj1MMZ0uR+sf8rjwPZmtv8WsAPrbeFvHTz2g1iq7knfz5u+/QY417f9EvAL3/alQF69PnYClwd9TsFSmSOw3roMcE7Q8XeB24M+27AmzDSst7CsoGOCNWnNa2D8j9ZrbwMKsCb8acBRwBZ0/DXgUd/2K1iTd39gN/A74G5gqO+7sAH9gBogJqiPG4GPfdu3AYeb+I53A9eF2O//biKC9n3iv9dQfQNXAPuDPn8G3OrbXoz1Blv/2jMaefZX+LZTAQ/QM+j4r4GXgr7nNc38m2rq7yX4uqf129gzbeD8D4LajgaqfNtTQnx/DwAvNjLuat+z9wIHgHH1/hYfxPrbrgVOABcFfX8GiA5qfyVwMMR1bvH1LSGOnQuYRr7bX/ifydn409H2x9byEtZby7KmGorIcKw/0ouNMU6/aaCD+YYx5oM2nJ+GZYv1Bu3zYE2ufnLrtV8kIk8G7ROst7wBwW2NMUZEgs8NRXB7r8+kMcB/zBgTPK5DvuuApSHMwhJAa7Am51uwJolPfX2lAZFAgUjA0mWrdz9NjS8VSxNqDfX7/giIEcsefhTLBPIP37E0YK6I/CiovYNT30VjDACKjTFlQfsOAZOCPjd1n60lVL+NPdP6HA3arsQyT0VgfR8DRORk0HE7lsbaEAuNMQ+JyGAs/8AIYKvv2DwsreF8LM3iKuCfIjIR6yULLA2xOmg7+Pv0MxdYZnwzvtJ8uqSJyRizBigO3iciw0Rklc/e/Kmcioa4A3jGGOP0nXucrkWoP+pc4GpjTK+gn2hjTH4D5+UCd9VrH2OMycR6U0z1NxRrVk6lcYLb24BBWE69I0Cq38/gYzCW8xEsATEN6y13NbAWy5w1g1PmpVwsDaJP0FjjjTHBpoOm/tFzgWEh9lf4fscG7etfr02dvn3C7nUsLeYm4J9Bk3ou8Mt632usMea1JsYH1nfVW0R6Bu0L/q5OG0szqSDo/nymmeR6bUL129AzbQm5wIF630dPY8zXmjrRGHMYmI/1IhPj2z0eeMcYs8cY4zXGrML6e83w/T8X+NoQ1L6OT0FEUrH+3pp8mVROp0sKiAZ4HviRMeZCYAHwZ9/+84DzfM7HLPFFOXQhjgFJIpIQtO9Z4Je+t22/4/S6Rvp4FnhARM73tU8QkTm+Y/8CzheR631vgT/m9EmzPhcGtf8J1oSeBazHmqB+5vNJXAp8HctejTFmL1AF3Ixl5ij13d9sfALCGFOA5cN4UkTixXLIDxORGU2MKZglWA7m4WIxTkSSjDGFWBPwzWI5sr9HaEFSn78B3wa+49v28wJwt89GLiISJyLX1Jv0Q2KMyQUygV+LSLTPuX07bfc17MF6o7/G50N4CDjNJxKChp5pS9gAlIrI/4hIjO87HiMiFzXnZGPM+1hC6U7frs+Ba0TkHN/3eyXW//N23/FlwEMikuh7IbwDy7oQzC1ApjGmjkbp6y8aS+PD9wyigo5H+I7bsfwgfi3prKJbCAgR6QFkAMtFJBvLWZjiOxyBFQp3KdZb4BIR6XXmR9k6jDG7sOz4+8WKlBkALMJyDr4nImVY/8hTGunjH8Bvgb+LFbmyHcv5jTHmBDAHK5ywCOu7+qyJYb2FNWE6sf4BrzfGuI0xLiwT0tVY9uI/Y9nrdwWduxoo8r0x+j8LsDmoza1Y/7g7fNd4g1PPszn8Huut/z0sx/hSwP9WegfwU9+9no81STeKMcYv+AZg+XP8+zf6+nvaN859NDPayMeNWH6RI1hmq5/7JslWY4wpAb6PJSTzfeNuzjqakM+0hdf2YL0QTMCy+Z/wjSOhkdPq879YLxhRWALg71imyFLgKSxN2P/39HMsU+IhrL+j//VpGcHcSmjndBrWy4pf46jC8h/5eci3736sF5oq376zCumqZjkRGYKl7o8RkXhgtzHmtElErEVDWcaYl3yfPwTuN8Z8fibH210QkUexnOk3d/RYFEVpX7qFBuEzVRzwm0186qPfNvkm1iIaf0jneVhhjIqiKEojdEkBISKvAeuAESKSJyK3Y9mHbxeRLVhqo98m/x+gSER2AB8DPzXGnNWLXxRFUZpDlzUxKYqiKO1Ll9QgFEVRlPZHBYSiKIoSki4X19unTx8zZMiQjh6GoihKl2LTpk0njDH1F002SpcTEEOGDGHjxo0dPQxFUZQuhYgcauk5amJSFEVRQqICQlEURQmJCghFURQlJCogFEVRlJCogFAURVFCogJCURRFCYkKCEVRFCUkKiAURVGUkKiAUBRFUUKiAkLpNhRXuHhudQ7FFa4mj+cUlvPdFzeQU1geOJ5TWM7NS9bzs+XZ3LxkPV8ccvKrf+3g5iXreSc7n8uf/IQvDjkB+OKQk0v/92MeeXN7oL+bl6znkTe384f3d9cZQ/B1iytc/OH93fzh/T18ccgZGEP9Ns+tziGnsJw/vL+nTn9N3aOihJMul+570qRJRlNtnL18ccjJvf+XzZRzetMrxkGMw86sCQP4YMcxKl0eFn24l9TEGJJ7RjEpLZGZY1L400d7+dFXhvPbVbtYf6CY/vFRVLo8lFbX0is2gj9+ayJPfbSXL/NLqPGc+n+Ij46gtLoWAIddcHkMCTER3JYxhFezDnGiwqrI2SfOgbPSRdCpjO7fg8FJsXy8+wQRAhVuL8OS47hwcCKvb8qr0+eAhGiuHTeA5z/dz53ThrL3eDkf7y5kSFIsB4sqAZh/+bnMzRjKfa9n8/HuQuZfPpxYh505k1LpHeeguMLFy5kHAcPcjKE4K1384p87eOja0STGOli+MTfQtj7FFa5GjyvdAxHZZIyZ1JJzulwuJuXsxD+JvbbhMIeKKzlUXBk49lZ2PgeLKpkyNJHE2EhynVXkOqv44vBJXl53iJpaL/uOl5PrrALgaGlN4NyTlbX89/JsiitOL7/sFw4Akb7JvKSqlkUf7qujep8I8Ta/42g5O45a2on/ajmFFRSWnbq2yydRjpRUs6OgBICNh5x8cfgkqYkxAeFgISzfmMvHuwu5bEQyYPj1u7vI2l/Ek9+awPKNuSz6cC8AsY4IsvYX8fHuQmAH6eck1WlbXwgs35jLr9+1yjzfNWPY6V++ctaiAkLpEvgnsVvT06j1HCc+JoITZTUcL3dxsKiStN6xrD9gmX/ioyOIddg5WlpDTa0XAI/XcN34Afxz65HAm/6w5FhOlLuYMCiB7fmlnKxy4/IYekbbKav2ANC3p4OaWi/3zxzJm9lHcHs8nJvck/98WUCJr40A9fXw0f17cLysJqBl+KlyewKaQ98ekVTXGjKGJXG8rIYpQ3tT5bKEUo3bQ2piDFPP6U1Kr1jmZgwJ9DFnUioHT1TwStYhPt5dyH2vZ/OjrwznknP7MDqlJxcN6c1Hu44xZWhvfvSV4azec5wpQ3vz8e5CXs48yL1XnldnTHMmpdb5rSh+2s0HISKpIvKxiOwUkS9FZH6INiIiT4nIPhHZKiIXtNd4lK6JZbPfQ76zikvOTWLuxUO4ZWoaOwrKOF5+6s09qUckd04/h4uHJVFaXcuw5B58a9IgBvaKpl/PKI6UVLMl7yQeA1ERAsDRkhpKqmr5aPcJjpe7cHkM/eOjcNisf4v+8dFcel5yQGtYf6CYLw6X8G6QcIDThUN8dASThiTx/K0XMSQpFoBbp6YRE2nD7TG4PIbE2EhmjkmhtLqWnQVlfHH4JOsPFHPcp2EcL3eR66ziUHEVsQ47zsq6ZqA/fbSX4go3veMi+Xh3IX/6aC9r950gqUcUv39/D+sPODlWWs3qPYUs+nAfETZpYLTQO87BXTOGqXlJOY321CBqgfuMMV+ISE9gk4i8b4zZEdTmamC472cKsNj3W1EA6phOAD7YcYw5k1KpdNXy8a7jbM0vBeCLwyV89fwU/nTTBQE7/bDkOPJPVnPxsCSOldXQO85B355RHCyq4HiZiwqXNclHCNT65s1g89PR0mr+s+NYYBsgUghoF8H4tYLoCBul1bUsyzpEtdtDv/goDhZVEh1p59V56dz+8uc4K904K928s7WAO6cN5WSlm0PFlfSMtgeuH+sQKl2GfGdVwDz08e5CKl0eYh12fvSV4QD86CvD+fxgMVeM7kf6OdZ3U1Rew9p9J3wmKsMDV4/kitH9At+dojSXdhMQxpgCoMC3XSYiO4GBQLCAuA5YZixPeZaI9BKRFN+5imJNeBUusg87Gdk/nkqfCebeK0cAsDW/lAEJ0aT2juGK0f0AGN6vJ/sLK8gprCAxNpKBiTFccm4Sa/cV0SsmkpNVltlHgAi74Pac/lZtE/AaKKmqrWNCcgc17RFlo7zGMmHZbUJ8pJ1JaYl8tLsQsHwjfqd3TKSNIX3iuHVqGs4KN+9sPYKz0s3e4+UM79sDsARPjyg75TWWGSupR1TA5/DQtaMZNyifTYeKWbuviAeuHsmL350MwAVpiQAMm2H1c/el5xLjsAPC3IwhAc3Af1xRmssZ8UGIyBBgIrC+3qGBQG7Q5zzfPhUQCgDOShcf7jxGTmEFcVERLMsqJNYRwV0zhjE3YygbDzr5LKeIIyXV/OKfOxjetyfPf7ofgF6xETgr3by+MY9b0wezo6C0jjPaQEjhAJZwCG4XCr9wAKhye6lye/lsX2FgX43HMGVoIunn9GFuxhCfNrSPS85N4spR/dhwsJi5U4ewZO3+wDnn9OnB1vwS0s/pw92XDqtjVop1RLB2XxGXjUhuVBPoHecICFBFaQvtLiBEpAewAviJMaa0/uEQp5z2/ygidwJ3AgwePDjsY1Q6lsbCLH/xzx3kFFYQE2lj7tQhjBuUQKXLQ3GFi95xDiYN6c1nOUUMSYrl492FHDhRAcDkIYnUeg1fHD4JwO5j5RRXuImKEGpq6/6J+bWF5mAXaECmAFDjgbgoG71iHOSfrCatdxz/3HqEGeclc8Xofvxt/WHW7isKtH953UHW7isKhLSmn9Oba8alBL6L4KiiYGey+guUM0G7CggRicQSDq8aY1aGaJIHBL8KDQKO1G9kjHkeeB6sdRDtMFSlA2kozLK4wsXwvj344rCTkqpanvpoLyVVbnIKK4h12H1axBCq3B4+P1CEx2uFhvaOi2RInzhe35hHpF3oGW3nyyNWGGlNrcEGeIOu31zhAI0LB78pqqLGy4RBcdxwYSpvbs7nUHEl85Z9zg0XpAbCcxNiIrhu/ADmXjyU9HOOccXofrydfQQwDQqA+gJDUdqb9oxiEmApsNMY8/sGmr0N3OqLZkoHStT/cPYxZ1IqD1w9kjmTUuusFF6+MZfnPz3AyP49ATheWkNOYQXDkuMCb9O94xzsPVbG5twScp1VJMZGUlzh5q3sfMAyIRVX1FJec8qx7D19CM2i/j9L/c9+2REfHcFnOUXEOuw8Nut8YiJtFFe4A2sdEmMjKamqZf+JyoDjeFhyD2IddhZ9uI/lGy2rq66aVjqa9tQgLgZuAbaJSLZv34PAYABjzLPAv4GvAfuASuC77TgepZMS/Gb83OqcgDbhj1aqcnlJP6cPM85L5vfv72F0Sk+clS6e/SSHHQUlzLvkHFy1Xs4fmMCxkire2lJwmhkpHAQLlpgIuOr8FD7cdZzoCBsDesUAltPcYPjWpEFUujxszj1JldsbcDR/sOMYFw3pzZ8+2svwvj3qaE711yPoAjalo2nPKKa1hPYxBLcxwA/aawxK+GnvtAz17eyxjggWfbiLB64eyQVpiUwb3odfv7srkI4CoKCkmuV3Z+CsdDH7z5lhH5OfYP+FywNvbbGU3fIaDycq3IE0GWXVHt7ZcoQqt5f5l58b0I4AKl21rN5TyJPfmgBAjMNex6fSkM9BUToCXUmttIj2fqv1T5J+84o/dNVvfqp0eZh/+bnMmjCQ4X1zeXd7ATmFFcz601q8xgRCWMGy85dU1TZ0qRYTabeRkuDgaEkNl45IZtWX1hqJQb1i+Nq4FGIi7VS5vcRE2gJaw9yMoQFB+tzqHBZ9uA8g4EOJdUTw63d3BT6H+i4UpaNQAaG0iKbeasOlYfgFkX9hmH/fog/38sDVIxmW3IMHrxnFsVIr71LeyarT+qhxhU84gKUplNdUccm5ffjpzJGM6B+PPzmeP2FerMNeZ1Gaf//yjblcMbqfbx2HnPY9qpagdEY0m6sSVvw+hAeuHtnqt18rM+kBqtxetuRaKShunZpGzvFyzh+YwN2+fl/OPMBzq/dTXdtat3PThMqzBKeyqz77yT52FJTx2HXnMyw59EK0cHwnitJWNJur0uGE44345cyDvgVlfVh/oBiAj3cdJ9dZhYhlegk21/iJsAm1LYlZbQY9ouyU+SKg+vWM4lggG6sEoqzAWq/x4ncnh9SgVEtQuipaMEgJK+FJ/OZzBNd6uDU9jYuHJTF1WBIAAxJi+O6LG7hoSG8uGNyrzlnhFg4JMREB4ZAYG8mMEckAXHKutTJ6zqRUbk0fzJCk2EBuJL9pzB+qCpoMT+m6qIBQzhjNjeufmzGUy0Yks+Ggk1xnJZ/lFJGSEMMDV48k/2QVH+8u5KdvbKHWE37TUlyUjdEp1rqLr57fn/mXD2dIUizOSjfrcoqYMjSR0QPiAWviH5horYD+/KCl6QSv6VCUro4KCOWMEertOhS94xw8+a0JPHD1SB66djQPXD2SWRMGUOmqpU8PB9ERNnIKKzhaYmVYtUn4/pArarwU+jKqfrbvBGB49OvnBwoRrT/g5Pk1+wP3cMXoflw2IpmLhvTmudU5AG3SFnRxnNKZUB+EcsZoTgSU3zkdE2kLlM7M2l9EUXlNwN7vp9JtmX/CbFniZLUVKpt/sppFH+5jytDeOCutfVOG9ib9nKRA2O0v/rkjsB7D/7stjmhdHKd0JlRAKGeMpuL6/dlOg3lz8xEOFVey73g5t6YP5h+b8ymr8RBltwXSZzQUadRSUntFk3uyOpDh1b+O4sjJKu6cdk6d+tf+8Qan4/bXY2gL6tBWOhMqIJROwxWj+7FmTyHDknuQGBcJSCC5nb/OtN9pXOPxBmonhEuBKPHVoB6QEM2141KYOSaFn76xhZzCCpJ6WMLNH7Katb+Ih64dDZxa9R2Oegu6OE7pTKiAUDoNb2cf4bOcIiYN6c29V54XsMNX+Sq/nax0kZoYg7PS5Vu0dnplt9YiQKlPQBwpqSbGEcEFaYksvzsjELYKljDwV3dLP+fYadln2zMNiaKcadRJrYSVtjlZLV3grex8cgrLA3ur3R7e3V7A65vyyHVWMSAhmsTYyLCMNyYSesVEYrAKDE0ZmlhnLP43emeli+++uAFnpSvgQK9vBmquE15RugqqQShhpbVO1uIKF1VuL/Exdg4WVfLIm9uZfl5ynXrUfqrcXj6871JuXpLFjoKyNo03JtLOtOF9WP/lXh5I2sS4q3/Iewf6nTb5n3JGWwviQt2b+g+U7oZqEEpYae06gOUbc3l+zX5Kqyyz0fkDE7hidD/SescG2kSIVft5eN8ePPtJDoeKKto8Xmelh7e2FDDLfMx1hc9xbPUSvjU6lj0rf8GhPVvIeuURnIUFPHTt6IAzuiHac0Gcs7AgMBZFOVNoLial3XAWFrB71WJGzLyHxOSURtvmFJbz87e+ZEBCFIeKq0hLimVdThG5zqrTKsC1lVBRT4mU8t/Jn3PtrT9l96rFpOcsIjt6MhOqN5A1bD7ptzyOs7CAnW8tREQYOeu+Ju8pnGS98gjpOYsCY1GUlqK5mJROhX+izVpFo5Oas7CAja8+yZdHLyRyxDDWHygO5GACiImyU1HjISZCqKo1jO4fR3FlLUdLaxrsszGChYMIGAPnDU3jmptnkxjnYMTMe8haBSlTZrPu01cwNRUBYZeRtwSArFWxZ3Si9o9pxMx7ztg1FUUFhNKiN/2W0NxJbfeqxXz75AvQHyZd+3WG9z3MxkNOaj1eDhVXUlJVS3SEjapaL+MGJnCgyCrKEw769rAS8KWf0ydgGkpMTglM/gXrVzA1ZxHZS7eScv1CMmsqLA3iDE/UwWNSlDOF+iCUwJv+7lWLw9qvf1JrSugkjJzBIRnIuZOu5IMdx4hxRPDF4ZM4K92UVNXisBFI6b37aGmbhUOfOCsCKjUxhmNlNVxybhJgQkZepUyZzSEZyITqDRSsX0HGvCeZevvCM2peUpSOQgWEYr3pD5t/Rs0XwU7Xmg9/Q5rJx/3xb30RUIYpQ3uT67SKALl8Dgi7QI2n7T6zExVuEmMjeeK6Mdw5bSh5zioWfbgvZHhqwfoVpJl8sqMnq3lHOetQAaE0+00/nARrLVGX388hGUjkZf/DA1ePZG7GUCLtp5czD4NsCOCsdLNk7X72Hi/nYFElw5LjQkZe+YVn4vUL2b1qsUYRKWcVKiCUDmHEzHvI7HcTPQ5/hPe9n5Nm8qnYu5ZKVy3Prs4J62I4sLQPgP7xUYzub6XEGJAQw/C+Pbnk3CSev3XSaeGpwb6ZgvUr2sUMpyidGXVSK62mJc7t+m1LnccZceyfJFEKwGFJYWXlGN6sl6wvXPi1j6OlNb7SoOXkn6zi9U15gRrX9QmOwtIoIuVsRAWE0mqaG8Yaqq1z5QLSKKXC6yDO5mKwKaDvkY9JTfxWwPcQ7hKiA3tFc83YAXx7ciof7DjGFaP78cGOhjOwBgsFjSJSzkZUQCitpiVv1fXbJl6/kG0r5lMR3Z8elXkc7TGatZVfxeWLVurXM4qyandYBUT+yWqSejgYltwjkHm1sQysKhSUsx31QSgN0lR6h5Y4t+u3jU/si0ciSS95lzHubewtj2ZHiYNjZTX0jovkWFkNle62r59OpJQ77e8wY5Aw//JzA9pCS5MKaqoL5WxEBYTSIMGRRuGeILf98xkmVG/gM+9YlkX9F/8wlwIQFSH89KoRjE7pie30QKYWM8e+mgcjX+OJE/eSnrMIqSwCWp55tb3WiihKZ0ZNTEqDBJuFWuJvaA5f9pvF2n0nWO6ZgdMVD1g+h5paw6/f3RWozdBaBiREE1Wynysis3ESx2COMvjoq2Qv3Qu3L2tx5lV1UitnI5qsT2kWrU3H0dB5xRUu5r28gS8OlzC6f09Kq2vJO1kVtvGO6NeD/1fyc6azGYA8+lIS2Zfz3ds14Z1yVtKaZH1qYlKaZT5q7WK6hkwzveMcLJk7mfmXD+fK8/vxtXFWvz2i7C2/gVDXPVbOz6u/w0H6A5Cbeh0D7nyDzEHzMK5K9SUoSjNQAaG0q329fhoPZ2EB6579Plt/dSl7v/yCf249wqIP91Ht9jAsOY5+8VFhu/YBBvD6sIVsjxxL/NF1lDqPY4uKY2ruC+pLUJRmoD4IJez29fpmpWBzzu5Vi5l69FUA1vz7fnKqf8qQpFh2Hy0jp7ACR3gUiACpJz5hjHsbANtWzMf0nUTmoHmMUl+CojSJahBK2HMx+TWSQ0tvPc2UkzJlNjvsI8mjL5kDvgfA+EEJ7D5aAoArPFm8ARiSFMvor32fzH7fYVvURMp6jWZq7gvYouI0G6uiNAMVEErYGTHznkA1tvqmnPw1yxjt2cUgjjP1yF9IpJTP9p3gZFV4JIM/lXe/nlEcLKok6yhk3PNnxj7wCaNuePiMZ61VlK6MmpiUsJOYnAK3LyPLZ2aCU2YnqbYqxeXRhxls5lb7ezxdeUNYrjvz/H707RnNsqxDfHVMfwb2iqkTxqoroxWlZaiAUNqdQ3u2wGs3km7yyRW/acdSXm1iJdKLjhA8XkNbFk9n5hRxbl8rdUZirIO7Zgxr48gV5exGBYTSLgQvrIvOX8cEk08R8aSaAnIlhVRTwDrG8lLtVQBU1xqGJceyv7CS1q7MKa2u5YvDJ5k8JBGw1lrUT+GtKErzUR+E0i4Eh7f6CwLlTv89WcPmk9v3MgByosfgJD5wTk4bhEMwtV7Dog/38nLmwTD0pihnL6pBKO1CsL1/96rFjDL5FORvs1J9FxaQtSqZT8qnwsm2J+TzYxOom/y1a2UJUJTOhmoQSruTMmU22dGTSZkyGzglPB64YRoxEW3PyOf/I/YLh0lpiYHSpU2hWVoVpWFUQCjtTsH6FUyo3gCv3cihPVsCk/LRI3nUtvElP5FS5tnfYUBkGWCFt3578mDumjGsWf6HtqwiV+GidHdUQCjtTr8Z89jPANJMPof/Np8v3n6a9JxFfLr8j7g9rZcQfe2lPBX5NA9GvsbN9vcBcJUVsvHVRxudtIMn9vqpQFqCpgBXujsqIJSw0dAb9XsH3Nxe/d985JnAI9XfYVnVxfxRbub/ame0+loOu3Aj7zHNvh2AqRH7uCLNxn3Jn/Ptk43nWgqe2NuyirwtwkVRugLqpFbCRkM1I64Y3Y/XNw7ne4U/AyD/iGG192vERtpo7cIHl8cwKLYKvFBqYphYm83tjg8ZecNPyVrVo9FJO1y5p3ThndLdUQGhhI1QE6+zsICNrz5JceGFREf0orrWi8snE9pSUnRUZAFX1K4GG8SLVUfCGNOsSVsndkVpHioglLBRf+J1FhaQ/9wcvl27jdLII/zS/R3AqvlQ7fZQ24YI1wd4kURbJQAFJHFg0DcZdd2CNo1fUZS6qA9CaTd2r1rMmFor1fYE9hDtC2l1e0ybhAPADm9aYPtg/5lkzHtSM7QqSphRAaG0GyNm3kMefQEYJkdIqc0nOsJGTVulA/B/nstYzzjW9f8OI2c/3Ob+FEU5HRUQSruRmJxC2TXPUuGNoretgoci/0rPqPBYNa+0b2IKW6mMtPIurVu6gMwl97VqTYKuZ1CU0KiAUFpNUxOrs7AAz3s/J85Ww0FvMr+qvZnCClebrxthE5Z7ZvAr94287p5uVanLfYGMvCWtWpOg6xkUJTTqpFZaTUNhrXWO+8p9njC9yDEDwnLdWq8hKqEv2Ym38uvZ4+jNONa9XYkxplWlRMNdclVRugsqIJRW459YU6bMJuuVRwI1qMHSHrzlhZSYGBKkinAnzjtaUs13M4bQmzJ2r1rMyFn3tdpJrWGvihKadjMxichfROS4iGxv4PilIlIiItm+n0faayxK22jIlOSfWAvWr6hjonEWFnBo6a1kHPubTzjAXu/AsI7puvEDmDMpVc1DitKOtKcP4iVgZhNtPjXGTPD96CtcJ6WpSTg45YRfOEyo3sBWx8RAFNMU+y4SKW3TOL4yIhl/7tdP9xWedm1FUcJLuwkIY8waoLi9+lfaj/oaQ1OTcHA+o92rFjOhegPboiZS3vdCCi78GRXeKM6xHWOOfXWbxrX/RAUGqzxpcYWblzMPtKk/RVEap6OjmKaKyBYReVdEzu/gsSg+6msMLUlo5xcmZb1GkZG3hJRNvyPOVsN+bz+We1qfnC/CJpQUHeWBhP9w2wR/FTph19tPkp6ziF1vP9nqvhVFCU1HCogvgDRjzHjgT8CbDTUUkTtFZKOIbCwsLDxT4ztraYvZxi9Myr1WLYajHmsy/49nUp3yos1hPHv5yHEvj9lfpKe3hLkxa7mr5mW+uvcx/md6MnMzhmCM5fz2/1YUJXxIe/5jicgQ4J/GmDHNaHsQmGSMOdFYu0mTJpmNGzeGZ4BKm3EWFrB71eI6EUwA1/7mTTLKVvG+50KutG9iuWdGiwXER457Ocd2DIDD3r4c6jmRIZVbSTUFZA2bHyhfGur6iqLURUQ2GWMmteScDtMgRKS/iIhve7JvLEUdNR6laUJFMzXkwB6WNpjnPV/nAAN43vP1FgsHgM2eYYHtwbbjTKv4D6mmgOzoyQHtJtj8pSuiFSW8tGeY62vAOmCEiOSJyO0icreI3O1rcgOwXUS2AE8B/2XUTtCpCSUM6kcwZb3yCAcOH2ZLXkmbr5dis2IcSkwMR0gGIFdSSLx+YUhtQUNeFSW8tKuJqT1QE1PH0ZQ5J3PJfWTkLeEv9m/xeMU3iI6wUd2GxHyP2l/ktkirlGhmv5voeXInY2s2sy1qIoPmvXbaGNTcpCgN06VMTErXo6loJp/FkJLqWoA2CQeAKhyBbXvNKY1kbM3mkFpCW8qHKopyOppqQwkbI2fdx4sv1rKseAqxDqHS1TbttJqowPbwk6vpTTlbHROp6DeJkc2IsFKNQlHahgoIpc04CwvYteIJ4op38LZ7ruWQbqNwiLTBMs9VRFPD1yI3kcZRsqMnk3b7smZP9k0lE1QUpXFUQChtZveqxUw9+ioA/+1xcwsPtrlPY6AX5ZwfeYQTVzxFwYHPWqwJaJZWRWkb6oNQ2syImffwZeRYAKLE0+acSwAeA7+KXMJ0NhO9+vFW+RbUJ6EobUMFhBIWSvpNYVvURCbbdvLtiLblXAIrOXgElrNbvLVt7k9RlJajAkJpM7tXLSYjbwnliaP5TC7gP7UXhqXfjd4RAOyN1jRditIRqIBQ2syImfewLvUOep7YysXmC2bZM9vUX1JsJBcM7sWxMXexvMd3SIxP0NXRitIBqIBQwkKP4xsZU2uVF42mpk19FVW6+er5/Xn0xhkM7BXD9IK/sPOtheEYpqIoLUAFRBehI/IMNXXN4goXz63OYcM/nmJszebA/uD1C80hkVLutL/DUI5wp/0dxvRyc9XQSNYtXUDCsSzg1CI8RVHOHBrm2kXoiJj+pq65fGMuv353F+MS04nxrGG6fTtrPGNY5rmqRdeZY1/Ng5GvMce+muG2I3yYnMSx1V8wNfcFALKjJzNy1n1huSdFUZqPCoguQkfE9Dd1zTmTUq12/Xry0N9/wkz3h61K673cM4Mptp1cbs/moAzk3GnfIj6xL+versQYw6jrFmioqqJ0AJqsT2k1xRUulm/MJf9kFcvWHWpTX4mUsjjuBdI9m06l05h1nwoGRQkTmqxPOaP4TUyrth9pUz+JlDIv6n1q4weTKymMc21mau4LmrZbUToYNTEprWbOpFTynVUsy2qb9jDHvpofyApwWp+3R46lrH96sxLyKYrSfqgG0YXp6MgmZ6WL5Zty29zncs8M1nhOVaUt7T0WccRS6jyuFeIUpQNRAdEFaEgQhLOCWnOFTfA1f/7Wl1S521bzAaBU4ll13i9YM+B2MgfNQ0RIz1lE6Yr5WiFOUToQFRBdgJ1vLSQ9Z9Fpi8WCy322leYKmxEz7yFz0DxcVeXUlh1v83XBSszXo3d/pt/5ezLmPYmJiAGgrNeosN2foigtR30QXQD/IrGehZtwFhYEInv82UrDQXPDaBOTU5DaKqYffZUd7qNk8Z2wXH9HQUmgwE/i+K+RfWIrAy+/m7Tzxoelf0VRWo5qEF2AkbPuIzt6coOlNsNB/dTYjZmc4op3ADDa1jbndKC/SDuPXTcmoMXUfPgbJlRvoGD9irD0ryhK61AB0QVITE4h7fZlZ9Tc0pjJyZv+A4qI5zX7tWG51qR+XgpX/Y6UKbPJGjafxOsXqmlJUToBamLqIoTTnNQcRsy8h8y3KhBXJYf2bKFg/QpSpsymYP0KYnPXkEQpN3hW8S7jWn2N5DgHqUmxXFG1gvScpWRxKqWHmpYUpeNRAaEE8PsA/KU9bVFxpOcsYtuKjaTXbGZb3hrSazazrv932FgUwS+rv92m641IiWd0Sk9+/+lF2PsKV/s0hvrjUBSlY1ATkxKgvlnJHyVV1msUcCqqaMBX7uJzRuOkR6uv1TsukrX7TvDejmM4iefY2LsCwiCc4buKorQe1SAUwHpr99ZUsC71jsAKZr9Zy1lYQNaqZEb59h9aeiv3uDfgtLt43vP1Fl0nkVJutb9HYnUZ5zoKeLjoNq5IG8SFea/gLPw+ickpHZKYUFGU01EB0YlpianFWVjAzrcWIiKtSnLnLxuaNWx+nUgm//X9voE1Lz7M9OoNfOiZwHLPjBbf0xz7au6NXBn4/NvIZ/EUJjDVu4msVRKIpDqT/hZFUUKjJqZOTEtMLf4JvrVJ7vwL4IyrMhDaGur6H0Vfwa/cN7LAfXeL03oDHPYkUes9VfxnkK2Yqd5NbIuaaEUxaWoNRek0qAbRiWmJqSUQdSTSqiR3wU7prFWxpN/yeMjrrzpQy9EWmpWC+aXjJSJsBq8XbDYoi0gCTzEARz59ham5L5zRokiKojRMkwJCRKYCNwPTgBSgCtgO/Av4qzGmpF1HqDSLxOQUMuY92aY+6guE+qae4goXJZVtqzf9nudCbrStxubTXV22KL60jWFszWYyXZpaQ1E6E42amETkXWAe8B9gJpaAGA08BEQDb4nIrPYe5NnKzjcet3IwvXFm3qbrr6auz8uZB6mqbVuBqd95buQ1ruIIyRyhD2Pd2/HaIgEQR1yj11cU5czSlAZxizHmRL195cAXvp8nRaRPu4xMoefJnXV+dyTFFS4+3VsYlr7SKGAAVl/Z0ZOtldPrVzBgymwyl9zXake7oijhpSkn9c0iMklEGhQkIQSIEibiZy8iO3oy8bMXtfu1nIUFZC65j3VLF4R0Ei/fmMsXh0+2+Tq32t8jg20AbIuaSNrty0g7bzzptzxOwfoVbXK0K4oSXprSIAYBTwEjRWQrkAl8BqwzxhS39+DOduIT+1IwcCrxiX3b/Vr+KCiAdW+DOGLrhNdeMbofv313F22v/mCxxTGRwfNeq6MltNXRrihKeGlUQBhjFgCIiAOYBGQA3wNeEJGTxpjR7T/Esxd/mKnfcexfk+A/Fs5UFMGTszGGqb7rpt/yOMUVLha8nt1m4RBhg2Weq+jdqxezbvvZaWMPh6NdUZTw0dww1xggHkjw/RwBn51AaTeCo4qChQUQ2A5XOGjw5GytnI4LCKPlG3PZnNv2YLVaLziJp3jC3epfUJQuQKMCQkSeB84HyoD1WCam3xtjnGdgbGc9wWGm9UNQ669PCGeCu+DrHjh8mLiNzzAl+VI2FNppWwwTRNmFWRMGtrEXRVHOBE05qQcDUcBRIB/IA06285iUEASHoIYKR21tgrumalFvWPkUN5ctZXzxv9ssHABqPIYPdhxr0RgURekYGhUQxpiZwEWAvxjyfcDnIvKeiDzW3oNTmk9r61M3JVhGXn0Pf7LfwhutyLsUiilDe3PV0Mg6AkGztypK56TJXEzGYjvwb+BdrCimYcD8dh6b0gKaWuTWEIEcTBUnyFxyH4f2bKkzeWfmnKCsurZN2kNUhBAVYeVfSj+nN8dWLwmZVlxXUCtK56IpH8SPsSKXLgbc+EJcgb+gTuoOIZy+Bn9fIsLUo68CkL1yK+nVG8haBedd/xCxX/6deyJfA2hRau9LyOYpxzMcMv34DXMZ793F9oSLuTDvr6RcfANZNJzSQ1GUzkFTUUxDgDeAe40xaiDuBARHM7V1UvX3lTloHutS78AYw8Dpt5K1fgX9ZszjvtezyS6aTL69qsWpvZ9yPENvWwW92c9i70J6R5axtXYb4w5tJ7P6BBn3qDlJUTo7TQmIR4wx5Y01EJEeTbVRwkc4i+n4+xpVTxtJO288f3h/Dx/vLgTiW1UUqDbIetnbVkZ29GQiPZXg6RypQxRFaZqmfBBviciTIjJdROL8O0XkHBG5XUT8SfyUMHKmonoa81tUuTyt7vdW+3v0tZUFPp8klsTrF2K76nEOyUAirni41X0rinLmaCqK6XLgQ+Au4EsRKRGRIuCvQH9grjHmjfYf5tlFY1E94Yz4aVwQtT2otda39LoXlRz5zx8p2bWaNJNPzYe/0ZBWRekCNCeK6d/GmO8YY4YYYxKMMUnGmAxjzC+NMUfPxCDPNhqL6glnxE9jwqba3frEGm97MtjrHUCEDTy+blKL1mJclWx1TGRC9QYOLb1VhYSidHK05GgnpDHTT2vDWYPxaw4pU2Y3KGx2HysLcWbzuNK+ieG2I1R4HdhtUOl1kJd0CVNzX6Ci3ySyoyczoXqDrntQlE6OCoizEL/mULB+RSDPU/DbvLOwgK+e/D8SKW1V/8s9M1jjGUOczQVATtR5pHz1J2QNm8/IWfeRdvsyXfegKF0AFRDdmPo+hlCaQygz07Z/PsP3ql5kjn11665LPDleS8PxV41zrlxAypTZgeto5ThF6fw0KSBExCYi28/EYJTwUn/y3/X2k6TnLOLIp68EJuj6Pg1nYQHHior5g/v6Fq99CGaYzSeUIlMCJiXnygWaUkNRuhDNcVJ7gS0iMvgMjEcJI/Unf2NMnd9wuk9j19tPMqf8Va6zf0YvWr+85Xn31yjyxlN63vXYjZvMfjdZpUXVtKQoXYbmmphSsMJcPxSRt/0/7TkwxaItayLqT/6jrltA5qB5iEjI/pyFBSTkfwrAObZjPBT511aP+7uR75FkK2XEl79nbM1mUo99THxiXzUtKUoXorkC4jHgWuBx4MmgnwYRkb+IyPGGzFNi8ZSI7BORrSJyQUsGfrYQznUPickp2KLiGqz5vPOthYz27gLA5bXxovuqVl/rF+6bybRdwN6EaQCkUqCmJUXpYjRLQBhjVgMHgUjf9ufAF02c9hKNr7K+Ghju+7kT0NkjBOHOdNpYfyIS2HbYvMyP/EerrzPw3LGk3PYy3viBrEu6nm1RE0mZMrvV/SmKcuZploAQkTuwkvY959s1EHizsXOMMWuA4kaaXAcs86UTzwJ6iYjaHuoRjnUPTfXnN2P1Gnc1JSYmsL+/NPb4LIZyhKWRv2MoRwL7BkdXcqf9nxx9/ymm5r5ATEUeY2s2U7B+RVjuQVGUM0Nza1L/AJiMVXYUY8xeEenbxmsPBHKDPuf59uny2jOM34yVnb+OBKkK7P/A07TV77HIl5hu306GfMkek0IlseQ5RjH90D/IHDSPrGHzrbBa35oLRVG6Ds0VEDXGGJffBCEiEbQ9WY+E2BeyTxG5E8sMxeDBGkzVGhqrI9Fvxjz+VljBroRLyN6fwKX2bD72TOApT9MmoRJvDNghxuZmPIcB2GJiyBo2n1E+gRCu+hWKopxZmisgVovIg0CMiFwJfB94p43XzgNSgz4PgiA7RRDGmOeB5wEmTZoUjtLIZx2B2g9vVWCLiqszYb93wM2vj38FjgN8F1qQyHWGfWtg2+WFAxHnUtF7dCCFeNYrj4StfoWiKGeW5kYx3Q8UYlWRuwur/OhDbbz228CtvmimdKBEixK1H37ntIgEoqL8voerhkYy//JzQ6p0TeEIkiYOG7gie5Jx7FUtJ6oo3YDmahCXAq8aY15obsci8prvvD4ikgf8HIgEMMY8iyVkvgbsAyqB7zZ71EqL8TunnYUFZK2KrZNmIwuYNfNnPPPxvkCK7ubyvmciX7d9jstrCYiyXqPI6jGdETPvaVZ51HCWUFUUJbw0V0DcBjzrqwXxqe9nrTHG2dAJxpgbG+vQWMt5f9DM6ythIrj+s7+iXMzkuXzzmc9aLBwA8rBiFRw22OqYyMDL7w5EKzWnPGo4S6gqihJemrsO4lZjzHnAbCzfwTNYJieli+MtL6TytbkkVR9u1fl9OfWOYDe15K9ZRnrOIna+tRBvTQXrUu8IaBOhVoSrCUpROi/NXQdxs4g8h7UW4grgaWBaew5MaX92r1pMxrG/MZVtrU6r8RV7dmD7fPc2pKqYbVETiT+6noy8JYgjlsTklAZXhId7nYeiKOGjuSamPwI5wLPAx8aYg+01IKV98dv8U6bMtt7wY7/CeeUbWp1WI88kk8ghqr12om0eepQfYGzNZgCyoycHNAO/OUs1BUXpOjTXxNQH+B4QDfxSRDaIyCvtOjIlbASbd/xv8rx2Ixl5SxhR/jlJtnLujPx3q/re5D0PgGibh+zoycTPXsS61DvIHDSPtNuXBTSD7qwptCWhoqJ0ZpqlQYhIPDAYSAOGAAlA64sWK2eUYEfwiJn3kL10HROqN5ArKaT66jb4C/y0FCc9AfjcNp6+1y+kYP0KRs66r1sKgoZQR7vSXWmuiWlt0M/Txpi89huSEm6CzTulzuPYvG7W9f8OxhhSj/0NgChcrer7NfNVkqMcpMULJW/MJ921+aybKNV8pnRXmiUgjDHjAESkJ21PsaGcQYJ9DrtXLSYubw3jXJvZ5oTyHkNxeW04bF7S7btatILaj9trGObey9TCTQAckoENZm3trmsegkOHFaU70dwopjEishnYDuwQkU0iMqZ9h6aEA7/5w1/u0+Z1s9UxkfIeQ5latBKHzYvXCy+5rmhV/3Psq5nq3cS2qIlsdUwkzeQ3mLU1nLUtFEVpf5qbauN54L+NMWnGmMHAfb59SjvTGgdo8Dn+dQaJ1y8kO3oy57u347VF4vGeUgRtNvhvx8pG+xzKEZZF/or77a+SSGlg/3LPDF5LmMegea+RcMMisqMnN6hB6JoHRelaNNcHEWeM+dj/wRjziYjEtdOYlCBa4wCtf44/xUZ+n3F8eayKCdUb2FQ9GgC3FyJtoVPrBvNs5JOMsBcw3b6dm+3/oYSerPGMoyqmP2Mvv5PdqxZjXJVMrd5A1voVpJ03/rQ+1BSjKF2L5gqI/SLyMOAPbb0ZONA+Q1KCaY0DNNQ5u1ctJiNvCbn0ByDbew7/8YznsCeJJxzLuNd1d6N9niunNJgetlp64ORG22qohUP/WMsYkx+o/xB83e7qd1CUswGxUiI10UgkEasu9SW+XWuAxxrLxdReTJo0yWzcuPFMX7bLc2jPFnjtRtJMPln2C7mn4g6cxDf7/P2Om7AFGSTdXmFT4tXEVRcwtmYz2dGT66x78BNI9z1svmoPitKBiMgmY8yklpzTqAYhItHA3cC5WKm+7zPGuFs/RKWjKFi/gnSTzyEZSOWlj+P8V0mLzq8FHEGfv+j5FdLvfc2XHbZhDUFDQBWl69KUk/plYBKWcLga+N92H5ESdpyFBRhXJduirCgj2/v/r46juTnU/0OJqzkONL1CujuvoFaU7k5TAmK0MeZmY8xzwA3A9DMwJiXM7Hr7SabmvoB4a/lCzudSWza32t9rUR8l1I1JKOszLpxDVBSlE9KUgAiYk4wxte08FqWd8PuZxri3EeF74tHUtKiPoybx1Da9GTn7YUDzEClKd6YpATFeREp9P2XAOP+2iLTMRqF0GKOuW0DmoHmsS72DA9GjAKgmqkV99JKKwPaBPpcGTEY731oYqP+gwkJRuheNOqmNMfYzNRAlPIQKK01MTiFj3pMAHDh8mF89F8lyz4wW9XvcJDLQXxwoIoasVx5hxMx7ELFWUIiIJq1TlG5Gc9dBKF0Ev79h3duVTL19YWC/s7CAXW8/ibvWw3LPjBaFuAJkeUcx0b6f7RFjMRExTM1ZRPbSdQy4fiFZ62MZ6YtSam7Ekq6PUJTOjwqIbobf3+D/7SwsYOdbC+lZuImpvkI+Hzhe53uun7KF4c3u93XPZVwUe5y4qx6AjW+QKylM8K2aDtYWWrvaW1GUzocKiG7GqOsWkLUqjoFTZpP1yiN4ywvJ8KX0PkksvagkyVbOC46FTHY91+x+r7RvYpL7c3L/9X1GcRSAbVETMa5KnIUFLdYCdH2EonR+mpusT+ki+NcdHPn0FdJzFpF04nPglHDw05uyFvW73DODT7wTSfUJh1xJoazXKKbmvtCq7Ky6PkJROj8qILopfhNTnMdaMd2LSkq90YHjpcS2qL9Siafoyj+SOWgeX0aOJdUUICKanVVRujEqILoZ/lDT2HPSOSQDKbjwZ2yLmsinyTdRwSkB4SJ0gNpMMtnhuJl9jpvY77iJe7HMUx4D/9znImPek5T0mwKAiYhRLUBRujHqg+hm+J2/uTn9SeUoJdteZeyDn/CH9/cQfXQDKZwEwN3AOojfOxYTaztVbvxHjn/i9Tj4sOd1PHTtaJyFluaQOWgeo65bcCZuSVGUDkI1iG6Es7AAb00F61LvID8pA4CK3qMprnDxzy15/Mx9N597zuWgN5kfun4Usg9PvXcGmw3ujVzJ/TFvMiy5B7tXLWZq7gvYouJUc1CUbo4KiG6Ev+aDOGJJ+epPyI6ezICv3MWzn+wj50QVBxjAHPfjXOpa1GCI6z4zMOT+tJNZQOiqcLqCWlG6JyoguhHBk3fB+hVMqN5AwfoVZO0vbnYfj7rn4j1lYcLjtXIvlX/tGSB09JHWmlaU7okKiG5IqfN4wNTUY/wsLj7212an9/6GfW2dwkB2GxwcdgujLrq8wXO01rSidE/USd1NcBYWkPvCjaS7NrM1dw0Zrs1kDZvP3nef4X8iVpJgSvmN5ztN9nOZPbvO50pvZJMTv9aaVpTuiWoQnZzm2vd3r1rMOJeVSqOy51CyoyeTMHIGF1auBWCcLadZ19vkqeub+LJHujqjFeUsRQVEJ6e59v0RM+8hs9932BExkkFFa5lQvYHaD55gsFiV37Z4hzXreik2y1/h90PE1RSS9cojHNqzRR3RinKWoQKik9Nc+35icgq2Hn0YXbuLQRyniHgqovsDcNCbzOuey5p1Pb8g8fsh7HhIz1lE6Yr56ohWlLMM9UF0cpqy7zsLC9j5xuP0PLmThCseJrO8kNTjH5NqCnCVrAdgiK2QK+2beN4zoMnrPe/5OpNse7jIvhcAt1irr8t6jSarx3R1RCvKWYQKiC7O7lWLA9lasz/8DRn3v4+zsIDspbcyoXoDYJmLqj3NVxbXeseSGzWcEXKYsvjhrItNZ9Ss+9QXoShnGWpi6uJYvoeb2BY1kcTrTxUIquwzjkLiAMtc9LDjtWb1N8e+mnsjV9LXc5Tz3duZWrQSccSqcFCUsxDVILow/qpsAy+/myOfvkLZmmXEJy5g51sLychbYjmafa8ALryN9uXHX4r0s4iLeGjwhRhjGKVmJUU5K1EB0YXxRzhl569jqs+ctG3JJug1GqDOgreYFvQbQw03xmxg5KxHVXNQlLMYFRBdGH9VtpQps9m2Yj5jazYztmYz6xyTOEY8/YJWT4fSH8azl+cdC+lDGbXY2GcGUEoPptp3QTWsW2En5uReEq9fSNp548/cjSmK0ilQH0QXxh/hlHbeeAbNey3gi+h50X+xv17E0h4z6LTzlzh+Rz9bGXYbRNm8nG/PY6p9FyXeGLKSrieueAcTqjfgXKlpvRXlbEQFRDfBWgeRzNiazWz94DUedM8j0zOSzZ5zWOcZyQ/cPzntnCQqQvaVYKsituwACTcsIjt6ch3nt6IoZw9qYuoGOAsL2PX3Bxlc9Bnrkq7ncMo3OXC8hJvcjzR6nqn32es95beoiB9K5foVjLh9mfohFOUsRQVEF8QfvZQyZTYF61fgLS8ko2glALXF68nku83qx4NgDxITNdiIwUsefSEihvScRWStQhPxKcpZipqYugjBSfv80Uu8diPpOYvoeXInACeJ4wv7eHLz85vV5zHTq87nGJuXXFIYxHFMRIym8FaUsxzVILoIfqGQtcqKXspeuo4J1RvIlRTKewxlXd9JAHwz9wV22hN43vP1JvvsJyWBbb956UjCRIpqUhk4/VaNXFKUsxzVILoIwUn7EpNTSLt9GdnRk0k1BYHVziNn3cciuTmw2K0p1nvOC2z7fQ+x1QWBSnSKopzdqAbRBfCblfzC4dCeLThXLiDq8vtZt/XdwGrnxOQUlvJ1SvE0q9/B9qI6n3fYR1KeOJpMMwpxVeIsLFAHtaKcxagG0QWoXxOidMX8QL2HqbcvJGPek4GJvLSqecIBYKtnSGC7xMRQMmAaU4++SmzJPqbmvqCpvRXlLEc1iC6Af8W032Fc1ms0HNts/fbhLCxg19tP8hN7ES97rsJJfJP9jrUfDGxXSBwjZ91H1qpYUqbMJmv9CnVQK8pZjhhTPxq+czNp0iSzcePGjh5Gh1I/zDVlymxKfak2APZ5+jHH/ViTQuJR+4vcFvk+J72xFHz9r4y66PJmXddv6lIUpesgIpuMMZNaco6amLoYwZN0wfoVpOcswrlyQUA4AJxrP8Yc++om+1rkmc1i9zVs5xxiE/o02b655U8VReketKuAEJGZIrJbRPaJyP0hjl8qIiUiku37aXzpr1JnkvZHNkVdfj8l5lS+Vq8X1ntGNtmXk3jOs+VziW17yHxLwWsvoPnlTxVF6R60m4AQETvwDHA1MBq4UURGh2j6qTFmgu9Hl+w2Qf1w1/RbHufkphUkSFWgjc0G/y/ylWb19wv3zXzinRgy31J9jcF/PTUvKcrZQXtqEJOBfcaY/cYYF/B34Lp2vF63xv82X+o8jrf8BHlLbuTQni0ARJ/Yflr74EVwALP5kH2Om9jv+/k08of8j/1VTtKDF5Luo2D9ioCm4Ec1BkU5u2nPKKaBQG7Q5zxgSoh2U0VkC3AEWGCM+bIdx9Rl8b/Nb8tbQ4bP35C9cgG1t/+DBeW38KIjj8E2a12D2ws/dv2wzvm/dSwlIuh1IJVi7rH/CxMZw4i4/qTnPH1a3iW/xqAoytlJe2oQEmJf/ZCpL4A0Y8x44E/AmyE7ErlTRDaKyMbCwsLwjrKL4H+b94e2FtOTqMvv5xf/3EEOA7jO9Utecl9JjrcfN7geYwvD65zf0IO+2JHDgPFfITt6MilTZrfzXSiK0pVoTwGRB6QGfR6EpSUEMMaUGmPKfdv/BiJF5LRwGmPM88aYScaYScnJye045M6L/21+1A0Pkx09md6UcXLru9xQvZJESnESz6Oe73K56w91hEMipdxpfydknyUmhvGuzdR8+Js66TXqO6cVRTk7aU8B8TkwXESGiogD+C/g7eAGItJfRMS3Pdk3nqLTelLqUNlnHOtS78AYwzXHFjca0jrHvpoHI187reRohVdIkCoOyUCiLr+/jq8h3OGsKnAUpWvSbgLCGFML/BD4D7ATeN0Y86WI3C0id/ua3QBs9/kgngL+y3S1lXtnmN2rFpORtwSAWq/hOW5oNDnfcs8MfuW+EVPvUcfZDLn0J83k49zy7zrRSeF2Tuv6CUXpmrRrqg2f2ejf9fY9G7T9NPB0e46hu+FPu2FqKph+ZClr3Tc2K60GQTqE1wv7bam4I3pA7VF8SlyAppzTLV1RXT9ViKIoXQNdSd0F8JtoDu3Zwq63n8RbU0HsOekc8CZzpW0jQ+u6durgNzHVEBnYZ7PBueQyqnYn2dGTGTnrvhaNp6Uaga6fUJSuiSbr6wLsfONxMo79jR0H/8NUzy4A8vLeYZCtkKEU8hB/5Xb3z0Ke6zc/XWvLZByHADhBPHv6XYs44gLCIeuVR1QjUBSlDiogugCJRda6h96e44F9VRILBnK9ffiF++YGz3USz/Oer5PCCcbZLQFx3D6AjHtOvf1nLrmPjLwlZL5VwajrFjRpPtL1EYpydqAmpq5ArQuAUuLZ6pgIgFfsAPSgkngqmuziJD0D2yW96mY88fsgREQdyoqiBFAB0QXwRsYC4ImIoaLfJDIHzSPKWw5Aoq2Spx1PhTzPvwYikVLe9mSw39vPOhCbVKfdyFn3kTVsPiNn3afpNRRFCaAmpi5AjznPsG3FfPC6mZr7Apn9bmKw92hAvMtpqxwsbrW/x72RK4mhhiqiOMd2jH3eAQyYdkuddvVNRmo+UhQFVIPoEqSdN56KQdMZ695OdvRkkgo3YAt6coWeniHPi6YGgCm2Haz3jGS/tx/n2o6Qv2bZmRi2oihdHBUQXYSEkTM4JANh8p0MqM2tc2y8/XDIc6qJAiDDvosfR/6Dc2zHAE5b96AoihIKNTF1QvwL0RJGzqD2gyco6zWaOOeXjDL5mDU/p6etptHzZ5LJ046nsWEtigOI95bwrPcazhmQzIhptzQY1qplRRVF8aMaRCfEH0kU++8fMbZmMxnHXuVg5Ll86JnAo7bv85p7Bi6vNfl7vfCC66o65//B8RwRNmtBnP/nosgDJPcbyFU/WBQoVRoqUqk9opg0F5OidE1Ug+iE+BeiJYycwbYPnqC851ASIxPIPOeXbMgu5RPPXTzguavB86uwE4O7zj6PFwZ583EWFjS60K09FsH5hU79ehOKonRupKvlxps0aZLZuHFjRw/jjJL1yiOk5yxiceRcflv21Sbb73XcRGSQbuj1EnBqZ0dPJu32ZWfUfKRmK0XpeERkkzFmUkvOUQ2ik+IsLGDX209iXJWAYc2A21lbdTmUNX2uCweRuAKf3cBx+lMekciE6g1krVp8Rt/kdeW1onRNVEB0Mg7t2YJz5QIqE84l49jfAvtdXjt/c8UAGU32kW96cR5WWg6PF7ZetJCLvn6H5QvwvckriqI0hTqpOxnOlQuYUL2BhOJt5Ipljqn1Cg6bh4WOF5rVR7KcSr0hQGRcL0CzqiqK0jJUQHQSnIUFrFu6gKq4QWyLmkhJ77GkmgKyoyezLuUmPF542nVts/p6wPVdPL7wVpsNhn/yAw7t2VInkshZWEDmkvtYt3QBzsKC0yKNNPJIURQ1MXUSdq9azNRcS0PIGjafUTPvIWtVMilTZpP2t6ux2+C/HGt41jW7yb5G2I9g94l+jxfibDXsXbmA9OoNZL5VgS0qDm9NRaAyXdYqK9dTcKSRRh4piqICopMwYuY9rFtxgrjiHaRMmR0wB2W98ghpvmytThM6pUZD1HhtRNm8ZEdPJvH6hWStX4G4KknPWcS61DvIHDQPEWGkzyex7u1KTE1Fk6GwiqKcHaiJqZOQmJyCxPVhnGszBetXBPanTJnNMV9J0TxvUkOn12GZ5ypyvP2IsnmtutO3LyPtvPGByT6z33cwxjDqugVMvX0hickp1vUdsWTkLWH3qsXqr1AURQVEZ2LEzHvIHDQPU3GCzCX3kf3RcuL/djX9KAVghn1rs/rpRTl2X4bXvP6XByZ5vxlr4PFPAoKg/vWbm+pbfRSK0v1RAdFJ8C8mA5h69FUy8pYwZM18EoOKAcVRQ6JPWDTGY5EvMcRWSJG3BwO+cmrF9YiZ91gL5Uw+2dGTTxMELdEatLCQonR/VEB0IP638EN7tpC35EbScxZhqypmW9RE1iVdTzWRddrbbTDHvrrJfr/0pgGQZCvHuXJBIIIJIO32ZWQNm9/m1dRaWEhRuj+aaqMD8afQyI6ezITqDQBsixzDWPd2culPKkfrtPd64ULXszh9PgmA2XzIrx1LMdjZbQYy3/1jwNIiosXDZNvOQP9Zw+ZrRJKinKW0JtWGahAdiP8tPPH6hWyLsmpNlyeNJzt68mnCoSF+61iKwwZRNg/j7Id5y/Egyx2PMt2+nYpkq6+oy+9v8G1ffQmKojSECogOxG/zTztvPD2+s4z/63UH/b92Pwk3LeWP7ut51n0N77gvotZ7KuFefRNT/QcYb3PRx1ZOhTeSGFxMqN7Aya3vNuhbUF+CoigNoesgOhi/c3pz0jX89uhlPHDATf7JKpZ5bjjVyAOJlDLHvprlnhnN6jfO5ia27AAAjZkRdb2DoigNoRpEB+N/gz//2D954OqRXDSkN3/fELqEaEs4aWKJvPJha1X2dQuA0OYkXe+gKEpDqIDoQJyFBXhrKliXegdjr/0+cyal8v2/fYHLc/ob/xz7ah6MfK1ZUUwAvaQS58Y3Ak7pdUsXBCKlgs1JHemDUP+HonRuVEB0EM7CAg4tvZWMvCXEFG4hvyCf//vjAmpKjodsv9wzg1+5b2y2iQlg1LF3OLRnS2CB3Niazaetf+hIH4T6PxSlc6MCooPY+cYTTKjegJM4JlRvIHblLdzjfrlBDcFJPM97vl4nxBXA00D/ld4IEimD124kZcps1vX/DlsdE0m8fmEdc1LKlNlkR08mZcrpSQDb+w1f11IoSudGndQdgLOwgNRjHwGQSAW5ksI55gj7vAN433NhnbbBzun6wgHASU/61iszt9t2LsV9xjHoxDrSTL6VpC+uD+OObiZr/QrSzhsfaFuwfgXp1RtO2w/tX0taK80pzcXtdpOXl0d1dXVHD6XTEx0dzaBBg4iMjGy6cROogOgAdq9aTDoFOOlJImWURiSx3t2LKbadzLJnsigogsnvewB43vP10/rKN8n0paxO3elYbwUjTqxkXeod5BqDuCoZMO0Wsjg9Wik4iql+7WiNcFI6C3l5efTs2ZMhQ4YgIh09nE6LMYaioiLy8vIYOnRom/tTE1MH4DetlN70L7KjJ3O+ezsOn7EosZ42sN4zkr3eAaz3jAzZ105vKmAJhyqvnXz6UTT9CbKGzWfkrPuwRcUxNfcFS1MIEa0UHMUU7BOoLyzaE3VWK01RXV1NUlKSCocmEBGSkpLCpmmpgOgAEpNTSJkyG+fKBdYq56TrGeHNAWC8LadO2x9H/oPhtiP8OPIfIfsaZcsNbJfYEhjIMarztwUm/VB2/oYm5OC2Z9KBrM5qpTmocGge4fye1MR0hnEWFrDzrYUMznubCRyn8p0bKbNFEWuzNIiBUlin/S/cN9f5XZ9EOaVxHO5xAQf7nV9HGNS38/ujp9KrN5zmWwhu25jpKRwE96mmLKUrYLfbGTt2LLW1tQwdOpRXXnmFXr16dfSw2hXVIM4wu1ctJiNvCYOwwlljbTUke0+l8K5vYjrAAG53/4wDDAjZ33zXD6nwOgA4tzyLhJEzAiaiUJrC7lWLmVC9IWS672AaMj2Fi+A+dbGe0hWIiYkhOzub7du307t3b5555pmOHlK7owLiDDNi5j2BxHyl3mjglHMZwN7C/rYwnN+n/I4KbxS9KSf23z8KTLyhJna/Gal+uu/G/ADtEY6qIa5KV2bq1Knk5+cDsGHDBjIyMpg4cSIZGRns3r0bgK997Wts3WoV+Zo4cSKPP25p5w8//DBLlizpmIG3EBUQZ5jE5BTiZ1spvr/sMbVZ58wkk52Om9jvuIntjlu5hOw6x5OKviDOVkMxPSmIH0/moHmnTDf1JuGG3tb9wuTQ0ltPExLt8YavWoPSVfF4PHz44YfMmjULgJEjR7JmzRo2b97M448/zoMPPgjA9OnT+fTTTyktLSUiIoLPPvsMgLVr1zJt2rQOG39LUAHRARSsX8GE6g14ygubbgw85XiaGJulafSw1bLM8TvWOb7P7xzPMd/+BuVpV7ItaiK9KSO95N/YouICdab9PoWmooT81eYmVG9QZ7HSLSiucPHc6hyKK1xh6a+qqooJEyaQlJREcXExV155JQAlJSXMmTOHMWPGcO+99/Lll18CMG3aNNasWcPatWu55pprKC8vp7KykoMHDzJixIiwjKm9UQHRAcRMnstva2/kYddtfOoeideXztvrhS2ugae1rx9JYLNBiu0k37Kt5t7IlaRXfUJZsrXAbqtj4mlmm51vLSQ9ZxE731rY4JgSk1MC1ebU7KN0B5ZvzOXX7+5i+cbcphs3A78P4tChQ7hcroAP4uGHH+ayyy5j+/btvPPOO4EQ04suuoiNGzfy6aefMn36dCZOnMgLL7zAhRde2NhlOhUqIM4gOYXl3LxkPbcvz2Fx7dc5wABu8TzCx2YCNht8bCbwTf63WX3VeqHMGwVAhE0Ydd0CsobNJ/WO104z2/jD3noWbmpUi1Czj9KdmDMplQeuHsmcSalh7TchIYGnnnqKhQsX4na7KSkpYeBA68XupZdeCrRzOBykpqby+uuvk56ezrRp01i4cGGXMS+BCogzRk5hOd985jPW7jvBiXJ3nWNPub/JXu8AnnJ/M+S53hD7ImzQ01ZDrqQE0nn7qe9wHjnrPrKjJzO2ZnOLzUe6iE3pqvSOc3DXjGH0jnOEve+JEycyfvx4/v73v/Ozn/2MBx54gIsvvhiPp252tGnTptGvXz9iY2OZNm0aeXl5KiAUi5zCcr774ga+OOTktr9soLS6NmS7KfZdDLcdYYp9V+h+jBXi6gmSFCUmBoDcvpfVCUUt/fPl7Hzj8TrRS20xH3X2RWwqwJQzRXl5eZ3P77zzDrfccgtTp05lz549fPbZZzzxxBMcPHgw0OaJJ54gMzMTgAEDBmCM4YILLjiTw24TKiDaieIKF3cu28jHuwuZ//fN5DqrGmzbVCrvTO/5ABynFwBfRo7h5Hf+YxUDuuERwHIy50oKaSafhOJtrEu9A29NRWDibMh81NQE29nDUTu7AFOUrowKiDBRf6JdvjGXnMIK0nrH4vE2XPITGk7l7eckPQHLMV1MD8rizyM+sW8gJYb/micjkgAojR9OTOEWMvKWNDlxNjXBdna/RGcXYIrSldFUG2HCP9Gue7sSty0GZ/xXmTI0kZOVbg4VV7ap708845ll/4wY3AywFZNetJLtz+9FMKS7t7Pu7UrEEUu6ezvZ0ZMhNokJRSsbXS3tT3WRMmV2yCyv4eBMJPzTlOGK0n6ogAgT/nxCpqaC6YeeYq27kPUh0nO3hh9H/oNhtmPk0Tewb4x7W2A77thGEm5YVGeiz1oV2+jEHKj1QPvUeqhzjXaqJ6EoSvuiAqKNBL+Je2sqsFUVs55xpxX+aS0O+6lEfftG3k3G4ecYW7OZPPoxiGPk0p9xLqsQUPAk3NSEfCYS5GkSPkXp2qgPoo3435J57UYy8paQXrSSKWzlsciXSKS06Q6awOWxEvY92uPnTBhuFQDJ7HcTnpuWkzVsPt6bXm+VDd6fCjzYhxFuOrv/QlGUxlEB0QyaSmSXHT2ZNJNPiYmh2mt9pdPt27nT/k7YxpDrrML850HG1mwmtmQfaeeNJ/2Wx4lP7Nv0yUH3cGjPlsC9aASQojQfu93OhAkTAj8HDx7kk08+4dprr+2wMQ0ZMoQTJ060W/8qIBogWCjUn0gP7dnC1l9dyrpnv8/RgztwuEqp8tpIkCqibacWK8y1/atF17yEbLY4bifbcXsgId+AyHJ+3vt95qf3psd1v2Nb1ESq4gaxbumCQG2JptJowClNx7lyQeBeNAJIUZqPP9WG/2fIkCEdPaR2R30QIQguqpP5VgW4q9gWNZGEkTPIeuUR4g5/yDj3dji6mdp3XiXCRkhRG93Cwk5/cDxLgs1aL/Gc448sOf8lph9YwsTKDWSVxTNm3ONkbZnO1JxFUGQ5ov1pNJqqIuX3B6RMmU3W+hUBB7Y6jxUlPGzYsIGf/OQnVFVVERMTw4svvsiIESOorKzktttuY9euXYwaNYqDBw/yzDPPMGnSJJYuXcpvf/tbBgwYwPDhw4mKiuLpp5+msLCQu+++m8OHDwPwxz/+kYsvvpiioiJuvPFGCgsLmTx5MsY0HkLfVtpVgxCRmSKyW0T2icj9IY6LiDzlO75VRDpkiWGwtlBc4eK9V58MFNURETKOvcrYms30fec20nMWUR60IjoijN/gw65bcXutiT7O5uIbu37KxHrFfUbMvIfMQfNYl3oHKVNmY4xhXeodDJh2C+uWLiBzyX0hTWF+YeA3TTXXL6ArlRXFwp/NdcKECXzzm6enxWko7fef//xnEhMT2bp1Kw8//DCbNm0C4MiRIzzxxBNkZWXx/vvvs2vXqUwK8+fP59577+Xzzz9nxYoVzJs3D4DHHnuMSy65hM2bNzNr1qyAAGkv2k2DEBE78AxwJZAHfC4ibxtjdgQ1uxoY7vuZAiz2/W43iitcLN+YG0jgtXxjLufu+wuX5z7Nn59z8mbsbAqPX8jR2Co+jfgqRw5W8S1vEbPsn3GO7Rh7vQN40D2PN+RRkmzlTVytZQy2FxFps94IKr0O0mz5ln/DV9zn0J4tOFcuYOD1C0k7bzxZrzxCRt4SsobNp2D9CqbmvgBA1qq4sGkGGqqqdFkqiiD7rzDhZohLanN3fhNTQ5SUlDB37lz27t2LiOB2WznX1q5dy/z58wEYM2YM48aNAyyNY8aMGfTu3RuAOXPmsGfPHgA++OADduw4NVWWlpZSVlbGmjVrWLlyJQDXXHMNiYmJbb6vxmhPE9NkYJ8xZj+AiPwduA4IFhDXAcuMpSdliUgvEUkxxjT8unpkM+X3JzCGv7VpcL9+95S0TmQMc+w3sqO6Py+4vke0o5bq2gg+OjGcZOAaRxa/c81hTuRaPncPY5Xjf3jWdTXfdKwjgXJ6UhPyGpUtTEM/zfM5Xl9JuVibC68XxlVugD+NxAukAmk28P51Ol6sL9gLTN67CDiV1G/y3kV4H1mEAWoBwapU15TFy4Roc5Gv30l7F1H7yKI6Kmf99lXYiMFLJXZi8VADZMdOY3Llp3XOqcLBwchzGOneTQ2RfNlzGt7oBHo7t5LgPQHYOJiQjje6F7baauKdOzD2SHrMeYb4xL7sfGshUlVMj/IDxM+27t25cgFRl9/Pya3vYoxh4PRbyV+zDBFh5Kz72j2S6kwsClRaSPZf4X0rFQ0Xz2/3y/nTfv/jH//g4MGDXHrppQANmoEaMw95vV7WrVtHTEzMaceaMieHk/YUEAOB4ETseZyuHYRqMxCoIyBE5E7gToDBCUKsAwhPDRDgVKqL9x0LSLMVBfYvdDwHwHDbEe5zrORK10J2O24hyubhbse7jHC9Er5BABc79tUpP2prwHzV0P5QtLSEaUM055JxPhHVAyujZQwwpfLT08bbExdjPbvABpG4mFLxIVTUbdO/5N9QErTDC9krF1AwcCoZeafKNWavtDLZTqjewKF//4hRJt+3fysZ1RsAy1fT3tqPalqdkAk31/3dzjSU9vuSSy7h9ddf57LLLmPHjh1s22Ytcp08eTL33nsvTqeTnj17smLFCsaOHQvAVVddxdNPP81Pf/pTALKzs5kwYQLTp0/n1Vdf5aGHHuLdd9/F6XS26z21p4AIJebqi8zmtMEY8zzwPMCkAXbT0jfz5rLAdRdPOZ4imlqqiWCB6y7AEhT+7Qddt/Erx0s86Lot7Nf/xDWSSx2hM7q2hnBoEP59fu2kIzWIxOsXEp/Yl8y3KgIaROL1VvRWtk+DWBekQWT6NYgzEKWliwI7IXFJZ0Rz8POzn/2MuXPn8vvf/56vfOUrgf3f//73mTt3LuPGjWPixImMGzeOhIQEBg4cyIMPPsiUKVMYMGAAo0ePJiEhAYCnnnqKH/zgB4wbN47a2lqmT5/Os88+y89//nNuvPFGLrjgAmbMmMHgwYPb9Z6kvbzgIjIVeNQY81Xf5wcAjDG/DmrzHPCJMeY13+fdwKWNmZgmTZpkNm7c2C5jVhSlc7Jz505GjRrV0cNoFR6PB7fbTXR0NDk5OVx++eXs2bMHh8NBeXk5PXr0oLa2lm9+85t873vfC+kAbymhvi8R2WSMmdSSftpTg/gcGC4iQ4F84L+Am+q1eRv4oc8/MQUoadT/oCiK0sWorKzksssuw+12Y4xh8eLFOBxWEaNHH32UDz74gOrqaq666iq+8Y1vdOxg69FuAsIYUysiPwT+g2Xh+Isx5ksRudt3/Fng38DXgH1AJfDd9hqPoihKR9CzZ08asnosXNj4AteOpl0Xyhlj/o0lBIL3PRu0bYAftOcYFEVRlNahqTYURekStPeq4e5COL8nFRCKonR6oqOjKSoqUiHRBMYYioqKiI6ODkt/motJUZROz6BBg8jLy6OwsLCjh9LpiY6OZtCgQWHpSwWEoiidnsjISIYOHdrRwzjrUBOToiiKEhIVEIqiKEpIVEAoiqIoIWm3VBvthYiUAbs7ehztSB+g/WoIdjx6f12X7nxv0P3vb4QxpmdLTuiKTurdLc0n0pUQkY16f12X7nx/3fne4Oy4v5aeoyYmRVEUJSQqIBRFUZSQdEUB8XxHD6Cd0fvr2nTn++vO9wZ6f6fR5ZzUiqIoypmhK2oQiqIoyhmgSwkIEZkpIrtFZJ+I3N/R4wk3InJQRLaJSHZrIg46GyLyFxE5LiLbg/b1FpH3RWSv73diR46xtTRwb4+KSL7v+WWLyNc6coxtQURSReRjEdkpIl+KyHzf/u7y/Bq6vy7/DEUkWkQ2iMgW37095tvf4mfXZUxMImIH9gBXAnlYFetuNMbs6NCBhREROQhMMsZ0i1hsEZkOlAPLjDFjfPt+BxQbY37jE/KJxpj/6chxtoYG7u1RoNwY07mrwDQDEUkBUowxX4hIT2AT8A3gNrrH82vo/r5FF3+GIiJAnDGmXEQigbXAfOB6WvjsupIGMRnYZ4zZb4xxAX8HruvgMSmNYIxZAxTX230d8LJv+2Wsf8ouRwP31m0wxhQYY77wbZcBO4GBdJ/n19D9dXmMRbnvY6Tvx9CKZ9eVBMRAIDfocx7d5IEGYYD3RGSTiNzZ0YNpJ/r56477fvft4PGEmx+KyFafCapLml/qIyJDgInAerrh86t3f9ANnqGI2EUkGzgOvG+MadWz60oCQkLs6xr2seZzsTHmAuBq4Ac+M4bSdVgMDAMmAAXAkx06mjAgIj2AFcBPjDGlHT2ecBPi/rrFMzTGeIwxE4BBwGQRGdOafrqSgMgDUoM+DwKOdNBY2gVjzBHf7+PAP7DMat2NYz77r98OfLyDxxM2jDHHfP+YXuAFuvjz89mvVwCvGmNW+nZ3m+cX6v662zM0xpwEPgFm0opn15UExOfAcBEZKiIO4L+Atzt4TGFDROJ8zjJEJA64Ctje+FldkreBub7tucBbHTiWsOL/5/PxTbrw8/M5OpcCO40xvw861C2eX0P31x2eoYgki0gv33YMcAWwi1Y8uy4TxQTgCzn7I2AH/mKM+WXHjih8iMg5WFoDWEkU/9bV709EXgMuxcqSeQz4OfAm8DowGDgMzDHGdDlnbwP3dimWacIAB4G7/DbfroaIXAJ8CmwDvL7dD2LZ6bvD82vo/m6kiz9DERmH5YS2YykBrxtjHheRJFr47LqUgFAURVHOHF3JxKQoiqKcQVRAKIqiKCFRAaEoiqKERAWEoiiKEhIVEIqiKEpIVEAonRoR+YOI/CTo839EZEnQ5ydF5L9FZFZLM/yKyEsickMYh9tiROQ2EXm6gWPfEJFHWtHnAyLynQaOjRWRl1rap3J2ogJC6exkAhkAImLDWndwftDxDOAzY8zbxpjfdMD42pOfAX9uxXlXAe+FOmCM2QYMEpHBbRmYcnagAkLp7HyGT0BgCYbtQJmIJIpIFDAK2Bz8Ju7TDJ4SkUwR2e/XEsTiaRHZISL/ooFkZSLyY1+brSLyd9++R0XkFRH5yJdP/46g9j8Vkc997R8L2n+zLy9/tog850tZj4h8V0T2iMhq4OIGxnAeUONP/e67p8Vi1TDYLyIzfMnkdgZrBCISDziMMYUiMkdEtotVF2BNUPfvYGUiUJRGiejoAShKYxhjjohIre+NNwNYh5XFdypQAmw1xriszAl1SAEuAUZipRh4Ayt1wghgLNAP2AH8JcRl7weGGmNq/CkLfIwD0oE4LKH0L2AMMBwrZ48Ab/uSLBYC38ZKwOgWkT8D3xGR94HHgAt94/8Y2BxiDBcDX9Tblwh8BZiFNclfDMwDPheRCcaYbKy0Ch/62j8CfNUYk1/vPjb67vF3Ia6rKAFUQChdAb8WkQH8HktAZGBNsJkNnPOmL+HaDhHp59s3HXjNGOMBjojIRw2cuxV4VUTexEoN4uctY0wVUCUiH2MJhUuwTDr+Sb4HlsAYhyUEPvcJrxis5GhTgE+MMYUAIvJ/wHkhxpCCJWSCeccYY0RkG3DMZy5CRL4EhgDZWEnZXvS1/wx4SUReB1YG9XMcGNDAvStKADUxKV0Bvx9iLJaJKQtLg8jAmgRDURO0HaxeNCe3zDXAM1gT/CYR8b9I1T/X+Pr+tTFmgu/nXGPMUt/+l4P2jzDGPNqCMVQB0fX2+e/JS93783LqZW8ysAHAGHM38BBWFuRsXy4efP1WNWMMylmOCgilK/AZcC1WuUSPL8FYLywhsa4F/awB/kusYiopwGX1G/gc4anGmI+xnMS9sLQCgOvEqvebhJWY73PgP8D3xKorgIgMFJG+WGaeG3zb/nrAaVjJ7i4VkSSx0k3PaWCsO4FzW3BviMj5wC6fhoSIDDPGrDfGPAKc4FS6/PPogllKlTOPmpiUrsA2rOilv9Xb16OF9bv/gWXD34ZV33x1iDZ24K8ikoClBfzBGHPSZybaAPwLKxvmE776HUdEZBSwztemHLjZGLNDRB7CqhBoA9zAD4wxWWLVrl6HVZDmC98167MGeFJExDQ/o+bVwKqgz/8rIsN99/EhsMW3/zLffShKo2g2V0VpBr5J/YwWsxeRRVh+hw+a2f594NbG0lP7Ir9WA5cYY2rDM1Klu6ImJkXpvPwKiG1uY2PMlc2oXTAYuF+Fg9IcVINQFEVRQqIahKIoihISFRCKoihKSFRAKIqiKCFRAaEoiqKERAWEoiiKEhIVEIqiKEpI/j8Ey6AT5EHwegAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -377,7 +373,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAFNCAYAAAAq6ukAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACFXklEQVR4nO29d3hU153w//lOk4QkQIUiEEiAANExQxncK7ETx/a6xIXEOBvH2cT722Sz+24S513b8bspW5LdZG1v1ml2Ehn3xI4TJ+4NMwYGY6roCISEBJIQkpA05Z7fH+eOZiSNGtJIQpzP88wzM+fee+6Z0eh+77eLUgqDwWAwGM4Ux1AvwGAwGAxnN0aQGAwGg6FfGEFiMBgMhn5hBInBYDAY+oURJAaDwWDoF0aQGAwGg6FfGEFyliMiU0WkUUSc9vu3ReTuoV6Xoe+IyGoRebWPx9wnIj9P1poGGhEpFBElIq4utp9Vn8egMYJkiBGRQyLSLCINInJSRD4Qkb8RkV79bZRSh5VSGUqpSD/X4RGRH4pIuS2YDorIf3bY5w4R2WRvrxSRV0Tkwg773GVfKD7TYfxSEbHsYxvt8zwjIssSrGWave+jPaw5elFq7PC4tT/fRbJJ8F00isgflFIlSqlVcfspESnqcFx5/FxKqe8ppZJ642ALuOg6mzuufSDPlazP0+E7bxCR3SLy+Q77LBaR90Sk3v593t9h+x0iUiYiTSLyexHJjtu2o8PfMywif7C35YrIOhGpsf/H14vIBR3mni4iL9trOyEi/zbQ30FSUUqZxxA+gEPAlfbrMcB1wEHgV2c439vA3Wdw3APAO8AkQIBC4M647V8HqoEbgXTADXwa+PcO87wF1AB/7DB+KVBuvxYgH3gIaAGuSLCWGqAWSOlmzYWAAlyD8HdyDuBcbd9FD/spoKivxyX5ezjjNQCuwfybdbVu+/f3SSAMzI7bZyfwXcAJzAAqgevsbfOABuBiIAN4Eniqi3MJcCD6/wOkArPRN+4C3GD/tl32dg+w3/4fS7f3XziUf+c+f79DvYBz/REvSOLGlgMWMN9+/yngI+AUcAR4MG7fdv+Y2IIESLF/rAvi9h0PNAPjEqzjZeBrXaxxDNAI3NLDZymw132T/U86IW5bwgsQ8DCwqcPYfuDLQBVwczfn6/aiBDwOPAL80b4IfAjMiNteDLxmf0+7gc90OPZ/gD8BTcCVwBL779AAPAs8DfyLvf924NNxx7uBE8DiBOvq6ru4C3jffv2u/dma7O9+jf23s+z3jWih/yDw2w7fxxrgsH3+b8fNnwY8AdQBu4B/SrSOHv7G7dZOh99vF+v5gr2ed+PG7gEq0Bfrf+jh+K4+jwP4pv17qQGeAbJ7s257rJq43zRwGpgb9/5Z4Fv26+8BT8ZtmwEEgcwE57rE/vukJ9jmQN+AKWC8PXYP8N5AXlcG+2FMW8MQpdQGoBy4yB5qAu4ExqKFypdF5IYe5mgFngI+Gzd8O/C6Uup4gkP8wNdF5CsiskBEJG7bSvRd0u96WPqdaKHwPPpCtbqH/QFeAJaISDqAiFyE1laeQl8Y7uzFHN1xO/AdIAvYh77jxD7fa+g7y/H2fo+KyLy4Y++w988ENqA//+NANrAW+Ku4fX9N++/6k0ClUmrLmSxaKXWx/XKR0qbLJ4BrgAr7fYZSqqKLwy9E3wFfAdwvInPs8QfQF+fpwFUd1ptMLgHmAJ+IG7sMmAmsAr4pIld2c3xXn+fv0Hf3l6CFah36xqFbRMQhItcBuejfRJT/Au4UEbeIzEb/7l+3t80DPo7uqJTajxYksxKcYg3wnFKqqcN5t6I18JeAnyulqu1NPuCQbSo+Yfs5F/T0OYYTRpAMXyrQFyyUUm8rpbYppSyl1Fb0ReySXszxBHBHnL/lc8Bvutj3+8C/oi/+m4CjIrLG3pYDnFBKhXs4353oCzP285pu9o1SgVb3x9rv1wCvKKXq7DmuEZHxPcxxwrY9Rx9z4ra9oJTaYK+9BFhsj18LHFJK/UopFVZKbQaeB26OO/ZFpdQ6pZRlH+cCfqKUCimlXkALlyi/BT4pIqPt99191wCTOqz5M93s21e+o5RqVkp9jL74LbLHPwN8TylVp5QqB34ygOfsjgeVUk1KqeYOa2xSSm0DfoUW5F3R1ef5ElpDKbdvnB4EbpYuHPnY3zlas/sd8HWl1Edx219G//2bgVLgF0qpjfa2DKC+w3z16JuMNkRklD3H4x1PrpRaCIxG36C8H7cpH7gN/feYhNagXxQRTxefY9hhBMnwZTLa5IKIrBCRt0TkuIjUA3+DvpvqFqXUh2ht5hIRKQaK0HdDifaNKKUeUUpdgL6ofxf4pX1RrgFyu/kHxXYeTkNrEqCFwAIRWdyLz6mAkyKSBtyCvuCjlFqPNmnc0cMcuUqpsXGPXXHbjsW9Po2+IIA2w62Iv5ijhejEuP2PxL2eBBxVti2i43ZbO1gH3CQiY9HaQ0k3a67osOZneviMfaGrzzyJ9p8p/nUySXSe+LEy9Nq6oru/4e/i/n67gAgwoYt5KpRSY9EX858Al0c32I7zP6P9dqnAFOATIvIVe5dG+7h4RqPNnPHciP6/fSfRApRSLUqptWgtLCoQm9EmzVeUUkHgP9A3b3MSzTEcMYJkGGJHMk0mdtfyJFoATFFKjQF+ir6L7w1PoE0Yn0Or2y09HWDf/T2CNhXMBdajVfIbujlsjb2mLSJyDO2PgJ5NU38FbLbNAH+F/ud8VESO2fNM7sUcZ8IR4J0OF/MMpdSX4/aJFxqVwOQOJr8pHeaMfte3AOuVUkcHeM39LdVdib77jdJx/WdCEzAq7v3EBPskWnf8uaeiNdO+cgS4psPfMLWn793WXr6BvtG5wR6eDkSUUr+2NdRy9E3RJ+3tO4hpQojIdLQfck+H6dcAv+5ww5EIt31OgK30/287pBhBMowQkdEici36B/xbW+0HrT7XKqVaRGQ5Pd+hx/Mb9AX6s2g7flfn/podIpkmIi7brJUJfKSUqgfuBx4RkRtEZJRtR75GRP5NRFLRZpN70Cag6OP/A1Z31GREM1lEHkAHBtxnb1oD/BJYEDfHBcDiJNiMXwZmicjn7M/iFpFlHcxi8axH3+3+rf39XI8Oiojn92iH/Ffp5rvuA1XELjbR9zkiMuYM53sG+JaIZInIZOBv4zeKyOMi8ngf59wC3GZ/f0tpbxrsjn+2f0fzgM+jAxf6yk+B74pIAYCIjLP/Lj1i3/n/EP27Bi0QRHSIr0NEJgK3EvOLlACfFpGLbP/aQ2izaZtGIiL5aN/PE/HnEhGfiFwoOsQ+TUS+gdaaojdbvwV8InKl6Hywr6EDC+I162GNESTDgz+ISAP6DuvbwI/Q/1xRvgI8ZO9zP/qC0CvsO6vN6Due97rZtRn9j3UM/SO+F7hJKXXAnudH6PDE/wsct9f6t+iL5w328b9WSh2LPoBfoEMpr7bPMUl03kEjsBEtMC5VSr1qX9iuAP4rfg6lVABtcujO33JS2sfwf70X30sD2tF7G/pu+BjaR5TSxf5BtNniC8BJtGB+GWiN26cZ7WeZhg4i6C8PAk9EfShKqVK0f+yAPdadOSgRD6GDOA6incjPxa8frSWs6+Oc/4yOYKpDBzU82f3ubbyDdnS/AfyHUqpPiZg2P0Zr6q/a/xt+YEUfjv8lMFVEPq2UOoX++/49+rNsQUfifRdAKbUDbVIuQUd7ZaL/L+P5HFoT3d9hPAUdBFADHEVrOZ+KBksopXajf08/tc99PTrsONiHzzKkSM8amOFsR0R+ibYP/9+hXstIQkQ+BH6qlPpV3Nj9wCyl1GBFRJ0xIvJl4Dal1CW2Y/djdP5CaIiXZjjL6NJ5ahgZiEgh+k7rvCFeylmPiFyCzjc5gXbML0RrS9Ht2WiN5XNDssAeEJE8tKlsPTr09h/QeTxRjeusce4ahhfGtDWCEZH/h1bP/10pdXCo1zMCmI2+a69HX4RvVkpVAojIF9HmvleUUu8O3RK7xQP8LzrS6E3gRaDbMjQGQ28wpi2DwWAw9AujkRgMBoOhXxhBYjAYDIZ+cc4523Nzc1VhYeFQL8NgMBjOKgKBwAml1LhE2845QVJYWMimTZuGehkGg8FwViEiZV1tM6Ytg8FgMPQLI0gMBoPB0C+MIDEYDAZDvzCCxGAwGAz9wggSg8FgMPQLI0gMBoPB0C+MIDEYDAZDvzCCxGAwGAz9wggSg8FgOBcIBqGxUT8PMOdcZrvBYDCccwSDUFYGSoEIFBSAxzNg0xuNxGAwGEY6waAWIhkZ+nmAtRIjSAwGg2Gk4/FoTaSxUT8PoDYCSRYkInJIRLaJyBYR2WSPZYvIayKy137Oitv/WyKyT0R2i8gn4sa99jz7ROQnIiL2eIqIPG2Pf2i3lTUYDAZDPB6PNmdNmjTgZi0YHI3kMqXUYqXUUvv9N4E3lFIzgTfs94jIXOA2YB5wNfCoiDjtY/4HuAfdZ3qmvR10f+w6pVQR8J/Avw7C5zEYDIazD49Hm7YGWIjA0Ji2rgeesF8/AdwQN/6UUqrV7i++D1guInnAaKXUeqX7Av+6wzHRuZ4DrohqKwaDwWAYHJItSBTwqogEROQee2yCUqoSwH4eb49PBo7EHVtuj022X3ccb3eMUioM1AM5SfgcBoPBYOiCZIf/XqCUqhCR8cBrIlLazb6JNAnVzXh3x7SfWAuxewCmTp3a/YoNBoPB0CeSqpEopSrs52rgd8ByoMo2V2E/V9u7lwNT4g7PByrs8fwE4+2OEREXMAaoTbCOx5RSS5VSS8eNS9gp0mAwGAxnSNIEiYiki0hm9DWwCtgOvASssXdbA7xov34JuM2OxJqGdqpvsM1fDSLis/0fd3Y4JjrXzcCbth/FYDAYDINEMk1bE4Df2b5vF/CkUurPIrIReEZEvgAcBm4BUErtEJFngJ1AGLhXKRWx5/oy8DiQBrxiPwB+AfxGRPahNZHbkvh5DAaDwZAAOddu4JcuXao2bdo01MswGAyGswoRCcSlcbTDZLYbDAaDoV8YQWIwGAwjhSRW+O0OU/3XYDAYRgJJrvDbHUYjMRgMhpFAkiv8docRJAaDwTASSHKF3+4wpi2DwWAYCUQr/AaD+rURJAaDwTCCCAa7vsB3t62vDLIAiWIEicFgMCSTqBO8tRXCYSgq0n6M+G1D4CAfSIyPxGAwGJJJMKiFyMmTUFUF+/bFHOFD6CAfSIwgMRgMhmTi8WhNpKkJ0tPB5YoJjCF0kA8kxrRlMBgMA0Uif4fHo81ZoIVISkr7bUPkIB9IjCAxGAyGgaA7f0dGBsydm1hgnMUCJIoxbRkMBsNA0JO/I4k904cao5EYDAZDf4ias2BE+DvOBCNIDAaD4UzpaM7Ky9PjI8Bc1ReMactgMBjOlI7mLBix5qvuMILEYBiJDFE58RFLV9/nCAnf7S/GtGUwjDRGSLb0sKGxUScRRkN347/PERK+21+MRmIwjDRGSLb0sCAY1EKkqkpnpre2nlPRWL3FCBKDYaRhzC0DRzCoNZH0dJ2ZHg6b7zMBxrRlMIw0BtDcEiirw3+gBt/0HLwFWQO4yGFKx8x0j0ebs8aO1VpHUZERJAkwgsRgGIkMgL0+UFbH6p/7CYYtPC4HJXf7RrYw6cq3ZHwgPWJMWwaDISH+AzUEwxaWglDYwn+gZqiXlFy68i0ZH0iPGEFiMBgS4pueg8flwCngdjnwTc8Z6iUlF+NbOmOMactgMCTEW5BFyd2+c8dH4vHozPTGxvYayEB2MByhGEFiMBi6xFuQNbIESE8tbysrtVmroUH7RsDk5PQCI0gMBsO5QU+JmvE+kvgs9o5jRpB0wvhIDAbDuUFvyrx39JEYv0mvMBqJwWAYcIZt/snp01qAxHcpjNJVqK8J/+0RI0gMBsOAMizzT6L+D5dLZ6cXFiYWComEhREgPWJMWwaDYUAZVvkn0aq9jY3anJWdTaBReGTdYQJldUO3rhGG0UgMBsOAEs0/CYWtoc0/iXeuh0IABA4cZ/UrRwlaCs97ZZR8cRhoSyMAI0gMBsOAMmzyTzpGYeXm4i87SjCisIBQxMK/t9oIkgHACBKDwTDgJCX/pKcckPjQ3EQ91DMy8E3PxrPuCCFL4XYIvvyMgV3jOYoRJAaDYfgTNVO1tmpneVGR1jTit8WZsHC7E/ZQ904fR8k1+fgrT+PLG4V3+rih+TwjDCNIDAbD8CcY1ELk5EndFwRg7lz9XFurt2Vn6wZUAFlZWhOBmMABLUyWF+M14bwDihEkBoNhQElaDsmpU1qQpKdrwVJbq0uZtLbq0F7QWkgopLclyhUBI0CSgBEkBoNhwIjPIXGI8ND187ljxdT+TRrNAUlLg5YWbdoKhbTQSEvTmgjA6NFasERzRSZNal8K3pA0TB6JwWAYMOJzSMKW4v4Xt/ctXyOa9xFfviQafTVhgvZ5pKfrhMK0NC0wGhu19pGRoX0j2dlamBw+DBUV2n9i+tYnlaQLEhFxishHIvKy/T5bRF4Tkb32c1bcvt8SkX0isltEPhE37hWRbfa2n4iI2OMpIvK0Pf6hiBQm+/MYDOccUTNSbW2PF2Tf9Bwc+t8TAMtSvU9IjDrNO178o/Wuamuhvl6PHzqkx4qKtOZRUKAFSTRKKxzWwqSrulqGAWUwNJKvArvi3n8TeEMpNRN4w36PiMwFbgPmAVcDj4qI0z7mf4B7gJn242p7/AtAnVKqCPhP4F+T+1EMhnOMYBD27oVNm/Rj795uL8regiweun4+LofgADzuLhISOwqn6PvWVi04otnoEOsTkpamn2fN0lpJTo4WFNHeIdFaWZMmaQGTkmKKLQ4SSfWRiEg+8Cngu8DX7eHrgUvt108AbwPfsMefUkq1AgdFZB+wXEQOAaOVUuvtOX8N3AC8Yh/zoD3Xc8DDIiJKKZXMz2UwDCmD2Wgpeq60tM7n7oI7Vkxl9sTMLh3upe//kbrNr5CVVkjxuCKYPBlGjdLzHjgATqd+H21xC9pHEnWqK6VNWDU12owVvxZTbHFISLaz/b+AfwIy48YmKKUqAZRSlSIy3h6fDPjj9iu3x0L2647j0WOO2HOFRaQeyAFODOzHMBiGCT311EgG4bCOmIr6H3pxvoQJicEgpe++TMF7X6KIMCFclJ7+O4qbm7Wmcfp07DzR0N74niDZ2XqfUEgLn56EmhEgg0bSTFsici1QrZQK9PaQBGOqm/Hujum4lntEZJOIbDp+/Hgvl2MwDEN66qkx0OeKRkuNHw8LF8LMmZ2bQXV0jicat01kdR/9CTdhXGLhJkxd4z7ty9i3D/x+fb5omG+iniDp6TB2rJ7PmKyGDcnUSC4ArhORTwKpwGgR+S1QJSJ5tjaSB1Tb+5cDU+KOzwcq7PH8BOPxx5SLiAsYA9R2XIhS6jHgMYClS5cas5fh7GUwGy1FhVZ2duc+5tHtibSjxkbYtUuPh8P64u/xwMmTZI0tJtToAqU1kqyCFVq7aGmB1FQtVLKzYeJE/Uhkpoqe22gcw4akCRKl1LeAbwGIyKXAPyqlPisi/w6sAX5gP79oH/IS8KSI/AiYhHaqb1BKRUSkQUR8wIfAncB/xx2zBlgP3Ay8afwjhhFNV82XknWu7oRWV61pd+2CrVshEoFt2yAzs83fURwKUXrq09TlhMjKXUDxxdfqbXV1sV7pU6e2FyLRtXR8bxg2DEVC4g+AZ0TkC8Bh4BYApdQOEXkG2AmEgXuVUhH7mC8DjwNpaCf7K/b4L4Df2I75WnTUl8EwshmsO/GehFYiQdPYqEN0W1uhulq/njYtFoU1YQLFpybAAp/WPkALosJCGDdOzzNnjhEUZxlyrt3AL126VG3atGmol2EwjAxqa7U2kZWlL/7vvQcffKB9HZal62JFw3Q9Hi1UKipg6VKtgUydqsN0OxRXNAw/RCSglFqaaJspkWIwGPpONO9j82YtMFpbdbTVK69oIdLYCMuWaQe9wwFjxujxjAxdyqSwUJu+srP1PFEfjClpclZiBInBYOgbUSd7dTUcPKhzPo4f12G5J04QqAvjzyjCt+MI3lmztBO9vFwfM26cNpdNmKDzQGprtYCxjyUvT2sogxHWbBgwjCAxGAx9o7ZWCxGPB44d00IkNRUyMwm4c1i9/GqCDiceFCVOC+/xw9pXcuqUzkrPy4v5X2rtIMuUFD1nSkosrNkIkrMGU7TRYDD0nsZGbc4qLdV5H6NGaad5ZiZkZeFffAlBhxNLHITEgd+RpTPVW1u1MKmqivlBPB5t2kpJ0dsdDv1s8kPOOoxGYjAYek9joxYMs2drp/rRo1rTcDph7lx8s5ex9PmXWcpONslcfEtvgR0nYtnoc+ZoB3tUUMRHhhUWxsaMIDmrMILEYBhkSje+Tt3ON8maeznFy64c6uX0jvhM9ZYWbZKyLJgyBZqb9YV/3DjST+3kCdd3cdslUMoa5sNll2kNJi0tVmQxHiM4znqMIDEYBpHSja9T8PLtutbUgZ9RytohEya96mQYFSClpdpZHm0alZKitx07pk1ShYUwahR1H71EkV0CBRWmbvsbMMeno7fACI0RihEkBsMgUrfzzfYX2p1vwhAIkvhOhh6Xg5I1XrwTR7W/0EdLyJeWwmuvQVYWAcdY/K4cfFOdeFtbtQBJTdU1uFwussbMJlQdVwJl3AKdNzJYBSYNQ4IRJAbDIJI193JCB34Wu9DOvXxI1hHfyTAUtvBvOYh3YVbimlmvvQYffURgfBGr5/oIhh149kGJcwzezEwtcEIhOHaM4upWSl1rqJNqsqYuo3h8kZ6rF+XnDWcvRpAYDINI8bIrKWXtkPtIfNNz8LgchMIWbqcD38TUzjWzGht11no4DB4P/sx8guLQEVlK4c+Zjje1QVfq3b9f71ddTXFWNkycC+40rY2cPKkd7UaIjFiMIDEYBpniZVcOiTkrnvTqAD+e/BYHMs5jue8KvKo+VjMLtD+ksVFnn9fVgWXhqz2AZ8r5hATcgG/BFDhxUJdAOXFCZ69Pm6ad8W63zmCfOVOXSYnmjhhGJEaQGAznGPEO/4txUTZ7LSy6ONbaNhjU+RxNTboE/Lx5UFCA99gxSho+wD99Cb5xHryTR0Nrpm42dfq09pVMn657l+Tn60q+kDhSyzCiMILEYDjHSOjwX3SxLlmilBYK9fVaEEyYoLWNUaMgIwNvOIzXWQFZM/S21latgcyfr7WO2bNjXRQHsyWwYUgxgsRgOMfo5PCfdYnOC2lt1ZrDoUNaE4lEdDfCqVO1cHG59NjEiZCbq/edOlULn6wsLTTim18ZAXLOYASJwTCSSaAVtHP4z7qE4rQJOsT3yJGYJrFihfZ5pKW1aSMcPap9H/n5Mad81GxlWt+e0xhBYjCMVLpqhUucw//YMfjDH3R2+vr12lwV9ZHMnKmjrcJhLTg8Hi1I4htZDWbHRsOwxQgSg2GkkqgVbscLfVOTrt7b1KSjs2bM0GXdDxzQQmjJEp25Pm6cjsISiZm1jAnLYGOq/xoMI5Xueq5HG1M1NGjfRzCoBcbevdofkpWl/SEpKbqmllLaie52G8Fh6ES3GomIpALXAhcBk4BmYDvwR6XUjuQvz2AwnDEej46kamwkcDKCf91hXVcrL10LjL17CeyuxF+Xjq+5Dq/XqwVLerpOIjx1SvtOpk7VY4kEksFAN4JERB4EPg28DXwIVAOpwCzgB7aQ+Qel1NbkL9NgMPSZYBAqKwlUnWb1K0cJWkrX1Vq9EG9TE4GDJ1hdO5kggmfUZEqq3sebamnfSHOzruzr8cCkSVBUpOc02oghAd1pJBuVUg92se1HIjIemDrwSzIYRia9qrY7kNg+En9NhKClYnW1DtTiTW/GXx0kiOiSJ4A/ZTze1BNaKykv19FamZna9AUmqdDQJV0KEqXUH7s7UClVjdZSDIazgyFMkOtUbfduX/KFie0j8eU48TiEkKVwOwRfWhBOn8aXaeGpV4SUhRsLX/MxcCmdmJidrTWR06fbam0ZDF3RY9SWiMwC/g9QEL+/UmpoypYaDGdCN6Gwg0GnarsHagZHkBQU4M0LUjIxD//+E/gcDXhPlcNHH+HduZOStPH4xxTgm5yBNyVDJyCmpmpHe2qqziUpLh6Q72rQNTLDoNGb8N9ngZ8CPwMiyV2OwZAkehMKm0TaVdt1OfBNzxmcE9val7coA2+GBb9/F7Zt0+G9LS14M1vw5nhg4iKoytDax8mTsHw5zJqlNZMBMGkNiUZmGDR6I0jCSqn/SfpKDIZk0l0o7CDgLcii5G7f0N2RNzbC66/Dli06g72lRfdZz8jQWkdWlh4T0X6R+fN1KZQBYkg0MsOg0V3UVrb98g8i8hXgd0BrdLtSqjbJazMYBo5hkIHtLcgauovngQOwYYPOZK+p0fkgY8boTPbZs7XQyMzUxRonT9aayAAyZBqZYVDoTiMJdHj/f+JeK2D6wC/HYEgi52roam2tLn9y9KjODfF4tADJyNAaSHW1rqk1darWTIqKBvx7GnKNzJBUuovamjaYCzEYDEkgGNRJhY2NWlgcO6YjsVJStEN92jT92uPRDaomTkyasB1SjcyQVLoskSIiH4vIIyKyWkQKB3FNBsPQEgy2bzk7XOnNOhsbtfO82o7UHzNGN59yu3W+SCCgo9laW2ONqAyGPtKdaWs1cD5wFfCAiKQDH0QfSqkPB2F9BsPgMlBhwsnOWenNOoNBHaH12mtakEQiMad6czMUFmoNJD8f5s6NHXMumv8M/aI709Z2dF2txwBEJBe4Dfga8B+AcxDWZzAMLgMRJpyEnJVAWR3Pby5HgBuX5OPNcXe/zmAQ9u2DN97QvpH6+liOSFaWDvN1OrVpa/x4Xf03vqKvwdAHuovacgLnobWSC4AZwFHg58D6QVmdwTDYDESY8ADnrATK6rj9sfUEIwqAZzYd4anPL8WbYJ2Bsjr8e6vxhWvw7voQtm/Xpq1gUPtARo3SQuSKK7RmMm2azmDPyzOCxHDGdGfaOgXsAh4BvqmUOjg4SzIYhpCBCBMe4JwV/4EaQrYQAQhFFC9sqcB7uV3qzhYA7ZL+lEVJqB7vyZNacEQi+jNFEw4rKmDZMliwINZj3WA4Q7oTJHcDK+3nz4vIRrQmsl4pdXQwFmcwDAm2ANElPQ73PVx1gHNWfNNzcAjEyRJUYyOcOKEFlZ153i7pT4G/OQWvZen8kKwsCIW0VlJUpJtULVo0oEmHhnOX7nwka4G1ACIyCliONnF9X0Q8SqmCwVmiwTD49LukxwA62b0FWfy/Gxbwz7/fhqXA7RRuKsrsZDrzTRmNxyk66Q+Fr7FcC460NJg3Twset5uAOwd/ZBy+cBreAVmh4Vynp8ZW6cAKYn6SZcARYF3yl2YwDB3DraTHHSumMntipk7omzIar6pvbzoLBvG2HqdkWiP+rWX4IrV41Sm47DK9X3MzTJhAYOp8Vm9D9yYp2UrJ3aNMboeh33TnbP8I3W9kEzrk94eAXynVOEhrMxiGjL6W9BiMyrbtEvqCY9ubzmprYfNmvG+8gvfAAb1t2jTtDxk7Vpu1xo7Ff1IRtBg2AtIwMuhOI1kDbANSlFIt8RtEJNvU2jKMZPpS0iMZlW17FEwdTWeNjbBrl66jVV+vnep1dbG+7GPGQEMDvtxWPM40QhFT88owcHTnI9kKICLPi8j1Sqmw/T4PeBm6N6/arXjfBVLs8zynlHrALgb5NFAIHAI+o5Sqs4/5FvAFdLn6v1NK/cUe9wKPA2nAn4CvKqWUiKQAv7bXUgPcqpQ61OdvwWBIQG9Legy0GazPgikYhKoqHSAQTMVfeBG+2oN4T9VBZaXWSNLSIDMT78yJlFxQhP/IKVPzyjBg9KaM/O+B50TkJmAK8BLwj704rhW4XCnVKCJu4H0ReQW4EXhDKfUDEfkm8E3gGyIyF53wOA+YBLwuIrOUUhHgf4B7AD9akFwNvIIWOnVKqSIRuQ34V+DWXn52g2FAGOjKtn0WTHYWfaDZxeplnyeIQ4f/lj6DN28ijBuno7OmT4eFC/FmZOAtGt+vNRoM8fQoSJRSPxMRD1qgFAJfUkp90IvjFBD1p7jthwKuBy61x58A3ga+YY8/pZRqBQ6KyD5guYgcAkYrpdYDiMivgRvQguR64EF7rueAh0VE7HMbDIPCQFe2zRrlwSECSnUWTB1Lr0TrbW3fjv9EmGCuU/dgV4J/9gq8kyI62bCoCObMMX3XDUmhO2f71+PforWRLYBPRHxKqR/1NLmdHR8AioBHlFIfisgEpVQlgFKqUkSit0aT0RpHlHJ7LGS/7jgePeaIPVdYROqBHOBET2sznEMMQq/2gapsGyir46GXd2AphcMh3H/tvDgHe4fSK3l5ugzK4cOwfTu+mno82YsJOdDhv9OzYd5U3W/EJB0akkh3Gklmh/e/62K8S2yz1GIRGQv8TkTmd7O7JJqim/Hujmk/scg9aNMYU6dO7W7JhpFGY6O+2Lpculz6IPdq7yvxZi1BUXc6rrJvx9IrR47Am2/CoUOwbh3e5mZKyg7hn7UcX8FYvPMuAq/XaCGGpNOds/07A3USpdRJEXkb7duoEpE8WxvJA+z61pSjtZ4o+UCFPZ6fYDz+mHIRcQFjgE7RZEqpx7CLTy5dutSYvc4VooULq6ogPV07nftb3TbJ2k23/pb40iuhkO56uHs3HD+u80TcbrzN1XibSmHq1VoTMULEMAh014/ksa40CBFJF5G/FpHV3Rw/ztZEEJE04EqgFO2sX2PvtgZ40X79EnCbiKSIyDRgJrDBNoM1iIhPRAS4s8Mx0bluBt40/hFDG8Gg1kTS03V123C4/0KkrEzXqSorS0q/kqi/5eurZneO1oqWXpk0SZc9OXZM19A6eVILGKV0Ucb0dC1YDIZBojvT1qPA/SKyAF1O/jiQir7AjwZ+CZR0c3we8ITtJ3EAzyilXhaR9cAzIvIF4DBwC4BSaoeIPAPsBMLAvbZpDODLxMJ/X7EfAL8AfmM75mvRUV8Gg8bj0eassWP1nXl/W8gOcFXfrujW3xJ1sO/YAXv36ta5aWmwYgUBVxZ+Zw6+sYJ3ypRhbcIzjCykpxt4EckAlqIFQzOwSym1exDWlhSWLl2qNm3aNNTLMAwWA2mKSkKfkR7P13HtjY26q+EHH+gWurW1kJFBoGABq2UBQSV4BEoWCd5rLzGmLcOAISIBpdTSRNt6E/7biA7RNRjOPnorQHojcAa4qm+35wwGCWwoxV95Gl/eKLzLi/X41q2webN+nDih/SMTJuDPEoKZYIkQUgp/KN0UZDQMGr1JSDQYRjY9aRodL/h9ESBdCYuuzhlNLjxYw+pXyglGFA6p4e4aRaYVwrczgHf7Bl0OJS1NHx8M4gvX4EERQuEWhS/LYUxbhkHDCBKDoTvfR1/NWY2N+hHtNtjVsdFzejy6Jlb0GHt//47jBCMKC11g8afry3EAHjWVktp38EYjt0aNgpYWvIe2UoLCX7AIX34G3vPnG0FiGDR6FCQiMt/u324wnP0k0hC662jYFwd7YyOsXw+WBQ6H7j7Y1bEejxYEhw7F3uflte3vy2/GsbUey4r5MC0ghOB35eJ1OMDt1g2rlNKhv9PH4fXmxboeGgyDRJfhv3H8VEQ2iMhXouG8BsNZSVfhu/FhtR01jr60zW1s1EJk3Dj9HAx2fazHo5tOpadDYaEWCqCFS1UV3iwXD32qGJdDEBQohSiF07LwHdsN48fD1KlaYOTkwOTJeo70dCNEDINOj4JEKXUhsBqd+LdJRJ4UkauSvjKDYaCJ1y5s30IbHk/MHBVPd0KmIxkZWhM5flw/Z2Toi3xubmK/S02Nzm85dEgLkPjtoRB3zBjF0yvSuP3UHlxWRK9ZAQ7Rx7vdeu70dH2eCROguNiYtAyDTq98JEqpvSLyf9FNrn4CnGcnB96nlHohmQs0GAaMXmoXpRtfp27nm2TNvZziZVf23sGekQErV+r5PR4tKKL+kWgYbtS0FhUEs2ZpH0lent4e1Sp27IBdu/C+9Rb+CifW3CKUw0EEhT97Gt6T2/W+2dn6ee5cuOoqo40YhoTe+EgWAp8HPgW8BnxaKbVZRCYB6wEjSAxnB70I3y3d+DoFL99OEWFCB35GKWu1MOktGRk6r6P0KP5tdjXgzDjtJ+p8D4U6HQNooVNXp7fb9bR8lU14Zl9FCHBHwviO74eWBq35hMMwYwZMmWJyRgxDRm80koeBn6O1j7a6C0qpCltLMRjOHnrQLup2vkkRYVxigQpTt/NN6IsgwW5M9dutBCMWni21lFyTj7fQ09lxn5vbOaS4oEBvO3UK/vIXOHwYb2UlJS98B//kufgqd+FtOR47xu3WJi2XK2mZ9gZDT/QmIfHibrb9ZmCXYzAMLVlzLyd04GegwoRwkTX38j7P4T9QQzBiN6ayFP6WFLzRC7yIzkaP1v3qqEVEx06f1qG9Y8bAsWN4TxzAW3NQC4z8fEhN1RFbGRm61lZ/64gZDP2gN6atbXQuzV6P9pf8i1KqJhkLMxiGguJlV1LK2vY+kh7o2F+9UwXfmXbLnWiIb7SsfWVlYif81q3w3ntQXq6z11NStPNeRBdrHDtWdzycNEl3PRw/Xj8bQWIYInpj2noF3UP9Sft9tDDiKXQhxU8P/LIMhqGjeNmVvTZnddVfvduOiS5XzBeSkxNzkNfWgt8PL7+shUlDg9Y0Ro3S2zMztSDKzobFi7Uwyc/X4cbGyW4YQnojSC5QSl0Q936biKxTSl0gIp9N1sIMhrOBrvqrJ6zgG22Lu3+/1jSikWMejxYi774LH30E27drZ3tNjX5uatLlUNLTdXTWhAn6MX26DvdNFLZsMAwivREkGSKyQin1IYCILAeiht1w0lZmMAwCHc1SfaXbRlTxRJMho6VNJk7UwiEY1HWzSkthwwYtSI4e1ZoItJVAYcwYcDq1c33UKD2P222EiGFY0BtB8gXgV3Y5eYAG4Asikg58P2krMxiSTFdmqa72TSRwOpmx8tJjeSSJSq1kZWkBEg7HHidP6qTE7dvh4EE9Fs0naW7Wj6qqWKOuwkI9h4nUMgwTuhUkdlOqi5RSC0RkDLp/ycm4XZ5J5uIMhmTSlVmqI10KHDux0JuXHnvfXYHH06f1PoWF2jcSDMKePbo+11tvaU2kslI71qMlVNLStAaTmqp9IWPG6Pdud9La/RoMfaXbEil2h8Lr7df1HYSIwXBWEzVLOYVuzVKJBE7Cul0dS7DU1up2uMeO6UgtpbS2Ec1i37Ej1lekpQVaW/W4w6H3raqKCZGcHCgo4NVU4Zm9b/Dq6ZMwc2ZSBUnpxtdZ/8R9lG58PWnnMIwMemPaWiciDwNPA03RQaXU5qStymAYBHqMrrJJ6AfpqipwtATL6dNaeFiWNlfl5mph4PFowXHiBHz8sc5OP3RIC43m5ljWu1JaoIwdqx8LFvDqtMlcdPwHuAkT+ugpXk1NZdXV1yXlu+l3hr/hnKI3guR8+/mhuDEF9D1Ty2AYZnTbHz1un04CJ1Fl32gJlsZGLRgsS/s56uq0YNi7VzvKPR6IRLQmc+CAFiqRiN43KkicTi2MTp7UGsxFF3Gy8kPccVn3J3e9CUkSJAOR4W84d+hNZvtlg7EQg2E40J1TvZ3A6a5uV02NNlVVVsZyRvLytFmroEAnGq5bp3NFWlu1sPB49L6pqdr/YVl6/5QUfWxxMWNzMgmtX9uWdd8y6XweeWvfGUecdcdAZPgbzh16k9k+AfgeMEkpdY2IzAVWKqV+kfTVGQyDSF+iuIAue623RWeNG6cFwejR2qwViWjt5MMPtTnr9GktSFpbtRnL7db7RLUSt1sLl5wcGDeOVV4vr/ILTu56k5ZJ5/O97ZkEw7t7t9Y+ciYZ/oZzl96Yth4HfgV8236/B+0vMYLEMKLobRRXt0T9JHV12owVLRPf3KwFyvvv6/ctLbowY9RElpmpn1NStPBoadHay5QpBM67hOc31CKBem5cchGrrr6OR97aRzC8u39r7YG+ZPgbzm16I0hylVLPiMi3AJRSYRGJJHldBsOg0+vkwi4IlNXh31uNb0Iq3rw8LVSCQQI1Qfzlzfh2f4x3714CNSH84734GgXvsb16v6hjPSVFC5eJE+H88wnMWMzte1IIRo4C8GygnLVf9PV7rQbDQNIbQdIkIjnYhRtFxIcu2mgwjCh6iuLqLgs+sK+a1Y8HtFnMKZRcloN3yUwC1c2sfns/wXAEjzWH+517eejSa2l1upGlN3PP5pe4qmon/sJF+NLDeD0t2tHu9cJFF+E/5iZ04GDbeaLax72XFfUq4sxgGAx6I0i+DrwEzBCRdcA44Oakrsow8onmXQxUUt0AzddVFFe3/pNgEP+Wg9osBoQiCv/e43hHRfCfzLTHhRAOXsmZTavDjRIHCsVPvdfz88i1WA7Bg0VJ/Tq8ziZdhLG6Gl/BXNxOIRjRBbjdLgdZozxtTvZ7Lys6489qMAwUvYna2iwilwCzAQF2K6VCPRxmMHRNTxngQz1fAuL9J60hi+c3l7cTJL6JqXicQihi4RbwORqgrAHfyQgeK5MQgtsKc83+DTRNduNz7sJvzWWzNZOw0wHiIKQEP2PwptsnbW3FO9bJ2ntW8vzmcgSYN2kMD728o/cBAQbDINCrnu3AcqDQ3n+JiKCU+nXSVmUY2XSVzDdc5kuAb3oOLofWDBTwXKCcm5bk64u4x4N3wihKrpmM/2AdPqsWb8UhqGjBu38/Jbsr8GdOwbcvQPqEIH+V8q5OKsTF6uB9bI1MRwFuFcGn6iBjtHbE2y14vRMz2oSFdrL3MyDAYBhgehP++xtgBrAF3ZcEtL/ECBLDmRGfAR5N5htO8yXAW5DFLUun8OSHh1FAJBJ3EbdzSrw5jXgzFGwv18mH4bAukxIM6bBeK0LdzNEUcbwt0e+zoXUURE7id+Xgy4zgHZ8Hixbp5MRoifg4jJPdMBzpjUayFJirlOrYJdFgODO6S+YbovnaOdLz0hPOdeOSfJ7fXN7lRTxwqBb/jpP4Wj14Gxvh8GECLR5WX/n3BJ0uPEtv5Ccf/yehma62RL+5Zacoll14CwshMw9WnN9tj5HelnUxGAaT3giS7cBEoDLJazGcSwx05dp+zNfOke50UHL1ZLzjUzv5W7q8iAeDBDaUsvqVcoIRC49KpaS6Be/evfjnrCLodGE5nIRQ7A0VMPUvNdTNGk3W0TDFTadgdh7MmaNzToqLE3Y77BgxZgSIYTjRqzwSYKeIbABao4NKqeQU+TEYBpl2iYgRC395A94JaTrjPN7fEgzizXHjzZvaqdeIv7yBYETp6CyFdpqfPElWQx0OpcCK4LYsfKETFJ+wfTopoyArHSZPhnnzdDZ8B1MWnEHGvcEwyPRGkDyY7EUYzhIGOmR3OBAM4stLw+N06IgrpwOfqxEONOokwcLCtv3Yuzf2+TuUcPe1VOGxnG3RWVn1J7jnum/yxswVWIBTKe7f9DTeU+Va4xg1KlZLa/p0mDpVjyf4Xgck495gSCJdChIRKVZKlSql3hGRFKVUa9w23+AszzBsGIQQ237TV0FnfyavQ1Fy9WT8LSn48jPwhusgJYVA+Sn86w7jK87Dm9KqBcno0brcSWamzj63s9e9p8op2bYO/2k3WadqePCKewg63fo8IlhWhLqscRAao/uup6Zq7SM3VzvWoW3NHc1YxsFuGO50p5E8CSyxX6+Pew3waIf3hpHOIITY9osuBF23PdnjPpMX8E6apD9T2WkCVadZ/XoVQUvhea+MkgvH4K2p0WG5ra26IGNrqz5PXR1s3ox390a8lZU8svjThJx21V8ApXAohe/oLrBaobpaayFut55j1Kg2k1ZXZizjYDcMZ7oTJNLF60TvDSOdQQix7RdxQiFw4Dj+A/vIGpvRffJeos9kR4D5D+wjaKmY3+Skwjt9uu52OGqUrotVVwf19fDGG/DRR23FGH2Ht+GOhNs0EqcV4aHtv8fbWAETJujHBRfAzJkEmpz4Gxz4akJ4M7o2YxkHu2E4050gUV28TvTeMNIZ6JDdgcYWCoEDx1n9ylGClsIhQsTSCYQJfQtdfSaPB19xHp73y7Q5yenAl58JYx0xZ/jevbB/P2zcCNu2weHDWqgA3opS1j7/AP/rvZ6q9Gxu3fc+d5zYHisn73TCuHEE0vNY/Zxdn+v9MkruNsUYDWcn3QmSfBH5CVr7iL7Gfj856SszDD+GowCJkkCTAIXTIViWQkTIGpVg7V18pqg56YXN5fquaeIEmGh3N2xshKYmnWRYVaXNU5altRqldBn4iMW7BecRdLrYPa6A2e//D96ZE+G882D8eJg9G/+uU520D1OM0XA20p0g+T9xrzd12NbxvcEw9HTUJFwO7lpZyM/fP4ilFA+9vIPZEzO7vzgHg9DYSOBoA8/vruO5LZWEIxYvBMop+exCvNPHaWFy5Ig2aW3frp3vLS0xn0g4jD9/Xlz+CDw/73L8c2fgmzMZ79SxkJ2Nb3pKQu3DmLEMZxtdChKl1BODuRCDYSDo6Jj2H6jBUqpXobOBfdX4N+0lq/kUD+21aLFi20IRC/+2I3gjJ3XY7vr12rzV3KyFj9sNDgeBCTPxT11AVlM9nkiYEDr097lx8wmfcOBZd4qSmTPxejx4CzwJtY9uAwQMhmFIb4s29hkRmYKuxzURsIDHlFI/FpFsdIfFQuAQ8BmlVJ19zLeAL6Brev2dUuov9rgX3akxDfgT8FWllBKRFPscXqAGuFUpdShZn8lwdtDxjr5Hn0MwqH0rv/2YYFjhEAh38AI6BXxTRsPOHdon8vbbcPSoNnEBpKYSmDKP1Z++j1anC6dS3P3Ry2SmuanIK2Rt9ryY4/7IKbxF4xOu1SQfGs5GHEmcOwz8g1JqDuAD7rX7vX8TeEMpNRN4w36Pve02YB5wNfCoiDjtuf4HuAeYaT+utse/ANQppYqA/wT+NYmfxzCMKd34OuufuI/Sja+3G49qKF9fNTvxRdkOG35h3T5awwoLsJTCgUU0pkSAW/IceBuO6n7rmzZBeXlMiABYFv6Js2h1ulAOJ2GHk5+fdy0+RwM3jgePU3AKPTrQE0VtGQzDnd5U/81WStX2dWKlVCV2fS6lVIOI7EI76a8HLrV3ewJ4G/iGPf6Unfh4UET2ActF5BAwWim13l7Pr4EbgFfsYx6053oOeFhExBSYPLco3fg6BS/fThFhQgd+Rilrdb9xm4Q+h2jyYjBIoOo0z+5vbAtFdInw19kt/Lw2DUspXA5BiRBYvwPv5s1QWgoNDe3nEyGruQEBlJ3LYokDf/Y07s2wKFk1C389PZqrTNSW4WykN6atD0VkC/Ar4JUzuUiLSCFwHvAhMMEWMiilKkVkvL3bZMAfd1i5PRayX3ccjx5zxJ4rLCL1QA5wosP570FrNEydOrWvyzcMc+p2vkkR4bbS7HU734Q4QdKJ+OTFUAh/eSNh2x8iwM1TPXxzfAtXOSt5oTLCs0xi7RGLZ9Q0HmoazR2VneuXBibM5KGLP4+yHe5iWbiwqEjPITBlGt75U/H2IuLNJB8azkZ6Y9qaBTwGfA7YJyLfE5FZvT2BiGQAzwNfU0qd6m7XBGOqm/Hujmk/oNRjSqmlSqml48aN62nJhoHCjoAiGEzqabJmXUIIF2HlIISLrFmX9LyuaJa+241vXj4elwOnQIpTuKk4G3Jz8RZmMykvixCCEgdhcXL/xZ8nMKlYz+Nw6FpZHg/+yXMJOl0ocSAoZrTWgQhrM2awepebQGVT92uKw1uQxb2XFRkhYjhr6FGQKM1rSqnbgbuBNcAGEXlHRFZ2d6yIuNFCpEQp9YI9XCUiefb2PKDaHi8HpsQdng9U2OP5CcbbHSMiLmAM0GcznCEJRO/6Kyr0c7KESTBIce50ys77IRvHfIay835Ice707s/XIaPdOzuPki/6+Pql0yi5ZjLeaTk6S72qCt/ujTgtq630iiWCf+oCPU9ams5wT0nBd3wfLisCSqEQDqZlERaHrgYcMb4Ow8imR0EiIjki8lUR2QT8I/D/oUvL/wO6HldXxwnwC2CXUupHcZteQgsj7OcX48ZvE5EUEZmGdqpvsM1gDSLis+e8s8Mx0bluBt40/pEhJF4Dib/rVyp5gqSxERobKZ7pZeW8Gymet7Ln80Uz2idNaqvJ1aYFTBila2FVV8PJk3jLd/LQ7j/hsiI4rAieSBjf4W06Oz09HUIhXbTx+H4uKd8GaIGjEBwOR68c7AbD2U5vfCTrgd8ANyil4n0Vm0Tkp90cdwHaHLbN9rEA3Af8AHhGRL4AHAZuAVBK7RCRZ4Cd6Iive5VS0da+XyYW/vuK/QAtqH5jO+Zr0VFfhqGgY5n1goLk1+YKBqGyksC+Kvw1EXxjwdva2mZu6pa4HiPt5svL08dnZmpN6tQp7jj6KrP3bcE/tpCsxpNaI0lLw3vysM5qT0sjMGsp70xZZCclagf9g9fPp+50sEdfh8kbMZzt9EaQzO7qLl8p1WW4rVLqfbou7nhFF8d8F/hugvFNwPwE4y3YgsgwxDQ26ryKtDSdpJeXl/zaXMEggbowq7dYBCPgcQkli7PwFozr+Xy24AtUNOI/HiQrzUVdWPDljcI7Nx/GjqW0+Rh1cxxktbrxbt4EE+pZfdt3ddvcSJiSl76L98gOcLvxT5lP2OEARIcLL87jjhU9B3aYvBHDSKC7fiR/wHZci3SWB6ZDoqFH+iNAetNbxOPBf6xF19YCQhGFv6xelzHpicZGntxwmPv3WERsv4YAKc4aSk6eJP34bgoyX6IoM0woz0VpqAB/6oJ2bXP9E2drQeJ04lMncYkQAtxO4cYV03r1MU3TKsNIoDuN5D8GbRWG4U1vLuoZGbplbDCoO/0laBnbaxobYdcu7etIT+/UjbANjwff4ml4ttTq7oYOwZce0iaprhpvRXNHDtVy/x7LzmDXN0oKWxh9fIglkU3tQ4rnZOF7Z1tb2RN3JILv2G69vqIiWLwYTkuf62KbvBHDSKC7WlvvDOZCDMOU3nZGjLaf7a8pKxjUQmTrVt33Y/RobSbLzk64u7doPCVf9OEvrcSXHtLaSFeNt+I+i7+0yq4QHMOBwi3gq95LunIQynKBCuuQ4l11NOHhxu1vIA4HN+58W2e6T5gAU6fiz8wn3KTlSMRSvdYsTN6IYSTQnWnrGaXUZ0TEDkVpj1JqYVJXZhgeRKOvPB4dEtvY2OVFfUB8IdHzpaXp0uyhUI+HeAuy8OalayHRnXM/7rP43E14nBCM6HSQuxfmknlwL76GI3h3fQihEKWu6dSNj9BQkcI74xfz7BVXEnY48UTC3LjzbS3kZs+GFSuYOe4UXznxF9ZH5rDDVYxvek6vneim2q/hbKc709ZX7edrB2MhhmGKx6Mv5ocOxd5nZCSvL4nHo81FY8boKrsFBb0zk/Wm8ZbHQ6C6BX/ZMbKCiovzR1FVe5pbZ4/hjnEtsO8QnKzQn/fUKYp37yYwZgp/d9t9tLrcKARECCmFf9IcvPveAqUoTWnhoj3/xOXOMPc6Xby38hcAxoluOGfozrQVLWNSNnjLMQw7PB5tWgoGISurvb8kWeebOVOfE/omtHrQiAKVTaz+81Ht3AbgNAC7Ntczu+AU3upq2LNHP06cgGAQ/4IFbRnrKIVYEdxWBF/1Hpg2DVasoM51op0/JbPKjz9lbr+c6CYk2HA20ZuijT7gv4E5gAdwAk1KqdFJXpthuJCRoR/B4JnlhPTGWR+Px9O1+awv83bY7j9QQzASFSIxQhb4yxvwVlVpzev48TaTmu+w7WBXCqeyuHnnW9y08y28jZWw6GJYvpys9Aihyt/E/ClzL8c3/syd6CYk2HC20Zs8kofRiX7PAkvRmeVFyVyUYZDo7QW+P/3ae+usP5O1dzNv6fq/ULflFbKmLKN49nIoKNARUk5HnEaicaDIqjwMu3frzodxfhlvRSklT30b/4zz8FXvw3v6mG5idcEFsHo1+Hw01YR4YuZPmNb4EQXeVW2Vh8/UiW5Cgg1nG71qbKWU2iciTjvT/Fci8kGS12VINn29wJ+pIz2+VEpX0VRnQjCos8pTUvRzY2PbGks/fpeCP39Wl5U/VsKrDf/Oqrw8vHnplPjS8e87TtaYUbxd7+CNY2EU8FCWl9nNf8aboLSKt6IU7/H92neTmalNWnfeCZ/4BIGakK09jMbjuoySa7yx487QiW5Cgg1nG70RJKdFxANsEZF/Q/cYSU/usgxJJ1kX+I50KJA4oOeorNSRXZGIdsyPGgUi1G1/o53PYuuOD8hZ9km8nlq8B7bgDbbAgQbqZCqvq4lY4iAkTvzZ0/ESSHyuUEivf+JEuPRSWLYMMjLwb9w34NqDCQk2nG30RpB8Dl3c8W+Bv0dX270pmYsyDALJvMBDe7NZskqlROti1dW1E4pZMy8kdOjnbT6L9ZE5pO2pwivl2onudsOuXfha9uMpvoWQw6ETDA9v63SKwKRi/FMX4KvYhbe5Sp9j4sQ2H06ytAcTEmw4m5DeFMsVkXEASqnjSV9Rklm6dKnatGnTUC9jeNBXJ3hf5k2GX6Src4RC+hHNdyko4NW//IGtH72l8zocsyg5z60TCDdu1LXAduyAujoCoVT8eXPwHd6Gt6K03SkCk4pjtbWsCCU7n8JbPBm+8hWdzR7dz0RYGc4BRCSglFqaaFt3CYkCPIDWRARwiEgY+G+l1ENJWalhcEliMcWkm83iNR2I9Tw5fRp27WLV9GJyVDZpzSnc11yJt7YBtm2DU6fg5Em9ruPH8dbX4y3bnvAU/umLY7W1RPDPWYn3uvOgQ5dNoz0YznW660fyNXQp+GVKqRylVBawArhARP5+MBZnOEvo2AmxL2aznroo9qbLYjCozVVZWboCcXk5NDXhnZrFvbnNeEO1cPgwVFVpQVNdrQVKXHRW6eLprL/dS+ni6XogJQVf+U48VgSnsnTplOsuhpUr232eQFkdj7y1j0BZXcKl9bTdYBgJdOcjuRO4SinV1v9cKXVARD4LvAr8Z7IXZxjGRM1ioJ3eHc1YvfGL9GQC6257/LbTp2OmLbdbO92bmnTtk9GjdaTVaZ18SHMzgWAq/inn41Pb8J4upXTxdAquO0URtYRmuih1FFFcWoH3xAFK1j+Gf9HF+C5fgtc7q5MQ6ZjvAbSZucBktxvODboTJO54IRJFKXXcbqFrOFfpeBF3ubTzOd6M1ZskwZ5MYN1tDwa1k725WWsYBQU6cisjQ68nJQXy87V2Ul/fti3Q7GL1FV8k6HThsiLcvO11Lpm0nSK2xir9zs+FvVWQkoL39DG8zXtg7LJOn6djvsfzm8t5YXN5m+C4aUm+yQcxnBN0J0i6642apL6phrOC+At8MKgv0r01Y8VrGHl53ZvAonW+qqo6C6bGRnjjDS1ImpqgsFALlIYGvd3tJlCv8O+pIiuURV1zKr5wOX7L0+b3CIqDtYuuZh+FXMzOWGb6cac2k40fD4sWacf6LK2NxDvWO0ZsCbQTHApMPojhnKA7QbJIRE4lGBcgNUnrMZwNdLzAFxX1rid7Rw0DOpvAelvLq65OVwguLCRQWoH/wwp8oRN4xzigvJyAM4vVjRm0Kg8KDw41Bs/4K7l/+89xzYkQFO0eVA4HG61iPtfyDZY7d7MpPItv7H9aJx/Onw8+nxYmEycmNGXF53sAPL+5vE1w3LQkn5uW5JuILsOIp7uijc7BXIjhLKeyMiYAumlE1UnDiNc0OmosOTkxJ3q8aSvqgG9uJrD3GKuDswiWO/A4JlLiPIG3pgb/6IkEFbpir1I66dDhoC4lnZu3vc6Ti67WPhSlECCgZrHJmoNThfFPmIU3UgZLluhSKDNm2LW6DncyVd17WVE7AZEokdAIEMNIp7uoLYMhMdEoqQkT9HNtrY6WivZtr63tOdIqEY2NsVIn0fymRKavYFCXmb/6avy5RQRx6Fa7luBPGQ9FRfhmT8CDwqF0VS2HFcEdiZB1+hQCeKwwjkgYlxXhng+fJyUSxhkJ68q+FaXaYZ+WBlOmtJ03aspyCnideyna/RilG19v9xG8BVmdhIvBMNLpVa0tg6Ed3YX3hkK68OGYMYkjrRJpGNFtlZW68u7x47ptb3zV4XjNxePRTv6yMnxZbjxHIRQBtwN8kzMgcyHeI0coGVOPf/thso6WURcWshrqeOjKewg6XTiVxfTao0yrPcpV+z7kqn0f6gz26j14Iyeh+AJYtapdL5Ro6ZIN7/2Zu/Z+F3dlmNDLv6KUtW2FGg2GcxEjSAx9p2N4L8T6taem6jv5RJFW3QmgqJCZNUv7P/Ly2rYHKpvwHzjW5ofwl1bia67FGw7jzRlFyeQq/JXN+MaA9+QoaE0jcLAGf3kDvm3v493hB8viEd8tbY52SznYlzuVfblTeXPGci7fv4HxrQ2g6qBoPqxZQ0Bl4n9rXyczVfDtbbjj+7nvfBOMIDGcwxhBYugbHcuqxPtF4rPME0VagfZ7QOxOP65qLyJ6jqgmQvtcDZdDAAhHFB6HomRyM95Tp/Du36GbUjU2Ql4egcxJrFYLCI4RPFfNpaTm23grSsk6fQrLblAF6PMBEaeT12atBOBZdQVrp9RBRl6XOSBZcy8ndOBn7fqPGAznMkaQGHomUfJhNCvc7Y6ZsKJmqK7miHekezydExkLCmLRXPYx/tLKmIM7ogWAwm5GVQ9edVpHWInoNVVW4m/KJjhBdGkTpfBPXYC3opTtE2fo89lO9rZzQ9tzCCfPj57JkXXltIZ0CG/HHJDiZVdSylrqdr5J1tzLjVnLcM5jBImhe7pKPqyq0tsTRVR1FWkVH/rb2BgrslhXp99nZEBNjR6vrIRQCJ+jFY9DCFkKpwAIEcvCieKoSiEwcSbexkZtTnM64cgRfKkteHKXELQjsrJOn+LJhZ/gqUWf0AJDKZyRCJZDUNF4E1tLcYrw3J56wpZCoaNREuWAFC+70pizDAabXlX/HUmY6r99pLERKir0Rb62Ntb3I5FGEhUYicqaJEpGLCvTUV6gfSx5ebrMe0aGzkivqICcHALHmvCnTMCX7WT3gSqeLq1jh5WGheBxQMlCwdtYyZObynmldTTX7HgbWoPcv+rLWCK4rAhhh1ObtWxBsmrPenJPn2TtoqtRDgegWDTGyYQJWby2p0YLEYELinL52pWzTBSW4ZznjKr/GvpBssqzDybx5qyogzwlRWeQQ/toq44RVYnqbCUaz8vT77OyOp9LRAspwDvGgXdpAYGjDTy06zCtahT69kdrKv6dFex2WNw3Rv/G3xs/i1V71mOJtFXuVdG5bXJPn+Sm7W/ywvwrCOHC7XJy68WzefBPpURvrVxOB9fMz8N/oEavwwgTgyEhRpAMNIPRiyPZJNIeILFg7CrxsGNEVlSAxIXTkpHRZtoK1Fv4Dyuy0tzUNbbgK5iEd9QofVx2tk4I3FMVSzJEIWhzVwUpvNrk0nYoW+PYlD+nzbGuEJxWhIjtrHdFwty0/U3dj/3l7+G/4iaybriWV0qPt/lhBLh01jgeenmHKbpoMPSAESQDzWC1sE0miUqZxAuAvs7Vg2ANnAiy+u0aWiPH2kxKHpeDkjVevAWj9E6VlfhGKzyC7ftQzGqtY7cni5LWLJzoxMOor6N21Bj9XgQsC2/5TlrdKYxvqOFvNryAt2ovFBbi/cT5cOu1rP5zzLkuQIrbQW5miim6aDD0ApPZPtAku4Vtb0jUw6M3fT2iDORniBdKSnVek9uN/7SbYES1mZTaLtz77eLTjY3Q2op33hTuX5SJw95nlycbCwFxEHE4wYrEhfbGOdFF2DB1AdsmFvHedC8AH960jK2fncCHS3LxB9MI2kUWQX/k+6+dx01L8tsy2U3RRYOha4xGMtAks0d5b0ikAUDfzG1n+hmi0VhRk1Uiv0f8XLbA8uU48TiFYERhAQ4UbsDnaID16yE3VzvhT5+mrvI4lkpBRfNB4vweOJxtpi1UVEOhLdw3Gg6841Nz+FzeG3r7wV3UKDcOWYQVFUIK6k4H2zLZTdFFg6F7jCBJBkPpZE9kWoO+m9t600+kY1n39evBsiASgUmTdHRXvI8lenx0foCcHLw5OZTk5uLfuJfMw+tIDe5jrGcqXs/lUNsI48YRCI/Cv6mKhqNVOBxTsLAAYYnswefYid+ay2ZrptZKxIE2UNlPtoAQy0KAOTlH9Htb5uQfe42Hrl/N/S9ux7IUHndM+zBtdA2GnjGCZLhyppFfXZmlBsJU1Z2/o7FRC5Fx42DfPl0vKz7b3ePp7MCPS0j0Ti8gvWwdBfv+CzdhQkEXpR85KG72EKiLsHpvKkElWM4CrW0oxRLnPko839P74+LOlm8QPObg47yZMdMWgGUxp+oAe8YXEnY4eIELWMqeNitYc9GnuGPFVGZPzDTah8FwBhhBMhzpT+RXV2apgTC3dRdIkJGhTUgVFQSqTuOv8uA79jHeBXF5JIkSEuPmqjuyiaL4GlbhchhzHv7qVoIqVftDUNqEpRQ+x852Na/urv4DuW9Uc/vt3yPojGviKcLuCdPa8kjWqitRIQefdG6gcfqn+OQt/wAY7cNgOFOMIBmO9Dfyq6sw3fjcj4HUdkCvdeVKAlsPsXq9EIyAp0JRklmLtyjY+VggsOcY/nrwTU7HO7qRhqzzCB1xxWpYBbNh8/v4UsbhGX8FQUQLE8sCEfzWXELE9i/YUk5xxQHWrr2PF+Zfzof589iXOwXEYYcMRxGesq7gWXUFt46dysEOhRkNBkPfMIJksOnNRTyZkV9nqu1E191dTklGBv4GB8EIuj+IAn/labz79sHcuTGtKBgk8OZGVm8OEbTAsb2Bu3dW8Xj5aOaq+zjfuYvxo4toaB1HU64b7+ljlNS9y/+6Cnk9swDLFkSbrZmsDt6HT3YwcVsVd255GQBvRSneilICk4pZfdt3CTldOFCEpH2vNqdDeC5QTjhi8kQMhv5gBMlg0tuLeDIjv85E2wkGYe/e9pV+oX3l3sZGqK3F52zA49QFFt0O8OVn6PpcHfZ9oSJCi6UFgqXgscMKUGxmFlvCM3HU6AguV0o2N58IML+hkjfnTLHDfaXtO9ysZrHZmomrOMK8zfvwVpS2LdtbUUrJU9/Gf96lHB0/hbXjF7WF+DoELp09ntd3VZk8EYOhnxhBMpj05SKerMivM9F2op0P09KguVmXgq+pia0/Lw8CAWhsxFtXR8k1Xvxl9bo/SGG2Pk9lZVtdrkCLh2cr29d4UyicdqKh2K1xLRGCDmFt/jKcyiJCrFaWPihWDj4ijrYqv/F4TxzAW5vFk/NntTsUIDczBY/LQTBsISJkjTrLEkcNhmFC0hISReSXIlItItvjxrJF5DUR2Ws/Z8Vt+5aI7BOR3SLyibhxr4hss7f9RETbNUQkRUSetsc/FJHCZH2WASNZJqvukg07botqO5Mm9c2s1dwcK9QYFSzR56oq7bfIzYXmZtIPvMuSumdJzzipa3Pl5WkhYicl+iuaCHc4RQqKh6o/4OuntvHQ0XfwqAhi54IohwNLdH5JO0lATKAoEbJOn2o/aXo65Ofz6jVXcNS1i8XsYYns4SvOF1nq3MtNS/K5a2UhAGFL8dDLOwiU1fX8fRgMhnYkUyN5HHgY+HXc2DeBN5RSPxCRb9rvvyEic4HbgHnAJOB1EZmllIoA/wPcA/iBPwFXA68AXwDqlFJFInIb8K/ArUn8PP2nPyarrnwrXSUgduwfcqZ1v4JBrX24XLr676RJnedIT9e5I3v2UNpwlILqn1FEmNBbT1HqepziuSu1ELIFqG9GLq53DxGKKJwOuDWjkXknj7LdGoWEnfhooiS4iReaR/Ns5kwiDsEdiTDtxBF2TZge6ycSl5ToiITZMXEGj4y6Bd/hbXibq+DCCyldNpuLwj/lcmeYv3Pq+yYnFiFcvLdrOj9/34Vly6NgyJi3DIYzIWmCRCn1bgIt4XrgUvv1E8DbwDfs8aeUUq3AQRHZBywXkUPAaKXUegAR+TVwA1qQXA88aM/1HPCwiIga7nXxz8Rk1V1p9tpaaG3VhQ2jYbXRnh7x/UPitZK+ONvjW+Du2KHna2iA8eP1HNnZMHGinqO0lLqaD9qH8G75M4y3fSq5uVorqWyyI7cUDoR54ZM86CgiOFFf6J/NnsPao6/w3coPuPH4i/jTJ9HgGcVPfTfreeISDJUtRFzK4ukFVxFxOnFGItx6yM+Nk90EUyspatTrEdt05hBAhTm5600sdVXbR3U4xJRBMRjOgMH2kUxQSlUCKKUqRWS8PT4ZrXFEKbfHQvbrjuPRY47Yc4VFpB7IAU4kb/mDSLwG0lW2elmZfn/kiL7jjxZWjO4bDOr+IfGmtD74aQJldfj3VuNLbcWbHtGZ6uPH6+Oys9ta4gYqm/DvrccX9pDlzG8XkpuVv0zvs7sS/54D+IrG4a9qIRzRta0iluKVeg8hl8S6FCoH/uNBvB99BGkTIH0S6wsW6kXZjg5Rijs+/jPzju2nbtRoPp44k1dnrQQRwk6hZMaFPO8UflLcTGjTi6DC2scCOJXWSMbOuRxPrfaROER46Pr5RhsxGM6A4eJslwRjqpvx7o7pPLnIPWjzGFOnTj2T9Q0ujY06O9zl0j1A8vI6+1aCQa2JNDVpU8+pU3q/eD9Mx/4hfchyj++V7nE6KLl1Lt7JdnRWZSUApVvfp+zIZn5xNJ9NkZl4nELJ7CWU5f4zddVbyVq4iqb0Yu55oZQ3yk+jAM/GY9w/P13X1gorRBTzrAbWW9mE7TLvCsiqrebJKcv551VfJiIOnFZcdV8RsCJMOnWc2SfK8E9d0PkPL0JIwd6MxUy9di1lgVc5kHEeM3LTyazykzX3clYtu5KSOXUmm91g6CeDLUiqRCTP1kbygGp7vByYErdfPlBhj+cnGI8/plxEXMAYoDbRSZVSjwGPge6QOECfJTkEg1qIVFVp38PYsXo8kW+luVmXIklPj13gMzJ67h/SCz+N/0BNXK90C/+JEN4LZkJtLYHjrWxYv4G7yr9BEWEudrpYHbmPjyOz8DuzuXf+VJCLCQRTuP33BwlaMdkftBR1ew5wf7qD++vHYVnwuGsql1ds59X8hSAOHFaE7dlTeXrhKl3VV4SICBPrj1M9OgdlKdzK4p3C8/jRRZ/VdRktq83UhQgCuJ26ZlZxQRFN473sO1BDzvQcvFdf1/Y5TTa7wdB/BruM/EvAGvv1GuDFuPHb7EisacBMYINtBmsQEZ8drXVnh2Oic90MvDns/SO9IRjUmkh6utY2wuHYBT9aVTdKtM3tKTtaKSsrFtXUcd/o3PH9Rbrxjfim58RKqDsd+PLSAAg0Olj9ehUNh/xt5UnchPE5dum8kaJcyMykdOt77P/jvzFf7bZnjJmkfNV7qKuqwVIKS4SQOMg9dYLUcAhnJIwnEkYg1hrX5tiYcSw9soOr9m3AQpeGj4gDy+Ek7HTplrm2IHEI3P/peXgLstq0qx++upvVP/ebyCyDYYBJmkYiImvRjvVcESkHHgB+ADwjIl8ADgO3ACildojIM8BOIAzca0dsAXwZHQGWhnayv2KP/wL4je2Yr0VHfZ39eDzaJDV2rL7YFxV1XYV31ChYvBiqq/UFNBjs2lzVx4z2thLqe6vxuRrxNlfD3pP4K10ELYWfOe18IZmphZQUhvEe3kHph7spOPFfFBHm056XWR28T1fmBSyl2F3diO9wAM8lMwiJE7cV4aYtr3LT5j/z/PzLEaDJlaIXEpcrglJsmDofl2URdsQJmfh9bCy7FDy0166CYYv/en2P6cNuMAwgyYzaur2LTVd0sf93ge8mGN8EzE8w3oItiEYUvQ0RjvpCoj3PuzNnQddO9m5KtngLsvBmKthUBo06GdGXNxuPy8HH4VmsCd/HF8buoSBnFl9OnQCF4wj4d7K/fl+7yC2fY6cWJCKc59hP+ewguSEXJW/9N/6c6fgObcFbvpPApGJemH8FrU63NlElQhxYonBaVlvrXIfSCYWROLeZ2xmLwIpqV1Fh8t7eE3x4oIa196w0wsRgGACGi7PdEE9vQoT7mpOSKBkyUemTHubxTs6kZI0X/86j+ByZeGWW3iBC4OgpVldPYJ4s5NOel9u0Fb81F0T3Dmkr+77YxRMpV+LbHMB7cCtPLvwEj624UQsRRyw/pE3bsAs1irJwWREefO1/2TFxBkqEm1qPwOWX80LRBRwP6Yz1m5bktwmJqHb10B928HF5PQDBiOL5zeVGkBgMA4ARJGczfclJiZYyie9gWFsbK31y6hRkZuqcEGgvoKK+l9RUqKvDW12Ft/Wo9t9MmgSzZwPgX/s+raQSULN0McX4hlNCp7Lvp2ZmsHrKP3PXppdiOSJgdzeM1dNaIru5MhTgTed5BNRsInavke+++qiOSvvc5+ATK/HOLe6yt7y3IIv5k8e0CRJIHPZnMBj6jhEk5wrBYCzLvaZGC5VoPkoopKPExo7Vz2639r9ES6JEBc3x49rPsmWL3u7x6H0XLIC6OrJOHEOpQkCxWc1ks5pllzlRoOhU9t1vzSXkcPLn2efr89gayMSGGqozsrHEYWsx38ftCfN5Xm3zt9y/6svMVo14F00jsOwK/IcVWaFq6oLH2oXyBspi4b03Lsnn2UA5obDFUtdeLq56h9KNqyheduXg/i0MhhGGESTDnTPtHZJoHqX0HIcOxeYcPx5OntQC4cQJLTxcLl32PTqenw/19dq8lJOjNZGGBn3339KitZzqauoam3Gk6oKLOkLLwgnMPF3NrlET2GxrKpeFN/OuYxEfW9NxWxGu3v2B1khsM9bCyr28Nsuny6k4drXTYnyOnWxWs7BE8PtWweprWf1aFa3hRhQn7LBfYe09KwFiuTB2mfi1X/Sx8b0/s2bvd3FXhgm9/CtKWWuEicHQD4wgGc70p1NiR6I+kjo79DUrS8+fk6NLqZw8CQcP6jImo0fD5s3alOXxxLQPy9LajNtNIJSGvyYNXzZ4162DQ4fwVR1kaYGw1Lkbf2QOm62ZhAX2pI3T51S2puKYiSsS5rZtr3Lj9jfbKvb+efb5XL37A67a9yFvFS0j5BD81pxOWgxWBI8VwXfBAvzWaIKRyraEREXM/zF5bFosF8YuE3/vZUWceOWjdsKpLPCqESQGQz8wgmQ4099OifFEnfPRviDRUOFgEJqaCKTn4T+Rhu9UK97TxwhkTMJvOfCNd+KNRLRmMn06HDlCYOxUVldPIOgWPGWKkiM78KpTpGfU8kTqv2pnusvF6uB9ADFfiZrVJhTDTv3TizagenzpdQSdLn657HoOZE/WyolSseZVjp34I3PYHi7kjn3vclOeA+8nvg6tuhR8a8hql90uxKK1QmELt8vRFsV1IOM8Lo4TTgcyzjvzv5HBYDCCZFgz0GXnPZ5YjayoyczvJ7CvmtUV2QSZiCcI909q5qGyVIJK8BxupaR+N95Rdq2tffvwH4FgykQscRBSFv6jTaQHt9JQWI2HEE5RoMLc6HyPm5zvacGCFiyb1cy25VSPGsu3V32F7RNmtEVrBcWha2ZBm89kszWTbeFp3LLnPb5d/zbeixfD3XfDxIl4gZK7ffz0nf28YTepcjljbvSSu32dSqAsv+hq1pR+m6VqJ5tkLt+46Or+fa+GYUkoFKK8vJyWlpahXspZRWpqKvn5+bjd7l4fYwTJcCZZnRKj89h9RPzpkwgSxEIIKcUrtQ6CSvdHD+HAXxPB+95ftMO9oQHfuBm48osIAU4rwsy6jRSctxk3IRwowkq0OQo6+zesmdp/YkV4Y+YK7U+J0iH5MPreaUX4zqs/Zfb0CfivvhU+dSHeDjXT3tt7XO9r55as3XCY5zeXU3K3j3svK2q3r7cgi298cQ3+AzV8w9TYGrGUl5eTmZlJYWEh0lVekqEdSilqamooLy9n2rRpvT7OCJLhzkD1Lem4T7Ry8PHj+MKpeMgghOBGMc8TYn2zPtatLHwHPtKOeLdb9x05cTxWg1kp1LigLTC0EFlnzefH4ZsAuMn5Xsy/EZnTJiSUONrqYkXn6dTCUCldkBLYUTCXh2ZfRrDegeeZnZSMHt0mAOIz18U+XtF9+1xTY2vk09LSYoRIHxERcnJyOH78eJ+OM4JkKBmoiKz4+XrjnI9WDs7IgHnz8KakUJJ+CP9Ji6ymkzxUn4OFLsR2f8sOvCmtsQKR4TD+6YsJORwocRDGyYGT47g4P+Zz+HH4prZM9tXB+/DJDmqq09mcM4u2As3RpEObJY69+By78FtzbK3FwmNFiCgHTmWxfepcWnGgEvRXj/eFOJ163oil2vlFDOcmRoj0nTP5zowgGSoGMiIrOl/HJlfxzvl4oQVw+LAuCikCy5fj9aXjbWri2+9W0FoXQaEbTz3tyme7NZqbOIy3oRJOnyZr9DHUdK09WOKg/sQoHt9+GQ2zx+BXc9vqagFstmbSfMzBrokz9EC82cp+vcSxN5bxHvWlWDMZ33icTKuVPVlT2JqRp6v8QicB0VYXzPaFAKY0vGFYICJ89rOf5Te/+Q0A4XCYvLw8VqxYwcsvv9zreQoLC9m0aRO5ubn92ieexx9/nE2bNvHwww/3eh1dYQTJUNGXiKyeNJd4U9WRIzqct2M73vhSKDk5+vXJkzoc+OBByM8ncLSBZ09MImocsoCPXVl8TBbPnbeGtUe/C5aDV8YV6+xzhxOU4ufL/4q7N/yOx2Z8un3FXrvarydaf7OLO52OGe8+xy42WzMpHzOh3XECXDAzN2HBxY6mKiNADMOB9PR0tm/fTnNzM2lpabz22mtMnjy55wPPMga7jLwhSm8isqJaxt69UFGhhUU0G73jftEmV5GIFgxK6Uz2aOn4Q4e0aerQIe1kP3IkNu+ePXD8OC8cPE1IQbviISIscezlbs8fedW7gNW3PMS6wsXt+qVHRPj58r+KFVqMc5R/9dBTrEn7C0sce9uNxzodWkzceowQLsLKYeeKzIntE7cUh0OYkj2K3ccaeOStfaYcvGHgif6/JPo/O0OuueYa/vjHPwKwdu1abr89Vs+2traWG264gYULF+Lz+di6dSsANTU1rFq1ivPOO48vfelLxHfI+O1vf8vy5ctZvHgxX/rSl4hEInSkq31+9atfMWvWLC655BLWrVs3YJ/RCJKhIhqRNWlSYrNWVMsoK9P1sDwefRGO/sDjf/Aej842b2rSfUzS07Wm09oKx45pwXH0qBYkhw/Dxo2wdSt8+KEWImVlBD7az7NphVobUQqH/YgWWvy6+zm+VvQH5roPYjmciFK66q6la+5GRPtMgDYN4q/q3uZLc17luokbKPF8j5XhbYDqpJm4DodY0/xP/Ch8M59r+QZV9VFtItYk0+vYw9/I7ynd8Dr3/W6b6S1iGHii/3Pd3bSdAbfddhtPPfUULS0tbN26lRUrVrRte+CBBzjvvPPYunUr3/ve97jzzjsB+M53vsOFF17IRx99xHXXXcfhw4cB2LVrF08//TTr1q1jy5YtOJ1OSkpK2p2vq30qKyt54IEHWLduHa+99ho7d+4ckM8HxrQ1tHRnqor6OzIy9I+6ulpno0eTCTv6V4qKtEkrqpVEOyYGg7qcSUODLsoooh3nubmwfz+B0078ObM4GhwT6/GhFJZ9AfdJe7PTSscusOB81y5Olzt4fOK1WNBWmVdFiy0Cebkn2x17XuoB1ocXtNNKFA6eXngV25jJhshcHCrCgvRGRmcIdeLBV5RLcbiUNXu1D+Vv2/JRZhHsJirLYOgzA5kAHMfChQs5dOgQa9eu5ZOf/GS7be+//z7PP/88AJdffjk1NTXU19fz7rvv8sILLwDwqU99iqws/Rt/4403CAQCLFu2DIDm5mbGjx/fbs6u9vnwww+59NJLGTdOV5q49dZb2bNnT78/HxhBMnj0NkIrKiRaW7X2oFSsE2LUt2H/4EvLtlG39z2yFl5F8eJLtM+jtVVHRGVmasFy+LDev6ZGbwP9evduAvWK1Zf9NUGHE5eycFiWFiDRsFyl8Kv2hRZryKQk5QfaMT7NxZbgHDtj3bIFG2DP4VfzCPFip3Ly7UJ8gZRwCI8VJohgiYOPHaOhCSDIn7Yf45r8jzr7UCKzsBRkjRqg3BqDYaATgOO47rrr+Md//Efefvttampq2sYTNXWNRk0lip5SSrFmzRq+//3vd3murvb5/e9/n7QoNmPaGgz6ojJH74qys2HMmFifkLQ0LRQqKqCyktJdfgre/xuWVT1BwWt3Uep/FZxOrZ2kpup/hNOntTmrpUWPuVz6bislBRwO/JPnEnQ4sRxOQg4nkQRdBz8KT+dzLd/g5w1Xszr4LbKlqVOLXb2vaNNWXIJhtLzJj8I3x7okWpbeGPeDHmO1UNKwngsyw/Z4bFsobHEw47yEPhQHsS6IBkO/6cnc3A/++q//mvvvv58FCxa0G7/44ovbTFNvv/02ubm5jB49ut34K6+8Qp1dI++KK67gueeeo7q6GtA+lrKysnZzdrXPihUr2gRZKBTi2WefHbDPZzSSwaAvKnP0rqi2VlfcVUo7yLOytCCw62PVVW5p14Ww7pAfslZoE5bbDbW1lB76mLqTH5HFRIrVaC2I8vK0maypiaxRQX3JVkqbpOITBC2LOdUH2T1+GpuYzSZ3MbYNq52GUqsy+IrrxVjfkbiwXqcVYer2I/xmxuU0pGXqeePviGxh9Wahl3H5Lq6ZV8j61w8QtmK7OJ3Csouupmz2WsoCr/KzI5Payqy44rogGgwDwkBWkIgjPz+fr371q53GH3zwQT7/+c+zcOFCRo0axRNPPAFo38ntt9/OkiVLuOSSS5hqV3KYO3cu//Iv/8KqVauwLAu3280jjzxCQUFB25xd7ePz+XjwwQdZuXIleXl5LFmyJKGj/kyQRKrVSGbp0qVq06ZNg3vSeJ9GKKQv5tHmUl3tX1urs8kzMnSIbk4O7N6tzVNHjlCaHqZg/0NtuRdlS35IcTBNm63GjqU0XEvB3gdi23O/RnFVs24EtXEjgSP1rJ57Ky1OF1FTVLzJyWFFWOzcj8+5K645lSCWxTWN6ynMOk6tyuQB92865X/o5MKd1FSN4l9/8ROu/9wP+ThvVmezVptQ0RqNxylcOns8r+6s0puBO1ZM5bt/pe/ivv27bZR8eLjt8FVzJ/DYnUsH7M9kGFns2rWLOXPmDPUyzkoSfXciElBKJfyHMxrJYBBfebeyUguImpqu1edoccWGBi1UMjL0Iy9PaykffUSxcwKlGV+iLr2BrMKVcOI468teI6spg2JXDnWu/e01lqb9MGYOHD5MwDGG/5q5lFanqy2MVyxLh+/auR+LXQd0Q6kOQsKhLP6U4YOwg6+4XupUSwuIJRdOdlG6eDrjG2ogL+7zdRAgUVNWMKJQQKo7VrH3xiX5bYd1vOXJzUwZoD+QwWDoD0aQDBQ9OdOj42531yaujnPEF2wMBnWI7+nTet/mZoobHEA+pQcPUlD9I4oIE0pxUeq4kyw1sZ0JKqs+BY7t5Ek1kfvHX0g46suwNYScxlpOZGaDw4GyrARJgjvZHJ7BtNqj7Mudop3pCXqFdDyubk4Wf/POC7w1YxlhhzOmldhO+bGpLk62hNu+AiFxxV6Am5bk89ymI4QiCrdTuClOyBgMhqHDCJKBoLflTrqLCulqjqgQqazUPpL0dN0XpK6OwOjJ+FtSKWp5u7320XKQlcym1H0HZa1HOXg6n2XltQSqqrn/ghu0EGm7oOvnE5na17BE9uBz7aRWZXZuKOVwsC/XrrprN6mK1tLyq3ltpVHaCbBddTSNHcflNXt5Y3wxVluOoaCAhtZw/DdE1Sld8rtjxV7Q2epr71lpyp8YDMMMI0gGgt4607srC9/dHPGRXB6PLmeyeR+rN5wmaMFSWcDFnpdjF+9wLjgsmlKK+GrrFQTTwDMjzIL0vQmFSFc1r74T+hzZ0qgLKSpdcDHq/4j6TTarWbHaWiJtkVqfrf0zczfso+l0FrffcB9BcXb6OhRgKXCKflbAtqP1rP65n5K7faZqr8FwlmAEyUDQl/jzeOEQ/77jHKAd7lGiyYbhMKSm4j8eJGiBhRBQM3miYQ2LItvJKg/TdLyCR7I8VIypI5hXiOVw0CIONk6ep+fqoupux+TDbGng0fD19p5dFFdUswDikhGhucJJyxbhjZwL2XL+8nZCRNDRVqFIrNz7Fy+azo7KU7y39wSWgtaQSTQ0GM4mjCAZCHrTgCrq/wBtpmpt1UKhqCgWwRWdA2KlUUIhvd+YMToMuKGB0pNlFDWVsVR8BKxZuJXFsp2H8Z44QSCUxuqr7tVJhlbE7s/RIVLK1kKi5U/iNZAIDkQpIji0OUtF8z4cXfhNtDYSK48CuyZO576r/xZB4ZD2qUoL88fgcTnYeChW2uRUa5h5eaN5b+8JPRfQ0Bzq5x/FYDAMFkaQDBS9aSTV2qq7DCqlNYzGRv28cGGs/W1VlR6vrtalTJqbdRLi+PGwbh2loRMUFLxPUUqYi3mbJw59mmXbD+KtKNWayqzL25IMI0oxrrGWY5m5nboOQuequ/MdhzqvPWoKsyL4rbmd/SYdG1O1oVA4UOiuhZbdH+TWZVP55xe3tz8FsKPyVLuxju8NhrORjIwMGhsbB3TOQ4cO8cEHH3DHHXcM6Lz9wQiSZNAx+ipanffkSZ1pvn+/fXG27/b37YOpU+Gtt2DzZp2JXl+vtZC6Op2MWFcH1dWcLDrJzLi+6NmjT0BTo96/vh7f6D145ocJKYXbinDDjrf5qe/mhPkbHQUDgBMLpyiUsnTWOlrg+GVum/+jzUeiZnXuaNg2vz6Hx+3g/mvnUXc6iG96Dv4DNe3KQjgdwo1L8tl9rKFNIwFIdTsJlNUZ85bB0IFDhw7x5JNPGkEyoukq+ipanTclRYcAW5a++Ft2jarycti1S5u9Tp7Umsv06fp1bS243ZS6TnNexnYcKJSCCA6eTr+EHZ+aRslT38ZbUYq3dAMlJx/gheKLqR41lobUdP7G/xw7Jkzn8OgJlOXEeiF0FAzQvjVurcpI2HAqmpzYXguJVeqNsih/DPd/el4nYeBxOQiGLRwiPHT9/HYO9Kc3HmZHRT1v7Krivb3Hu3S6GwzJIFBWl5SowLfffpsHH3yQ3Nxctm/fjtfr5be//S0iQmFhIbfeeitvvfUWAE8++SRFRUXcddddXHvttdx8881ATLv55je/ya5du1i8eDFr1qzh7//+7wdsnWeKESQDTWOjfmRlxTSTjAztCwmFtGAYNUpX362vjxVnFNFCZOdOPdbcrIVJTQ1kZhIoWMD+WTkUYSECESU8G7mYAMU4HWFemH85z8+/HAHmHdvPswuuJOh0A+CJhHjwtf/lwau+pNcYpzm0CQZ7fHXLN/C5dts5Ibs6+0Ta9rVoExydzFrgdkpCIdKxm2H89jtWTKXudJBtR+uxErTUNRiSSaCsjtU/9xMMW3hcjgG/ifnoo4/YsWMHkyZN4oILLmDdunVceOGFAIwePZoNGzbw61//mq997Wvddk/8wQ9+wH/8x3/0qcNisjGCZCCJ5ntEizOOH6+LJUIsGdHl0kImNRUmTtRC5tQpfWwopIszjhqlNZijR8GyeHX+LLbOS+EEuXw6zhT1YugCBIuIw8mTC1ahnDo6yqHiqvgCQYeLx1bcSKhdQmAHjcIWLpspZnO42Da9kdAnIpbFwroydmRNISxOHHYDKsvOM7xq7gS+dIlurfvIW/s6CYzuQnjj+6+bnuuGwcR/oIZg2EraTczy5cvJz9dJtIsXL+bQoUNtgiTa7Or2228fFhpGXzGCZCCJ5nuMGqUbSgUC2iyVkgLTpmlfSFqaFhJlZfDxx+D3xyry1tbGtrW0QGsrpYumcdHiTVyOP5bbwSn81lw+isxAObUgUE5nm1CwaJ+1jgiHsvIgrldIp+d4jcIWMm0Jh3Z4cNQn4kRx/6gqWDId/6g8Pq4N8WrpcT0dMM4uXXImd3fdaSwGQzJJ9k1MSkqspI/T6SQcjqvoEPf/F33tcrmwbD+qUorgAHZtHGhMGfmBJOoLCQa1MHG7YexYbarauVN3I9y+XQuUykpttjp5UguUAwe0RtLQEDN5nTpF2Ywx7cq2Z0sDj0ZuABG+nPKybmGboMXtEsdevuJ6SW+HduXd2/s1ui/auVnN4tHI9bHKvsriofRKvJ++BO+1F3PvdeeROyat3TGKxHd3vcVbkMW9lxUZIWIYVKI3MV9fNXvQfXNPP/102/PKlSsBKCwsJBAIAPDiiy8SCumQ+MzMTBoaGgZtbb3BaCQDicejfSGgHesVFVoziUS0OWviRN0rvakJNmzQDvbmZu1wP3ZMC6HGRgJjp+KfPJespnp+P+4KLmZnzLwUmZM4MRCdGJgoQ72tF0iCEOC23usJ/BydIr2UAoeTw3O9PEImvpoQ3oyua2AZE5XhbGOoKie0trayYsUKLMti7dq1AHzxi1/k+uuvZ/ny5VxxxRWkp6cDuuOiy+Vi0aJF3HXXXcPCFGbKyA80waAWCgcP6gvvsWMwZQrU1xMoq+X5A01Icws3bvkz3qOllE5IpW7WGLKOhCgureDJGRfwzys/hyUOHEpX5F3s3G9HVs3h49AMvpTyMl93PYdLLMJKWGfN58fhm9oc4V9xvcTXXc/a2x38KHyz1mKiKEXeqWoqR9stOjvmgiiFKIviE2XsGjfN3h6LynLYu8ebrOKjXUBrJFmjPG1hv0a7MAw2Z0sZ+cLCQjZt2kRubu5QL6UNU0Z+KAkGYe9e/aip0WXfU1IgPZ1AbZjbyyyCjrGQDs+u/BIP73qUi7wfUcQxQtNc/Dr7Ir4z/XNEbKd4RAlOK8KW8HQ2O7SQEIeKy/8I4URxgWM7yz2720qWJKrKC7TTOhpS0hGUzki3tRjde2QOm9VMLqrZx7vjbC2nQ2ivsutixTsko49kR74YDIbhhxEkA0k03DctTV+wjx7VvpDycvwn0ggxse1CHnI4OTQ7h8vbwmtDFMypZlF4P5uZ3TbltNqjALrqruiKudH8j6+6nucCx3ZcdnKiz7GLzeGZtpP8W7aTPNqUinaNpRo9o9DOd4sljn2dTGGHx9lVfm0BMnlsCtPHZTIvbzSPrz/Upckq2ZEvBsNI49ChQ0O9hH5jBMlAEF9HKxzWmesNDTr6qqkJWlvxpY7HPWEc8x0H2hIA/+xZxud4vU2zuNC5neXO3TGfBrAvp3PPjWihxVciy1nu2B2necxBlMVVez9keu1RHvXpRKZOnQkBHFoTKTpxhJUTdnTIF9lFxcR5HDoaq3f16YWT+eYntap71byJXUZVmfBdg+HcwwiS/lJbC6WlMS2kvl6bs+rqYrWzlMLbXMHDVjUXTXuj3Z1/VLO40LEdpyjcHRP/HM5O1Xq7LPVuzeSGHW8ys7acLRPtKCtbYABktDTSmJrRzqm+4thuFh07TGipq51A2lkV4YbFk3jp4wqUgsfXH+KqeRPbmbESYcJ3DYZzj7NekIjI1cCPASfwc6XUDwbt5I2N8N57un5WSopONgyFdJXekyd1hNbx4zqUNzWVzPTjne78Hw1fx49DN7I8ZTfuttIkmXzF9WK7XukoxRLZw1ddz+Mm1GbOagsHBkDxh7mXsMjutV5j7WsTSI5IhPMPb+PVWSvtXRUOZXFj3W68RRMpHfMVtrZW89SpWWxWs3BGLGqagvasfTNTmZ4hBsO5xVktSETECTwCXAWUAxtF5CWl1M5BWUBtrRYc6ek61Hf0aAJNDvwNY/G1NuPNytJ5JLW10NpKVqVFaHz7O3/QuRqrW7+Bz1FKrZXBAym/aae1ANzoepdbnO/iIoIDRVhJzJEeLQvv2MuN7ve4xfkOTqx2PUOUQ8g9fRJPJEzI6USAK4OV8KlPwl9dSVMknY9317H9owqcdqXea+bnsfFQrTFTGQyGbjmrBQmwHNinlDoAICJPAdcDAy9IojW0or1Djh2DDz6ALVu0Ocvt5kkmcn/aAqyU8Xg8Mygp+y3eQ9u00z0tjeKmJl49tYSPfcWsj7amFe3w/siazWZrFl9x/6Gd1nKjUwsGN+E2f3m7kN/IDMBiieylxPMDUgi27RfvgBfgptYj3FT/Li/Muohnaz28nprPu80O7m/I4KGXdxAMW7icDm5dPoWbluTjLchi9sRMY6YyGM6QZJSR78j3vvc97rvvvj4d8/jjj7Np0yYefvjhAVnD2S5IJgNH4t6XAysG/CyNjbB+vU4cjES0lrFuHbz7blul3kDaeO6/6Ap9uRchqBT+Uw68e/YAUDpzAnVzCpi6q5K3A4vYvKhIJ2QoHVp7nlM70ON7pUdwsEx24SHc5i+3FIRwx/JGBJxWhE+1+HGnhNumjLRpLFrruefkdrxLZ8GNN7Jxz37uPvmeds5HoPH1l5kXKSKgZhGJWEwem9YmNIyZymAY3pyJIBloznZBIgnGOmVYisg9wD0AU6dO7XRAjzQ2aiEybpyOxDph981wubST/dQp/NnTiYi0+TMcSuE7vA2A0sXTKbjuFEXUEprp4tJ3t/BC5AqCSueLLHbso8Tz/XYO9PmOQ9zifIciR0W7pWyLTONPB5ewOb8oVltLhN1N+YTGxATQG01LOHFiMulpHr6XfYg7ri6GhQspPb6fNQe/jtul9wNwBi0+53bx2dB97HAWGxOW4dzlyAY49B4UXgRTlg/YtG+//TYPPPAAEyZMYMuWLdx4440sWLCAH//4xzQ3N/P73/+eGTNmcNddd5GamsqOHTuoqqriRz/6Eddee20nDeLaa6/lH//xH/nzn/9Mc3MzixcvZt68eZSUlPDb3/6Wn/zkJwSDQVasWMGjjz6K0+nkV7/6Fd///vfJy8tj1qxZ7Wp/9ZezXZCUA1Pi3ucDFR13Uko9BjwGOrO9z2fJyNDRT1Gn+tixWqCkpuriipMm4WsoJ8WKEAQcSvHQm4/hPaa1kbo5WRRR22auysxrpeSpb+OfuoCs06eo+FR+O3NWDqeosLJxOi2c7TQRF1Xr0lm1Zz2/uv3TbWXi3VaExbuOsCb7Gyx17WZTpJhvWA18ctEY7pwyAZYv1+VZPB7q1v2SIvtcopTdDhdQYW4dV8aMG+/qlQZSuvF16na+SdbcyyledmWfv9KzgXPhMxriOLIBnrgOIkFwemDNSwMqTD7++GN27dpFdnY206dP5+6772bDhg38+Mc/5r//+7/5r//6L0Dnlbzzzjvs37+fyy67jH379nU55w9+8AMefvhhtmzZAuiM9Keffpp169bhdrv5yle+QklJCVdddRUPPPAAgUCAMWPGcNlll3HeeecN2Gc72wXJRmCmiEwDjgK3AQPfNiwjA1aubO8jmT4dLr5Yt8pNS8N7+jQl2w/jr43gczXiXX0FfOFTsGMHWaeOEKKszcmelVpI/Q0tXDT6AM3Hs8ktO0moKOaEX1TRxP7MCYSyYxrGm63LcYaLmHqJi7pLqni45V3ekfmojExumgDe8+9gdkou/voV3K32EWw4SmnxEorPv7pdC+CsuZcTOvCztnkBnEo75hdeeC3FvRQiBS/fThFhQgd+RilrR9yF9lz4jIYOHHpPCxEV0c+H3htQQbJs2TLy8vIAmDFjBqtWrQJgwYIFbU2tAD7zmc/gcDiYOXMm06dPp7S0tNfneOONNwgEAixbtgyA5uZmxo8fz4cffsill17KuHHjALj11lvZY5vdB4KzWpAopcIi8rfAX9Dhv79USu1IyskyMvQjysSJ+hGH9/zz8SY4tJj2d7f1hz5m+faH9MbJsGH+/ZQV/k3b9lX2Bat047VtY9csu7L9xS3FxdRr21/cvED6xtcpePmftJms8jeUprffp3jZlZSytm1eoM933XU732zTalBh6na+CSPsInsufEZDBwov0ppIVCMpvGhAp483JTkcjrb3Doejy5Ly0ffxJeUBWlpaEp5DKcWaNWv4/ve/327897//fad5B5KzWpAAKKX+BPxpqNfRE8XLrmy7EG19/XtALOE8bd8fKb7lHzpdqOKPgd5d3HqzT8d5+3qBjNdqQrjaBNJI4lz4jIYOTFmuzVlJ8JH0hWeffZY1a9Zw8OBBDhw4wOzZs2loaODRRx/FsiyOHj3Khg0b2vZ3u92EQiHcbjdXXHEF119/PX//93/P+PHjqa2tpaGhgRUrVvDVr36VmpoaRo8ezbPPPsuiRYsGbM1nvSA5G2ku+hRsD7QlrDcXfapXx/Xm4jYYF8COWs1INPmcC5/RkIApy4dMgESZPXs2l1xyCVVVVfz0pz8lNTWVCy64gGnTprFgwQLmz5/PkiVL2va/5557WLhwIUuWLKGkpIR/+Zd/YdWqVViWhdvt5pFHHsHn8/Hggw+ycuVK8vLyWLJkCZFIZMDWbMrIDxEfPvtD0vb9keaiT7Hiln/o9XG9cQAbJ7HBcPaUkY/nrrvu4tprr+Xmm28e0nWYMvJnCVp49F6AROlkljrDfQwGg2GgMILEYDAYhgmPP/74UC/hjDA92w0Gg8HQL4wgMRgMI5ZzzQc8EJzJd2YEicFgGJGkpqZSU1NjhEkfUEpRU1NDampqn44zPhKDwTAiyc/Pp7y8nOPHjw/1Us4qUlNTyc/v3Jm1O4wgMRgMIxK32820adOGehnnBMa0ZTAYDIZ+YQSJwWAwGPqFESQGg8Fg6BfnXIkUETkOlA31OrogFzgx1IvohuG8vuG8NjDr6y9mff1jINZXoJQal2jDOSdIhjMisqmrWjbDgeG8vuG8NjDr6y9mff0j2eszpi2DwWAw9AsjSAwGg8HQL4wgGV48NtQL6IHhvL7hvDYw6+svZn39I6nrMz4Sg8FgMPQLo5EYDAaDoV8YQTKIiMgUEXlLRHaJyA4R+WqCfS4VkXoR2WI/7h/kNR4SkW32uTu1khTNT0Rkn4hsFZElieZJ0tpmx30vW0TklIh8rcM+g/r9icgvRaRaRLbHjWWLyGsistd+zuri2KtFZLf9XX5zENf37yJSav/9ficiY7s4ttvfQhLX96CIHI37G36yi2OH6vt7Om5th0RkSxfHDsb3l/CaMui/QaWUeQzSA8gDltivM4E9wNwO+1wKvDyEazwE5Haz/ZPAK4AAPuDDIVqnEziGjm0fsu8PuBhYAmyPG/s34Jv2628C/9rF+vcD0wEP8HHH30IS17cKcNmv/zXR+nrzW0ji+h4E/rEXf/8h+f46bP8hcP8Qfn8JrymD/Rs0GskgopSqVEpttl83ALuAyUO7qj5zPfBrpfEDY0UkbwjWcQWwXyk1pMmlSql3gdoOw9cDT9ivnwBuSHDocmCfUuqAUioIPGUfl/T1KaVeVUqF7bd+oG+lXgeQLr6/3jBk318UERHgM8DagT5vb+nmmjKov0EjSIYIESkEzgM+TLB5pYh8LCKviMi8wV0ZCnhVRAIick+C7ZOBI3HvyxkaYXgbXf8DD+X3BzBBKVUJ+h8dGJ9gn+HyPf41WsNMRE+/hWTyt7bp7ZddmGWGw/d3EVCllNrbxfZB/f46XFMG9TdoBMkQICIZwPPA15RSpzps3ow21ywC/hv4/SAv7wKl1BLgGuBeEbm4w3ZJcMyghv6JiAe4Dng2weah/v56y3D4Hr8NhIGSLnbp6beQLP4HmAEsBirR5qOODPn3B9xO99rIoH1/PVxTujwswdgZfYdGkAwyIuJG/8FLlFIvdNyulDqllGq0X/8JcItI7mCtTylVYT9XA79Dq7/xlANT4t7nAxWDs7o2rgE2K6WqOm4Y6u/Ppipq7rOfqxPsM6Tfo4isAa4FVivbYN6RXvwWkoJSqkopFVFKWcDPujjvUH9/LuBG4Omu9hms76+La8qg/gaNIBlEbJvqL4BdSqkfdbHPRHs/RGQ5+m9UM0jrSxeRzOhrtFN2e4fdXgLuFI0PqI+q0INIl3eCQ/n9xfESsMZ+vQZ4McE+G4GZIjLN1rBus49LOiJyNfAN4Dql1Oku9unNbyFZ64v3uf1VF+cdsu/P5kqgVClVnmjjYH1/3VxTBvc3mMyIAvPoFCVxIVp13ApssR+fBP4G+Bt7n78FdqAjKPzA+YO4vun2eT+21/Btezx+fQI8go722AYsHeTvcBRaMIyJGxuy7w8t0CqBEPoO7wtADvAGsNd+zrb3nQT8Ke7YT6KjbPZHv+tBWt8+tG08+hv8acf1dfVbGKT1/cb+bW1FX9jyhtP3Z48/Hv3Nxe07FN9fV9eUQf0Nmsx2g8FgMPQLY9oyGAwGQ78wgsRgMBgM/cIIEoPBYDD0CyNIDAaDwdAvjCAxGAwGQ78wgsQwohGR/5S4CsEi8hcR+Xnc+x+KyNdF5Lq+Vj8VkcdF5OYBXG6fEZG7ROThLrbdIGdQ/VhEviUiq7vYtkBEHu/rnIaRjREkhpHOB8D5ACLiAHKB+Ppb5wPrlFIvKaV+MATrSyb/BDx6BsetAl5NtEEptQ3IF5Gp/VmYYWRhBIlhpLMOW5CgBch2oEFEskQkBZgDfBR/Z29rGj8RkQ9E5EBU67Cz+R8WkZ0i8kcSF8JDRP7O3meriDxljz0oIr8RkTftHhFfjNv//4jIRnv/78SNf1ZENojuZ/G/IuK0xz8vIntE5B3ggi7WMAtoVUqdiPtM/yO6d8UBEbnELoi4K17DEJHRgEcpdVxEbhGR7aILYL4bN/0f0FnQBgMArqFegMGQTJRSFSIStu+gzwfWoyucrgTqga1KqaBdVSWePHTWcDE6u/o5dLmO2cACYAKwE/hlgtN+E5imlGqV9k2jFqJ7uKSjhdcfgfnATHQdJgFesov7HQduRRf+C4nIo8BqEXkN+A7gtdf/FvBRgjVcgC5gGU8WcDm64OUf7H3uBjaKyGKl1BZ06Y837P3vBz6hlDra4XNssj/jvyU4r+EcxAgSw7lAVCs5H/gRWpCcj74Qf9DFMb9XumjgThGZYI9dDKxVSkWAChF5s4tjtwIlIvJ72lcfflEp1Qw0i8hbaOFxIdqUFBUGGWjBshAtLDbaQi4NXXhvBfC2Uuo46G59wKwEa8hDC6N4/qCUUiKyDV3+fJs9xw6gEF1e42rgV/b+64DHReQZIL7AaDW61IbBABjTluHcIOonWYA2bfnRGsn56ItlIlrjXserK72pKfQpdD0yLxAQXSk20bHKnvv7SqnF9qNIKfULe/yJuPHZSqkH+7CGZiC1w1j0M1m0/3wWsZvK5cAGAKXU3wD/F10hdouI5Nj7pNrzGwyAESSGc4N16JLptUqXJ68FxqKFyfo+zPMucJuIOO0KtZd13MF26E9RSr2FdnaPRWsZANeLSKp9Qb4UXX31L8Bfi+4ngYhMFpHxaPPSzfbraA/uAnTToktFJEd0+fBbuljrLqCoD58N0U3ASm2NCxGZoZT6UCl1P3CCWMnxWQxSJWDD2YExbRnOBbaho7We7DCWEXVG95LfoX0M29AVU99JsI8T+K2IjEFrFf+plDppm6c2AH8EpgL/T+l+FRUiMgdYb+/TCHxWKbVTRP4vusOeA1199l6llF9EHkQLwEq0H8SZYB3vAj8UEVG9r8x6DfDnuPf/LiIz7c/xBrqSLWgB+sdezmk4BzDVfw2GQcC++Dcqpf5jEM/5Y7Rf5PVe7v8acKfqpr+MHen2DnChivV9N5zjGNOWwTBy+R66f0uvUEpd1Z0QsZkKfNMIEUM8RiMxGAwGQ78wGonBYDAY+oURJAaDwWDoF0aQGAwGg6FfGEFiMBgMhn5hBInBYDAY+oURJAaDwWDoF/8/NZGUfaDOF40AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -389,7 +385,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -401,7 +397,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -413,7 +409,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -482,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -490,7 +486,7 @@ "\n", "# Range of filter threshold values to be used by Monte Carlo simulations\n", "\n", - "# Data outside of a range of wind speeds from 1 to 3 m/s of the median for each power bin are considered\n", + "# Data outside of a range of +-1 to +-3 standard deviations from the median for each power bin are discarded\n", "wind_bin_thresh=(1, 3) \n", "\n", "# The bin filter will be applied up to fractions of turbine capacity from 80% to 90%\n", @@ -506,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -544,16 +540,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "13652808.237545202" + "13523325.942440799" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -564,16 +560,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "103462.13139486084" + "316720.1040105598" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -584,15 +580,15 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Mean long-term turbine ideal energy is 13.7 GWh/year\n", - "Uncertainty in long-term turbine ideal energy is 0.1 GWh/year, or 0.8 percent\n" + "Mean long-term turbine ideal energy is 13.5 GWh/year\n", + "Uncertainty in long-term turbine ideal energy is 0.3 GWh/year, or 2.3 percent\n" ] } ], @@ -628,7 +624,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.10" }, "toc": { "base_numbering": 1, diff --git a/examples/05_eya_gap_analysis.ipynb b/examples/05_eya_gap_analysis.ipynb index 8519a78c..4ba3a645 100644 --- a/examples/05_eya_gap_analysis.ipynb +++ b/examples/05_eya_gap_analysis.ipynb @@ -111,10 +111,10 @@ "outputs": [], "source": [ "# Calculate TIE\n", - "ta = turbine_long_term_gross_energy.TurbineLongTermGrossEnergy(project)\n", + "ta = turbine_long_term_gross_energy.TurbineLongTermGrossEnergy(project, UQ=False)\n", "ta.run(reanal_subset = ['era5', 'merra2'], \n", " max_power_filter = 0.85, \n", - " wind_bin_thresh = 2.0, \n", + " wind_bin_thresh = 2.0,\n", " correction_threshold = 0.90, \n", " enable_plotting = False,\n", " plot_dir = None)" @@ -234,7 +234,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.10" }, "toc": { "base_numbering": 1, diff --git a/examples/daily_power_curve_R80711.png b/examples/daily_power_curve_R80711.png new file mode 100644 index 00000000..fd86d275 Binary files /dev/null and b/examples/daily_power_curve_R80711.png differ diff --git a/examples/daily_power_curve_R80721.png b/examples/daily_power_curve_R80721.png new file mode 100644 index 00000000..f5190a89 Binary files /dev/null and b/examples/daily_power_curve_R80721.png differ diff --git a/examples/daily_power_curve_R80736.png b/examples/daily_power_curve_R80736.png new file mode 100644 index 00000000..2b8ada37 Binary files /dev/null and b/examples/daily_power_curve_R80736.png differ diff --git a/examples/daily_power_curve_R80790.png b/examples/daily_power_curve_R80790.png new file mode 100644 index 00000000..8e0b84be Binary files /dev/null and b/examples/daily_power_curve_R80790.png differ diff --git a/examples/filtered_power_curve_R80711.png b/examples/filtered_power_curve_R80711.png new file mode 100644 index 00000000..77e136e7 Binary files /dev/null and b/examples/filtered_power_curve_R80711.png differ diff --git a/examples/filtered_power_curve_R80721.png b/examples/filtered_power_curve_R80721.png new file mode 100644 index 00000000..d96ef9d1 Binary files /dev/null and b/examples/filtered_power_curve_R80721.png differ diff --git a/examples/filtered_power_curve_R80736.png b/examples/filtered_power_curve_R80736.png new file mode 100644 index 00000000..b4878ff0 Binary files /dev/null and b/examples/filtered_power_curve_R80736.png differ diff --git a/examples/filtered_power_curve_R80790.png b/examples/filtered_power_curve_R80790.png new file mode 100644 index 00000000..07e1f8b7 Binary files /dev/null and b/examples/filtered_power_curve_R80790.png differ diff --git a/operational_analysis/methods/plant_analysis.py b/operational_analysis/methods/plant_analysis.py index 3d7bf9ed..33d34bef 100644 --- a/operational_analysis/methods/plant_analysis.py +++ b/operational_analysis/methods/plant_analysis.py @@ -81,6 +81,8 @@ def __init__( uncertainty_losses=0.05, uncertainty_windiness=(10, 20), uncertainty_loss_max=(10, 20), + outlier_detection=False, + uncertainty_outlier=(1, 3), uncertainty_nan_energy=0.01, time_resolution="M", reg_model="lin", @@ -98,6 +100,8 @@ def __init__( uncertainty_losses(:obj:`float`): uncertainty on long-term losses uncertainty_windiness(:obj:`tuple`): number of years to use for the windiness correction uncertainty_loss_max(:obj:`tuple`): threshold for the combined availabilty and curtailment monthly loss threshold + outlier_detection(:obj:`bool`): whether to perform (True) or not (False - default) outlier detection filtering + uncertainty_outlier(:obj:`tuple`): min and max thresholds (Monte-Carlo sampled) for the outlier detection filter. At monthly resolution, this is the tuning constant for Huber’s t function for a robust linear regression. At daily/hourly resolution, this is the number of stdev of wind speed used as threshold for the bin filter. uncertainty_nan_energy(:obj:`float`): threshold to flag days/months based on NaNs time_resolution(:obj:`string`): whether to perform the AEP calculation at monthly ('M'), daily ('D') or hourly ('H') time resolution reg_model(:obj:`string`): which model to use for the regression ('lin' for linear, 'gam', 'gbm', 'etr'). At monthly time resolution only linear regression is allowed because of the reduced number of data points. @@ -120,8 +124,10 @@ def __init__( self.uncertainty_meter = np.float64(uncertainty_meter) self.uncertainty_losses = np.float64(uncertainty_losses) self.uncertainty_windiness = np.array(uncertainty_windiness, dtype=np.float64) + self.uncertainty_outlier = np.array(uncertainty_outlier, dtype=np.float64) self.uncertainty_loss_max = np.array(uncertainty_loss_max, dtype=np.float64) self.uncertainty_nan_energy = np.float64(uncertainty_nan_energy) + self.outlier_detection = outlier_detection # Check that selected time resolution is allowed if time_resolution not in ["M", "D", "H"]: @@ -279,7 +285,8 @@ def plot_reanalysis_normalized_rolling_monthly_windspeed(self): def plot_reanalysis_gross_energy_data(self, outlier_thres): """ - Make a plot of normalized 30-day gross energy vs wind speed for each reanalysis product, include R2 measure + Make a plot of gross energy vs wind speed for each reanalysis product, + with outliers highlighted Args: outlier_thres (float): outlier threshold (typical range of 1 to 4) which adjusts outlier sensitivity detection @@ -295,50 +302,86 @@ def plot_reanalysis_gross_energy_data(self, outlier_thres): # Loop through each reanalysis product and make a scatterplot of monthly wind speed vs plant energy for p in np.arange(0, len(list(self._reanal_products))): col_name = self._reanal_products[p] # Reanalysis column in monthly data frame + # Plot + plt.subplot(2, 2, p + 1) - x = sm.add_constant( - valid_aggregate[col_name] - ) # Define 'x'-values (constant needed for regression function) - if self.time_resolution == "M": + if ( + self.time_resolution == "M" + ): # Monthly case: apply robust linear regression for outliers detection + x = sm.add_constant( + valid_aggregate[col_name] + ) # Define 'x'-values (constant needed for regression function) y = ( valid_aggregate["gross_energy_gwh"] * 30 / valid_aggregate["num_days_expected"] ) # Normalize energy data to 30-days - else: + + rlm = sm.RLM( + y, x, M=sm.robust.norms.HuberT(t=outlier_thres) + ) # Robust linear regression with HuberT algorithm (threshold equal to outlier_thres) + rlm_results = rlm.fit() + + r2 = np.corrcoef( + x.loc[rlm_results.weights == 1, col_name], y[rlm_results.weights == 1] + )[ + 0, 1 + ] # Get R2 from valid data + + # Continue plotting + plt.plot( + x.loc[rlm_results.weights != 1, col_name], + y[rlm_results.weights != 1], + "rx", + label="Outlier", + ) + plt.plot( + x.loc[rlm_results.weights == 1, col_name], + y[rlm_results.weights == 1], + ".", + label="Valid data", + ) + plt.title(col_name + ", R2=" + str(np.round(r2, 3))) + plt.ylabel("30-day normalized gross energy (GWh)") + + else: # Daily/hourly case: apply bin filter for outliers detection + x = valid_aggregate[col_name] y = valid_aggregate["gross_energy_gwh"] + plant_capac = self._plant._plant_capacity / 1000.0 * self._hours_in_res + + # Apply bin filter + flag = filters.bin_filter( + bin_col=y, + value_col=x, + bin_width=0.06 * plant_capac, + threshold=outlier_thres, # wind bin threshold (stdev outside the median) + center_type="median", + bin_min=0.01 * plant_capac, + bin_max=0.85 * plant_capac, + threshold_type="std", + direction="all", # both left and right (from the median) + ) - rlm = sm.RLM( - y, x, M=sm.robust.norms.HuberT(t=outlier_thres) - ) # Robust linear regression with HuberT algorithm (threshold equal to 2) - rlm_results = rlm.fit() + # Continue plotting + plt.plot( + x.loc[flag], + y[flag], + "rx", + label="Outlier", + ) + plt.plot( + x.loc[~flag], + y[~flag], + ".", + label="Valid data", + ) - r2 = np.corrcoef( - x.loc[rlm_results.weights == 1, col_name], y[rlm_results.weights == 1] - )[ - 0, 1 - ] # Get R2 from valid data + if self.time_resolution == "D": + plt.ylabel("Daily gross energy (GWh)") + elif self.time_resolution == "H": + plt.ylabel("Hourly gross energy (GWh)") + plt.title(col_name) - # Plot results - plt.subplot(2, 2, p + 1) - plt.plot( - x.loc[rlm_results.weights != 1, col_name], - y[rlm_results.weights != 1], - "rx", - label="Outlier", - ) - plt.plot( - x.loc[rlm_results.weights == 1, col_name], - y[rlm_results.weights == 1], - ".", - label="Valid data", - ) - plt.title(col_name + ", R2=" + str(np.round(r2, 3))) plt.xlabel("Wind speed (m/s)") - if self.time_resolution == "M": - plt.ylabel("30-day normalized gross energy (GWh)") - elif self.time_resolution == "D": - plt.ylabel("Daily gross energy (GWh)") - elif self.time_resolution == "H": - plt.ylabel("Hourly gross energy (GWh)") + plt.tight_layout() return plt @@ -750,6 +793,15 @@ def setup_monte_carlo_inputs(self): ) / 100.0, } + if self.outlier_detection: + inputs["outlier_threshold"] = ( + np.random.randint( + self.uncertainty_outlier[0] * 10, + (self.uncertainty_outlier[1] + 0.1) * 10, + self.num_sim, + ) + / 10.0 + ) self._inputs = pd.DataFrame(inputs) @@ -791,8 +843,13 @@ def filter_outliers(self, n): # Apply range filter to wind speed df_sub = df_sub.assign(flag_range=filters.range_flag(df_sub[reanal], below=0, above=40)) - # Apply frozen/unresponsive sensor filter - df_sub.loc[:, "flag_frozen"] = filters.unresponsive_flag(df_sub[reanal], threshold=3) + if self.reg_temperature: + # Apply range filter to temperatre + df_sub = df_sub.assign( + flag_range_T=filters.range_flag( + df_sub[reanal + "_temperature_K"], below=200, above=320 + ) + ) # Apply window range filter df_sub.loc[:, "flag_window"] = filters.window_range_flag( window_col=df_sub[reanal], @@ -803,12 +860,50 @@ def filter_outliers(self, n): value_max=1.2 * plant_capac, ) + if self.outlier_detection: + if self.time_resolution == "M": + # Monthly linear regression (i.e., few data points): + # filter outliers based on robust linear regression + # using Huber algorithm to flag outliers + X = sm.add_constant(df_sub[reanal]) # Reanalysis data with constant column + y = ( + df_sub["gross_energy_gwh"] * 30 / df_sub["num_days_expected"] + ) # Energy data (normalized to 30-days) + + # Perform robust linear regression + rlm = sm.RLM(y, X, M=sm.robust.norms.HuberT(self._run.outlier_threshold)) + rlm_results = rlm.fit() + + # Define valid data as points in which the Huber algorithm returned a value of 1 + df_sub.loc[:, "flag_outliers"] = rlm_results.weights != 1 + + else: + # Daily regressions (i.e., higher number of data points): + # Apply bin filter to catch outliers + df_sub.loc[:, "flag_outliers"] = filters.bin_filter( + bin_col=df_sub["gross_energy_gwh"], + value_col=df_sub[reanal], + bin_width=0.06 * plant_capac, + threshold=self._run.outlier_threshold, # wind bin threshold (multiplicative factor of std of in bin) + center_type="median", + bin_min=0.01 * plant_capac, + bin_max=0.85 * plant_capac, + threshold_type="std", + direction="all", # both left and right (from the median) + ) + else: + df_sub.loc[:, "flag_outliers"] = False + # Create a 'final' flag which is true if any of the previous flags are true df_sub.loc[:, "flag_final"] = ( (df_sub.loc[:, "flag_range"]) - | (df_sub.loc[:, "flag_frozen"]) | (df_sub.loc[:, "flag_window"]) + | (df_sub.loc[:, "flag_outliers"]) ) + if self.reg_temperature: + df_sub.loc[:, "flag_final"] = (df_sub.loc[:, "flag_final"]) | ( + df_sub.loc[:, "flag_range_T"] + ) # Define valid data valid_data = df_sub.loc[ @@ -817,7 +912,8 @@ def filter_outliers(self, n): ] if self.reg_winddirection: valid_data_to_add = df_sub.loc[ - ~df_sub.loc[:, "flag_final"], [reanal + "_wd", reanal + "_u_ms", reanal + "_v_ms"], + ~df_sub.loc[:, "flag_final"], + [reanal + "_wd", reanal + "_u_ms", reanal + "_v_ms"], ] valid_data = pd.concat([valid_data, valid_data_to_add], axis=1) diff --git a/operational_analysis/methods/turbine_long_term_gross_energy.py b/operational_analysis/methods/turbine_long_term_gross_energy.py old mode 100755 new mode 100644 index ede3b183..599d5cd9 --- a/operational_analysis/methods/turbine_long_term_gross_energy.py +++ b/operational_analysis/methods/turbine_long_term_gross_energy.py @@ -55,14 +55,14 @@ class TurbineLongTermGrossEnergy(object): """ @logged_method_call - def __init__(self, plant, UQ=False, num_sim=2000): + def __init__(self, plant, UQ=True, num_sim=2000): """ Initialize turbine long-term gross energy analysis with data and parameters. Args: plant(:obj:`PlantData object`): PlantData object from which TurbineLongTermGrossEnergy should draw data. - UQ:(:obj:`bool`): choice whether to perform ('Y') or not ('N') uncertainty quantification + UQ:(:obj:`bool`): choice whether to perform (True) or not (False) uncertainty quantification num_sim:(:obj:`int`): number of Monte Carlo simulations. Please note that this script is somewhat computationally heavy so the default num_sim value has been adjusted accordingly. """ logger.info("Initializing TurbineLongTermGrossEnergy Object") @@ -121,13 +121,15 @@ def run( reanal_subset(:obj:`list`): Which reanalysis products to use for long-term correction uncertainty_scada(:obj:`float`): uncertainty imposed to scada data (used in UQ = True case only) max_power_filter(:obj:`tuple`): Maximum power threshold (fraction) to which the bin filter - should be applied (default 0.85). This should be a tuple in the UQ = True case, - a single value when UQ = False. - wind_bin_thresh(:obj:`tuple`): The filter threshold for each bin (default is 2 m/s). - This should be a tuple in the UQ = True case, a single value when UQ = False. + should be applied (default is the interval between 0.8 and 0.9). This should be a tuple in + the UQ = True case (the values are Monte-Carlo sampled), a single value when UQ = False. + wind_bin_thresh(:obj:`tuple`): The filter threshold for each vertical bin, expressed as + number of standard deviations from the median in each bin (default is the interval + between 1 and 3 stdev). This should be a tuple in the UQ = True case (the values are + Monte-Carlo sampled), a single value when UQ = False. correction_threshold(:obj:`tuple`): The threshold (fraction) above which daily scada energy data - hould be corrected (default is 0.90). - This should be a tuple in the UQ = True case, a single value when UQ = False. + should be corrected (default is the interval between 0.85 and 0.95). This should be a + tuple in the UQ = True case (the values are Monte-Carlo sampled), a single value when UQ = False. enable_plotting(:obj:`boolean`): Indicate whether to output plots plot_dir(:obj:`string`): Location to save figures @@ -325,9 +327,9 @@ def filter_turbine_data(self): bin_width=0.06 * turb_capac, threshold=threshold_wind_bin, # wind bin thresh center_type="median", - bin_min=0.01 * turb_capac, - bin_max=max_bin, - threshold_type="scalar", + bin_min=np.round(0.01 * turb_capac), + bin_max=np.round(max_bin), + threshold_type="std", direction="all", ) @@ -571,7 +573,14 @@ def plot_filtered_power_curves(self, save_folder, output_to_terminal=False): plt.ylabel("Power (W)") plt.title("Filtered power curve for Turbine %s" % t) plt.legend(loc="lower right") - plt.savefig("%s/filtered_power_curve_%s.png" % (save_folder, t,), dpi=200) # Save file + plt.savefig( + "%s/filtered_power_curve_%s.png" + % ( + save_folder, + t, + ), + dpi=200, + ) # Save file # Output figure to terminal if desired if output_to_terminal: @@ -610,7 +619,14 @@ def plot_daily_fitting_result(self, save_folder, output_to_terminal=False): plt.ylabel("Daily Energy (kWh)") plt.title("Daily SCADA Energy Fitting, Turbine %s" % t) plt.legend(loc="lower right") - plt.savefig("%s/daily_power_curve_%s.png" % (save_folder, t,), dpi=200) # Save file + plt.savefig( + "%s/daily_power_curve_%s.png" + % ( + save_folder, + t, + ), + dpi=200, + ) # Save file # Output figure to terminal if desired if output_to_terminal: diff --git a/operational_analysis/toolkits/filters.py b/operational_analysis/toolkits/filters.py index 44c907ba..670138db 100644 --- a/operational_analysis/toolkits/filters.py +++ b/operational_analysis/toolkits/filters.py @@ -136,7 +136,7 @@ def bin_filter( bin_max = bin_col.max() # Define bin edges - bin_edges = np.arange(np.round(bin_min), np.round(bin_max), bin_width) + bin_edges = np.arange(bin_min, bin_max, bin_width) # Ensure the last bin edge value is bin_max if bin_edges[-1] < bin_max: diff --git a/test/regression/int_pruf_plant_analysis.py b/test/regression/int_pruf_plant_analysis.py index 97cfac25..b7624376 100644 --- a/test/regression/int_pruf_plant_analysis.py +++ b/test/regression/int_pruf_plant_analysis.py @@ -128,6 +128,24 @@ def test_daily_etr(self): sim_results = self.analysis.results self.check_simulation_results_etr_daily(sim_results) + def test_daily_gam_outliers(self): + reset_prng() + # ____________________________________________________________________ + # Test GAM regression model (can be used at daily time resolution only) + self.analysis = plant_analysis.MonteCarloAEP( + self.project, + reanal_products=["merra2", "era5"], + time_resolution="D", + outlier_detection = True, + reg_model="gam", + reg_temperature=True, + reg_winddirection=True, + ) + # Run Monte Carlo AEP analysis, confirm the results are consistent + self.analysis.run(num_sim=5) + sim_results = self.analysis.results + self.check_simulation_results_gam_daily_outliers(sim_results) + def check_process_revenue_meter_energy_monthly(self, df): # Energy Nan flags are all zero nptest.assert_array_equal(df["energy_nan_perc"].values, np.repeat(0.0, df.shape[0])) @@ -230,7 +248,7 @@ def check_process_reanalysis_data_daily(self, df): nptest.assert_array_almost_equal(expected[key], computed[key]) def check_simulation_results_lin_monthly(self, s): - # Make sure AEP results are consistent to one decimal place + # Make sure AEP results are consistent to six decimal places expected_results = [11.401602, 9.789065, 1.131574, 4.766565, 0.059858, 4.847703] calculated_results = [ @@ -245,7 +263,7 @@ def check_simulation_results_lin_monthly(self, s): nptest.assert_array_almost_equal(expected_results, calculated_results) def check_simulation_results_gam_daily(self, s): - # Make sure AEP results are consistent to one decimal place + # Make sure AEP results are consistent to six decimal places expected_results = [12.807144, 3.959101, 1.320519, 6.294529, 0.049507, 8.152235] calculated_results = [ @@ -260,7 +278,7 @@ def check_simulation_results_gam_daily(self, s): nptest.assert_array_almost_equal(expected_results, calculated_results) def check_simulation_results_gbm_daily(self, s): - # Make sure AEP results are consistent to one decimal place + # Make sure AEP results are consistent to six decimal places expected_results = [12.794527, 10.609839, 1.298789, 4.849577, 0.050383, 8.620032] calculated_results = [ @@ -275,7 +293,7 @@ def check_simulation_results_gbm_daily(self, s): nptest.assert_array_almost_equal(expected_results, calculated_results) def check_simulation_results_etr_daily(self, s): - # Make sure AEP results are consistent to one decimal place + # Make sure AEP results are consistent to six decimal places expected_results = [12.938536, 8.561798, 1.334704, 5.336189, 0.057874, 11.339976] calculated_results = [ @@ -289,6 +307,21 @@ def check_simulation_results_etr_daily(self, s): nptest.assert_array_almost_equal(expected_results, calculated_results) + def check_simulation_results_gam_daily_outliers(self, s): + # Make sure AEP results are consistent to six decimal places + expected_results = [13.456155, 7.631475, 1.321492, 6.121169, 0.048311, 7.936318] + + calculated_results = [ + s.aep_GWh.mean(), + s.aep_GWh.std() / s.aep_GWh.mean() * 100, + s.avail_pct.mean() * 100, + s.avail_pct.std() / s.avail_pct.mean() * 100, + s.curt_pct.mean() * 100, + s.curt_pct.std() / s.curt_pct.mean() * 100, + ] + + nptest.assert_array_almost_equal(expected_results, calculated_results) + def tearDown(self): pass diff --git a/test/regression/int_turbine_long_term_gross_energy.py b/test/regression/int_turbine_long_term_gross_energy.py index cf0a3acf..adaef8c5 100644 --- a/test/regression/int_turbine_long_term_gross_energy.py +++ b/test/regression/int_turbine_long_term_gross_energy.py @@ -1,3 +1,4 @@ +import random import unittest from test import example_data_path_str @@ -8,9 +9,13 @@ from operational_analysis.methods.turbine_long_term_gross_energy import TurbineLongTermGrossEnergy +def reset_prng(): + np.random.seed(42) + random.seed(42) + class TestLongTermGrossEnergy(unittest.TestCase): def setUp(self): - np.random.seed(42) + reset_prng() # Set up data to use for testing (ENGIE data) self.project = Project_Engie(example_data_path_str) self.project.prepare() @@ -26,11 +31,11 @@ def setUp(self): ) def test_longterm_gross_energy_results(self): - - # Test not-UQ case - res = self.analysis._plant_gross - check = np.ones_like(res) * 13.7 - npt.assert_almost_equal(res / 1e6, check, decimal=1) + reset_prng() + # Test not-UQ case, mean value + res = self.analysis._plant_gross.mean() + check = 12.84266859 + npt.assert_almost_equal(res / 1e6, check) def tearDown(self): pass @@ -38,7 +43,7 @@ def tearDown(self): class TestLongTermGrossEnergyUQ(unittest.TestCase): def setUp(self): - np.random.seed(42) + reset_prng() # Set up data to use for testing (TurbineExampleProject) self.project = Project_Engie(example_data_path_str) self.project.prepare() @@ -47,16 +52,16 @@ def setUp(self): self.analysis_uq.run(enable_plotting=False, reanal_subset=["era5", "merra2"]) def test_longterm_gross_energy_results(self): - + reset_prng() # Test UQ case, mean value res_uq = self.analysis_uq._plant_gross.mean() - check_uq = 13.7 - npt.assert_almost_equal(res_uq / 1e6, check_uq, decimal=1) + check_uq = 13.550325 + npt.assert_almost_equal(res_uq / 1e6, check_uq) # Test UQ case, stdev res_std_uq = self.analysis_uq._plant_gross.std() - check_std_uq = 0.10 - npt.assert_almost_equal(res_std_uq / 1e6, check_std_uq, decimal=1) + check_std_uq = 0.13636826 + npt.assert_almost_equal(res_std_uq / 1e6, check_std_uq) def tearDown(self): pass