From 831c4e7f0483799aa7eda0a8e1dde03aa7f6b70a Mon Sep 17 00:00:00 2001 From: Shay Carter Date: Mon, 30 Oct 2023 16:40:09 -0600 Subject: [PATCH 1/2] Modify precip ROI notebook - change name slightly to conform with other notebooks - modified notebook to use new standard template - created a preview image that is used in the notebook **NOTE**: Please don't commit this PR until the `website` branch PR is ready as well --- examples/images/precip_roi_preview.png | Bin 0 -> 165414 bytes ...ecip_Accumulation-Region_Of_Interest.ipynb | 309 -------- ...ecip_Accumulation_Region_of_Interest.ipynb | 684 ++++++++++++++++++ 3 files changed, 684 insertions(+), 309 deletions(-) create mode 100644 examples/images/precip_roi_preview.png delete mode 100644 examples/notebooks/Precip_Accumulation-Region_Of_Interest.ipynb create mode 100644 examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb diff --git a/examples/images/precip_roi_preview.png b/examples/images/precip_roi_preview.png new file 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z2wQRoA%(ZWZTbd2BX#)S|DecuNBA+u(EHGT;y@cYLA?IRhaF=Pi@(dZ96VccHdhyV0N2y`TOvENT%Lz)v5=-+u7E>*FJYCM*_>5;?{hmkci3 z1Wq+m{EG>uElQ{_72r?$G}5!B$52IRC{$Lc_m|Njn`3wUnzXZ)RB>?o(bvO^nMeYM zO2o17E6o|7t^H$*U@5`>ep za@|zp1ig>gc%Rq0<4D@)N8Kc-LPd0=KCPA_IEeBHG$yvXi&%0RlDrYX%tfR^VvOs2Rm5;{^Lvmx z>(Y!rtFxJd!xBbIMG#t{o|SrTsVR$JMnI!T{~00Z2^(2He+)+}W%?z~SweI5gy>tU z#I#o#W{mY!SG~Ue7`#R+^avwWhH3=KOP?IlZ`kP@n0V$f+w!>{pSlxOVR&r0P;5ZKk@kjr0:\n", - " data += grid.getRawData()\n", - " else:\n", - " data = grid.getRawData()\n", - " data[data <= -9999] = 0\n", - " print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)\n", - " \n", - "\n", - "lons, lats = grid.getLatLonCoords()\n", - "bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n", - "fcstHr = int(grid.getDataTime().getFcstTime()/3600)\n", - "\n", - "tp_inch = data * (0.0393701)\n", - "print(tp_inch.min(), tp_inch.max())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Determine lat/lon of maximum rainfall value:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "ii,jj = np.where(tp_inch==tp_inch.max())\n", - "i=ii[0]\n", - "j=jj[0]\n", - "point = Point(lons[i][j], lats[i][j])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Draw CONUS map" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "

" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def make_map(bbox, projection=ccrs.PlateCarree()):\n", - " fig, ax = plt.subplots(figsize=(20, 14),\n", - " subplot_kw=dict(projection=projection))\n", - " ax.set_extent(bbox)\n", - " ax.coastlines(resolution='50m')\n", - " return fig, ax\n", - "\n", - "cmap = plt.get_cmap('rainbow')\n", - "fig, ax = make_map(bbox=bbox)\n", - "cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)\n", - "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", - "cbar.set_label(grid.getLocationName() + \" Total precipitation in inches, \" \\\n", - " + str(fcstHr) + \"-hr fcst valid \" + str(grid.getDataTime().getRefTime()))\n", - "\n", - "ax.scatter(point.x, point.y, s=300,\n", - " transform=ccrs.PlateCarree(),marker=\"+\",facecolor='black')\n", - "\n", - "inc = 3.5\n", - "box=[point.x-inc, point.x+inc, point.y-inc, point.y+inc]\n", - "polygon = Polygon([(box[0],box[2]),(box[0],box[3]), \n", - " (box[1],box[3]),(box[1],box[2]),\n", - " (box[0],box[2])])\n", - "ax.add_geometries([polygon], ccrs.PlateCarree(), facecolor='none', edgecolor='white', linewidth=2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now create a new gridded data request with a geometry envelope for our Region of Interest" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0 1.853 1.0\n", - "0.0 3.5290003 2.0\n", - "0.0 5.0290003 3.0\n", - "0.0 5.051 4.0\n", - "0.0 5.2960005 5.0\n", - "0.0 5.2960005 6.0\n", - "0.0 5.8269997 7.0\n", - "0.0 6.1790004 8.0\n", - "0.0 6.1890006 9.0\n", - "0.0 9.071 10.0\n", - "0.0 10.812 11.0\n", - "0.0 14.718 12.0\n", - "0.0 18.295 13.0\n", - "0.0 21.339 14.0\n", - "0.0 22.626 15.0\n", - "0.0 28.670002 16.0\n", - "0.0 32.334 17.0\n", - "0.0 36.628002 18.0\n", - "0.0 1.4420482\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "request = DataAccessLayer.newDataRequest(\"grid\", envelope=polygon)\n", - "request.setLocationNames(\"HRRR\")\n", - "request.setLevels(\"0.0SFC\")\n", - "request.setParameters(\"TP\")\n", - "\n", - "cycles = DataAccessLayer.getAvailableTimes(request, True)\n", - "times = DataAccessLayer.getAvailableTimes(request)\n", - "fcstRun = DataAccessLayer.getForecastRun(cycles[-2], times)\n", - "\n", - "\n", - "for i, tt in enumerate(fcstRun):\n", - " response = DataAccessLayer.getGridData(request, [tt])\n", - " grid = response[0]\n", - " if i>0:\n", - " data += grid.getRawData()\n", - " else:\n", - " data = grid.getRawData()\n", - " data[data <= -9999] = 0\n", - " print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)\n", - " \n", - "\n", - "lons, lats = grid.getLatLonCoords()\n", - "bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n", - "fcstHr = int(grid.getDataTime().getFcstTime()/3600)\n", - "\n", - "tp_inch = data * (0.0393701)\n", - "print(tp_inch.min(), tp_inch.max())\n", - "\n", - "def make_map(bbox, projection=ccrs.PlateCarree()):\n", - " fig, ax = plt.subplots(figsize=(20, 14),\n", - " subplot_kw=dict(projection=projection))\n", - " ax.set_extent(bbox)\n", - " ax.coastlines(resolution='50m')\n", - " return fig, ax\n", - "\n", - "cmap = plt.get_cmap('rainbow')\n", - "fig, ax = make_map(bbox=box)\n", - "cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)\n", - "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", - "cbar.set_label(grid.getLocationName() + \" Total precipitation in inches, \" \\\n", - " + str(fcstHr) + \"-hr fcst valid \" + str(grid.getDataTime().getRefTime()))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb b/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb new file mode 100644 index 0000000..3f940b8 --- /dev/null +++ b/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb @@ -0,0 +1,684 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "
\n", + "\n", + "
\n", + "\"Unidata\n", + "
\n", + "\n", + "# Precipitation Accumulation Region of Interest\n", + "**Python-AWIPS Tutorial Notebook**\n", + "\n", + "
\n", + "
\n", + "\n", + "---\n", + "\n", + "
\"Colorized
\n", + "\n", + "\n", + "# Objectives\n", + "\n", + "* Access the model data from an EDEX server and limit the data returned by using model specific parameters\n", + "* Calculate the total precipitation over several model runs\n", + "* Create a colorized plot for the continental US of the accumulated precipitation data\n", + "* Calculate and identify area of highest of precipitation\n", + "* Use higher resolution data to draw region of interest\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

Table of Contents

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports\n", + "\n", + "The imports below are used throughout the notebook. Note the first import is coming directly from python-awips and allows us to connect to an EDEX server. The subsequent imports are for data manipulation and visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from awips.dataaccess import DataAccessLayer\n", + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "from metpy.units import units\n", + "import numpy as np\n", + "from shapely.geometry import Point, Polygon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initial Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Geographic Filter\n", + "\n", + "By defining a bounding box for the Continental US (CONUS), we’re able to optimize the data request sent to the EDEX server." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "conus=[-125, -65, 25, 55]\n", + "conus_envelope = Polygon([(conus[0],conus[2]),(conus[0],conus[3]),\n", + " (conus[1],conus[3]),(conus[1],conus[2]),\n", + " (conus[0],conus[2])])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### EDEX Connection\n", + "\n", + "First we establish a connection to Unidata’s public EDEX server. With that connection made, we can create a [new data request object](http://unidata.github.io/python-awips/api/IDataRequest.html) and set the data type to **grid**, and use the geographic envelope we just created." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", + "request = DataAccessLayer.newDataRequest(\"grid\", envelope=conus_envelope)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Refine the Request\n", + "\n", + "Here we specify which model we're interested in by setting the *LocationNames*, and the specific data we're interested in by setting the *Levels* and *Parameters*." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "request.setLocationNames(\"GFS1p0\")\n", + "request.setLevels(\"0.0SFC\")\n", + "request.setParameters(\"TP\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Get Times\n", + "\n", + "We need to get the available times and cycles for our model data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "cycles = DataAccessLayer.getAvailableTimes(request, True)\n", + "times = DataAccessLayer.getAvailableTimes(request)\n", + "fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Function: calcualte_accumulated_precip()\n", + "\n", + "Since we'll want to calculate the accumulated precipitation of our data more than once, it makes sense to create a function that we can call instead of duplicating the logic.\n", + "\n", + "This function cycles through all the grid data responses and adds up all of the rainfall to produce a numpy array with the total ammount of rainfall for the given data request. It also finds the maximum rainfall point in x and y coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_accumulated_precip(dataRequest, forecastRun):\n", + "\n", + " for i, tt in enumerate(forecastRun):\n", + " response = DataAccessLayer.getGridData(dataRequest, [tt])\n", + " grid = response[0]\n", + " if i>0:\n", + " data += grid.getRawData()\n", + " else:\n", + " data = grid.getRawData()\n", + " data[data <= -9999] = 0\n", + " print(data.min(), data.max(), grid.getDataTime().getFcstTime()/3600)\n", + "\n", + " # Convert from mm to inches\n", + " result = data * (0.0393701)\n", + " \n", + " ii,jj = np.where(result==result.max())\n", + " i=ii[0]\n", + " j=jj[0]\n", + "\n", + " return result, i, j" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fuction: make_map()\n", + "\n", + "This function creates the basics of the map we're going to plot our data on. It takes in a bounding box to determine the extent and then adds coastlines for easy frame of reference." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def make_map(bbox, projection=ccrs.PlateCarree()):\n", + " fig, ax = plt.subplots(figsize=(20, 14),\n", + " subplot_kw=dict(projection=projection))\n", + " ax.set_extent(bbox)\n", + " ax.coastlines(resolution='50m')\n", + " return fig, ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get the Data!\n", + "\n", + "Access the data from the DataAccessLayer interface using the *getGridData* function. Use that data to calculate the accumulated rainfall, the maximum rainfall point, and the region of interest bounding box." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 10.0625 6.0\n", + "0.0 21.75 12.0\n", + "0.0 35.1875 18.0\n", + "0.0 43.5 24.0\n", + "0.0 45.5625 42.0\n", + "0.0 47.9375 48.0\n", + "0.0 52.0625 54.0\n", + "0.0 56.375 60.0\n", + "0.0 86.625 66.0\n", + "0.0 92.4375 72.0\n", + "0.0 94.375 78.0\n", + "0.0 95.375 84.0\n", + "0.0 98.3125 90.0\n", + "0.0 100.125 96.0\n", + "0.0 101.6875 102.0\n", + "0.0 104.0 108.0\n", + "0.0 107.1875 114.0\n", + "0.0 115.25 120.0\n", + "0.0 129.0 126.0\n", + "0.0 136.375 132.0\n", + "0.0 141.125 138.0\n", + "0.0 145.25 144.0\n", + "0.0 147.375 150.0\n", + "0.0 5.802169\n", + "POINT (-124 42)\n" + ] + } + ], + "source": [ + "## get the grid response from edex\n", + "response = DataAccessLayer.getGridData(request, [fcstRun[-1]]) \n", + "## take the first result to get the location information from\n", + "grid = response[0]\n", + "\n", + "## get the location coordinates and create a bounding box for our map\n", + "lons, lats = grid.getLatLonCoords()\n", + "bbox = [lons.min(), lons.max(), lats.min(), lats.max()]\n", + "fcstHr = int(grid.getDataTime().getFcstTime()/3600)\n", + "\n", + "## calculate the total precipitation\n", + "tp_inch, i, j = calculate_accumulated_precip(request, fcstRun)\n", + "print(tp_inch.min(), tp_inch.max())\n", + "\n", + "## use the max points coordinates to get the max point in lat/lon coords\n", + "maxPoint = Point(lons[i][j], lats[i][j])\n", + "inc = 3.5\n", + "## create a region of interest bounding box\n", + "roi_box=[maxPoint.x-inc, maxPoint.x+inc, maxPoint.y-inc, maxPoint.y+inc]\n", + "roi_polygon = Polygon([(roi_box[0],roi_box[2]),(roi_box[0],roi_box[3]), \n", + " (roi_box[1],roi_box[3]),(roi_box[1],roi_box[2]),(roi_box[0],roi_box[2])])\n", + "\n", + "print(maxPoint)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the Data!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create CONUS Image\n", + "\n", + "Plot our data on our CONUS map." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vvjjJ2TRdYWEht99+Oz/96U9pbOBQkcORRtMVERE5yCxcuJCTTjqJTZs24XDoLW1yeDBNk88//5yxY8fidDqTnU6zRCIRBg4cyIMPPsj48eOTnY5Im9JouiIiIoeQAQMGkJGRwaJFi5KdikibMQyDk08++aArRAGcTid//OMf+e1vf0s8Hk92OiIHDP05VURE5CBTVVXFjh07yMvLS6idcDjMkiVL+OGHH5g/fz7btm2jvLyciooKUlJSKCwspLCwkKKiIjp37szxxx9PRkZGyyyEyGHm9NNP5ze/+Q3ffPMN48aNS3Y6IgcEFaMiIiIHmV/96ldMnDiRwsLCJsc0NDSwcOFCfvjhh13/W7ZsGV27dmXIkCEMGjSIUaNGkZWVRVZWFvX19WzevJmSkhI2b97MV199xeWXX86IESMYP348Z511FsXFxa24lCKHFsMwuPDCC3nvvfdUjIr8h4pRERGRg8jLL7/Mt99+y9y5c/c5T21tLfPnz9+t8FyzZg29e/dmyJAhDBkyhKuvvpr+/fvj8/ma3Hd9fT1ffvklH3zwAffeey99+/bl4osv5pxzziEzM7MlFk/kkHbUUUdx2223JTsNkQOGBjASERE5SHzwwQdcddVV3HrrrVRWVlJRUUFFRQW33XYby5Yt47vvvmPq1KmsX7+e/v377yo8hw4dSt++fXG5XC2WSzgc5tNPP+Xll1/myy+/ZPTo0YwZM4bjjjuOgQMHYrfbW6wvkUNFWVkZ3bp1o7KyEsMwkp2OSJtobAAjFaMiIiIHuPLycm699Vaef/55AEaMGMGpp57K3XffvWueCRMmMGrUKEaNGsXAgQPbdJTdqqoqPv/8c7799lsmT57M1q1bOfLII+nTpw/du3enR48e9OjRg4KCAp2Ay2EvLy+P+fPnU1BQkOxURNpEY8WobtMVERE5gC1evJj+/fsDMHr0aO677z6OPvpoDMNgyJAh1NbWcu655yZ1hNGMjAzOP/98zj//fAC2b9/OjBkzWLFiBbNnz+aVV15h1apV1NbW0r17d/r27cuoUaMYMWIEnTt3JiMjQ0WqHDb69OnD0qVLVYyKoGJURETkgNa3b19WrVpFhw4dcLvdu00744wzkpRV49q1a8dZZ521x+fV1dWsWrWKBQsWMHXqVJ5++mk2bNiAaZp06tSJ/v37c8YZZ3DGGWeQkpLS9onLAevee+/l0Ucf5Z577uFnP/tZstNJSMeOHdm0aVOy0xA5IOg9oyIiIgcwwzDo1q3bHoXowSg9PZ1hw4Zx1VVX8eKLL7Jw4UKqq6vZuHEj//znPxk9ejQvvfQSvXr14s0336SxR4nk8BEOh/nd735HWloa27dv3/X5c889R3FxMdOmTUtids3n9XoJBoPJTkPkgKBiVERERJIqIyODQYMGce211/Lpp5/y6quvcs899zB27NiDrtCQludyuXj22Wf50Y9+xO9+97tdnzc0NLBp0yauvfbaJGbXfF6vl4aGhmSnIXJA0G26IiIickAZPXo08+bN46WXXuLiiy+mW7du3H333Rx99NHJTk2S5Kqrrtrjs/8bpOtge61QNBpt0wHGRA5kujIqIiIiBxyn08nVV1/NihUrOP/887n44osZOXIkL730kq4qCQCnnnoqb731Fp988gmmaRKPx8nJyeHVV18lFAolO719qq2tJTU1NdlpiBwQVIyKiIjIAcvlcnH11VezevVq7rrrLl5//XWKioq4+uqr+frrr4nFYslOUZKkuLiYiRMnMmLECO6++26WLl1KeXk5f/rTnygsLGTmzJnJTnGv6urqVIyK/Eej7xltbx9mXp6y7/eMBtKtdxz2WR+UwFNrffj3eALv4HYl8IdYR9h6rC1qPfZgFE1gjI5oAu9zTyQ2ke05kW3SlsA5WLK2K1vM+v6b0PImEJvI/ptIbCIS2a4OVgfjMieyXYa91mMT+j1L4IJTIsv7v6rNTSyNv8GS+L8ImdWc4vgrXWzj9jl/WSfrx+iN/a0nvbmX9QNtTbb1fuP25Az8FPDHLcfW+5u3vPHVPxD69Thct71O+I8XYO8yDNfIicQ2LyHlqqcIz3iTwJu/wzV0PO5jL8Ve1AczGiY0+UUMdwquoy/AsNkJeq2v5/RuAUtx5VdPJOX43+DqNdpS/LgXkzPSdCLHWF91cn77Xda+IgA8dYm9birot74fOsLJqXWibus5N3Ye/exim94zKiIiIoeGdKMDR9p/yZH2X7I6/gkfRa+ik20M4+yP4jOyk52etAIzHiM+7ytiC77GLNtMfO5nOydk5QPgHHAC4e9exXvBHwBwHXkuttyORBZ8Qe2fziX9kYXU//0azPpKoksmYy/qjaPzkKQsS2xbCfbsDknpW+RAo9t0RURE5KDVzXYq1zmX4CadZyND2GEuTXZK0oLiG5cSeugigld2IfKveyEeJ75mHtiduP7wJdG3H9k5o90BGDh6H7sr1tFtBN6Jd2FWbCb4yeNEV87A/7N/4+h3PGb1jqQsT2z7FsxAHbbMoqT0L3KgUTEqIiIiBzWX4eckx+McZ/8Dr0TGsCmu18EcCsx4jPBDF2HrfRTOS36PkZlPbPaHOI69APfDU4l9/g/isz/C8GcR+uY5vOffg2GzYYaDmLGdt0jHa8rAk0q8fCPO3qMxQ/XENi7Clt8tKcvU8Om7eI4/FcPhTEr/IgcaFaMiIiJySBhgv4Txjn/yZvRsVsTfT3Y6kqiaMsxomOi/fk9s8mvYR1+A56mF2AadQPiPF2A21AFg1lXgPftOnP3GEq/ZQc3do6m97yTMcAP1T12Ka+REIrPfw95lGLX3n4LrmIuw53dt88UxYzEaPvg33tMmtnnfIgcqPTMqIiIih4yutpO4wPEx/46Op95eyhD7j5OdklhkZLTD88wSiIYxnG7MeIzoa/cS/e4tXD9+FDMUIP79J3jOvA336Esw4zHq/3oVjk6DCc95j4Z3/gBON7a8Tpj1lYSnvoz3zFtxjpiQlOVp+PgtbOkZOAeNwJyXlBREDjgqRkVEROSQUmAbzqXOKbwWOZnN5nS6Ba8nxz0Em3EQDrl8mDMMA5xuzGA94SeugWA9noemEP30r0S/eun/5gIg+O79AJihepyDTyU87V+k3TMVI6M9njFXYvgSeA1EgoLffkHdX+4n88lXMQyD5Ix3LHLgUTEqIiIih5wsoztXOecwJ/4kk7ZdTn20hDzPEbTzjCDT3ZdMVx8ynD2w2xJ4n5i0CbNqO6E/XoitQ2+cNzxN+G83Y+7YjJFVgG3wCXjOvI3w/M8ITfsX3om/JfjeA9g7DsQ97jpsWYU7G0lSIWqaJg1vvUzd3/9E5uMv4ezVLyl5iByoVIyKiIjIIclrZDHa/lv6dPoNDbEytjV8x47g96ypfZPK8FJqI+vwOzqS6epDe+/RFPrGku0egGFoSI0DSeju07F16o996MmE7jgeW4/hkNkOYhGcVz9C5PvPCDz/E/w3v0bgn7fgHHQK4Zn/JuXKJ5Kad7y6kurf/4rYls1kPfsOjo5dkpqPyIFIxaiIiIgc8rz2HDr7z6Kz/6xdn8XMMNXhVVSEFrGl4VuWbv07oVgFBb4xFPqOp9A3FtPsvPNWUUka++gLiH3zMvEtq3Fe9TCRf/4ac/MKMGwELyvGlt+dlJv+iaP7SNwn30Tw4z/jPed3Sb0tN7JyKVW/uAr3cSeRcf9TGC5dgRfZGxWjIiIicliyGy6y3H3JcvelW9oFANRFNlES+IaShkn8UHEfse02svOOIytnNJnZR5Hi767itI05J/wC54RfAGCGGzA3r8Bx/q9xnPxj8KbiDf73dNZ99IW4j74wWakCEJz0GdV/uJW0W3+P96Qzk5qLyIFOxaiIiIjIf/idHeiZfhk90y/DNE2WdV5Geekkykq/ZtWy3xOPNZCRNZIUfw9S/N3IyB5Jalo/3drbRgyXF+8bFclOY58aPnmH2sfvI+uJl3H2GZjsdEQOeCpGRURERPbCMAz8qT3xp/akY9frAGgIbKKqcg6ButVUVsxg7co/EY1UkZt/EgXFPyIn73gMjdp72DGjUepfeprAGy+S+cy/cHbtmeyURA4KKkZFREREmsjr64DX12G3zxoCm9hW8i4rFt/FonAZ3XvdSWHHS/m/V47IoS2yZgU199yC4U8n+6UPsbcvTHZKIgcNFaMiIiIiCfD6OtC5+8107n4zleUzWLHkN2xc9ywFRa/jTFNhcqiKV5ZT9/c/0fDFh6Re/yu8Ey/W88QizWSY5r5fu1tgG2Ze5fx+n9PDPusdB/3WY9cPjlmOzVtn/ZkOV8ByKI6w9YOTr9p6v4nkHE/gLqNEYm3Wv96ERBMY6C7qsh4b9lqPTWRdJZJzIqJu66/6TmS7coSsxyYikX0/ke83WfsRJLZtHYzHjoPxe0qkX0c4gX6jyem3rZmmyTTzj8zkzxztuZu+rktxGSnNaiOQwECwwVTrx9lEfpNqcuOWY+uyrOdck2N9g97SNdLsGDMSou7bZ6j78nHSBpxL9pg7cKTkNKuNjO3WD3a+mkTOKa2fB/uqk/N75qmz3q+/3HpsIucriUrkWGmLJecPInH7vtfX02ttc03THLa3aXraXkRERKQFGYbBMbbbOTflM9ZGPuGZmiK+DNxIXXxrslOTBJimSWDeu2y7bxihtTMo/vFXtDv90WYXoiLyX7pNV0RERKQVtHMMZqL/Q2rjW5gW/B2fBX7MxJQPKI8vI2ZGsBtOfEYeXiNnr7d3BmMV1MU20RArI2LWYcNB1AxQFl5AbWwDqfaO5LmHkecajt+h24FbU6x6K5Wv3USsZhuZP3oaT/dRuKs1UJVIolSMioiIiLSiVFsBUbOBtdGPebqmCKfhw4WfGGHqze1EzQB+WxEuI3VngBmnpmYzMTNMqqMjXlsuTpufuBnBaUsh3dGdIs84aqJrWFL7d74J/xgDA5ctDY8tB39VF1JdnUl1dSHV2QWvI49wvIpQtIJQrJIs70CyPQOSu1IOAqZpEtm8gPppLxCY9y7+UVeTfcrrGHZnslMTOWSoGBURERFpRQtC/2Bp5FUK7Udzgu9p8uy7F4Jhs57a+GYiZv2uzxwZhXhteU0aEMc0TQKxbUTMOhpipZQ51lAbWcu2+imsDL9IMFqKy56Jx56Ny57O7O230TPzKvJ9xxCKV2GaUdJc3cn2DAKSNKDAASRasYnAnNcJfP8GZiSEb8SF5N81F3tqbrJTEznkqBgVERERaSXboj/wecM15NoGcKF/MjZjz1Mvl5FCtn3391IGmnEHqGEYpDjaA5Dh7E5m6lGNzl8f2cL32+9kYdmjuO0ZGIadqtBygtFSerS7jh651+FxHn6FV2TLUmq//BPBpV/gHTKRzAufxNV5pEbIFWlFKkZFREREWsn22A/k24dxiX8WhnFgjBuZ4izg2KIX9/i8IriYhVWP8d6iXgzt8BDdc69q++TaWKxmOw3z3ycw7x2i21fhP+4G8s97FJs3geGMRaTJVIyKiIiItJKB7qsZ6L462Wk0SZanH0d1fpa++b9i0uozicUb6NXupmSn1aLisTB1W2dSveFLqjd8RUPtWrz9TiH1+Jvx9BqL4UzgPW8i0mwqRkVERERkl3RvT8Z0e5/Plo+iY9Z5eJ15yU4pIbFIgMrV71Kx6l1qN0/BndGN9I7jKB79ELXHDNWARCJJpGJURERERHaT7u1Jl+wfsXjr/QwvfizZ6TRLLFRD7daZ1JZMpXbzVAJli0gtOIrs3hfRedwzOH3/fR62zh5JYqYiomJURERERPaQnTKMdeX/SnYa+xVpKKduy3RqS76jZvNUgpUrSGk3lNTCYyg66nek5I/A7kxJdpoishcqRkVERERkN6Zpsnz7E/TNvzXZqezBNOOUlXxC+ZYvqCqdSkNgI/72I0ktPIaOxz5MSrth2Bx69lPkYKBiVERERER2U1o3lVC0kg6ZZyY7lT1sWPpnVs+7nXYdz6f3EX+HHgMwbDqlFTkYHRhjjIuIiIjIAWPJ1kfom38LNqMZLzxtI+07X0iPoY9Qse0b4rEGFaIiBzEVoyIiIiKyS1XDUsrq59Al59Jkp7JXbl8Bxb1/St+jnmPJ9CuIBquSnZKIWNT4n5JMsMX2PdkVSKDjkPXYHtOt/5VuS6+45VhbzLAc66+wHErUlZxYR9h6bCLbRmPbXGtKZHkTEU/gj86JxIZ9CcR6rce6GqzvR4lszwejZG0biYq6TMuxjrD17SNZElnXiRx3EjlWJus4G0/gAla05dJoM4ms57RS67EZW63vR3E7LA4/zXDjejotbd4PRV229Z2hqn3zjxsFnE6d9112zH6MjiPusdRvzhbrG2XxYuuvhNnW1foWXZdp/Ri7tYv1fgd+bf05XH9FYtukVWGf9XUV9FvvN1GJ7MOuBuv9JnKeFciwFqcroyIiIiICQNQMsiz2BgPsVyQ7lSbp3/5Oti79B6H6LclORUQsUDEqIiIiIgBsN+eTbnQk3Vac7FSaJNXTlYL+N7Hss3OIhqqSnY6INJOKUREREREBIGRW4zGykp1Gs3QYcgep7Y5g0QcnEqxZm+x0RKQZVIyKiIiICAA5Rh+2x3+gKr4+2ak0mWEYdDn6UfJ6Xsy8t45g6WcT2bbsBUzT+vOCItI2VIyKiIiICABptg6Mdv6el0JHsjE2NdnpNJlhGBQOuJmBZ0+hYv1HrP72Osx4JNlpich+qBgVERERkV2GOm7gDNdLvBOeyIbYt8lOp1mi4epd/730swlUbPgkidmIyP6oGBURERGR3XSxn8hJrqf4JvKrg+p217R2IznmuhBHXLEdX0Yvln56NsGa9clOS0T2QcWoiIiIiOyhl20iEepZF/8y2ak0m8OdwY7Vb1A87De4UzsmOx0R2QcVoyIiIiKyB8OwcYTjVr6P/iXZqVhSPOw3bPz+96yZcmOyUxGRfVAxKiIiIiJ71ck+li3x2clOw5JAxWJcvvbEY6FkpyIi++BIdgIiIiIicmCqNUvwG+2TnUazVW76irK17zLkvHk4vTnJTkdE9kFXRkVERERkr1bHPqaz/cRkp9FswZo1pBcep0JU5ACnYlRERERE9mpj/Fs6205IdhrNltP1HKpLJlNXtjDZqYhII1SMioiIiMheeckkTG2y02g2pyebokG/pGT+o8lORUQa0fgzowbE7fueHHW3cDZNFHVZjw36rb8rq7F1sT+ugGE51le9/3n2Jei3Hhv2Jic2kfXsL7ce6whbj02ELZac2ESW15PAeUki+288gafcE9muEolN1naVSM6JqsuyHhtMtX6MTiu1fpxNRCLfsS2aQGwC+3+yJHO7tCqR487B6P9f3qxYb7azkB6OifuNTWRfSCTWX7H3ayudci9i6vf34S0NYXfs/cSkPs36MSeRfTB/jfUNK5F+M7ZZvw4VdVlfV3VZyTn/Dnut95vIukpU2JfIu32T9FtocZwwXRkVERERkb0qsh/D5ti0pPUfilWxre47ovFgs2PdnnakZQyivPTrVshMRFqCilERERER2as0owN15pak9f/G0g58smY0X647DdNs/tWizNzRVJXNbIXMRKQlqBgVERERkb1aG/2MDKPrfuczzTjBeCWV0dVsj8ylKraWiBlIuP+ji/6Gx5HL1rpJxMzmXx3NyB5JVcWshPMQkdZxmD0JISIiIiJNsTDyIvMiz3C+7/Ndn9XEN/FD5CnKYktpMMtpoJwGs5ygWYmzPgWvkY3Llk4oXkl9fBsuI5Vj/A/Sz3MlhtH8Z9m6Zl5E18yLMM04htH8aygZ2SOorphLPBbGZk9g0AIRaRUqRkVERERkNzEzwqTQL7nQO4ksWw8A1kQ/5aPgpfR3XMYA55V4jexd//MYWcR8zt3aME2THdEFfFZ7GevDn3FC6t/x2DIt5WOlEAVwujLxp/ehYscUcvLHWWpDRFqPbtMVERERkd1sjn1HhtGVPHt/ANZFv+Tj4GWc4/2A4z2P0MN5Fh0co8ix9yHF1g674dyjDcMwyHMO4qLMWfhthbxcMZDN4altvSjktT+d0i0ftHm/IrJ/KkZFREREZDduI42AuYOYGQHAa+QQN2NMC/2e+eF/UB3f2OQBhRyGhzGpjzE29a98VH0OixteaM3U91DQ6Uds3fhvqivmtGm/IrJ/KkZFREREZDf59qG0sw/mlcAxrI9+RTvbIK73r6O/8zI2xL7mpcBwnqov5J2GCcwM/ZGN0W+JmPWNttnFfSrnZX7LrMB9zK7/YxstCXh9Heg37K98P3U8a5Y+YGlUXhFpHXpmVERERET2cLbnTZZEX+XL0M2kG5043fNPejvPp7fzfEzTpNpcz5bYLLbEZjI5dBulDYvIdHSnwHk0nVwn0cE5Bpctdbc2sxy9OD9jCi9XDKSb+0yyHL3aZFnaFZ1FWtZQZn09mqy8Y8nMOapN+hWRxqkYFREREZE9GIaNfs5L6O24gCnhu3gpMJwLfZPIsHXCMAwyjM5k2DrTx3kBAAFPiB3R+WwOT2Fe4C98Ev0R+Y7hFLvG0d45kgx7N/y2Ivz2Arp7zmFN6IM2K0YBzHiYeDxESmqPNutTRBqnYlRERERE9sluOBnj/iOpRhH/CozZVZD+/xyGm/bOkbR3jmR4yq8Ix+vYHJnMxvA3zKi/h6rYGoLxMry2XMJmLedlTG7T5WgIbMLn74bLndOm/YrIvqkYFREREZH9Gub6CQD/CozhXO/H5Nj7NDq/y+ani/t0urhP3/VZ1AxSH9+G31a41xF4W1Nq+gBqqxcTjdTicKbuP0BEWp0GMBIRERGRJhnm+gnHuO/h1YZjWRT5Z7PjHYaHdHunNi9EAVzuLAo7XcrMr0dRV7OszfsXkT2pGBURERGRJuvvvJSLvJOYHvo9U0N3H1Sj0/Ye/Gc69biZWZOOp2zbl8lOR+Sw1+htulEXlHXc9wEmZ71hueO43XIonjrrscULrXccyLB+sA2mJnKgtr6efdUJdJuAQLr1WFvMemzYZz02kW0ykZwTiU1E1GU9Np7ADf6JrOfD7TuyRa3HOkItl0ez+/ZbP2Y5wtb7TWT7SGR/CPqtxyYikXWVSGyy9odk7f/JksjytkW/mfTjAvd3vF1zCvWRMsamPEHcbn3fT+Q78lU3p1+DHtlXkTWgO7NmXsigAesxDGvXZhzh5BzrEjpP8lo/Hy3tHLccG3VZ79dfYf3aWf7q5F13q8m1vsyeOuvbVrI0bz/8L10ZFREREZFmS7G14/y0SWyMfs2GyMF1lTEnazQuZxaBHQuSnYrIYU3FqIiIiIg0m2malMYWEDUbiJHApb4k8XqKCNdvSXYaIoc1FaMiIiIi0mQxM8KU+jt4tMLGGzXHkmHvRpwoUTOY7NSaJTWlNys+mkBNydRkpyJy2FIxKiIiIiJNVhFbwezggxjY6OW6gHRbJ+Y1PMFzpR3YGPoq2ek1SUOwhJLtb1Iw7DZScgcnOx2Rw5beMyoiIiIiTZbr6Mcvs/ccnGUDU/mociLdPBMYknILmY4ebZZTLB6iqvp7PO4CUnydG503HKlixryJdOlwPWlH3tZGGYrI3qgYFREREZGEFbpGcUnOYuYHnuDN8lG4jQw6uk+mr+8qcp0DWry/mvBaNtd+ytrtn1JWMRW73UMovIMzxlbidKTuNSYU3sG0uWeQnXEkPbvcwVasjxArIonTbboiIiIi0iJ89jyOSv09P87byimZr+OxZfNexcm8W3EKW8MzW6yfuvBG/r2yGwvLHqF97njGHj2P1JQ+9O76u70WovF4mBVrH+LL7/qRn3MSA3r9CcM4+F6fIXKo0ZVREREREWlRhmEjzzmYPOdghvlvY3nDy3xUOYEe3gs4KvUPOI0EXgwO+JztGZn/KKurXmXhil9gLotQmH8OPbrcutf55y29iUDDWo4dOZXUlLa7fVhEGqdiVERERERajcNw0893NV09ZzG5+qe8umMg49Kfo8g92nKbNsNJ/5yf0z/n51QUxjFNc59XOoOh7ZRsf4tTj92Ew5FiuU8RaXm6TVdEREREWp3XlsMpma8yKu1RPq26kKk1txE3Yy3S9r4K0dq65cyYdxadi65SISpyAFIxKiIiIiJtpqtnPBfnLmRL+Dtm1v2uVfvavO3fxONR+na/r1X7ERFrVIyKiIiISJvy2rI5I/NdlgZeYkPoy4TbM02TmrolRKI1u33eteNPcDkzmDFv4h7TRCT5VIyKiIiISJvz2fMYl/EsX1dfQyRWZ6mNUKyKZavv5YupvZg29zSmzB6Daf73HaguZyZHD/0En7eYb2eNoj6wrqXSF5EWoGJURERERJKik/skCl3HMrf0N5biJ226kNr6lYwY+Conj16Hw57Cl9/1YfaCi9lRMRkAm83JoN5P0qnoaibPGkUkUt2CSyAiiWh0NN2GNJPFx0f2Ob1ghfXBeAuWW6+DXQ2WQ/FY+8MbALaY9fdRBf3m/mfah6r21l/IHLdbzzljq/VYf4Xl0IOSrWXGX2i2qMt6bDxJY2k7QtZjk7WekyWR5Y3bWy6P5vIlcJ6XyPYR3Ps77pskkd+VRCTre0qk30RiHWHrsYfb/p+s7yiR9Wz1+x3jeZjnK3pxZOxnpNs7NSnGNOPManiAQHgDF2R9hG2rA7bCBWlTKY8sZltoOnN/uJI+/qsZnvEb4maUjVWlmJEAeStjeO07V5Kv2vq5TiLnhYF06+eFyfiOAOoyrZ+PJsJTZ31drR0atRxbtDSxEyVPnfXtI5Hzu0R+R8M+6+s6kNHIxPJ9T9KrXUREREQkaXy2XIqdx7M6/D5DvT9tUsxX9TeyI7aQc1K/wGb893TWMGzkuAaQ4xpAF98E3tw6ggLPaLYEp7AlNJWLC1fitee21qKISDOpGBURERGRNmeaJpui3zIjcC+bopMIxEvZGPmGDHsXcu2DyHcMJ8veE5ux+6XebdHvWRv5iMvTl+C2pRHcR/s+ex5D0m9jYe0TbAlOZUL+VHz2dq2/YCLSZCpGRURERKRNVcRW8EntJWyLzQGgs/MUurvOxmNkURVfy/rIZ8xs+D1hs5burgn0cV9CofMoAJaEXqK/+8e4bWn77ae77wK+rbiBVHsxmc4erbpMItJ8KkZFREREpM2sCr3L+3UTAMi1D2BsypMUOUftdd6q2BpWhN/kk7pLSLMVMzrlITZGvuFU/ytN6stjz6SdawTBeGWL5S8iLUfFqIiIiIi0iVkNf2Rq4HYATkz5B/3cV+xxG+7/yrB3ZaT3doZ5fsHS0Mu8U3MaDeYOamLraecY3KQ+J+ZPJ2rWt0j+ItKyVIyKiIiISJvo7jqLbHtvOjtPxm40fchQu+Gkv+dKch0DeaV6GO/XTeAUXqKv+9L9xtoMOy5j/7f0ikjb03tGRURERKRNZNl70s01vlmF6P/Kdwzl6ozVAHxadxnv104gHK9pyRRFpA2pGBURERGRg0aGvSs3ZVbSw3UOq8Lv8vdN6ZSHFyc7LRGxYL/F6KZ5D7Pkk7PaIBURERERkf3z2DIYn/omZ6W+D8C/tvanLlqS5KxEpLkaLUaj4Ro2zLqLUN2mtspHRERERKRJurnGc2nhOgBeLClKcjYi0lyNFqPxaAOetC7Ynf62ykdEREREpMnSHJ04N38W+e4jk52KiDTTfm7TNXB6cwkHtrVNNiIiIiIizdTOPYJz8qcnOw0RaaZGi9FIw3bi0QYyCo9vq3xERERERETkMLDfAYxi0QCdj3qoLXIRERERERGRw4SjsYmGCSd1/pjUpZl7nR5M4FHSjQNilmNtMcNybN5a67GeOuux8UbXdOMcYev9hn3W+426rcfarH+92KLWYxNZz4msq0RiExFINy3HJrJd+aothyb0HSWyTcbtB19sQvtRArEtEW9VIvuSI2w9NpHjTiLbZSI5J4sjZD02ke2qJs96rKfOemwiy5vI/p+03+AEYqPWXh2asES+36zN1t9yGEy1/hucrN+VRHRaYP0HPOy1vq4SOv9OYF25GqzHQmLH97RS68tc1d76uk6ktrO6vhrdA/3urqR6ullrWURERERERGQfGv0TR21wFTtqZ5CbqtHJREREREREDlbBaBk2w43Lnrrb53EzSn1kM+U166kPb6AutAGbzUVuypF4nfm4HVm4HJnYjJ2lYyweoiGynWBkGw2RbYRjlfjj7fA7i/E7i3Had15ijcYDlDXMbTSnRotRn6uQhZvvZWzvTxNZbhEREREREWlloVgVTlsKBg5iZhCHzUswWs688vtYUfUicTOM15FPprs34VgNdZENBKJb8TrakeLpRIqrI353R8KRCuZtvpNgtIxQtJxIrBqH3Y+BQTRej8eRh9eZj8eZj8ueQSi0nfrIJuoiG3HYPHjsudRHNpPp6dtovo0Wo/XhjcTNKOvLXqdTzgXNWhE19ctYvfEJuna4nnR//2bFioiIiIiIyP5FzAA7Yov4OHAptdUl2AwnMTOEaUbxOHKJmSG6pp7LeV2X4rHnUhNeTWVoKW57Bn5nR1KcRdgNV6PPjJpmnHCsGtOM4XZkYRi7P+35f8+MmqZJKFZOILqNNFdXHDYvzy7e95Oh+3kS2cBuczNn/U9J8/YkK2VwU9cJphlnbcnfWFvyN/p1e4BenW5tcqyIiIiIiIg0bm3kUz4NXIHTSOVI950UdbyMhug2nPZUHIaPuugmDAz8zuJdMRnunmS4ezarH8Ow4XbsfVDb3ecz8Dhy8DhymtRuowMYOWw+6kLrGFL8EN+t+lHTMv2PdH9fuhffAsCaTU81K1ZERERERET2ZJpxNka/5ZPAFXweuIbxKW9yTdoq+ruvwDAMfM72OG1+DMNGqrPjboXogabRYjRmhjm2x7t0zrmIYHQHq0ufb3LDqzc9zaqNfwIMjhzwZqJ5ioiIiIiIHNaWhF/lrzWd+DpwM9m2PlyWOo8OjlHJTsuyRm/TzfQNoEPWeABO6juFKSvPZWv1V4zo9ARuZ3ajDa/Z/DQA40b+QEbqgBZKV0RERERE5PCzNfo9kxp+zsSUj2nvGJ7sdHaJxcNsqPmMDTXvURVaTl1kI2DgtmeR5Wl87KAmv+k33dubU/rPwevM56OFgyip/GSv8wWCG/l+6dUEGjbgcubs8XCriIiIiIiINF0wXsUHgfM4wfv0AVWIAizcci9TSq4k2zuYEfkPMb7LDMZ3mc6xRc9T6B/XaGyjV0YbwlsxTRPDMHbObPPSOeciPM52zFp3AxkVg8nPPgWHI5VotIbawEo2bnuNLoXXceKRi5i+4Czi8VDLLamIiIiIiMhhxDRNPmu4mi6OU+npOifZ6eyhV7ub2VzxIQt3PExx2hl0TB1P+5Tj8Ls6kOMdypSSK/cZ22gxGo5V8sPG2xja8SFg54r4dPHI/85QYxAKl+F1F+JwpJLq68GowZ8SiVYzZ8nlVNctYvn6BxnZ71/YbPsZuFdERERERER2My/8FFXxtZzufyXZqeyV15nHhG7zqQotZ2PtB/xQei9VoQso9J9IcdoZjcY2eg9tiqsjy7Y+SiRWB+wcqveMgUvplvdjnPY02ueejs3mprpuId2Lf0rPTr8i3d+fWYsuomP7S0hL6UdJ6Tt8PXs4sxdfxltf2XnrKzumae7Wz/rNL/DRN/l7fC4iIiIiInK42hady7TgPZzp+zcOw5PsdPbJMAwyPb0ZmHsb47tO45weyylKPYl11W81GtdoMWoznLgcWeyonb7rs3RvT47o8lfG9v6CbeWfY5ox/L5uTJpzNKUV3wA2XM6dL0I9btgkUrxdCIa3sXHbKxiGndFDvtp12288HmXu4qv5YcmPMQz7rs9FREREREQOZ6Zp8mHgQsZ5nyTT3i3Z6TSLz9GOnplXcmLH9xqdr9F7Z202F8f1eIdvV57DsE6P0Sn7/F0DEuX4h3PSkUvZXPpvNmx9mWisjik/nMDwvi8xsv9rTJs/ntrAKo7o/2/Kq6eTkTqInIyjd2u/smYO23Z8Rm7WcXTpcENiSywiIiIiInKIqDE3EjZr6e06P9mptJpGi9GIxyQ6/Cj6dnyLhbN/wcKKR+ky5A9kFYzb+ULVajt5aReS1+1CQsHtrFn9J2zp7XDn9ePo42awcMENrPlhLNk5owi7osTjaaSm9sU0Y2zc+jL1NStwenOoC23E2b4PgbSm3aZbnRuzvMBhr91ybK+p1mN9Vdav+sbt1m9fDqRbj93c9+C7bdpXnZyr655a6/3arG/ORN3WYwMZ1r/fusbf7NSoRJY3bn0XTEgi/TrC1mMT2a5cDdb7hcSWOVnfcSLLHPZZj00WRwLjAyayXSbr+/VVWY9N1nHWFrUem8j3m4h4AkN8JLJdJbJtRF3WYxORyHeUVpqc85VgqvXYRHIOe62fcywea31H6jLX+gadtTmx7yjotx67dlgcgM3bZ+HfMoC1g+NNjk1kXRctsf4WFFvM2vpq0jeUkXcUw06bzo4Nb7N6zi+JRuvJ6ziBwsxTyMw6Crvdi9vTjj79/rgrxu1px/CRbxMKbqesbDLlOyaxfs2TRGN1OJ2ZuDy5pGYMoFP3n7Bi4R34/F1363Plot+SmtGf9h3OtbRgIiIiIiIiB6PyqhnMW/EThvb+e7JTaVVN/nOBYRjkdTqH3I4Tqa9awo4N77Ji2T3UVC8gPWMoObljyMkdS2bWkbs9++n2tKOw6HwKi3ZeXg7UrycQWE96wSgMw8aapfcTCVfwzfvtcXvycXlyiUaqqa1aSO/Bf275JRYREREREUki0zQJxsupiq6kMrqSquhKqqKrCMUrqa7cTkNoMyP6vUL7nFOSnWqrava1a8Mw8Gf2w5/ZD1/n3xGN1lFR/h1lOyaxcP61mGacjp2upqj4UlyuPe/l86V0wpfSiaix8xJyl963Y9hcrFx4B9FIFfW1ywFoVzSB4m56jlRERERERA5epmlSFV3JxtBXbA/P2ll8RlZiEifT0ZMMZw8yHT3o5p2Ix5ZNbZcsUn3dcTgSuNd3jxxiRKP1xGL1hELbaWjYRENw887/b9hMJFJJSp0Hty2dVGdHUh2dSXN0ItXZiRR7ITajdZ6ValIxunL2LXj9nejQ5+Y9G3D4yWt3MnntTqZ33weprJjGhnX/YM2qRxg28i0ys45stG3DsOHzd8EwHJw4sQ7DlqSHwkRERERERFrQorq/Mbv29xgYFLtPoNB9LP1SriXD0QOvLWevbxPZktb0Z0T/l2ma1AfWUV01l8qqOVRVfU9t7VKi0Rri8Qh2uw+HIwWXKw+vtwivpwivt4jc3HG4XFlkbogSipVTG93ApoYvqY2spza6nobYDvyOwp0FqrMzxd6TKPadgtOWkujq2X8xappxNi97Em9at70Wo//LMAyyso8hK/sYtm/7iDkzJ9Ch4+X06nMf8XgIw3Bgszn3iEtNH4DN5mLBrEvJ73AO+UVnW18iERERERGRJKqOrqU8spiNoS8JxLZydfvteO05Ld5PbWAVW0rfp7TyGypr5mLYnGRmDCMjYxjdu91KWtoAnM4MbDbPfl+jWVS29wGMYmaIuugmaiLrqYosZ0ntP5i042oKvWPp6p9I15RzsWFtJLH9FqNbV70IQPtulzer4Xb5p3Ps2IXMnX0ua1Y9RENgExvW/41Rx80mPWPIbvOmpHZjwBH/ZN60c0jxd2Pj6qeJRQMUd7uW9sUX7rWAFREREREROVDEzAgLwn9jYfg56mq2kucaRrqjCxfkzW2xQtQ041TWzGXLjvfZsuN9wpEKCnLH06Xwx2T1/gf2zIIW6ed/2Q036c5upDu70YFx9E+/iWCsgvWBD1la8yw/VD7A6KwnKfIc1+y2Gy1G6yqXsHzGdQAU9byu2Y273bkMGPwPpk8Zxegx89iw/m9MnTyC7j3upPOAu3YrMtsVnkl61nDWLLuf3oMfx+fvwtplD7Jt09sMOea9/VbyIiIiIiIiyRAxG3i17mh8Ri7He/5MTsaoFnvOMhYLUlY19T8F6Ac47H4Kcs9kaJ9/kJU2AsP47xXNMG3zakaPPYteqZfR038pawPv8nXZZeS7j+LozEfwOwqb3M5+r4ymZPZj0LiPcbjSLCXq93enXfvxLF1yKyedVsHkr3qzauX9rFq5s+gs7nb9rkKz79CnKNv21a7PstuNY/qXwyjb9gW57U+y1L+IiIiIiEhrME2Tkth0ZgbvI8PWhTN9b2IYBsEErqNFo3WUV89gR+UUyqqmUln7A+n+ARTkjmfUkC9IS+nVcguQIMMw6JoygU6uU5hbfT+vbx3IERl/oF9q0y5kNlqMOt1ZDD99VsK3yfbr/xizZ45nyaKfEwpt3/X5snk/pX3xebjcOy9bp2UOJi1z8K7pNpuDLr1uZe2yB8jJP1FXR0VEREREJOmiZpBl4X8xN/wEYbOWIe6bGOC6ynK9UhFZxvLAK2wKfU3Z1sVkpA4mN2MUvTrfSU76US06sm5LW177Ig7TS3vP0RR4jmVyxbX4HcV08p6639hGi1G3r32LPK9pd/gYfsT7zJp+Mu3yx7Oj9DPi8TAjxkzeVYjuS36H81i7/CE2rHoCt7c9WbmjgdyEcxIREREREWmu2vgW3qkfj8fIZLTnPjo7TtrtVtmmCsWrWRV4g6WBF6iNbqCn72KOTnsQs/9w7HZvK2Te8uJmjG92XLnr3x5bDqF4BRXhxYkXo7FoANM0W+SKpMORwoBBf2X61OMxbC6Ihynb9jlZuUfvMW88HqFyx1Tc3vb403oz8IhXWfL9dUTCVfjTetOlw+sJ5yMiIiIiItIc26Pzead+PIPc13KE+85m10mheDUbgp+xtuF91gc/oYNnLMNT76Kj5yRsxs7SbIvd2qtdksFm2LmhS5za4FomV1xPMF7BiRmv0t69Z423N40Wow21a5nz4XDyu15Cbscz8fo7JZRsalpf8tufQSRSw7at71Cx49s9it1wcAfTvzqSYGADAE5XJqNPXcERY6cSCVcx+aMudIwEsDt9CeUiIiIiIiLSVKsiH/B54GrGeZ+il+vcJsdVRdewruED1gU/Ynt4DoXuUXTynM7ojMfx2Q+NOz7TnV0Zn/c5i+ue4evyK7miaHOT4hotRv2Z/eg65D62r3udDYv+iDuliOzCk8hsfzzpeUcCzS8Ie/T6HV9/0ZmMnKMIh8qoLPuOrNxRrF7yB7Zu+jdde99JJFy2a/6UtN67/tvpysBmcxCPNagYFRERERGRNjEn+GfmhB5hYspHtHeM2O/8phlnffAT5tX9mYrIEjp7z2CQ/6d0cI/FaUtpg4zbnmEYdPaO5/vq+5scs9/RdLMKxpJVMJZ4PEp16QwqtnzB2h9+Q33VUjIzR5KTO5a8dqeQmtavSZepvb4ODBn+Ot6sXlRXzGHVot8wYswkaqsX4XLnsGLBrxgw8hWWz/85WbnH0n/EswCEgqWYZpR4LES4djNOT3aTF1JERERERMSKpeHXmBd+kotTZ5BmK97v/CXR6Xyy/SqcRgqDUn9Od++52A1XG2SafDvCP+C1Nf1qr2Ga+34XjS9/qNnrsul7nRYNVrE+/g2RpZMIL/gcDHANPAXXgJNwdj8Sw934lUtPeQDD4WHbw0eTcca92FIyKX/5GqJla3abL+8nn2LPKGDr7wcCYE9vT94LL+Hq3rPJC/m/CnICluIAOp7fw3Jsxjbrz91W5Vt/X9CG/lHLsYuOsb6uMsr2+3eOfapLj1mO7TXH+sPefaZYH6wrmsDxJa3U+rZhs76qCKZa364S6ddmfZPE1WB9XbkarPcbT+A1YYlsG4nE1mUn9p6xRJY5kXWdyLblq0rOiOvJWl6X9UN0Qv0msm2EE7ipKZyksTwS6dcRth6brH0wke0qEXHrpw0EExhkNLHt2fpxNpHtKpHfhkS2DU9tAuey7a0/A9nY97ts3QNUVM+ic+HVpKX0wufpuNvgq/mrmj+o0P/5v/23PLKEtyqOY0LWV+Q6BzYaUxvbzLz6x1je8ApHFD9Nx7SzLI29k8ixwxWw/j0lsk1X5Zs0hLby5ffDGNnnZdplHr9r2r8n2eeapjlsb3HN2vWr13xKPFKPv8MonCntcPc8Dffg0zAvephYyVLCCz4l8OEfiW5ajKN4IM4eR+Ho0Bd7+17Y23XFcLoBaJj8POWv3wkOF8QiGC4f7k4jaH/XPGLVW4nVlVM/8yXqpr9ArGYbroJ+uIqHEildhbOgP7b0DMsrSkREREREDn6RaBVbyz5ka9mHuz7zugtJS+lDiq8r7eu7k+HoQY5rIKmODs1uPxDbwUeVEzkm9eF9FqJ1sRK2hWexPPgqm0KT6OW9iB/lzCeW3s7ych0sgtEytjVMo7RhJiVbZ1JZO5dexbfvVojuT7OK0S3f/hrD7mbT5zeRUngE5rhzcfYfh82XgaOoL46ivvhO+yVmsI7I6llEVs0gNPttYltWECvbiD2nGFt6PrEd62h/+ywMj594sBZnThdg533GjowCHBkFuM95hKxzHgGgbvZrxKq3YLhTgTjbLz+Xds+/gSO/fXPSFxERERGRQ8SA7n+kf7cH2Vz6JivXP0J9cAMNoRIaQiVQ8SVr/2dev70D/VKvp6tvIpnO/d/tuDU8k08qz6OP7wr6+i7fY3p9bCuz6n7PyoY3yHeNpLP7DE5MfxGXLRWAGhK7Q+lAt7jiSeaW3U2eZwR53pH07ng7WakjcDkzmtVOs4pRf/GxuFKLyBl8HdWr3mfL9Fepe+mn2HKKcXYbgaPH0biHjsfw+HH1G4ur39hdsWYkRGz7GqIbF+LqOwaHfWchafc3fk9xpHQ1Fa9ei7v7sYTXz8aWkk102VdUPvx7ch99ulkLKyIiIiIihw7DMOjQ7jw6tDsPgP97BNEwDDJX1LCh4VPWBN5mTeBtZlbdycyqOwHIcQ6i0HMs/VNvJMPZfVd74Xgdi2ufYV7Nw4xLf5aunvG79WeacebVP8bsuvvo47ucy/JW4LXltNHSHhjW1rzF4orHOavTTNJd3QCoyrJWfDerGI3W7yCl/QjsrhSy+l5E/YSJmNEI0c2LiK6aRWj6vwi883vcR5yHs+fR2LKKsPmzMHwZGE43jqI+OIr67Gysbve29/U+08j2FQCEVn2Lq8tRNCx4H//5F+PuN8jSAouIiIiIyKHpf+sJty2DHikX0iPlQmJmiM3BSawNvMuyuhcpi8ynLDKfBbWPk+7oTqHnOMLxajYFv6TQfRznZ08nw9Ftt7brY1v5vOoyImYdF+bMId3Rpa0XLyElwSlURpbTI+XCXVdwmyocq2ZLYBIb6z5hXe07nNLhk12FaCKaVYyGazbiStv9fmvD4cTZaQjOTkPwnnA9kTVzCC/4jMBHj2BWbydeX4EZqMZw+zFSMnYWpymZBNxZ2FKysHkziNWW0rDoYwyHi8xz/4Sv36kAhDbMJfDD26SddDs1nz9IeO10bL5MGr79hro3XsHZpRvuAYMTXgkiIiIiInLoshtuOnpPpqP3ZMZk/41wvIYtoe9YUfcyqwKvU2AeQ2fvGRyd+Qipjg57DCK0JvgBX1dfwwDf9Yzw/xqbkcCoW63ANE3KgnMpq5lOurM7DjxURJbitmfhtmWwoOZxaqJryHL2Y2bVnfTxX0WPlIvJdjb+RpS4GWVNzevM2P4LcjyDKUg5nnO7LMbnyG+RvJu1Fj3ZPQmWL8Pf4Zh9zuPsOhxn1+G7fWbG45gN1Zj1lcTrKzHrKnGWVxEPVBCvr8SZ35u0cT8nVrWF8teup+qD30IsghkOEKvZRu41b5Fz9euUPXsB8UAldv/OYcRKf3I12b/5A75xp1hYdBERERERORy5bGl08p5KJ++pZFf3Z2PDF4z1P7/HfMF4BdNqf82G0OecnvkOBa6jkpDtvjVES1lV/Spzy+4hEq/ZbVpf/7WEQ1U0xHfQ0XsqA1Jvxm44qYmsY2Htk3yy40ziZoRi7yl08p5KjusYPI6dr8+sCq1kZfULrKz+J35nR07p8DG53r0OiJuQZhWjKQUjqN8ym5xBP25WJ4bNhpGSCSmZ/N8I2r66PYdaduZ0oeDO74lsX4Vhd+DI607tlL9R++3TZF7w1K75zEgE1+BhpF54OTt+fh1F3y3ArhF2RURERESkmUqC39Lbf8VunwViO5hb/whLAs/S3XsuP8qZh9uWnqQM9+3lVf+9Qtk17UI6OsYSMetYVPs0ZeEF9PZfTjv3SLKd/XZdzU1zduaYrEc52nyEquhKNjR8wqLap9hWfhkOw0vMDGE33HRPv5jTir8k091nn/2XBecxactlDHQ/Rl7mmGbn36xiNLXTWLZOvYdI3Tac/pa5NPv/MxxuXIX9/tvnqB8TmPcWDQveI+WIy4jXlRHaPJ3wsiVUP/kIaVfdgC3twNswRERERETkwFYamkt5ZBE9Ui7Y9VkkXs/bFWNo7zyKi3LnkWYvTmKGjbu6V5hAdBspjgIMw7brPaP9U29ibeBd1jd8zIKax6iLbSLHNZh27pEUucfQ0XvqzkGenD3JdPZkUNrPCXnj1EdLcNh8uG2Z+31Haiwe4p11QwEIhDZZyr9Zxag7owu5Q29k5WvH03n8K9Czr6VOm8OwO0kb81PKX78Js6EKW1o7sh95gtpXXyBeVUnGT2+19DJZERERERE5fJmmyfSqWxmR/jvshnvXZ5MqriXPOYyx6X874OsMm+HA7yzay+d2uqWcQ7eUcwAIxavYHprD9tAsZlbdxZzqezk5963d3r9qGMZubcXNGLWRdZQH55PjGUyaq+uuaTXhNczcfhsOI4WoWU+n/Est5d/sJ2/zj7oDd1Z31rx1Jh5+jefYK/YfZFHD4k+JN1RT/srO24L9R19F/ezXcGTlEJ4/l/ZvfHTAbyAiIiIiInLgmVvzAA2xMvr4rwJ2FqIzqu6gPLyIC7JnHFJ1htuWQbH3BIq9JzAs/U6mVd3KjMrbOTH31d3mC0bLWVXzMqurX6MitBivPY+66EYM7HRPv5gMV096ZlxFRWgR1ZGVpLm64rKlWc7L0jBQmb3OwdduMMv+fTz2wj44u420nMC+BBZ9RNmzF+76d8YZ9xBY/CnOgr7Ys3MwwyHsuXkt3q+IiIiIiBy6TDPO7Op7WFn/GhPaTcFmOIiZESaVX0NlZBlntfsaZ8yX7DRbjWHYGJH+O17Z0oPS0A/kuYcQMyMsqniSeWX3U5RyMsPz7iffexR2w8uyqr8BBnbDxbbAd7yxpiepzk5UhhbTOXUio/L/StBiLpbHJHZndsV/0cPUPX8DGffOwHC4rDa1h4bl31Dxr5tIPe5Gaic/RfbFfye4aiqxyk3EqkoI/jAbmz8VHM4W61NERERERA5twVgFX5ZdTNisZUK7KaQ42hOJB/is7Dww4zsLUVsKxJKdaety2VI5MuNB3i89gTRHJ6ojq8nzHcEZHSfvMWBRn8zrdv1317TzqQgtIc3VhVM7fIHXmQNAENNSHgm9IMc97EwCnzxKdM0cnD2PTqSpXYJrprPjmTN3/vfqaeT95FMMl4/6V67B5t+5sGZDA2YoRHTDOpyduzbWnIiIiIiICKWhH/is7By6eM/myMwHsRtOKsJL+aLsIrJdAzk++1nsxuFzsau3/zKKPGMIxLaR5uiKPTWr0flN02TylitJd/VgTMFLLXIbc8Jva3X1Po7wsm9bpBiNlq+n9C8nAZB14dOkjLwYwzAwo2HcnY8gHg7g7X867mEjsbcvJB4IJNyniIiIiIgcukzTZGndc8youoPjsp6mW8q5mKbJwtqnmF31O47MeIA+/qsPqWdEmyrVUUyqY+doweH9XN3cGphCeWgBEzvPa7F11WgxGkyPsezk6n1Ov+G4hawvzGfm71/hgivGNavjI4Prd/t3LBbnjlH3AXDrGzcy/Awn8MZ/p19zBXeMuo+i4mWsv/AEjsr28etp93FCRfOeG33nstOaNf//+tHdjf+1oDFmzPoX1qNrzf5n2odueVWWY09N2Wo51p7AvQ1/WzzYcuza0J7vr22qjO3WY+P2/c+z71jr/boaDr6Dpqc2Of1GE3iSIJHYYKq121YAwl7r/Ya91vsFsCVwe1LUZX27TCTvQLr1WE+d9Zw9tQnE1lkOTWi7TESy+k1kXSVyjE7W/m+LWu83Y6v1bTKRfT+h38IE+vVYD03o+3WEra9nR8h6v1F3crarRPqtyU3kt9B6bFV7KK2Zyg8b7yAWb+CE/t+S7u1FpRlj2uqLqQmt5sT+35Hm7UE1JvxPMZbI9gyJbVuJLLO/wvp2ub/vadmSD2jX6TzKeriA+G7TqvLjew8CmLTvSdbPgv+j8Jh+7Ji/hoayfRetTbF8+irWzd8IwEPnP8W5vh/vNt1ut9FnVA9mfzSfTZUNlNaFWLDZepEmIiIiIiKHriUlD/Hd6kvo0e46Tu0/h3RvLwA2V35ARf08Tuo7lTRvjyRnefDYtv1j8tud3qJtJlyMOn0e+lx2IjPufSWhdlzu/96fnZabyrVPXsILv3qduZ8sYNHkZdRW1LNtdSm2/1xF2ljRQOecQ3eUKxERERERsWbz2hdYWfo3Tu43nS65F2MYNkLRSmav+wmz1l3HiM5PY7cl6VaPg0wsFmTBguuw2z2kp1u/g3FvEn5mFODI313CS32vZtANZ5DVq9hSG91HdOHFLY/j8btZN38jd5/8CLkds/nkqa8BSMn0UV+58xnR3vl+7jqlJxMHF7RE+iIiIiIicogoLfmQVYt/y0m9JuFz7awXaoOr+XLpOIoyT+OMAYtxO7OTnOXBIRBYz5zvz8fn68QxR3+LYSR8LXM3LdKaLzeDYb86j+l3/zOhdlIyfNjsNl689Q2ikRibl+18ZvGnL17NQ9N/g9Pj5K4PfsbS347louFFLZG6iIiIiIgcIip3fMfi769lyDHv7LoFtza4lq+WnkD/wjsZ0fkpFaJNEI0GWLHy93w7ZQRFhRcybOjrOBypLd5Pi5W2fS49gQ1f/oAZb+Th1Sb44M+fs2LmGvqO7km7LrkMHNeHhtoQT1/3IkNO7s/AcX1bKGMRERERETkUxGNhNq19jnnTz2fAyH+SnjUcgJqGlXy1dBx9C26le7trkpzlwWHT5leZNKkvtbVLOXb0bLp2/VmrjTTcIrfpAqS0y8STkcLGb+aT068TKfnWRp4dfdGR5HfJIxyKkF2YyY4NZfzw+WJGnTeS0Rcd0VLpioiIiIjIQS4eC1Oy4WXWLnsQn78bQ455m4zsI4jHwiwp+QtLtz7CoOL76Z53dbJTPShEIjXMm3cZXk8H/P5ezJt/JZWVszEw8HqLyc4eRb9+f8Zub9qQ/7U75jY6vcWKUQB/US5vn3gbrlQf/a48mc6njiCrT0dSC3Oa3EZmfjojzxry3w+O6cGxPzqqJdMUEREREZGDmGmabN34OisW3o5hOPCn9mbo6A+pq1nC8vm/YsuG18jxDuGUfrPwezonO92DhtOZxskn7aBky+s0NGykW9dfkpV1NIbhoLJyBrPnTKBv3z/tt51YtIENc++hZPETjc7XosVo1/FHEtheyYTPHuCN0bfww+Pv4MvL4McbX8Pucu6/ARERERERkUbU1Sxj/oyLCAY2Eo3891WPM78+imDDVgo7XszI4yfRsbJXErM8eLlcmXTudP0en1dV/0B+/ngcjsbfaNJQvZolX0wkJasvvY9/laVfnbfPeVu0GB32i3Op31LOK0NvoP3IXox+6Md0PfMoFaIiIiIiIpKwsm1fsWDmj4iEKwCw2dyAQXrWcIo6X05OuxMwbPadM1cmL89D0fr1f2XY0NcbnSdYt5EFH59A8aDbKehzLRvnP9To/C1ajAJs/m4x456+mZ7nH9fSTYuIiIiIyGEmHo9SXTGH0pIPWLfiEQAcznT8aX3J7zCRgo4/wuXWCLmtLSvraMorppKZOWKv0wNVK1n82Rl0GHALBX2upbJkElsWP9lomy1ejPa+6Hhm3vcqDWXV9L54HO70lJbuQkREREREDlGmaRIIrKW09HNWrPo94dCOXdOcriyGHP02GTlHt9oIr7J33bvdxvQZJ9Kx+GqczvTdpsWjQZZ8fhZFA39JQe8fA1BXPg/D7mm0zRYvRgfdeCapxXmseGMy3z/yJhO//COZ3QpbuhsRERERETnImWaMTZtfYeHC64nHw3udp6DTJeQVnEF65hA8vmIVoUmSltaPosIL+OrrrnTt+gt6dL9j17TyjR9hc3hIyxtBqG4zrpRCOgy4BXdKEcu/uXifbbZ4MWpz2Fn51hRO/MctvH/27yhfskHFqIiIiIiIADtvu62smkVJyRusX//0rs9drhwMw05W1tG0yzuFvLyTsWXmJzFT+f/16/cnijtexfTp4+je7fZdfxhIyz8ap7cdKyZfQbihFLszjeLBt5Pf49K2LUYBVvxrEp1OHEbF0o3kDuzSGl2IiIiIiMhBJh6P8M2kfgQCawDweIoYPPh5crKPwzBse8wfxmzrFGU/0lL7YrO5qa9fjd/fHQC3rz0DTv0U2Hmbde2OOSz4aCx5Xc9vtK1Gi1GHPU5W5t4vlwMMC2/c47NYNAbAd7c8RUpGCse3D2HsZb4KVwLPkn69ynrsZdZDQ/V2y7G521zWO+5as/959mH6Mut/TdpWZP07Kkyvsxwbm5xlOfbEVxsfaroxGVv3PAA2VU2e9QOlv9xyKK4G67ep2GLW+01E3PpulDQe65sz/vJk3UqUWL/xBP5UGfRbjy3raH1fKu0ct95xAjx11td12o4EYkutxyaSs6/KciiuBuuxyeKptR4b9llfz4kcK+sSGMclkX6jCZzqRN3W9/1EjjmJLG/Qn5wiKZGcHfs+rd+vRJY36jIxTZOKsiksW/ALAoE1dOh0JT36/QG3OxeAnacle/aRyLlOIhLtN1nHu0T2h7C36d9xbuGprNvyHD0HPgBATc7uJ5ZmzhDMDyLU5jbeTsvfpmu3YbPbOP3nJ+NOceuebhERERGRw5RpxinZ8CoLvr9i12eFHS+h35Bn9nolVA4OXXvfwdRP+9JjwP37qPdM7O40Vr40utF2WrwYbahpwOlxMvrio0jLS9v1eV1lPb40Lza7NjoRERERkUNZPB5mU8mrzFv0412fDTniLXLzT8Ru9yYxM2kJTlcWGAZrlv6BLr1uBXa/ZG8YNvr+ZB0N2+az6uUx+2ynxYvRVbPXEqoPcUv/X5ORn05Gu3S2rNxKsC5EQY982nXLIx6Nk9apHWf/4XxcPndLpyAiIiIiIm0oHg+zdftHbN/xKXX1y6monAXsfHzimLHfk5YxMLkJSouyO3wcdcIcFsy8BJvdiz3ndOyedGzudGz2nffs2xweUoqOaLSdFi9G+43pzaOL7+cX/e7E5XHSvns7hpw2kPS8NL76x2RmvzN317xz35zJWX84n95j+5FZpBfVioiIiIgcbMrKv2X2vPNJ8/elfbszcbmyqK5ZQIfCS+jX+2Hifl0JPRSlpHanS+9bWbvsjwQ3PUssWE0sVIVhc+JrP5S0rifhSi9utI0WL0btDjvtu7WjsHcBpevL6DigA5sWb2YT0OPIbpx9x+kU9+vAvx/6lKn/+IaXrvobADe8+wsGnjG0pdMREREREZFWEg5XsGDJzWSkD8XpSGf5qnvx+3swbNArtG83fuc8GhH3kJVfNIH8ogls6xoFdo6kG4/UU7v2S+q3zKZh27xG41vl1S4Aw88cgsNpZ8Kvx+91+sXPXM0ZvzuH6q1VpGSlkFWc01qpiIiIiIhICzJNk8XLf8WadY8B4PUUkpszlv59/oTHrXeDHq4Mw8Du8pPR62wyep1NNFBG1fJ39jl/qxWjofoQKUWZjc6Tnp9Ben5Ga6UgIiIiIiKtYPGyX7Bm/V9IS+3PkIEvkJE2KNkpyQEmFqph8eMdGp2n1Ya2DdYF8aR4Wqt5ERERERFJgpKt77Bm/V8oyJ/I8aPmqRA9TM2fcTE7tn66z+l2dxq9rpnfaButWIyG8KaqGBUREREROVRsKvkXc+adB8CQAc8lORtJpm2b3mDu1PFsWvscpmkSbagk2lCx2zye7J6NttFqt+mamMTjelhZRERERORgZ5pxlq26m5Wr7wdg1JFTcDj8Sc5Kkqlj959QV72E1UvuJb7i90RqS8CwM+j2uia30WrFaHZRFhWbK/Y/o4iIiIiIHFAi0Rq2VX1FILiJuuB6dtRPp6r6ewzDwXFHzyY9bUCyU5Qk2rz2BbZteothoz/C4cpk3oqbAZNOZ7/WrHZarRjNKc6mZNmW1mpeRERERERawdaKL5i+7AIAYvEghmEjFm/AYU/lqBGfqhA9TJlmnHCwlC0b/8WGVU8wYsxXOF3ZLJhxEWaKjZ5XzcHhzWpWm61ajC74fFFrNS8iIiIiIi1sZclTzFvzc0xiOO1pgEmGbyDVweX07HYnWZlHJDtFaWPRSB0bVj/F+hV/BsPAn9qLEcd9RcWOqaxa/DsKii8k7ay7MWz2ZrfdaDE6wOfi+0FFjcxx5T6nXDgBmNDsfJrmrQsthyaS0ofDw5wxpzaBFkREREREkqsmsIJZK66gQ+65pLiL8boLCUXKWFnyF6rqFmASw2HzEzPDjOz5Iuu3v0I80ECXjtcnO3VpI2Y8RmX5dLZvfo+tm94gK/dYRh4/GX9aL8q3T2Le9POw270MPup1MrKPYJstaqmfVrsyeig6rZ2L9Eprq6yma4PlfuNlXsuxaf6I5djMlKDl2C9/aOyPGI07cqr1UZjTSg3LsWUd45ZjZ423/v1u7RS2HHvdTxp/l29rcVlfXCweqwCIJ3DEcoSsx9piyYlNpnjz/7i5S9RlPdbVYH0fdljflajJtb7/O8LWB6YP+q0vbyL7YSLrqi47Of0msi8lsk3W5FkfjDHsTc5AjoF06/3WZVmPjbqSs7z+ilZ7OUSjEtkmEznWxe3W13PcvrNfmzOF8tpZlNfO2jXNZnOTn3UyoWgZAB53ezrlX0YgsoXtVd+QmXkEdru1c9KsEuvfkS1mfV3lrbUeG0xwbKawL5H90Hq/ZcXWN8yyohiR2q2UTX+UqkX/xpnanrRe4+l4wue4c3pSGY+y6L2LCWyeRf64P5DWewJ1hkEdUWqyW6EYXdgQpnjhpn1Of7rLR/uc9swtr1PQNY8zbzx+r9N/8Bc3McU93TDnK8uxQ9y3WIrbOKDxF7aKiIiIiBwMfJ4izhsTIxDcxI7qqZRVfUdJ2YdsK/+cFE9n2mWdSG1gBWu3PkskUolh2OnZ7Y5kpy0WVWz+goVfnM5RF5bg8ubudZ5wsIxtXz5M5bwXyRj4I7pe9S2uzM67zbPl058TDZTR/YZ5hCvXsfXzXxAuW4Xdl0UsKwt7SjYYNmJ1ZcTrdhCrK9v5WSNa7cpoJBjB5XW2VvMiIiIiIpIAn6cD2eZI6hrW4nXlk+brhd/XjZIdb9O14Dp6FN2M39cdv6cLMb872elKM8Ui9Sz6agJVWyeBYcPpydltumma1JZ9T+naf7Nt9cuk9ZtIt+tm40zb8w5HMx6jav7LGE4vJR9eT92ar8gefh2pI08iGthByfs/BsA3/EJcRYOwdxqOLSWbeG0pgXlv7zPHVitG1y0p4cTLjm6t5kVERERExKLy6pms2PQopVXf0i5zLOFoJZV1P5CZOpiTRy7D7dz9XtEYybkNW6wz7G7M+M5H9lKzh1JXMR9/1iDqyudRuu5Ndqx7G8PmIK/zuQwdP4P63vu+c9Ww2elzRxnhijXUrZtE9ogb8BUOJx4L01Dy/f/M5yDtuBt2/TtWt6PRHFulGI3F4mxavo3iPgWt0byIiIiIiFhQVjWNBWtup7xmOgBeVwHbK76kIOdMjuv8DSke64/SSeswzTixeBCH3dfkmFBgC5uXPEl91TJyiseTXXwaCz8/nXi0Aae3HXmdJ9Jv7JukZA3AMHY+W1tP48+bGjYH7pyexCMN1K7+gu2T7qFh82xc2d1IO/kOgiu+wTfgDACiVVsof/VawpvmNdpmqxSj29buID03FV+q9YFoRERERESkZQQaNrFk+a1sKn0TgMzUYXTKv5TcjFGkp/TDMJIzEJTsX0npu8xcdB6pvp6EIxV0LLiUAd0fAnbealtdt4AtOz6ktn452a5rqNj8OVtW/IP8bhcz6JQv8Gf1B6Bd14uIRRtwuNJ3FaBNFY80ULXgFSp+eJ5YQwVpvcaTPfw6Uia+jN2bSU12lO0rJxNY+AHxcIDKd24lddS15F33Dptu2feITK1SjK5fuoXOfQtbo2kREREREWmiaCzA8tX3snL9IwBk+AcxoOuDtMsc1+yCRJIjM20IACP6vYzDkcakOUcRaNhAMFxKXcNq7DYPBbnjSff3Z9mUK8guOoWh42fiTe20Wzs2uxubvXnP/sZCNVTM+Rvls57CWzSc/LF/IKXLmL3+8SLrgicJLHif2m/+Qry2FFfHYRj2xscQapVidMOSEjr21S26IiIiIiLJUhdYwxdTewLg9/VgaI+nyMsYoyL0IJPi7Uxm6lBi8SCZvqEcO3Qy1XUL8Lja4/MUk+Ltsus7zTn2Vy3SZzRQRvmsp6j4/h/4u51Ap0s+xpPXt9EYZ7sepJ/4K9KOv5lNv8yjftbLeHvt/c0q/6d1rowuLmHUxKGt0bSIiIiIiDSB25XH8P4v0z5vPA5HCo6witCDUThSQX1wPW7nzteypPv7ku5vvDC0KlJTQtmMx6la8AppfSbQ5aopuLO6NKsNw+Gm+LFqzPj+33naKjeHr1+6hU66TVdEREREJGmcjlQ6FFyIw5GS7FQkIQbxeIjFq++kvHpmq/TQULOWko9uYvVfhwPQ7bo5FJ7+ZLML0f9l2Oz7nafFi9FgfYjyLVUUdMtr6aZFREREREQOKy5nJsePmEV59QxWb3wCgM3b32b+ilsIBDcn1HZ95RKWfnsZcz88GkdKLt1vWkj7kx7CmdY2FxZb/Dbdqh21pGWlYHfsvxIWERERERGR3ZlmfNcgQXWBNcxZfClZ6SMZ3OtJauqWMm/5jbhdeWSnj8SXf76l9hd/fQ7lGz/a9Vm7Mb9rsfybqsWL0ez26VTtqCMej2OzaYhoERERERGR/akKraQs+D1rq79m47Z/4bD78Hk60RDcRO/Od9G1w40YhsHCVbdiEqchtAW/r3uz+wkHyyhd86/dCtGuIx9pyUXZJR5uaHR6ixejxn8K0Fgkhs2tYlRERERERA5dkXg9Tlvzn8stbZhNOFZFnnckgeg23t9wDIUp4/DnDeK0Y9YDUN+wHqczg9T/KTpr65fj8xTTv9sDu177sj+xaAMbFz7Ehvn3YXP4SM0ZRk7HM8lofxztu1+O3ZlCGfsfcKhJfdVXEN40H0/3UZS/fHWj87Z4Mbp1TSm5RZk43Y2/U0ZERERERORg9kP1I0yv+hXXFTfgMDwAmKZJKFaJ255JQ3QHO4Jz8DkKyHYP3PUKli31k/i65ELSXN0oDy7AbnMzNOd39Mv6CRWF5q723a7cPfocM3xqs3Ksr1zCnHcH7/p312EPUNjneiuLu1+VH/yGumnPY/Om4+1zIg1LPmt0/kaLUY8rRs8OVfucXlxetsdngdIyvPa9T/tfw5evbnR6Y2J7eclqU23a7LUWOGDn/1VnRi2Fu2LWh9J2/JBqOXZjfsRy7Mk911uOTR8Wthy7piDTcmx+hvVnlbf0tP7XoB5XrbEcy5YMy6GuBuvrypbAH78C6dZjPXXWY8s6mvufaR8SWd60Uuv7byL9OqzvRtisHar+G59A3onE+qqsr+uipdb3/7DXemzUZX27TEQ8gaEZwj7rOSfSbyDder9Rl/V+q/LjlmP9FdbPORLZNhJ5BYctgXOOqMv6uspfbX3jcDVYzznsTdZ6thyaUM6QwDllAr8rORsS2Bfc1vt1hKzHBv3WY6Puxr+jusgmFlU9zoKqPwFQZiwnxz0QgKVVf2fKxusYWHwfy7Y8Spq3F8FIKX5PJ8b0+YyV255mddnfGdLtcTrmnLd7u5iUFVvfuKra7R5bv3kmq94ds+vfucN/gu/Yq6jaywZclWv95GFHrwbMkrWE5/wT16uzIRSk7ppjsf/4LmJ//e0+41r8PtqMTB9bNldhmsn5cRYREREREWlNH2w+nmg8yHHtngNg5o5bAQjHaphb8Qd6FvyMpSV/xGFLoaZhOaN7vU0gtJlpKy9iecmjFOecS3H2ua2Wn2nGqVzyOlXL3wXA5k6j8IRHKRz3UJNeuWKpz+2bdv6H14+RW4DrjUU4Jl7XaEyLF6PPPzOVcy4atusStIiIiIiIyKEibsYIx2sYmPVLdgTnAuCz57O69g1KGiaR6uxELBagU+6PGNL5YTJ8/Vha8jBHdn8Jr6uAcf0n07/DXa1aL22d/Fs2fHAFad1Pxe7NoePpz5I77IZW6w/A6DsCI7+Y+NQPd/7b5dlvTIsXo9/PWs/4iYP3P6OIiIiIiMhBZmnVM2S6epPq6Ei/jBs5sf1b+BztWVDxJ77aegF2XIBJSeXHfLfiAtzObLrkXUJ26jCGdn6UFHdxq+YXrtlM6cxHSe1yEqHylfg7HEV6jzNatc/43MmEz+wK9TUYXfo2Oa7FBzDavrWa9oUJPFAmIiIiIiJyAApEt/F9xb2ML5qEYRhkunuT5urKF1vPAQyOzn2MXM9QXIUDSN/ej0ishn4d7mzTHF1pRXQ862XSe5zJyheOpHDcw63aX2TrciJ/vQnnA29gDDqmWVd8W7QYrasNEouZpKbt/5KsiIiIiIjIwWRFzUt09p9Nlvu/V/9sOOiUchZ2w0Wf9Guw29zU2E16FtyUtDwze59DfckszFgEf8fjWqWPWE0pFS9dRWTrEhxX345t8Khmt9Gixei2rTXkt0/T86IiIiIiInJICcbKWVv7Dr3Sr9jtc8OwcXLhO0nKat+i9aW4M7u2Sm0WD1RS9tSZePqfQs71b1PWz9oIwC1ajFaU1ZGdk8AYyiIiIiIiIklQE11PfbQErz2PFFcXIvE6llX/g4hZj93wsKjycXqkXUyf9GuSnWqTeHL70rB9PqZptmhBGtm2nIqXrsLd81jSTvvNf9pusNRWixajgfowPn8CLwITERERERFpQ5F4PaF4Jf8s6bzrs34ZN7Gm9t8U+saR6uxIfXQzJxe+R55neBIzbR5XRmcwbIQqVuPJ7t4ibdZPf5HqD+8m7bTfknL0FQkXuS1ajNbXh0hJSeCttiIiIiIiIq0obsaoiCwmECul2HsCc6p/zw81f6TAPZotoSkALK56khPbv0mX1IlJztY6wzDwdzyWuo1TWqQYDa6cQvWHd5P7869w5nVrgQxbuhitC+NTMSoiIiIiIgegTQ1fM7Xyp9RE1xE1A3Tynk5JcBIAQ9Jv43jHc/js+di8KUnOtGX4Ox5LxcJ/ktrxOLZMugNXRmfyRv4Mp799k9uI11dQ/f5vCS77kqxL/tFihSi0+G26IXwpuk1XREREREQOLHOr/8ji2mcYlfUYRZ6xzKi8nRzXYCLxegan/YJO3lN3zRvFTGKmLSezz/nUrZ/Msn8MImfwj4lHgqz99wS6XzoZm2PvFxHNSIjAnH8RrSwBTOqnv4h30Fm0u3M2Nm/LvsKzxYpR0zRZsrCEXn2aXmWLiIiIiIi0thX1rzGj6nYuLyzB7ygA4NjspwDom3p1MlNrVTaHm+IzniNn2PX42g8DYN2bEymb+zR5I3++x/zRsvWUPTMBe3YnXJ2GQTRC9o//hbtT6zwr22LF6JwZ61i2eCv3PHRWSzUpIiIiIiKSsAzHzmcmyyMLdhWjhwvDMEgp+G8xWTD2AVa9PI6s/pfg8OXsNm9w6Re4ioeQddmzbZJbixWjf3/iW675ybF6ZlRERERERA4YwVglUyt/Rq+Uy+jgOSHZ6SSdJ7snmX3PY9Ur4/DlDyZUsQp/x+Oo2PAJ0a3LSDvj7jbLxTDNfd8PPaw4w/z+1tH7ji7MBGDVlhpG3PYJ258/F5fT3qSO/3TWmc1K9H+VGdYfKH7qtZGW4qovygBgyG0hS/HbOkUsxQGYNuv3rEed1mNTK5v2Xe7NloEBy7F9vkyzHNtuvfWcA+nW19WUs6otx474MtVybI+ZTsux3WbaLMeGvZZDCVpfXOLWv16CqQnsRwk8Cu+ptT7kedyevOdVXA3W83ZZe9VYUtmsvas7YYls04lsl4nE1mVb3y5rchPZD63HBv3WY9N2WD9WZpVY348cIeuxiWzPZR3jlmPTdljPOZFjZSLHd1vUcih12dZjE9kmczZYX1e+auuxiZwnOcLW+63Js95v2GtSH9zAt8vOpF36GIZ0fhTDaNo+nejvQl2W9bxXD7NeN5R2aFqsGY8TWT2DWOla7LmdCM3/hGBRBpz0I/CkYHh8zerX0bDv9RqekD3XNM1he41rVi/78NhHy6iqD3P932fx3I1HtUSTIiIiIiIilpVWT+G7FRfSu/AX9Cr4ecLvxDyUGDYbrh5HQ4+jAXD1HEWoyNpFt0QkXIx+9P1mnv5sBd3bp/Lrif1bIicRERERERHLNld/xncbL+eI7i9SkHlSstORfUi4GH3ik2W88YvRnHd0pxZIR0RERERExLpYPMSszT/hyO4v0T7zxGSnI42w/iAEUF4bZObKMk4bWthS+YiIiIiIiFi2bMeTpLt7qRA9CCR0ZfSD2ZsZN6A9KR7rg6iIiIiIiIi0hLLAXBZt/yOn9JiS7FSkCRK6MvrWjA2cc2THlspFRERERETEkg1V7/HV6tMYUfgoGZ5eyU5HmsByMbqjNsR3y0t1i66IiIiIiCTdom0PcEzHF+iafUmyU5EmslyM/u6TFVw+pitpvgReViYiIiIiIpKgmuBq6sIbKEg7IdmpSDNYema0IRzjtbklrHjq7JbOR0REREREpFmW7XiSbtmXYTMSflmItCFLV0YnryqjZ56fdhnels5HRERERESkWdZV/osumT9KdhrSTJaK0aHFGWyoaGDWyh0tnY+IiIiIiEizFGeczYaqt5KdhjSTpWI0L9XNX87px+VPTCccibV0TiIiIiIiIk3WJ+9nLC/7K3M2/5JZm35KKFqV7JSkCSwPYHTekALaZ3p5a8aGlsxHRERERESkWTI8vTiq+G8sKf0Ty3Y8QUXDD8lOSZogofeMTjiimMlLtu/x+XG/+ZzjfvN5Ik2LiIiIiIjsVyCyjQ+Xj2Dq+svonfsTzuy9kPapxyc7LWmCRoebqstK5bvzj93n9Pqf/JJMgC9X7X2GCf/cZ2yNeX5T8turBz4Zajm23wqP5ViAHR0iluIGTrbeb1kH67dC5623W45dPTRsOXb42+mWY2uy45Zjq3Otxy4fHrQcO+LLVMuxR73hthxbl21ajg0nMP5YPIGB6lwN1mMdIeuxvirDcqwtgacR4tZ3QaJu6zkn0m+iEllfrkBy+j0YJfIdJxLrqbO+XaaVJmebDmRYP1ZmbLWes8P6zyi2qPXYRI7R+ausX6cI+q2v50R+zxJZz46w9e83fx+nv00Rtx98x3d/RXJy3t95QzQeZOqmCyjyHs9Zxd9hN/7z2smGxM51AunWt0mAzb2t78T1adZ/0BL5Ley4xPoKy9287wPP7EbiEhr7uALISqQBERERERERC8KxGr4sORevoz3Dc+/DZiTxL7FiSUK36YYBfeUiIiIiItKWQrEqPtgwmjRnF44veFmF6EEqoSujPWj8squIiIiIiEhLM80oDpuP9bXvUhfZQI5nKN3TLybD3TPZqUkzJHRl9ETgU8D6U3oiIiIiIiLN43HkcGbHaZzd+Xt6Z15HnDAfbjiW5ZXPJjs1aYaErox2BbLZeXX0iBZJR0REREREZP8Mw8DvLMLvLKJT6nh6pF/GhxuOo8h/Mn5n0R7zm6a5K04ODAldGQX4CXApsCnxXERERERERCzJdPehT+YNTNt2067C8/8EIzv413QH/5ruYOaqK4nFrb9FQVqOpSujo/J+ucdnxXuZr9G/ORin8TvzYyvdi4iIiIiI7KGTfzw/lN1LKFbOzns4d3I5smiXPpbt1V+ztvQlaoNrObb3u7gcmclLVhK/MioiIiIiInIgiBPBYfiYtOUywtHKXZ/bDDtj+33BhUdFSPf1pbJuHt8tPz+JmQpYLEanlj7C1NJHMGHX/x4FbvzPfx/7n/+ZjfxPV0VFRERERKQl5XlHcmmPMkzibK74cI/phmHjmJ5vACbbqr8mGqtv+yRllxa7MvoJOwtQERERERGRllIf2cKmus/2eA50Xxw2Dx39Z7Cx7E2iscBu0+JmlJqG5Xhc7QEor9WLKpMpodF0/5cLeBs4o6UaFBERERGRw972hml8VXI+R+Q9Qo5nMPPLH2Jc4eu47Om7zWeaJtXhFaS5utI1/QI2ln/NB3O70S79ONK8vams/4HSmqmkeXsxoPhutlR+Sl1oLe0Yk6QlkxYrRt8BxgNPtFSDIiIiIiJy2LMZTgDmlT/wn4GJwG54dpunKrSCadtuoiTwNUfkPcqA7J8zqtdb1DasprRmClsrv8DlyKR7/vVEYrVsLHuTrVVf0C79uLZeHPkfLVaMeoCHgNOAbuxnJF0REREREZH9MM043265itOKv2LW9tsJxcoZmfcQdpsbgGg8wLyy+1la9TeG5PyaIv+J1EXWY5omZbWzWbjxN5RWT8XjzCPV2x2b4SbV24O8tFF0zruU9hknJXkJD28tVowCDAIygFogrSUbFhERERGRw04wVkacCB9vHAeA00ijIbqdBeUPUxFazNbAFPK8R3BO5/mkOAuZXXonSyqfZm3tW9gcXnoX3MLoXu/isPuSvCSyNy1ajAKczM5nR1WMioiIiIhIIgLRbfzvmKs+Z3sWVjxK17QLKUo5gb6ZN5LnHbFreqfUswnHa+iZfiXewsFJyFiao9FidIfdzzNpx+xz+oDvbtrjs75freSlP08h1jmLmicn7DP2qKo1zUhzd+eMybMcu3xWP8uxAF0Wui3F2WLW+3SErd/0vKVH1HJsbUbccmxpUYPl2JOfTbUcW5VvPefK3LDlWHvEs/+Z9sFTZzkUW8z6thFP4E9RFUVNG81ub3LWW8/ZYf0rIm63HpvI/psIl/XdSJopke0jEVFXArHWfo4Slsj+4KtqsTSa12+19eNOIt9R2Gs9NhGJHCuTdb6SyPEuWcd3T6312GQdcxIRyLAeu3qktRUdDlcwc/EtZPU8j/SCY6ndPp3CAT/F5vDh8rUjBpQBZUQAqN4yhWWfn4c3oycrtrxCp25/Irf3JXu0a8aj1G6dQVrhqH32XZdp/ZwSoC7D+saVscP6BpJRav0Ez7RbP7/z1Ft7SUuLXxmtrgtzwhEd+dtvTmjppkVERERE5CBkmjGCwW14PAWASX1gLbU1iwkE1hMMbcE0YzidGYBBTc0iqqvnEQptJ6/XxXQ5+s8YNjt53c/bZ/vT/u7HjEdw+doTjzYQC9dQvWnSHsVoPBZi6w9/ZtPM3zHgoh/wZfdt1eWWxrV4Mfrpd+u46JReLd2siIiIiIi0EtM0qWMbqUb7ZsfGzDCzAw9SFVtNtr03McLEzBAxM0yMEOXzaijd8SXxeAiIE49HcLlySEvrh8/XBY+nAMOwE4lUYppR2uefRa+e9+D3d6eyqGk59DrxdapLJuPL6ktKdn98mb0xfSm7zTPzif/eUuL05rFp5j30PO3fzV5eaTktWozW1IeZuXALz9+jUalERERERA4WNWzmiUgxp9ifYaj9uv3OHzdjbI9+z6bwNywP/otUezFd3eOpiq3BjhunkYLHloUdN2aWm+7db8fv70EoVIrN5vrPVdCmaNrtrtmdTie70+m7ffb/P6zW8/S3qdv+Aw0VS4mGqsjscjqSXC1ajE6Zu5nh/fJJS0ngAQsREREREWlT6UYHMunKp7Hr6WWbSIqRu9f5qqJrWBx8nqXBl3AbmXR0jWOU/490cp2MYez9ueHVHWNEItWsWPkHVqy4m3FjVzejGG05mZ1PJ7OzCtADSYsWo8FQlIxU6wO5iIiIiIhIchxh/wWfxm6gxty0WzEaMQMsbXiLxcHnKY8upbfnYiZkfEaOY/8Dg8bNGBs2PMeChdcC4PV2xOFIo7pmIWmp/YhGaygt/Ry73Ud+/hmttmxyYGrRYtTrcRAMWR+9VUREREREksNDJgAGO69wRs0Q02IPMCf+F9obRzLI+xO6us/Abuz9Lsi4GSViBgjEt1EX30pFdClzG/5M1Y5VAOTmjCMcqeDLrzpjs7mJRCp2xebmnqhi9DDUosVoXSDSks2JiIiIiEgbqWBn0Zhn9KfSXMub0bNIoyMn25/G5s1ka3QWJXVTyHUMxMDG1shMNka+oT6+lajZAJg4DB8+Wzv8tvZ4jByqYqv+07oNu8NPh3anUle/mpKSf+F259Ozx28oKroYhyNln3nJoatFi9Fn313ETRcMaskmRURERESklZlmnG9jvwVglfkxH0WvJt8YxCbzO4LxCmwBHzmOfqTaO7ApPAnDsJFl781437uk2jrgNHzYjN1Li8roatZUvIfN5sLrLaa+fhVVVd9T3OFSRo+aSUpK12QsqhxAWqwYnfrDZraU1nH6qC4t1aSIiIiIiLSBOfEnADCw8370YgAqzNUMtl3FOMcjBDKa1o5pmlTH11ERXcqG8Fek2zoTT0mhQ4dLyc4eRUb6EAzD3kpLIQebFilGq2pDnH7zewDY7baWaFJERERERNrAtvg8voj9DAAfORxj+w197Oftc0Td/184XsemyDesC33CuvCnxImSY+9LoWs0Z6S/Q/XR/fY50q4c3lqkGP3t09MAuOf6o1qiORERERERaWUhs4ZvYrezOP4axRwHxDnR8RgRAvjI2WP+mBmhMraS8uhiXEY6FbGlrAt9wtboLPIdI+jsPoWzfZ+Qbe+zW/FZYzTtXaFy+Em4GA2Gorw/eQ3z3riEjvmpLZGTiIiIiIi0oqgZ5PnISCpZQ5wIm5jK8fYHeDY6BIBBtqspMIYTpJId5lK2VSykMroCv72IHEc/gvFKMu09GOS7ifHOd3HZVAdI8yVcjL711UqG9WlHl8L0lshHRERERERa2fz485SznFSKAJNc+rI+/s2u6Q1mGVuYg4d0io3R9E+9iWxHH5yGRr2VlpNwMfrSh0v55aXDWiIXERERERFpA2XmMlz46WKcxHH232MacXzk4DDce50/4GzjBOWw0GgxapoG4fi+R7sqzUkn7nESbpdBaU7zrox+md6rWfP/r7c+7WQ5dszNayxG9gWg22xr9XvGVusPbZd1NC3HuhoshxL27v1g1BRxu/Wc89ZaHwSrYLn12E7zsy3HugLWv19PreXQhGIb2bX3K2e99eV1hK33mwibHleRRiSyfSSyLyXSryNkPTaYwN10Qb/143tNnvXYRNazI5ycgVMSOd4l8vvtCCXnGJ1Izol9v9Zj/eXWY5O174d91mP/95yyU+gGNpcsYFX4ExbHXiVuRhmQ8wuG5z+w19j1g6wnXV5gPbY223qsM2h9X0gvS2zE327fW6/eXQ3W867LiluOzSqxfh5d2tlavwkPfVvcIZM168oSbUZERERERNpIhrsXp3f5lot6lXBJ7zLO6DKV9TXvJjstOcwkXIyOGF7MjBnrWyAVERERERFpaw6bD5+jPeF4dbJTkcNMwsXoccd244cfNvP4X74lGrV+WVhERERERJJjS/0kcr0jk52GHGYSLkazs1N49+0r+WF+CZdc9gpbt9a0RF4iIiIiItJGVle9TPeMS5OdhhxmEi5GAfLyUnnh2Qs57rhunH3O8yxctKUlmhURERERkVYWi4cobZhFoX9cslORw0yLFKMANpvBtT8+ivt+fyrXXv9vlq/Y3lJNi4iIiIhIIxrMCsuxG2rfx23LxGVPa8GMRPavxYrR/zP2+B785tcnctXVr7NmrUbZFRERERFpTQsiz/N4XTaB+I5mx24PTOebTRdQH93cCpmJNM7aSzP349RT+hAMRrn8ytd47ZVL6VCU0RrdiIiIiIgcdkzTZHPsOxZHX2ZB5B8AFNvH4LPlNrutVZUvAdA+5biWTFGkSVqlGAWYcPYAyivque32D3n15YsxjOS8cFpERERE5FBRE9/E0/XFu302zPkzjnc/3Oy2TNNkc90XAHROm9gi+Yk0R6sVowBXXj6S999fzHffrWXUqK6t2ZWIiIiIyCEtZkZ2FaIXe7+j0H5UQhd8asKriMYDZHkG0Sn9nJZKU6TJWvyZ0f9lt9s468z+fP7F8tbsRkRERETkkBY1g7wZ31kwXuidRJHj6IQKUdM0mb3tDoKxHUTj9fgc7VoqVZEma9ViFOCEE3ry9aRVrd2NiIiIiMhBL27GqDP3fCvFLPNxVvL/2LvrMLuqq4/j33N93JKxTNzdPSFGlECAoIHiDqVAW6S0QIW+pVCkuHtwAiFoCCEQiBMl7m7jfu28f4Sm0OicazOZ3+d5+pTMPWuvdWbu3Lnrnn32nkoj2wCaOoaGnGd1wbNsKf0AgFNbzA55PBErIjpNF6BJ41SKiyup9vpxuyKeTkRERESkTvo0eAMLzMcBuN1WhstIOPhYIjkAtHacFlKOlflPUli9gvVFrwEmpzSfSZyj5gsfiYRDxK+Mer0B7HYbZtCMdCoRERERkTrJNE0Wmk9xtu09AP4RTKTaLDn4eJyRAUCxuSWkPDvLv6LEu4FRTT9iTNNPyUkYEtJ4IqE46qXKwhIXH3zR4oiPb+x58TETFM//BnvnrlycccUvvl65wfpV0uFvp1iObT16leVYgG/esvYCcFbvZpZzZm60fj+A32U5lPgi67G2gPWaHV7reUORvLd+rfhsC1iPdVWGrw6R2iBotx7rjbceW5UYQmyS9Q95Q/nbEMprR+ZG65+Be0qt5w3l70oo51vfeOOsx1YlWY8N5f1KrPznNWdD8Au2BWczN/gA/Wy/I5nGbOXAlNmT7Q/gtCcT/Ckmy+wBQVjsexKbK5FBSf/AMGr2O7Wpq48d62bRa9RMqlPaAbCZ43uSl6cEj33QEThD+B2sireeN7HIer9RkWw97wHW/7CE9Dq7yXreqkTrf1es1hzxK6PlPywmoXvXSKcREREREakz/GYVb/hHMzv4V/xUsjz4KmXsZF7wIQC+DPwOr1l+8PgkI4fzHB9jx8Wqylf5pOhcSgJbjytXwPSxouI5ls46i4TktiT81IiKxFrEm9HkQQMomTkL09Q0XRERERGpvyrMfJYHJ1Nm7uEt/2m0M86kh+1qzrC/gZ8KznF8yG+d+fzeWcydzuAv7hkFaGUbx5Dkf2PDQYItl8n7ujO96HK8wbKj5p1ZcgM/VrxIRs7JdB06JZKnKFIjEV9RKKFPL8xAkPJFi0ns1SPS6UREREREaqUC1jHFvAB8B/59g3MTCWTyjK8r4xzP0NI25phjdEm4msXlD9E5/mr6Jf2Zb0pu4a38/jR1jyLBlksrz0RSHM0OHp/v+5ENVVM4O30WO9u2jtCZiVgT8SujhmHQ4PyzyX/jnUinEhERERGptfKMfpxs3E8KzTjD/gapRjN2m0twGvHkGL0Imsd3412iPY+y4HY8tlRGpjxP38Q/kWDLoSiwjjf292Ju6V8A8JkVTCs8i0FJ95HubB/JUxOxJOLNKED6GadR+Onn0UglIiIiIlIrBc0AyTSil/06ZgRuBSDVaE6+uYZ/+/LYbs45rnGS7E3I9/0IHLjw0ybuHHom/o4RKU8xLOVxdnq/A+CbklvIcvakY/ylkTkhkRBFZeNPR2ZDTJ+fQHk59oSEYweIiIiIiJxggvh435wEAehtu5ECcx2LA88SoBqALOP4Fv3slnADHxSMpV3cBcTbM3/x2E7vt+S5h7Ci4nm2Vk9nUoPFYT8PkXCJSjNqGAbOhg3w78tXMyoiIiIi9ZLD8DDOeIJVTGGU/WGmBi5mRfB1AE63T8ZtHN8eN5nOHnSIu5TpxZdzatoH2Iz/buextOJxHMSR5mjLKWnv4rYlR+RcRMIhKtN0AdzNmrB/8luYwVD37BERERERqZ3yzXV8FLzyiI9XU0Ky0RjDMAjiJ4Vm5Bq9KWFbjfL0T/oLPrOc2aW3/uLrY1PfZHz6FCY1+IFMZ3dL5yASLVFrRps98gBl8xey6fqbCVZWRiutiIiIiEjUrDLfZbH53BEf91JGMo0BGG6/j2yjO0XmZirMfTXKYzdcjE97l01V05hVcjNlgR0AtI07l2bu0RiGYf0kRKIkas2os2EDWr/5CobTydqzLsC3Z0+0UouIiIiIRJxpmqw03z7qMfvNVaQazQH4JnA3q833sGGnr/3mGufz2NKZmPEVQdPHa/u6YpqmpbpFYiVqzSiAzeOm2SP3kzJ6JJvPOpOq1auimV5EREREJCIKzA08FMxlN0sYaNx+xOOqKSHeaADATnM+HWzn0dV2GZP9o9lv1vy9caK9Ed0SbgRMTHQ7nNQtUW1G4cBiRjk3Xkvmrbex9bJLqF63LtoliIiIiIiEzUZzBo8FW1HGbkYZDzHcuPeQYxYGn8JrltPQ6MQ+88C2LFc7V9DPdguVFFBm7uQpXwf+6U2m2iw57tzlgd28vK8t2a5+v1jISKQuiMpquoeTcuppEAyy9dKLyXv6GeI6dopVKSIiIiIiln0SvAaAkcYD9LPddPhjzGvJZw2ZdGKzOevg1z/0X0QH2zn0sd/EtuB3BKgmgO+4c+/1LQJgj28Bm6s+o5lnjPUTEYmyozajPVMdLJyQfpQjjvbYcfjtzQf+V1MvhZJ0cCjBIiIiIiIHFZtbKWA9eQygn3ELphnETzVOI+4XxyWSzTzzYS6zzWVG8Hb2BlcQbzSkhK0Mtt914KqmhQubzT2ncFOOyaqKV1la8ZiaUalTYnZltC76vKCKffs9lmK3drE+h7/FgqjPpgbA4bUeG9QsERGpQ2L1muUKYXF5V6X1lTId1aHktR4r0eGNO/YxR1J1fNtcHpYtYD02Md96bChCOV+/68D/b6j+HsrAa6/kS9c9/FD1CF6zlPOSvyXN3oY4Ix3DsDHa+yLvlY7lhWA/2sRP4h3v2ZyXs4SUXW1YkPwGbRMvPK68h/s+7/Mu5auS62ng7HzU17NQ3tslFFt/P+p3WV9Yqd08a++9IbTnZEmD0O6/rUixfs4lDa3ndnhD+NsQwvPDG2ftfI/ajK7abtL7d0f+i7Whs/W/Zqm9iw75WsED9xKsqKDBXYfOs/+57CeyLecNOK0/MdacVWQ5VkREREROPG4jFQfx7A0sZm/lYgxspNpaMqvi9+z0f08r5+mcnjyF5q4xnJX0Oe+WjmZtxWQAdlfPY3jGc0zdO4aqYAEdEi+n1L+F6mAhX+ZfzKgGk8ly9zlmDd8V34bPLCXL1TvSpysSVrXqymjK5dey/bSTMTwe0m++HcPpjHVJIiIiIiJH1Nw1hglJ77EvsIxGjoHYDTcflJ5OmX8ZAJt8n7K06hnauCbSzDWKK1I38l7ZONz2dLLd/bEbTk7N/IRFxf/HopL/oyKw++DYJse+iOINlrHft5QGjm4MTnkoYucpEgm1qhm1p6XT6L1P2TasD5Xffk2jD77AsGu+p4iIiIjUXs1dY2jOf+/VnJj0CW+XjGBA3D3kOPowu+KPzKr4HR4jnRbO8Qxv8AJzCu9gWemjdE++hSx3b8Zlvs+e6vkETR9OWzIf7z0N4xg3ke7zLuG9fUPwmiX4guUYhvUpmiKxEJubEY/CkZmFIzcP38b1FL/w9CGPm6ZJya7v2Tb/bxRsnIpp/ndOdXXpNqpKNkexWhERERGRA7b7ZvNAvsHy6hcYk/gSa73v8m7JGIL46Oq+hn5xdxJna8Dn+84liJcFRX+mIrD3YHyWuw85noGsK3+D0sBm7IbriLlMM8isol/TIu50ACY0/CTSpycSdrXqyuh/GImJuNq0x4g79A780rdeY9f0Z8loNZEdi/7J1rl/IrP9xRRt+5LibTMw7G7Smo4hLr0DQV85GDbKds/DGZ9JdpcbSGym1XRFREREJPyyHb1o7BjKD1WP8EPVI1ycsoxUe0t2+eeyzTeLhVUPYsfNhKzpzCm8g93mHMoDO4i3Z/5inB4pt+G0JfHBnhGckfU1Ga6Oh+T6pvgmTExWV7yCx5ZOrntQtE5TJGxqXTPq27wR39rVAHhX/UiwtARbUvJ/H9+6mezO15Dd+Tp2LXuMrXPuZMv3dwBg2D2YgSoKNn4IGz88ZOzS3fPpftWm6JyIiIiIiNQrDsPDuSkz2ej9hPdLT+Hl4i5cl7aXJs7hNHEOZ0DcPSyoeoCP905geMaz9Ey5gwbOboeM47al0Dr+HJaUPEicveEhj2+u+owtVZ/hMlIAmJS1LNKnJhIRta4ZNdwePAMG0/DvD1L0xMPsmDiWjLv/j/iBJwEQLCnG7k5jyRvd8aS2pOMZX5GU3Q/D9t859aZpEvRXEvSXYwb9uBJyDj4WOI4bwUVERERErGrhGsdlqWt4oagtTxRmcmXqJlLszTAMgz5xv8fhSeer/Ctx2uI5OePVw1753F41k+pgAa/saEa6syPDM56ngasLQdPP7KLf0sQ9hmXljzI87VkS7Y1icJYioat1zagjJ5ecZ18DoMHdf6fi6xnk33sXhQkJJJw8BntaBlVb1pOU05+gv4Lk3IGHjGEYBnZnPHZnfLTLFxEREREh3d6Gs5Om807pSJ4tas6k5DnkOvsB0CHpctonXsaq8peYsmcoZ2bNIt3V4RfxHRIvp3XCOfjNSl7d0QqHceD2tR/Ln8dlS2ZZ+aNkODvTKeGKqJ+bSLjUugWM/lf80BHkTf2S9N/dSfXqlRS//Cy7lj5GbtcbKd7+NdVl22NdooiIiIjIIZq6Tuac5BkATC7pz+rqtw4+ZhgG7RMuJsGeQ3lg5yGxhmHgsiWzovQpGntGkupsjTdYwrySe+id9Ed6Jt3OOQ3nROtURCKi1jejAIbDQVzfAWQ++AQEAriTmrD83cFkdbycNZ+cRXXptliXKCIiIiJyiCbO4UxKPtA0Tis7j28r7sQ0D9w2ts+7hIBZTZ5n+GFjFxb/H2vLJzMo/UEAFhXfR1PPaJrHncLAlP/DaUuIzkmIREidaEb/wzAMnC1b03rUKxh2F426/47UpmNZP+OKg7/UIiIiIiK1Sa6zHzene2nsGMa8yr8zbd94lpQ8zLziu2gcNwrDOPQt+a6q71hW8ghnZH1NsqMZpf6trCh7iv4p98bgDEQio041owD2Bg3xV+WT3mw8G2ZeTW633+CvLqRgw/uxLk1ERERE5LDshpMzkz+mmXMUWyo/YXbhzbiMJAak3nfIsQGzmun5FzE042kSHAcW4lxc8gAdE6/SYkVyQqlzzajhcGIGfLQc8QwOTwY/vNoWd2Jjdi5+CDPoj3V5IiIiIiKH5TTiOCv5c87M+pZOideyruJNFpfcf8hxGyqmkOxoTov4CQDke1ew37uEREdetEsWiag614y6O3clf8P72OxuWg57ks4TZ1G2dxFlexew+bvbYl2eiIiIiMhB1cFiHsg32O//8eDXcj2D6J16FxnOzqwse44S36ZfxKwse5aOiVdSFSjgk71n8NHesTR09aJN/KRoly8SUcbR7rVMatjT7HHG3IgktgWsxfm9xSx6oyOnNJ1BuvvAnkxV/nzWl7xOmrsjjRJGHDU+fbthLXGI/C7rsYn54atDRETCK2g/9jGRiHV4rcdKdITy8w3lfUMwhI37QskbX2Q91hvCbnwVKdZjQ/k9clUe33FB088/y5wAXBD3LY0dgwCoNktx4OaTqstoYh9KV9eBLVoKgxt4taI/1yVs483Kk8m0dWW4+184DPeB8UJ4Xu1ubX2NlZKGQcux8cXW339XJVqv2RtnOTRk+Y0sNjshsoeQ1haw/nOqSD7y82PhvzyLTNPsddicljPGiMOVQuf0m1me/+DBr3kcGXRKv/GYjaiIiIiISLhVmYVs9H/GzsB89gdWUhrccXBxTZvh4PqEA1sRvl45mDW+A+ucvFt5Kg+VpbDe/xFOI/HgWBv9n9LaMYHC4DpKglsZ6X70YCMqcqIJ4bOz2Gng6cGO8i9jXYaIiIiICFv8M5lSNfEXX/OQRnfXtbR1nEWWrRvXJ+zg8fJGTKmaSJ5vINsD33GG530SbFlk2bofjNsfXElDWxd+9L9OW8dEDCM2s/pEoqFONqMeRwPK/TsxTVO/oCIiIiISU22dZ3KNfQN7AkspNjexN7CMFf6XmeP9O3O8f8dFEq0dpzHE9X+Umtv5wfc4AJn2zqTZWv1iLJ9ZQbm5myXeZ7gkYVEsTkckaupkM5rqaofdcPH9nt8wIOvhw+7NJCIiIiISLam2FqTaWhz8d//gHazzfcDmwAw2B6bzo/91AK5N2Mwg190s9j3N6xUncU7c52TaOx+M6+a6iskVQ+jtvJlUW7Non4ZIVNXJLs5hi2N805nsr/qBWbsuJ2hqSxcRERERqT0ybG3p576N8+K/4PYkkx7O60kwsnmloi97gosZ6P4jg1x/Znr1r38Rl2cfwIXx3zHQfXeMKheJnjrZjAK47amMa/I5Ff5dfLnjXCr9+2JdkoiIiIjIYbVznAOYdHRcyLSqi/i++u/sCy6nLLjjkGNz7X1wGQnRL1IkyurkNN3/cNoSGJ33Id/uvpa3NrTBYYsn3d2FDE8XWiadS4O4HrEuUURERESEJo6TmOB5m0+qLqOZfRR7g0twkkB75/nMrLqVHHsf0mytSbE1w2OEsF+NSB1SZ6+M/ofd5mZo7gtc3KaACc2+p0PatdgND59uG0dR9ZpYlyciIiIiAhxoSM+N/4z1/g+pMotY6/+AguAaXEYSK/yvMq3qQh4vy2WZ76VYlyoSFXX6yujPGYZBkrMpSc6mNEs6DY+9Id/vuYlxTT6NdWkiIiIiIgCk2VpxQfxsSswt5Nh6k2DL+sXjOwJzmVb5K7o4L4lNgSJRVOevjB5J86Qzya9aHOsyRERERER+IdPemVaO8Yc0ogC5tj5UU0xhcEMMKhOJrhO2Gd1bOZd4R06syxAREREROW6GYaOFfSwLvA/FuhSRiDshm9H9VUuYvft6BmQ/EutSRERERESO2/7ASlb4X+EH3+P4zMpYlyMSUSdkM/r5ttMYkP0wOfEnxboUEREREZHjVmpuP/jfmwNfxrASkcg7IZtRf7CcRvEnx7oMEREREZEa2RtcShfn5QD84H0sxtWIRNZRV9ONLzboMc15xMddIcwcsAWsx7oqjv54fDCNxA37aWA0CGteERGRcHJ4Y12BHEvQHpu8obxfCeV5daz3WEcTyvcqlFhPWQixpdZjQ1GVdJTHKMVLOTn2vmwKfIHfFsBm/PcbVJZuWs4btFuPTSwwLMe6Kq3HhvLciC+2HluRYv17BVCeGrQc63NZz91ysctybCjPj9I0a3En5JXRJsZJbDA/j3UZIiIiIiI10tt9C2XB7XjNEgB2BubGuCKRyDkhm9EexlV8a/6NNebUWJciIiIiInJMK71vUBzcgseWypj458kPrgJgje/dGFcmEjknZDPa2OjP+baP+SR4Hd8F78M0Q7vMLiIiIiJi1UfBK9lrrjjsYz6zAtMMMq1iEk+XNOPdslNY7/uIJo7hACyqfpig6Y9muSJRc0I2owCNjD5cbpvLSvMdPjIvxzStz9sWEREREbFqsfkcC8xfLkZUHtzDSu8bPFScwP3FdhzEcUXSWjq7LmN/YDlb/V8dPHap95lolywSFSdsMwqQbORxie0bCswNTDdvjXU5IiIiIlJPLTKfpsLcD0DA9DGl/HR+9L5MI/sAkozGDIv7F2m2VrR1TWRcwkuMj58MgIM4pldeT7UZwmo8IrXUUVfTPRE4jXjOtU3hxeBAUoJN6M+NsS5JREREROqR7sYVLDVf4vFgW9oYp7KzdDGp9hacHv8ehmGjLLgLp5GIYfx31dkOrvPp4DqfXf75vFrWlxmVNzEu/sUYnoVI+J3wzShAnJHOJNunBxpS8ujAmbEuSURERETqCZMgjRlEmtGCpeZLxNGALKMHn1RcSkFwDQXBNQRNLx4jnfMSZ+Ix0lhY/RCl5g66uq6ikX0AK7wv0d99J05axvp0RMKmXjSjAKlGM861TeX14GiaM5w4UmNdkoiIiIjUAwOM37OJGZSyk5ON+3F40gnix8BGZ/tl5Nr7YsfFu+WnsNj7BCu8L9PWeRZB08/3VX9hR+B7AF4q7caVDWO0OapIBNSbZhQg1+hJVy7iZYZxLlNIo1msSxIRERGRE1wDox0NjHYH/13lPvxxJgG2+r+mh+sGBsX9mcLAet4sG0auvT/VZhH5wVUU+daR6mwdpcpFIuuEXsDocEbzLzpyLm9xBkG0wq6IiIiI1A4FgTU48JBqPzAVN9XWgkozn7MTP+Xy5JWMj5vMkqJ/xbhKkfCpd82ogcEgbsPAziKexkR7kIqIiIhI7JWYW9kbWEKWvQcAZeYunEY8LpIAiLc1YGXpM5T5d8SyTJGwqXfNKBxoSMfzFAt4gqfpyTo+jXVJIiIiIlLPnZ3wGRcnLaKhvRPVZglfVd5CU8dIDOPAW/YMe0cAinyrY1mmSNjUy2YUoBG9uIalDOUePuQyVjM11iWJiIiISB0XML2Um/sO+1i+uZYic8sRY5s7R5Nhb89O/zxeLu2O20hhTPxzBx9PNHIOjONdEd6iRWKk3jajADZstOM0zmcqU7mcFbxFkECsyxIRERGROmoni/hXMJNnA73YaM7AZ1YC4DXLeDzYlmeC3djlX3DE+OXVL/J++akM8dzHmPhncBkJBx8zf1rvxGHERfYkRKLEMM0j3zOZa/Qyr2ZhFMuJnS3M5nNuoYoizuINcukZ65JERETkJ36X9VhbjD5njlVeOX5Bu/XYqqQjPzav6j5mVd1+8N+JRiN8ZhktnKeQZMtjV+oWchqOJy2pJ4nxbTAMA4C1Wx5m/bZHGNz9M5IS2h4ybnHZj0yf24VOJ0+hQZNTalxzi0XWN9JweC2H4qi2HuuNDyFvCDVXpFiPBSjKtr5QavI+I4S81tfD+eKiYsuxrboWHfGxlS1bLjJNs9fhHqtXW7scTVMGcSXzWMwLTOMaruLIn1iJiIiIiBxJX89tdHffwAbfNFZ4X2KT/zNy7f1o4RxLrr0/O8zb2Ln3Q5avuwPDsJGS2AWfv5hq716G9ppFvKfJYcfdW/AVAClZ/aN5OiIRo2b0ZwwMEsjETXKsSxERERGROsxlJNDedS7tXedSbZaw3jeVld7XmR28i76dPiI5oT2maVJasYbS8lUYhoPsjNHYbIefBuD1FbJs3e8BcLrTo3kqIhGjZvR/mJhUUUwJO0imUazLEREREZE6zm0k09F1Ic0co3iptBtFpUtITmiPYRgkJ7QjOaHdYeN8/lIc9ni+nNeT4rLlALTq+2A0SxeJKDWj/6M141jHJzxBZ7LowkjuI4++sS5LREREROqARdWP0tDehSaOIYc89mXlr+noupAm2ecfMT4QrGb5ujtYv+0RAMYOXE92xlia515BVoPRVLdrEbHaRaKtXq+mezh2HJzKU/yWnfTgCl5nHMVsi3VZIiIiIlIHrPK+wZtlQ/mh+nF+vlBoZTCfjb5P6Ou+/SjRsLdgBuu3PUJqUg9G919FQlxzOrf+P1o1uYGk+NaRLl8kqtSMHoETD125kHRaUcjGWJcjIiIiInXApMRviDca8mXlDbxXfirb/d+xoOohni9tT3f3dcTZ0vH7yzDNwy+3nNNgHGedHODkvgtISmgT5epFokvN6FH4qGIvK8jlsCsRi4iIiIj8gs1wcGnSchrZB7LR/zGTywYxs+oWsu292BdYxpPFTZj6TSbT53Zjb8FMTDPIrv2fYprWtwIRqat0z+hRGBgY2AngBRKOebyIiIiISIIti/MTZ7EzMIe9gSXkB1aRZMujgb0TDWwdye/ThG8Xj2Hj9qf55oeTATh92IHFikTqEzWjR+HATRMGsZEv6cjZsS5HREREROoIm2EnzzGIPMegX3zdNE2+2fBHKiq3srdyBgCnDN6mRlTqJTWjxxBPBtWUxroMEREREallKoL7ibc1OOZxBYF1zK26l73BZZQHd+MIZFJWuQ6ACUMLcTq0x73UT2pGj8FPNU7iYl2GiIiIiNQyj5U0ZEL8u7R1TaQosJFPKy/HZ5bjNpIJmNX4qSZgVlNqbifJaERpcAcnxz3GtLJJAEwYWqBGVOo1NaPH4MCNj8pYlyEiIiIitdDsqrsoM3cyp+pv9HXfTq6jLz6zHLvhxs6B/7mNZLb6Z/JZ5RVMqzzQiJ4yeDtOR0qMqxeJLTWjx1DEFlYzhSYMogFaXltEREREDnAST66jH7v9CzgjYQqNHAOOeGyqvQVd3JdTGtzOju5xuJxpUaxUpHZSM3oM5/MhC3mKFzmJcTxGA9pSRTGV5FNJATacxJNBHv2JIzXW5YqIiIhIhAVNP0urX8RHBU0cw+jouvC4Y5Nsebic2sZFBNSMHlMcaQzmDrLoylweooQdeEglngziSCeIn1J2sZMFZNOdVowmlebEk0ExW/FRQSfOJ5HMWJ+KiIhITAXt1mNtgdjESu0XyvOqKqnmMfmBNUyruAB/fAKDe83Bntqb1dTsSVbQyPqTst1sp+XY+CLDcmzsmJYjvSEsUFyRYj1vqLwhLFezv7H151ZibrXl2MbpZUd8bOVR4tSMHqc2jKMN4474uI9KNvM1G5nBXlZQwX6SycPE5GvuoRVj6cdN5NEnilWLiIiISDgETT8/VD/GnOp7GeT5C57+V2IYdbG5E6k91IyGiZM4WjOW1ow95LFKClnCy7zNRBozgBH8H+m0iEGVIiIiIlJTfrOKD8rPxEclkxK/IcPentWGLrmLhMoW6wLqgzjS6M9N3MAaMunECwwkgD/WZYmIiIjIMZimyReV1+Iw4jg3YToZ9vaxLknkhKFmNIpcxDOEP5FCE77nfjWkIiIiIrVUtVnC66UDWeJ9kj3+HxgX/zI2Q5MKRcJJzWgNmJhsZx6VFB728e3MZzlvUMKOX8T8rwm8yAam829a8THXs4aPqObIN/2KiIiISHQVBzexI/A90yuvZ2z8C7iMxFiXJHLC0cc7NTCFi1jGawCcw3vsYB5eynCRSD9uZgoXkc8a4sjAQyqVFFBFIafwJL255uA4mXTg4p8WOlrPZ8zlYd5jErn0Jpk8fJTjpYwgATLpyAB+Twp5sTptERERkXqnPLj74H9n2XvEsBKRE5ea0RoYwt005SSqKOY77mMH8xnLv9nETP5FDucyhfeYRCLZ7ONHALLpRgPaHjKWgUEWncmiMwP5PdWUsZmvqaQAFwm4OPDp22o+5F3O5RJmYdePS0RERCQqdvi/ByDL3lOr5opEiLqbGsigFRm0AqA31/EqI/mOf1JJIaN5iPaczu/YRQHrSac1HpKPe2w3ibRl/CFfb8FIXmM03/J3hnJX2M5FREREpL4qMDew0nybDWVfscP/HQG82LBjw4GBA5vhIGj66em+iS6uy2NdrsgJS82oRS7iuZRvKWQjiWTj/ulKpocUcukZtjw2bJzKszxOB4bwJwz0yZyIiIiIFVVmEd+Yf2Wp+TKdjUn0dN/IhPh3cBmJBPETJICJn6Dpx2a4cBtJsS5Z5ISmZjQENmwHr5RGkp9KPKRQwnbm8SgGNrLpRltOw0V8xPOLiIiI1GVB088i82m+Mf9CW2MC19p+JNHIosr532NsP39brM/+RaJCq+nWAXGkk0tvHqcD+1iJm2SW8BKP0Y4dLIh1eSIiIiK1Vrm5j1eCw1llvseFtumMtz1DopEV67JEBF0ZrRMSyWISUwngx4b9p6m6f2AVU3idUxjCn+jJ1ThwxbpUERERkVqjyizmleAw2hinMty4F8PQdRiR2kS/kXWIHccv7hltzxlcyizW8QmP0poFPEWQQAwrFBEREakdAqaPd4Jn0cwYxnDj72pERWoh/VbWYiXsYAuzCRI84jENac+FfMrZvM1yJvMqoyhjTxSrFBEREaldTNPkE/NaHLgZbTykrVlEailN063FvucB5vIwAMP4K/25GRcJhz02j75cwky+5s88TQ/O5HWaMzR6xYqIiByDTZN3JAIqUv/73wHTR0lwC2u977Kj+gfOS/mGKuPIb3d3tjvyB/7HsuTkSsuxvT6Jsxzr8FoODSnWa71k/G7TcmxBI+uxJQ2t/3zL0q3HAnjKYnPNz1Vl/YOXsp1uy7HbGiZailMzWosN4g7suJnPo+xmCS8zgsuYjf0IPzYbdobzF5owiPc4nz78mkHcjk0XwEVERKQemFp6Fht8U3EZyVyashKXYe0NsohEh7qUCNvGHBbyNLtZVuPYRDIZzl9JpxWreJ8dzGMtHx0zrhWjuIqFrOdT3mQCAXxWShcRERGpM0zTZINvKgBNnSNJsjeKcUUicixqRiNsEc8yjWt4iq4UsLHG8XacXM1i7ibAHZTQjtOPKy6ZRlzMV5gE+ZLba5xXREREpC4xDINcR38AOrgvjHE1InI8NE03wkbzIA1oSxl7cBJvaYz/TLN1k1SjODtOzuAVnqYnTRhEe86wlF9ERESkLsh29CbF1pzWrtNjXYqIHAc1oxEWRyqDuC1m+ePJ4GzeYjKnkkd/ksiOWS0iIiIikVAW3MmM8hvID6zm7KQvYl2OiBwnTdOtxRbwFEt4JeRx8uhLa8axgjfDUJWIiIhI7JWymzk8zJSSCbxc1IUMewcuSvmBJHterEsTkeOkK6O12Lf8nRK2kU4rmjAgpLE6cz4zuYv+3BSe4kRERERi6H0uII4M2rsvYETCYyTbG8e6JBGpIV0ZrcWuZD4ALzCQ9YQ25aQ5I9jDMrxUhKM0ERERkZhZw0fsZBGn8xLt3OeoERWpo9SM1mJJZHMqzwDwGqNZyqshjWdgJ4g/HKWJiIiIRM0OFrCDBRSymQ+5gk+5kUlMw2VxcUgRqR00TbeW68EVJJLDRr4km+6Wx/FSBpi40ObPIiIiUrd8zT1sZTZg0I1LuIaleEiOdVkiEiI1o7WcgUFbxtOW8SGNE0cq8TTgW/5Ody4jmdwwVSgiIiISWRm0IZFsJvB8rEsRkTBSM1qPdOJ8tvEdK3mXa1kS63JEREREDsuPFx8V7GQBC3iCvazgUr6JdVkiEmZqRuuRkfyDKkp4kEaxLkVERESESoooZy/J5OEiHhOTxbzIF/yWIH4y6URHzmEib+DEE+tyRSTM1IzWM26ScOChkM2k0SzW5YiIiEg9tYMFPEsf4MAii2k0xySIk3guYzaZdIxxhSISaWpG6xkDg/ZM5EfeZhC3xrocEZF6LWiPdQU1ZwvEuoKaC+X7XBfPN1aO9/v8SKAZZ9heJ5tunMXbLAw+ieFJYkDK/xEwq2jo7I5hGBQcZ96CvKDlmrd3sP4DtgUMy7ElDU3LsWXpsXlSeuOs11yQY73m0jTrsUmFsXuRLU+2/v3a39h6bEWS9d8Hf5z12IbJVZbitLVLPdSJ81jBG5hYf6KLiIiIWFHMFl4KDuIfwUQKzU1MsL3EzupvSXe0J9PVA8Ow3uSJSOSZ+3YQHNsQc8pTIY+lZrQeaspgAviYw4OxLkVERETqmR7GVQA0YxjzzId4JTiMTglXqgkVqeVMbzXBl+7FvKjbgS/0GxPymJqmWw/ZsDOJabzGGErZxUj+iU2fS4iIiEgUDDP+xmZzJs2MYXTmAlKN5qSlDo91WSJyLPt3wFsPQ2Iqxl0vY+Q0C3lINaP1VBrNuJzveZlhrOJ9OnJWrEsSERGResCGAzfJOIiju+1yAIpiW5KIHAcjtwXGp/vCOqYuh9Vj8aTTm+tZybuxLkVEREROcKZp8lHwCh4O5tHEOIn+xm9jXZKIxJiujNZz7Tid6dyKj0qcxMW6HBERETlBVVPMEvMlbrMV4zISYl2OiNQCujJazyWSSQtGMJnxFLAh1uWIiIjICcg0gywwn6AZQ9WIishBakaFs3iLVozlWfryHQ8QwB/xnG8xkVV8oO1lRERETmD7zFV8HryJJ4IdWGm+zTjbk7EuSURqEU3TFew4GMjvaM8ZfMCllLKTMRHe9mUXi1nF+2TTjZH8k5aMjGg+ERERib515jTmmY9wkW0mTRmi7VtE5Bd0ZVQOCuCjIe2ppCDiuX7NWtpwKvms5VXG8CTd+IybyWd9xHOLiIhI5FWbJbhIBCCTTmpEReQQakbloA+5jEU8Qw+uiHguOw4GcwcukoAgiWThJIHn6MdX3IWPqojXICIiIpHzQfAiVpsfcK7tA+KNBrEuR0RqITWjctCv+AI7bpoyKCr5cumNl1LO40PO4FVG8DeuZSl7WcFTdGUTMw+JKWU3s/grO/lB95uKiIjUYkEC5Bn9aWtMiHUpIlJLqRmVg1wkEMRPFcVRyfcjb5NJZ9pyKolkApBMI87jfUbyT6ZwMVO4hP2sPRjzGTexjTm8xZk8RTcW8kxUFlwSERGR4zc/+BjrmEZD2se6FBGpxbSAkRxkYNCDy5nCRZzNOzhwRTTfMl5lIL/H4NB7SNoxgeYMZzb/4EUGk0gOXsrwUsoNrMZNCpv5mln8haW8wrm8f7ChFRERkdgqYjOAZjGJyFEZpnnkF4lco5d5NQujWI7Emp9q3uU8fFRwDu/h/mnhgUh4km5M4AVy6XHMmnazBDcppNMK+88+QwkS5COuwkUCY3kkYrWKSO3nj+znZ0cUtFuPdXitx9oC1mNFImF/0//+91f5V1Dq38apmZ9gM479S1KRar1p3ds8aDl2d0vrs6s2nm19wcd+HfZYjnUa1s83w1NpOTYUG4rSLMdu3JlkObZyYYrl2KTCEF7cAZ87hOd0I+t/HNp2K7Qce0mzpZZjc7xFR3xskufyRaZp9jrcY5qmK7/gwM3ZvEMyjXmFEVRRErFc5ewl4TiuZjpwk0dfGtLuF40ogA0bLTiZAtYTRO/MREREYml39Ty+3H8p2yq/ZFzDKcfViIpI/aVmVA5hx8FpPEsWXfiQSyMyxSZIkAr2HVczeixNGEgZe3iIpnzKTfzA82zhW8rYq+lBIiIiUbSnei6ry1+if9r/4bTFx7ocEanl1IzKYRkYjOMxStjBbP4R9vErKcBFUljuS02hMVezkF/xOYlks4Vvmc5tPE57HqUtX3EXu1gSetEiIiJyRAGzmk5J19Ex8So2VXwY63JEpA7QAkZyRA7cnMO7PEFHenAlCYRvj7DjnaJbE5l0JJOOB/9tYrKduazmQ15jDBN5nRaMCGtOEREROWBm/tWsLn+ZBHsjzs6eF+tyRKQO0JVROaoU8mjMQLYyO6zjJpFDBfsoYktYx/05A4PG9KcfvyGbbuxnTcRyiYiI1HdF/nWclPYoZ2fPJ9HRKNbliEgdoGZUjslNEj4qwjpmHGn04dd8wg0Rv6/zC37PBj6nMQMimkdERKQ+8waLyXb3J9GRG+tSRKSOUDMqx5RGSzbwRdhXqx3MHyhhO0t4Kazj/q+mDKYrF5NDt4jmERERqa9K2UWpfwtbKj+NdSkiUoeoGZVj6suNFLOVlxgW1mm1DlyM5H4W8lTYxjycFJpSwvaI5hAREanPlvIqPrOMJaUPxboUEalD1IzKMSWRzUVMpw3jeYbeLOfNsI3djCHks5ZSdodtzP+Vz1oyaBOx8UVEROq79Ry4Itol6YYYVyIidYmaUTkuNuwM4lYu5DM+4XoK2RyWce04acko1vFJWMY7nDJ2E0d6xMYXERGp7xLIAiDD2SnGlYhIXaJmVGoklx60YgybmBHGMXuzl+VhG+9/teEUVvFexBdKEhGR6NvDcpYxOdZl1HtNGIjblkZDV89YlyIidYiaUamxNFpQys6wjZdKMwrZFLbx/ldjBhAkwDq0qIKIyInmAy7lfS5gMS/GupR6rRuXYMNJEH+sSxGROkTNqNSYi0SqKQ3beHn0ZSvfUkVx2Mb8OQODU3maqVxOSRibaBERia3dLKOcPVzJAmZyF0GCxxVXzj52sYRtzOVTbgr7avH1kZskmsSNYlfVt7EuRUTqEEesC5C6J42WbOW7sI2XQmNaMoolvEw/bgzbuD/XnGH05jre50IuZgYGRkTyiIhI9KzjY9pzJo3oRTl7CeDFhueYcR9xFZuYSYBqAnhpwQjacuohx+Wznh95CxdJGNiooogmDKQJg7HrLdQhGrp6sM+3ONZliEgdoldSqbE8+vEx11JNKW6SwjJmGi2ojtCV0f8YzB9YzQcs4zW68quI5hKRusXvth4btFuPdXitx55o/FSzmVl4KaUxA0gi5xePH+77vCkwk1626wgaYAs42GabSzNj6FHz7DVXsCX4LefaPmCd+TFrzY+w2TwEDTDNIOXsZQ/LWWq+xEbzC1oyit0spZCN+KkEIIlcbmH7CfnBZlUIf9arundh67K3WTug5lN1qxKtr+tQlGn9yva21tZ/CQMb4izH/rCkpeVYv9P696og1/r5pmdYj62osP5C6XRYP19fy0rLsf6tx/5g62jMFtZz3zjA+loqf/p+quXYktJ4y7G9/dYuKKkZlRpLIY82jOchmtCRcxjFv3CTGNKYVRTTgOwwVXh4NuycwhO8yem04VTiSI1oPhGRE1mQIF9yO9uZSwpNyKMvPbgCJ8d+g76V7zEJYmBjB/PZxndsYDqZdCKOdKZyBc0YSi69qKaUakqoDpZSbZZgYJBoHPh7sYP5nMXbAIwznuD94PmMtT1Oe+PMAzWafqabtzLPfIjrbWtwk8JrwVFUUcgrwWEH65kZvJOPuJwyduMhlXRa0844nVNsTzElOIl9/AhAPA1IowVVFP1UfwifRJyAktK6Ula0HDMYwLDpeyMix6ZmVCw5nRcp5e98ym+Yzu8Zz5MhjVdFEW5SwlTdkeXRlzacyiz+zBi0MbeIiBVBAnzIZRSxmaHcQxGbWcm7rORdzuV94sk4Yuws/sYiniGRbEwCNPrpdXkcj5NIJgDVlLKcyRSxGQ+ppNAYF8m4bEmYBCkzd+GjknHGkzg58El+Z+NCKinky+CttLefSbVZwgfBi1nDBwC8FhxJJYX0MK5ikfkkjehLE+Mk0mlFqtGMJBqRRC4O45eXySfxEUVsZSvfsoVv2MwsfFQyk7voykU0oO3BY71UsJaPcJJAW8aH+bte+zldqbjcmVSUrSMhuV2syxGROkDNqFiWRA5DuZu3OSvksaopCduU32MZyj08QSeGcy8urE9HEBGprxbwJAWs51dMP/g62o1LmM6tPEwzcuhJK8bQijFk0xUDgwoK+I77WMNUrmTeIdNwf85NEtO4BjiwTsFFTCfF1hyAVwMn/2J7sUXmYLbyy0Vz/i+QgEmQdsaZ3GCsY6M5nVyjD9l0xWY4GMUDNTrfVJqQygV04QIAdrOUpbzCiwwhlWZ04xLacTrP0psStpNO63rZjAKkNOhLwZ6v1YyKyHFRMyohSaEJxWzFxAzp3pk0mrOf1WGs7MiSySWPfqzifbpyYVRyioicKMrZxyz+wiXM/MUHejZsjOYBhvFnNjOLWfyZGdwBQEtGs525tGYcFzOTJLIpYgtr+Ii+3HDYPNezkhncyRqmUshGUjjQjA603UEzczgeUkgyGtHI7MdK3ibJyCGJRiSQRQKZuEjEMA78XUo3WoX1e5BNV7L5FydzHxv4gvk8xmfcRA49COJnILeGNV9dktNsEhtX/I3Gra+JdSkiUgeoGZWQuEnCjpsK8kmggeVxOnEe73AOffh1yPefHo8uXMgK3lQzKiJSQ/msI4CXVUwhjZY4f7Z67S6W8CGXsYelxJFOApkE8NKdy5jI68STgYnJMibz/k9XGY/UjDakPefx/sF//2fTlhbGCFoYI/57oAF9I7QS+7HYcdCGcbRmLJv5GgdxPE9/5vIQPbkiLDn8VLOf1eSzjnzWUsB68uhHNy7BgSssOcIpI3skK+ZeRlX5NjwJjWNdjojUctpnVEJmw0EQX0hjNKY/zRjK19wdpqqOLoce7GdVVHKJiJxImjCAa1jMbhbzL3J5l/N5gwn8m9a8wsn05UZ+zz4y6UQCmVzMTJoxhLc5i3sweIdzDzai/fntL8aupJB7MKikMBanZpmBQXOG0Zh+jOZBStnJxp9NJbaqgA08RnveYxLLmUw1JTSiD6t4j8doyw+8QICar1wbSTabg/TMIRTsnRXrUkSkDtCVUQlJJUVUUYiJ9WW3/2Mk9/MSQzExGcX92CK4SmEaLShlJ6XsJinCq/iKSP3mMyuZWn4uHiONsfHPYzPq/p/eNJpzLu9Rwk7W8yluUsikI+m0wo6TTcxkBwu4npWk0oS3mEg23enGJcziL/wJL8VsO7j40H94flrl/GOu4yzeiMGZha4/N5NNd97lXAZyK/24yfLfswU8SXvOZPT/3OPam2vYwmy+5m6+5e8M5W46cX6t2fs0LWsIBXu+Jre5Zh+JyNHpyqiExEk83bmclxhC8OAkKmuSyOYK5rCbJbzNWSGPdzQOXPThBj7iqlr3qbKInFi+r/ozYLLS9zpl5q5YlxNWyeTSg8vpyFk0pD12nAA0ZxhDuYfH6cDzDGIjXzKYP9CFX5FCU5bwEum0OOTDwP+sPbCKKVE/l3BqzlAuZw5r+IgXGMx+1h5XnInJBr7kQ67gFUaymOcPadj/oymDuJgZnMZzLORpXmcsgRBnKYVLeuYQCvd+E+syRKQOUDMqIXHgYjxP4iKJDXwe8nhxpHEhn1HIJubzGEGsb2R9LMP4C9WUMI9/RyyHiNRvewNLmVd9HwY2mjlGkmyL/D10frys5wu+4Fa2Mz/i+Y5kIL/jd+xiGH/mCub9Yl0BL2VHjc2kU6TLi7h0WnA6L7KdObzOWHxUHfHYA03odF5gMJ9wPVl0YQC/4xzeZTB/OGqe5gzlUmbhwMM0rg3LTKVQJSS3J+Avp7J8S6xLEZFarnbM55A6zcCgD9czhwdpwciQpwk5cDGBF/iEG1jIk5zEH+nEeWGftuvAzSk8zksMoweX44nCPqciUndt8c+kxNxGY/tJpNqaHVdMYWA9AOv9Uxkd9yxfVFxLpbmfgOkjiBcz4MVLOSVsA0ySyKOpcRKtjHE0YRB2w1mjGnewgPeYRDwNaERf3uR0RnE/ThLIojPptKzhWYfGTRItGMFuljGZU9nJQtwkk0PPwx5fzn4AenF1NMuMmHzWAVDIRjbwBe047eBj+1nLIp5hF4uooggfFQzhbjpxbo3/3tmwM5E3eJHBfMf9DIrxar6GYZCePZx9Oz+hSetrY1qLiNRuakYlLDr/tLjCSwzlDF4O+Q3PgYlf37GRL5nBnazjE87gVWxhvpifSUfacApfcjvjeTKsY4tI3bfc9zIrfZNp7hjDPO99pNnasC0wi3Ge548aVxbcRVFwA/zsKtWP3pdp45xIom04dpzYDBeeoBMn8SSTh4GNYraw0fySGcHbyGctnYzzGWjcTqrR9Ji1FrONFxnCGbxMR84GDizWtoaP8FHBDuZzFQtIIXornHqpYBNf8Qan0pOruZx/k/bTFi3/y08199OQJPLoyZVRqzGS8uh78L838RVLeJESdlDOXvxU0pkLsOFkN0sA6MIky7ncJHI+H/Ec/UinFR04M9TyQ5LX8nJWLfwNjVtdc3CLHRGR/6VmVMLCSRy/YjpzeZhn6UMvrmEQd4S0TYuBQUtG0oRBvMZYPuF6xvF42BvS0TzECwxkLo/Qj9+EdWwRqdt2BuZRbu5ls386EzxvU2UWstD38GGP9ZvVrPdNZZn3OXYHFpBua0uCLZuurqvp676NVPuhTZjnf2ZuptCYJsYghnIPpeYu5puP8mywB22MU+lgnEszhuI04g6b30k8DjyUsZu5PMJappFJJ8bxKAk05Fv+wTucwyXMitqWIJ/ya9bzGW0Yz2DuIJUjN9X7WQPAVSyISm3R4CGFX/EFS3gZOy46cT6bmMkinsJNKnN5CIBuXMI4Hgs5Xwp5nM+HvMYYUmhMI3qHPKZVaZlDMAyDgj0zycgeHrM6RKR2UzMqYWPDxgBuoSPn8CW38TjtOZn76Mz5BxelsMJJHOczlcmcwmTGczovkUjmL46Zw8MUsJ5uXFzjP75xpHIBn/A8A0ilGe2YYLlWETmxNLR1JoCXcZ7nAHipvBcNbB35vvpeys09dHZeih0PS73PsdL7Kg3sneniuoIznR/iMDzHGP3okowcRhh/Z4D5O5aYLzI7+HfeYgJukkgkhyRyDv6/HTe7WUIVhaziAzbzFSP5JyVs5xFaciGfMpBb2cG8g6u85tCDfaxkNR8wlHssv077qMQkiIuEQx7bzNcM4y/04PJjjpNNF+6pBfc7hltLRtKSkQf/HcTPIp6imiL681tO4k7iSAtbvlx6chrP8SanczlzSKVJ2MauCcMwaNLmBraufUzNqIgckZpRCbsU8pjI62zlOz7h1yzj1Z8ayCzLY3pI5mK+4mvu4Wm6czov05KTDz6+nNfJpRevcwqjuJ9uXFyj8VNpynl8wGuMoRU7ceC2XKuInDhy7X2Z472XiuA+4m0NiTMasCf4A+v8U6mmiEW+R0kwcujsuoQLEr8nzd4q7DXEGen0N35Lf36LaQapIJ8ydlEe3EUpuyhjFz4q6MbFjONRkmjE99zPd/yT1pyCi0QC+LBh4yzeZCZ38Qk3sJ/V+KgAYAh3W25Gp3Mb83mUFpxMK8bQijE0pAMGBqfxPG8zkQLWM5R79NrKgam4oUzHPR7tmEABG5jMeC5jNh6SI5rvSHKaTWLdsj9RUbqB+KTo3q8sInWDYZpH/hQy1+hlXs3CKJYjJ5oAPr7mHhbzIkP4E80ZQQatQ7pSupEZTOFienE1J/FHDAyepCun8RwukniRwVzKtzSkXY3HfooejONRmjDQcn0iJ4JgCOuF2UJYBDuUvN7D74BxXIpyjvy3cO6+2yn2rWN07nsUVP/I21s6A2A3PIzMeZPMrHGW9w5tsMX6a6H/GDNtq4KFLKt4kjR7G1rHnfWLx+KLwGuWUUURL1b1ZoJrMs3swyzVsT0wh3e84/FSThf7JWwMfo6HNE53vUmGrQ2l5g4+9R5YkGhE3COk2aw1Jd7Dz04+LqE8r0KJTd4bm7wlmWCaJl8XXEuhbyVjGr5DvN36B8LHa2OvQ7dKW738DgKBCjp2e+SoscuGHnm14WMJhPC9Kk2zvr1b+l7r13SS863HhvIau7pnhfXgGGnQ3HrNe7dY/8PgrA7tXud2/fZbjn3G/q7l2E8adbEce++U/pZjxz995IVA3//cscg0zV6He0xbu0hE2XEygns5izfZxve8wggeJI8FPGV5+fkWjOBqFrGSd5nJXQC043RmchcZtKYj57CWjyyNHU8DitBS9CLyX70y7mZHxVdsK5/OjN0XAjCu0cdc0aqcZomnWW5EI81jS6NP4h8OaUT/w2UkkmzkMd71Ih96z6cwuNFSnjx7f37t2YlJkJHOR7jOvZFO9guY5rsEgCSjERNdU8iwteO1ioG8UN6N76r/yt7AcsqDIXRrclSGYTAk/XFyPUN4a1dPdlbNjkkdzVv/hp1b36CqckdM8otI7aZmVKKiGSdxJq9yM1uZxMfM51Hm8KDl8RLJ4iJmsJzJLOdNTuJP+Knic24hhx58w9/4N635irtqtFdpT67kC37Hy4ygkM2W6xORE4M/WMnM3ZeS5GzGxztGk1+9lMtaltAkYewJsULocv+rvOUdSzl7WBV4+6jH7g2u4Bvf3Uz33sw3vrspCK47+FiZuQsn8dhwYBgG3R3XUBLcylNV7XileiArA28w3HE/1yfs4GT3v6kw9/N+5Rk8Vd6Clb43I32a9ZbNsNMv9a8Mz3iWT/dNZHHJvzjajLhIcHuyyWt2MRvW3B/VvCJSN6gZlagyMMihGxfyGfN5nK/5s+UrpAk04Fze51N+zT5Wcg7vsZ15bGU2v2cv5zKFb/grRcfZVJqYJJNHL64mgI/3ON9SXSJyYijxbeLDbUMo9K4iv3opAGc1+QGX3foq4bVNopFNA6MjBnYKzLVsCswgaB46bXFzYCavVw/DTyXJRmN8lPNydX82Bb488HhwBq3tp2IzDsyXdBkJXO/ZzJmutxnkuJu5/vt5proD2wLf0sRxEiM9j3BN4nouiP+G6dW/Zqn3ebxmWVTPvT5pGjeWs3Pms678TT7dN5HqYHFU87do8zt2btPVURE5lJrROiCAnzc5g8doTwEbYl1OWKTQmMv5njV8xFSuJIDP0jjZdGUMj/AWZ2JgcDEzKGM3b3MWabSgOSMoYP1xjfUu5zOFi6mimD0sYzdL8FNtqS4Rqdv2Vi3gvS192Fe9kALvcrI8A7i4xW4aeLrFurSwam4fyVWeFVzjXkuG0ZaZvtt4uCqTd6onMN//ELuDi9kVXMhU74Wc7nqD4c5/0td5CyOcDzDS+TBz/P/ANE1WBt6kqe2X95zaDAeZti60sI/iCvcyhjvvZ2rVeWzyTz94TLa9B2fFfcRi35PMqv5DtE+/Xkl2NGVi9mwS7Dm8vasX+71Lo5bb7ckir+klbFh9X9RyikjdoGa0Dqgknw1MJ4O2fMeJM80liWwu4WtK2ckbTMCLtRvUuzCJtpzKVK7ARQLnMxU3KbzKSJzEs4flxxyjlF1s4AuuYwVjeJB2nE4cGexisaWaRKRu21T6PnnxB1bsHp83nTOazCbOkXmMqLorzdaC/s7buMyzkKs8P9LRPon84Fo+9E7iQ+8FDHT+keb2k38R095+DoXmBp6sbkkQP53sFx5xfMMwaG0fz1jPc3xRdR2VZgEFwbVUm6XsDMylKLiJXHu/SJ9mvWc33AzJeJw+qX/mgz0ns6rspajlbtHmt+zc9iaVFdujllNEar/aueqC/EICmTSiD7n0ZB7/ZjB/iNm+YeHmJpHzmcqHXMpbnMF5fIiTmu/NN4S7eJhmwIFFk87gFWbzf3zFH6mmmIH87qjx25hDY/of3Ai+I2ezgS9YyzQaozdIIvXJnsr5rC55kdG57zMy941YlxN1iUYOHRzn0oFzj3qc3XBxiXsexeYWcoxex3UPbSvHeJban+PtijEUBNcRoAo/1VyTsJ5UW4twnYIcQ9uESTR0duPTfRMp9W+hT+rdEc/p9mTSuPllrFv1Z7r0fDbi+USkbtCV0TrAwGAU97OAJ0kmj2K2xrqksLLjYAIv4iGVtzkLP94aj+EhFQ9pbGImO1hAgGpO4k5uZANjefSY8duZQx7/Xc66MQMpYxeLeIZNfF3jekSk7jFNk01lH/DpzlMZmvUc2XEDYl1SrZdgZJJr612jxZz2BpayK7iASfEzGet5ntM9b6sRjYF0VwfOyJ7FirKn2V71dVRytmx3B/v3fsW+3V9EJZ+I1H5qRuuIXHrSnGHsYxXxNIh1OWFnx8GZvIYdF+9yXo3vITUw6MMNTGY873AOH3AJJibptCCbY++39J8ro/+xgS9oyWjO5m3e4Rw2MbPG5yQidUdB9Y98vGMM8/b/gdE579I0cXysSzphXRQ/j98nesmyd6OjcxLtnIffekYiL96eyYiMF/hy/0VUBQojns/pTKFLj2dY/sPV+LyRzycitZ+a0TpkLP/mKhbQkHaxLiUi7Dg5izcJ4OV9fkWAmm1EPZDf8QfKuJ6V/Mg7zOcxSth5XLFukljOGxRz4F6W1UyhPWfSnKGcxRu8xwVM53aCBGt8XiJSe1Wa+XxRdQNTtw+nacIpnN10KTnxg2Nd1gktwZaJ3XDGugz5SdO4MWQ4O7G96quo5GuQNYKsnFP5celNUcknIrWbmtE6JJ4Msugc6zIiyoGLc3iXKgr5kMtqtEcoHLhC6iSOodzDej7nCTpRzr5jxh2YJpzCk3ThDSawlo9pxwQAWjCCa1jCRqbzI29ZOi8RqV38ZjULvf/m2fL2gMF5zVbSOe1GNUlSLzltSQSitHp8Rfkm4hNbUrDvW3bvmBKVnCJSe6kZlVrHiYdzmUIpO3iLM6mk5lN5hnIXFzCNNpzCMl475vFJZDOaf3Ej6+nMJCYymUSyDj6eSCaDuZNZ/AUv5TWuR0Qi4+XAMJ4L9MFnHt9q3AHTx3zvQzxR3oRN/s85P24mozyP4rFnRLhSkdqrOlhAnC06twDt3zuDVct+R3JqN35cciPVVXujkldEaic1o1IruYjnAj4llWY8TU92ssjSOD24gh94HhPzuI6PJ51OnEtbDr1frANnkksvPuKqGl+xFZHIMDDYyQLeDE5gV2ABD5TG8WhZNi+W9+SzqquZ732INytGsdH/GQu9/+aFiq5s8n/G+XFfcXb8xzS0d4z1KYjEnN+sxGHERSVXYtKBW40cjkSyG53JisU3YJrH9zdaRE48akal1nLgYiyPMJL7eI0xVJBf4zGachIBqtnOvLDUNJ6nKGUXH3L5cTe4IhI5o20PE0cGmUYn3qk8hd6um7k0fjGjPI8B8FX1LWwOTOftyrHsCSzmZPfDnBP3mZpQkZ/xm5XYo9SMpqT1BGDfns+pqtxFedladm6bHJXcIlL7qBmVWq8jZ9OBs/mWv9c41sCgB1cwk7soY0/ItbhIYBLT2MMyFvJ0yOOJSGiyjC60NEYRwMtl8UsZ4v47ibYclvteYonvGQDGep7n94leTol7keaOUTXahkSkPojmlVG7PY68Zpfi8xYAUFbyI6uW3UawsiQq+UWkdnHEugCR4zGEu3iCjvTlN6TSpEaxfbmREnbwb1qTSlN6cjV9ucFyLS7iOYs3eJEhrGEqvbmO1ozFht3ymCLhFgzx6eiNtx7rd1mPdRznNsNb/d+QZx+IzbAzOPgP3q88g4XluUxst5oUdxt8O+LoYruD7ll3Ybe5f5pXceTZDJ5S6zUn5ltvbr0hvP8vyrE+O6MshFtkbSHcpeAIYY2cYAjvWEJ5TobG+nNjbwvrq7cn7zv+vN5AKWWBHbiScvDaTeKLrNfsqjy+2AZJ/djOixTt/w4AM+ijJL4EW5q1F55G692W4gAydlt/YnnKrX+vHF7rsTtb1Xw/9v9Izbe+SFt8qfVrWA6f9fMNbLT+801Psf575O5TZDkWYP7q+y3H3jbyHMuxby6xvuvGuOdSLMc2W2ztjYeujErErecL9rA8pDGSyCaNFhSztcaxTuIYx7+5nUJO4QmmcytVFIdUTwPachOb6MS5fMNfeZS2B7eFEZHIKgvuZnLlEN6vPIO1vg+Y572f4uAmGsb3ZX/FYgD6NnqIXjn3YrdZfxMjUh9sLvuAnPiTcNvTopYzPbUvANXeA4sXNWt8Gba07KjlF5HaQ82oRFQ1pbzGaJ6kC2VYXzHPRxV7+ZEcelgew4adpgzGRSI+jm/lzaNxEkc3LuZK5tGNi/mAi7UPqUgU7A4uool9KKm2lizyPcYm/xdUUci+inmY+GJdnkidsqH4DVolnx/VnEmJHXE5/3t5PjGhbVTzi0jtoWZUIspFIg48tOYU1jLN8ji7WUwD2uEihLmDP2nMAL7mz2FdgGgwf8BPNXN5KGxjisgvlQS3sS/wI4XBdaTaWpFia8aWwAwKzbW0d5zHWe3W0irtwliXKVJnVPr3sadyDk2TTotqXsMwGNDn059/Jar5RaT20D2jElGreJ8EsmjPmaxhKj24zNI4P/I2LRkVlprO4BUeogkn8UdSyAvLmDbsnMmrPEsfWnAy2XQNy7gi9V1RcDNb/F9SYm7nO++fAfCQThUHFj9JMLKZFP81Gba27HVrhWuRmthZ8RXZ8SfhtCVEPXdqSg+SEztRUraCsvI1Uc8vIrWDroxKxBSzjQ+4hJHchx0ndqytIFFFMUt4mT5cH5a63CThp5J4wrvJfRrNGcUDvMt5lLI7rGOL1FefVF3KzOpbWe57kXPjviDRaARAitGM8+O+4teJu8iwaYqfiBW7ymeRG39SzPK3aXU7AOs23q+9RkXqKTWjEjEe0ujJ1XzCr5nCRTRhkKVxfuA5WjGGFBqHrbY0WrKez8M23n905SI6cR4vMphCNoV9fJH6JtPWjSoK8ZplLPE+Q5m5gxx7b65N3ERTx7BYlydSp+2q/Jac+CExy5+bPfHgfwfWL4hZHSISO2pGJWLcJDKaB7iF7UxiGt0tTNHdxNfM5h8M4raw1WVgMJJ/8i33hm3Mn489lLvpx028wGCW8DLl7A97HpH6YoT7QXo4r6OpYxhrAu/SxD6MM+OmxLoskTqvyr+fMt9W0j1d+HbXtXyz6yrKfTujWoPN5qR9mwPT7yv/NSmquUWkdtA9oxJxDly04ZQax/mp5j3Op4L9rOGjsN6H6SYZO5Hb8qEP15NGC37gOT7lRlpzCkF8FLGZONJpRB/y6E8e/YgnPWJ1iNRF1WYpLhIxCTDX+0+2Br5mf3AlABPjPsRphLA5p4gAsLtyNllxA7DhYEPJmwRNH/lVy+jguoAcZz+yXX2iUkezJlezau3dmKX5BPdtxdawZnuJi0jdpmZUomo9X7CY54mnAW6SSSCLLLqQRRcSaAAc2MZlLg8xgz/QmAG04VTyCe/iBsnkUcA6/FTjiFBT2pqxtGYs1ZQxn8eII41sulPOHrYzl2/4GzuYzy1sI4mciNQgUtd8WnUVS33P4iAOOy4ybO0Z536RzYEv6eCchNtIinWJIieEPZVzaOjphWHYOLXp17y/qTcJjlzWVb7DnNI/cU1WATbD2ib2NeF2NaBp48vZ5vuaylfvJOGWVyOeU0RqDzWjElV7WcEq3mcMD1NFMfmsZRXvsYdluEjESTwl7KAlo+jDrylhG1l0Zjtzw1pHOi1owcm8zimcxwe4SQzr+D/nJpHB3P6Lr7XlVGZyN+m0VCMq8jNuUsix9eac+M8Imn72BVfwSmVf2jnOYYDtD7EuT+SEkRM/hLl7fk/3BncS58jCYYtnZN577N4zje9Kb8eI4p1cLZrewJbF78GiaQQ2L8PerEvUcotIbOmeUYmqnlxFKs3Zymy6cCHjeYLL+JbbKeIyvmMS0/g9ezmfDxjI78lnLav5gOVM5gdeCGstZ/AKqTTjFU6mgvywjn081vEp3bk86nlFarNh7vtIsuXxZdVvsOPhzcoRAIz3vBzjykROLI0TxpLu7swLa+J5Y31L2qdewZ7K7/my+AqGJz+FYURv78+U5M7Ym3YGoPqDf0Utr4jEnppRiSo3iVzDYjJow9N0ZymvAQcW/kmjGQ1oe/AqZQqNuYJ5B/cXnc7vw1qLDTun8SxNOYnn6McGvgzr+Efjo4o9LKUx/aOWU6QuMAwbp3peY73/Iz6oOhuAS+IX4jA8Ma5M5MRiGAbDG73G6c3mcG7L1XRKv5Hp2ycyJvU18tzR3+7FNfZacMfjXzAV0++Nen4RiQ01oxJ1LhIYxp+5hFnM5C5mcCdBgoc91k0ig7iNezC5LQJXLw0MRvFPRvEAH3Elb3MOxWwLe57/5cCNh1TK2RvxXCJ1TWFwPXbDw+bAF/Rw3kC2vWesSxI5IdkMB5lxfYl3ZDNjxyQ6p99MU/eomNTi6DYaIy4ZAP+8D2NSg4hEn5pRiZksOnEl89jKbF5kMHtYHrNa2jGB61lJQ9rzFN0ivkeogUFjBrKJmRHNI1IXrfC9QoW5B4ARbk3ZE4mkzaVTeWVtJi5bKl0zwjsDqSYMmw3Xqb8BoPKJq2JWh4hElxYwkphKoCEXM5MfeJaXGUEPrmAE92IQvXtV/sNJHMP4M8VsZR2f0IfrI5qvAxNZxDN04UJs+lzouARDWNgxlFhHCDPGQsnrjbceWxXimlyuSuux8UXHd9z9gQxGGP+gh+3Kg1+rSAywzP8SAGPinsdwuI4wbyK8QvleO7ym9dhq6691iSFMFgnlfF0V1mv2xlv/XoXyu7S3ufVnkd9lveb4Yuuv7WXp1mt2eI8/b3UgiDdYTMfmf6Iy0SCuzHJaEgusPzc6fh+P33MFixx/IeivpOmHa0hs2P24Yn2eEH5GJdZ/Rp4y6+dblBWwHFuRaP25EQjh9yhvrdN6cAjKk63/fPf0KrIc+2yLjy3HAnzevJvl2CWF2ZZjkz/OsBybuSmE34dSa3F6BywxZ8NGL67mOpazgS/4gediWk8LTmZjFO4f7cg5BPCxkCcjnkukNkokh2nmVbwdmMhecwUAi71PEDCrAWjvOj+W5YnUC43TJzCw1WvM3XAlQdN6gxQODlcyDdtdBMCW724/xtEiciJQMyq1RiJZnMSdrCa294q0ZBRb+IYitkY0jx0np/I0X3MPu1gc0VwitdFE21u4SSbeyODV4AieC/RldtVd+Ciju+t6nEZcrEsUqReaZZyH057M5v1vxLoUcrvdhGH3ULLja3xV0V/pXkSiS82o1CqNGch25kRlEaEjSaAhvbmeGdwR8VxZdGY8T/Mqo1nDtIjnE6lNMo2O9DFuZL35GV7KKGYzY+OeB6CfR3uKikSLYRh0a/I3lm3/MwEztivZelJakJI3FIAdC++LaS0iEnlqRqVWSSSTwfyBp+jOTO5hLZ+wj1WYWL9fwIqB3MpmZvEFt1LCjojm6sCZnMcHfML1fMQ1bGMOAXwRzSlSWwyz/ZWb7Fu51raSHHqxw/89ufb+JNlyY12aSL2SlTyEJE9LVpaHd09vKxr1uBWbI56ArzzWpYhIhKkZlVpnAL/lCuZQwX7m8W9eZTRP04MtzI5aDW4SuYzZBPDyFN1ZTmSnLjVhANewBDfJfMx13Ec6rzCKb/g7O/khorlFaoNUoylJRg67AgvYGZgT63JE6qVujf/G/JK/4jdDWMEsDJJzB5Lb/RYqC34kGKiOaS0iEllqRqVWyqA1p/AYv+IzbmIzJ/En3uJMthG9N6lpNGMsD3MBnzCFiwkS2YUd4khjFP/kGhZzM1vpww1UsJ9XGEEBGyOaWyTWCsz1rDE/JN3eFgDTjO5sCBGBjMReZLv7saj0n7Euhbzed2JzeNi3+tVYlyIiEaStXaTWs2GjA2fiJI7XOYUM2pBJJ/pwAzl0O2qsiUk1JXhIsZw/hSY4iSdIABshrIleA3Gk0Y7TaMdpFLOVHcwjnRZRyS0SC/PNR+lhXEXQOLB1gJdS3CTHuCqR+ueklEd4c29PmnrGku3qg9+sZnvVDAr8K0l1tKVF3KlRqcMwbOR2v4Vt8/9KVscropLzSAK+MoIBLw53GoYR/a3nRE5kakalzmjNWK5lGUVsZhvf8zpjuZRvyaDVEWOmcS2LeJp7QrjnNIGGNGcY73IeZ/MWlRQST4Oo7Q2aRz828RWd0TYXcuKy48JPNU7jwAaY5cE9uO1qRkWiLcmRx7DUJ/g0/xwmNvyaH0r/xfbqr6gK5tPEMzpqzShAUu5gKvKXE/RXYXN4opb355Z+NILi3d8e/LfN7iEtbyTuxCa0aH4D8UlHfg8iIsemabpSp6SQR1MGMYhbGco9vMFp+Dj8vS17WMEing45p4HBWbxJEB8vM4IHyGIy46kgOkvOd+JcVvE+ZeyJSj6RWOhonMcG81NsP31GWmHujXFFIvVXq/iJ9Ej6PW/u7cXqildpG38BXrOUQSkPRLUOuyMOT2obyvcvi2ren8todhp5XW6hWa+/kN54HMFAFflbPmLnj48ze1p78nfPjFltIicCNaNSZ/XkKrLowjucSzn72MCXTOY0/kE6D5DD8wxgHI/hJjnk+z0duDmDV9nKt6TRkkw68jQ92MbcMJ3NkaXQmK5cxJfcHvVVhUWiJYsuFLEFJ0kAFAc3xbgikfqta+L1nJe5iOFpT9Mh4VICZjVxtgZRryMhozOVBSvDOqZpBln91sls/eq3R12x1wwGaNjibFr0/QdNut9OpzEfcNKVXgZdWkLHUe8DsGjmKIr2R/69gMiJStN0pc4yMDidl5jJn3iQxqTTin78htN4DpMANhwk0JBFPMsGvqA1Y0PKF0cqNhwUsoHuXE4TBvEGp3EKj9ORs8N0Voc3hLt5lZG8zVnk0BMvZVRSgIGN4fyVeDIiml8k0uyGk2YMw//TTIcNvo/p6LowxlWJ1G/JjqYE8bGj+ltcRtLB+yVL/dsx8ZPsaBbxGmyuRAK+Msvx1UUb8VXmk5jT++DXynfNp7pwPe7kJsx/sw2pjYYTl9KKop2zCPhKsTsSgSDlBcsJBqrpOXER8ant/luTw0NG0/H0Gv4lC786mfnTB9Oo5WW07/koNrsrlNMVqXd0ZVTqNCceRnE/t7CN61hOT64kkUySyCGBhgCczD/4iKsoZ3/I+VoyCoAPuJhWjOUUnmAJL4c87rHEkcrFfEVjBuClFBeJZNMVAxvP0Z981kW8BpFI62Ccze7AAlwksdr3JkHTH+uSROq9ndXf8lnBuQTwUhUsYGX5i7y4uzE/lEZnyq7dEU8wUGU5vnD9VFZPHszKV/vhryzADAYoXDuFuIadaT72BbpN+JbU3OFUl23D4UzC7kiksngNJXvmYHPEYwZ9VJVuPuzY6VlDaNv9fuISW7B3+1S2rHmYYMBruVaR+khXRuWE8J/G83BaM4ZOnM87nM3ZvEMC1qcZTWQyrzGW7cxhDv+iE+fzMddRSRFxpFoe93i4SWIAvz3k64t4lhcYzNm8TTNOimgNIpHUwGjPnODDdHZfzqLqh9kZmEueY1CsyxKp11p6zuRLLsNpJLK49EEWlN6L20hlcOqDUclvs8cR9FVYjs/udRN2VxJbpl/PkidyccRnEZfRjuZjn6d485eUr/6Mwh3T8Vflk9poBKm5w3AnNsYZ1xCXpyHOuEycniPPPmrS9jdUlG1g27qnWL/sbravf45O/V4gLVOvXSLHQ1dGpV4Ywb3k0oun6c5mvrE8jocUfsXnjOR+2nEGaTSjCxfwCiMI4AtjxcevJ1dyJq/xFmdQzPaY1CASDhm0pjCwlmb2kQBs8E2LcUUi8vSuVBJsOVQG97Ki/BkAJmZ+g92IznRUf3UBdrf17dkAGna5nLbnTgcgLqMdruQmrHxtADu+uwdXXCbthr5Mvwu30374q+R1uYmGLSaSmnMS8Wntj9qIAhiGQftej9J10Nu44/No2+N+lsw+m5LCJSHVLFJf6Mqo1At2nIzifpoznHc5l15cy0ncaWnfUDdJDOR3B/89mgd5kDzK2E0KjcNZ9nFrycl05ByW8RqDuT0mNUSDLbR1qCwLhrC9rD+E92u2EGapJkZnseew8hipxNuycLhSoAJW+t5gYMo/jjveEcLsuFB+xqHEFuUELcdWpFhf0Cx1t/XPooN263k9pdb3aNzbwvr3yhtnveYmy63/gEsaWs+bvsP6zyixwPr32fU/C9S3cJ7CRt/HAAyO+z9mlF/P8qJ/MzLhSWzGL99GZq+zXvP+JoeP9e1ZQ6PUU0jZd+Sxj+d3IT55CGkXbmfv+jew2eNoceofiEtu+d/XDQufJ/td/82b0ngYvrn7SG48jPQdoygqWUJ8VteaD3ocWix3W45N3m/9+RzKa+z2dtb/oK0fWmI59rYhiyzH/kiO5ViAfWai5dh1y61/ANN9XmzuW/bGH+XBw298AejKqNQzrRnLVSxiC7N4mRGUsCPkMQ0M0mnFWmJ7FacxA9jCLK24K3Vae8+F/Fj1EnnOoZQGt1Ic0Kq6IrF0etKHjEl4kXau82jtOoNr03azzTeT/YEVUclfVrqGxOR2xz7wOLjiMsnr/BtyO1xFXHLLsIz5H1Xl23DHN8LhTCI+uRWVpVrLQeR4qBmVeieZXH7FF7RkJE/Tkxn8kV0sCamJG8u/mcVfwlhlzbXnTNbzGc/ShwBa+EXqpu7xv2FD9YdkOroDsLFaU3VFYslm2OnkuYTxSW8QZ0vHY0slx9GPPf7FEc/t95Xg9xbiiY/NrKOaqK7YicOVgt9bQsn+hSGtACxSn6gZlXrJhp2TuJNf8QUBvLzFGTxFN+bzBF6OvOfYkWTRBT/VFLAhAtUeW5AgH3I5STRiJwtZzQcxqUMkVHG2dPol3MVu/3wANnk/jXFFIvK/Mh3d2RuIfDNaXrqGhKQ2GEbtf7tasn8h8SltWTCtL+74XFr2uDfWJYnUCbX/t1skgrLpwij+yY1sYDQPsoapvM+vanyV1MCgLzfG7Oro19xDKTv5DRu4gTW0YXxM6hAJh65x11AdLCTBlstm76eYpqaei9QmmY5u7PMviXiespLVJIRpim6kGYZB8b65JKS0o13/J7A7E2JdkkidoGZUBLBhowUjOJ8PyWcty5lc4zH6cwtr+IhSdgHgowo/kd9vbANfspgXOId3cOCmAW1w4ol4XpFIsRkOhiQ+pH1GRWqpLHtP9gdWUBThe7orSteTkNQmojnCwVeVz55Nb+PyZOKObxTrckTqFDWjIj/jwM0ZvMxn3EwJO2sU6yGZRLKoooiVvM+9xPEWZ0ao0gO8lDOVyzmN50gkK6K5RKKpmXsUec7BAGz2fh7jakTk5zy2VHp6bmFWxaF7X4eTz1eI05UW0Ryh2r/tY+ZN7U6DxqeQljMMp8f6XuYi9ZGaUZH/kUtPenMtH3Glhem6NkyCzOUhAApYH4kSDypjD0ECtGZMRPOIxML4lHfoFncD+YEfY12KiPyP3nG/Y69/KYsqHyZoRmbfLb+vBIczOSJjh0tpwRKC/kqSMnriq9qPy5MZ65JE6hQ1oyKHMZg7KWUny3i9RnF23FRTylZmk0g2E3ghQhUekEJjKtgXlenAItFmGAZVwQLiDb25E6ltHIaHM5M/Zq33PSaXDGCr76uwTq03TZPKiq3YHUlhGzMSmne9k+6jv2D1nGvZte4lkhr0jHVJInWKmlGRw3DgYjj3Mp/HahTXmAEHV7KdyGSaMCAC1f2XHSfJ5FHMlojmEYmViuBe4m2agi5SG2XY23Fe8iy6uq9mVvnveaIwi2mlk9jtXxjy2Lu2TqZw37fY7fFhqDSykjK602XYu7Qd8CQpDfvGuhyROkXNqMgRtGQUxWxhP2uOO6YVo9nEDM7iLZoxNHLF/UwaLWK2pYxIpFWYe4m36cqoSG1lGDY6ey7jV6mLuDhlGSn2Zsyu+GNIY5qmyeY1D9Oo2UWkNegfpkojKzVrEDktL4x1GSJ1jppRkSOw46AxA9nN0uOOac04DGxUUYSBEcHq/iuDNmxixmEf+4EX+Du1e4qTyJFUB0soCWwmxd481qWIyHFIsjeiu+fX7PLPozSw3fI4e3ZMIRj00qn3s7X+nlERCY2aUZGjcJGAj4rjPt6GnQm8wFfcSTHW/xDXxGDu5EfeZj6PE8CPj0o2MZO3OYepXI4b/SGXuml99RQaO4fitqXEuhQROU6Jthz6xN3Gh2UT8ZvVNY73Vu9n1Q+/oWOvJzEMvU0VOdHpt1zkKDLpzBJeJMDxL8qQSUf68Gum8Cv2sSqC1R2QTC4X8AkreIt/ksF9ZPAaY1nJOySSw9Usppz9Ea9DJJxM02RF1Qu081wQ61JEpIb6eG4j2daEWRW/q3Hsrq1vkZ45jLQGkV1zIdoqitdSkv9DrMsQqXXUjIocRV9+TT7ryGdtjeIGcTuNGcjLDGcmd0eouv/KpCOX8Q03soHbKCCbbqTRgk6cx8sM4yEas5CnI16HSLhs9n5GRXAPrdxnxLoUEakhwzAYlfAMq6vfpCBw/OsuAFSUrSc5rXuEKoudFbMmsXBaPyqKa/Z+QuRE54h1ASK1mQM3qTSjkvwaxrkYwd9oy2lM42qG8ecIVfhLCRzYbHsYf+Fb7sUkyCj+hUmQb/gbPbkqaveyygG2ELbfCyU2aLceG2puv8t6bNAOAdPHrPLfMjj5AQyHk2AU8oZyvqHY3C18W2HURIOt1j+L9pRZfw0J5XlZ0vB4nwmHqkqs2Z7RP/fDOOtbZ2VvsP42K5SfkaPa+s8olN+FsvSff59T6cLNzPL+idHpbx0z1lV5oObK4g1kpY44+O9I88ZZf25UJB9fbPm+pZQVLsOwuZj7QSdajHiGhkkXYRjR/3scys93f2PrwftOrdn7qJ/7TS/re03PL2lkOdZhs/6aA7CjKNFybOVC67enOELY7a/KesnAUX4fjvLj15VRkWMoYhOpWFtAJYsuFLOVIraGuaqja8UoLmUWY3mY1oyhBSMIUM2bnME+Vke1FpGaWlHxDAm2XJq7T4l1KSISgi4pN7KrajZbKz4/ruP9/nIKC+eRmNg2wpVFmRkko/U5NBnwV+zuVDbOuIrlb/WjcNPHBP2Vsa5OJKbUjIocQZAghWymiiKSyLU0hhMPXbmIBTwe5upqxoGby/iOPPryIoOZwsXaDkZqpapgIfPK/sJJyQ/G5KqBiISPw4jDY0tn2u6xTN7Wnh2Vs454rGkGWLnyNuz2BL6a2QG/vyyKlUZWQmZ3Wo95lZzuN9Hrip006n0HFfuWsGbamcx/MpWCjR/FukSRmFEzKnIEi3meR2hOA9pjC+FXpQ+/5geex0t5GKurOSceBnMHN7KeNFrwLH35hnsJHvckSJHIm192Ly3cp9HQ2SXWpYhIiLZXzgDDRuvECyjyreGT3aceckyB90eWFT/K/AVnUlS0kKqqbWRmjsXhCGm+YK1l2Ow07ncPfa4rpdM53wGw9uOz2Lf69RhXJhIbakZFjuA/Vw4b0C6kcdJpQRMGspRXw1FWyDykMJS7uZalrONTnqMfC3iKihreFysSbl6znB8rnqdf0j2xLkVEwsBhi8cXLGFogycZ3vAFGseP5vv8W1lU+HdWljzPhztHMHXXSAq8K4iPb0lZ+YG/u926PhOzmn/47GS+e6c5m5f9A191YcTy2OwuErN60fPybRg2BxumX8b2eX/DNPUBsdQvakZFjmAV7wPQiN4hjzWA3/MNf6WAjQTwsZ+arS4YCck04hK+Zih3s5J3eYimvMEEVjMV82g3oYtEyJrAe+S6BpJot77ghIjUHjmegTSOG81zm1OZtf9aKgN7cNoSqA4Wsb1yBh2Sr+BXTTYzKOMRtm59Dr+/kM6dHsHjyYlp3Y3aXkVF8Rrmf9SbytJNRzwu4C2jYv8KyvctJRiwtmqMMz6TXlfuJiGzB9vn/5V9q1+zWrZInaTVdEWOoIB1OEkkk84hj9WUQZzEH3mVUQznb7zH+TRlCGfyGinkhaFaa+w4aMMpTGY8AA7ieJMJjODvDOaOmNUl9dPSwAt0Tvh1rMsQkTAa2vApTmrwOCYB7Mbhl7z+aPdYAoEK2rf7G82bXx/lCn+pQeNTKS9eSYfBL7J+4e1sW/Uobfo8+ItjgoFqls44g+J93+NMyKa6eCMAva7cjcOTVuOcdlcS7U79kEXPN8ZbEt0FD0ViTVdGRQ6jlN0AxJGOA09YxuzNtXTjYmbzD1wkE08DpnNrWMYO1QV8AsB+VpFHv5CnJovUVJm5m73BpbTwHHpPmYjUbTbDfsRGdHnx42yr/Jz27f5G69a3R7myQ8WntKGqdDMASRndKd47h0Cg6hfHBPwVlOYvxAz68ZXvwpPahka9bsfmTLCct3T3PABcyU0sjyFSF+nKqMhhrPupOUulKftYSVMGhWXck/gj6/iEDkxkCS8CcCavhbRAUji0Ziwn8SdWM4Xz+JBEMmNaj9Q/WwIzaWIbcsQ3rCJy4vls91lsrfyMHql3kFcLGlGAwl1fk9ywDwCZzc5m7+Z32bTkL7Tq+feDxzjdaZx0/l6KHXuwOeKxu0JfbGnnovsBcCepGZX6RVdGRf5HkCDf8wAAnbmA73mASsKziIGBwXDuZScLuJDP6MwkjrpJcBQN48+04wxeZjhl7I11OVLPbAnOpKl9eKzLEJEIqwoUsrT4ESr8e2gUN5SRma/TL/3eWJcFQGn+YnZvfI1Gba4EwDBstO7zEDvXvUB1+Y5DjnfGZ4bciAa8ZZTs/I6qovUAxKW2CWk8kbpGzajI/9jKbArZQAJZbGEWbRjP0/RkBwvDMn4O3SlgA60YzURex4Y9LOOGysBgGH+mAxN5hZO15YtE1ZbgVzS1qRkVqctM06QysP+QrwdNP4Xe1awtm8zy4sf4Lv9mqoIFdE65geYJE2JQ6aEC/gp+/PYiWvf+F57E/16d9CTkkdvqElbPvf6Q6brhkL/+PVa+Nxx/VT7ulBa4Eq3tay5SV6kZFfkfjenP6byMmyRW8AYD+C0j+SevM475PB7ySrMreY/mDAtTteH1n4a0mK1UURTrcqSeKA5uodospaHRMdaliIhFpmlS6FvFi1symV9wN6Z54G/lx7tP46lNLt7Y3oEv915I15SbubZ5gHRX+xhX/EsVJevwVu0js+mZhzzWvPs92Oweln05IexbrzRsfxFNB90HQEKDroc9pqp4I4WbphH0h78ZFok1NaMi/8OOk86cx0BuA2APy+nIWVzO9yzimYNTeK1axqv05rpwlBoxefRjAU/EugypJw5M0R2GYRixLkVELPiu6i/cX2wjyd6cREcTFhb9lXzvcgDy4obTLvESJubO5drmflz2xFr1u+73lbJjzTPs3fweAV8ZO9Y8dcgxdruHTie9TvG+OQT9lWHNbxgG2d1+A4aN0l3fH/aYdZ9fxJppE9k484aw5hapDbSAkcgRdGAiH3ElrzOWW8kngJfh3Mt0bqURffGQSjZdajxuOXtJpnEEKg6f03iOFxjIXpZzMveRRrNYlyQnsM3Br2hqq52zBUTkUKZpsqj6EYrNLbR1nM13VXcf+LrhZ2Tm6+RXLyXDdWBbtK4pN8Ww0mOrrtjB2vk3YwZ92J1JNGxy+mGPM2x2TDMAtvDfWmMYBr2v2oevct9hH8/rcydrPzmP/atfJafbr0loePgrqCJ1ka6MihxBHGlczoFPKf9JBk/Qkbc4k0oK+JLbeYWT+ZF3azxuNt3YztxwlxtWKeRxPStpSEeepAsPkMN7XMBSXmMOD1HCoQs5iFhhmiZbAl/RTPeLitQZfqr4qupmNvimke3oyWVJP/LbFC8uWxI5noF0SrmuVl39PJqElHZ0GPQCAE0734bDlUrJ/sOvEeF0N8BXdeg9seFgdyXiSWl+2MfSmo2l+dB/A7Dxq2sikl8kVnRlVOQoGtOfuwiwg3lM4xoMbBSyiSw6M45HeY2xGNjowKH3mBxJW05jOZPpxVURrDx0LhIYyl304hoeIIvlTGYXP5BBGzYYX3Ke82NL4/rdIdRUYT22ItV6bCgS82OT1xaITV6o2fe60L8e02vgTmtFhQEVqdbvya5KtB7r8Fp/4+yNs553fbdqy7FdZsVZjvWUxqZRCOV7FQzhgtTXE4stx2Zvs/6iFQih5ooU69cL/BHfIcnBSXgBflrarzUA8cXWX3gabLV+vq5K67EFjYIkJ55P1uAurFxzJ7OX/JVgsJpTRubjdKYAYJoBtm5/hYC3hORCN56KA/kqE62fb2Vyze49Teo1ifT931Ow9CXKNn9NaqOhlvKWNLB+z+vyMSWWYwe3LLAcu6DA+qJOqR7r99mmuqy/PgN8vML6LLhxH1nfs7agkfWfcUlD66/R2eut/R7qyqjIMdiw0Zj+XMVCOnMBfipZxDOs5gMu4GO+4LdM4zq8HF+n1IoxbGbWYY+vpjTkBZLCLZFMfsUXAOxnNWXsZoc5L8ZVyYliu/drGrt1v6iIxFZyUkf69fqA8aMKaZA+hB9X34FpBikpXcmchaexZdvzDOz7BR53VkzqM2x28kY+CMCKj0ZTVbolJnWIhJuaUZHjZMfJQH7Hr1lHC06mIR1oRG+uZjFVFPE0PdjA9GOOE0caTRh4yEJI33E//yCNdziXCv77CeIWZnMPBpUxXN22JSO5g1I6cT47mE9TY0jMapETS5F/LemODrEuQ0QEAJvNRd+eU8gv/Javv+vD9wvGkpLUmUH9ZpKY0Iaqql2xq80ZR4tzPgBg4ettjniPqUhdomZUpIZSacJFTKcz5wMQRyoTeZ2R3Mc0ruFNzqCAjUcdYwIvsJgXWMyLB6+E7mQhp/A4SeTwFN3YxEwA3CQD8DV3R/Csjs1NImcxmYuYwS7zBz7yX06VaX3qmwhASWALSfamsS5DROQgpzOZ9m3+SmpKL9JT+1FesYkvZ3Xgi6+aM31WO/ILvotZbcktR9P25FcBWPL+QPxe61NnRWoDNaMiYWBg0I4JXMeP5NKbZ+nDDP6Il/LDHp9EDhfyKbP4Cw+Sx0dcTR792cpsxvIIp/Es73MhM7mHBrQDYB7/Jp910Tytw2rBcK5yLsOOk2d8ndkQ/CLWJUkdVhrYSrKaURGpZXKzT8fnK8LvLyGz4Wj6955Gk8aXEQiU8+3cIRQUxmYhQtM0Kd75DQABXznrv7k+JnWIhIuaUZEwcuLhJP7ANSyhiE08RjvWMO2wxzakPb9hI5fyLYt4htn8H80YCkArRnMNS1jCS6znM85nKrn0xoEnimdzZG4jiXGOpxjveJ6P/Vfysf8qqk19Ois1VxLYomZURGqlju3+TlHxD2Sk9SchvjmFRQfWS2ja+ApWrP59TGryFm5k98pnccZl4YrPwhWXedyxJbvnsPL9UexZ8XwEKxSpGa2mKxIBKeQxkdfZzDe8y7lUcT9dufCQ4wwM0mnBZcwmn7V045KDjyXQkIlM5i3O4GT+wVXMj+IZHJ8WtpFc7VzO9MBvedrXmfGO52lhOznWZUkd4TerqA4WEG/LjnUpIiKHSIhvQcf2/+S7eaPo3/sTTur/DcUly0hMbMun07MIBrzY7BFfuvgX3OktGXSNtVVety/5F97ynexf/TpZnS4Pc2Ui1ujKqEgENeMkLmIGX3I783jsiCvlNmEg3bkUA+N/vj6AS/mGr/gjK3k/GiXXmNtIZrzjWU5xPMNH/ouZH3gk1iVJHVEW2E6CvRE2I/ybyIuIhEPTvItp3vQ6Nm15AsOwk5rSHYc9nri4plQWro51eTVSvPMbqorWkdPjpliXInKQYZpH3kbCMIzD7/orIiIiIiIicmz7TdMcc7gHjtqMioiIiIiIiESCpumKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmlERERERERGJOjWjIiIiIiIiEnVqRkVERERERCTq1IyKiIiIiIhI1KkZFRERERERkahTMyoiIiIiIiJRp2ZUREREREREok7NqIiIiIiIiESdmtH/b+/eo20ry/uOf3/noCKggmIsFw0mGqlNERQIBkQ0RPFS0YEpJqkFGs1Nq8iwLR2xVjGmNmk1NdoYL42aGPFKQzAGUHDgjfsdwYiExlNoCBovRyXKOU//mO/mzL3PmnvPfS5zbfD7GWONPfc73+uc71pjPeudcy1JkiRJ0uQMRiVJkiRJkzMYlSRJkiRNzmBUkiRJkjQ5g1FJkiRJ0uQMRiVJkiRJkzMYlSRJkiRNzmBUkiRJkjQ5g1FJkiRJ0uQMRiVJkiRJkzMYlSRJkiRNzmBUkiRJkjQ5g1FJkiRJ0uQMRiVJkiRJkzMYlSRJkiRNzmBUkiRJkjQ5g1FJkiRJ0uQMRiVJkiRJkzMYlSRJkiRNzmBUkiRJkjQ5g1FJkiRJ0uQMRiVJkiRJkzMYlSRJkiRNzmBUkiRJkjQ5g1FJkiRJ0uQMRiVJkiRJkzMYlSRJkiRNbpd5d+De5DE5rr7HnVvvyJbNGkoPs43Js53lF6WPybOTy9bio7S43jHHcieUHayzZ/F4auU8I9LH9mO4f1v2rLbt4TnVq3Ow3RHpS3elv1kD6SvXOy7Pjqq/ZqdvU59WX+89ecaMc6CxwfpH9GH8mFc5nkX/zR7D8NyZXXZcuyPa2knlV192B41tcIoM7NiWPs1+ujHq3C7KPmJO1o6vc6t9Y9qo2f9sV7+H6hw+VSvWv3UbK5/DMfWOOV6DU2xU/hpIH1HPjqxre/LvsHEu06EakW/MGHZUnp3Rt7H5dva5WuUYroBzq+q4gV6px2B0Fb7HnfwalwOwef2W9MHtXUbkGdhePt+Wmb89bQzWudPLLn7m7rg2tuTZ1EuvdbPz9Msuyt/Ps6hsP38vYOv3Yd1Q/YvHPNinXvriMQyMf93QmPv5B+pfN2IMi/rTy9/Ls66XZ926xeNc39uX9TUz3/qB8hnRxvp+EDSUZ93sdvt1JkN966X3A6Kl4xwov26ofxlqo5d/MM/sehaNIbOP0aLjO5SHlfuztB/rB9ruBzxDefrtZSB9qH+LxjDQ73VsntmfMfVvNYaB8kPbi9vbPDPP+lpdnetqYDw10M+h+nv1bL2vN4YaGEMNjKFmtzHUjwzkX795lXUObGfz7PxbjWEg37rNA21vHhhDr571A+nrhsY2kCdDZTf3z8HsPMu2PaKN9ZuGyg6010tnUz99TJ7Ns/NvWmX6tpQZkz7U1007If+Y/owtv9PTd3JbY9u7eyeP4e7V1RnYG43iZbqSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGoJEmSJGlyBqOSJEmSpMmlqubdh3uNJNcDd827H1qT9gbunHcntOY4LzTEuaEhzg3N4ry4d7mzqo6bdyfuDXaZdwfuZe6qqkPn3QmtPUkud25oKeeFhjg3NMS5oVmcF7qv8jJdSZIkSdLkDEYlSZIkSZMzGF2dd867A1qznBuaxXmhIc4NDXFuaBbnhe6T/AIjSZIkSdLkXBmVJEmSJE3OYHSkJMcl+XKSm5OcPu/+aG1I8r+S3NF+9kcCIMkjk1yY5MYkNyR55bz7pLUhya5JLk1yTZsbr593n7R2JFmf5Kok58y7L1o7ktya5LokVye5fN79kXYkL9MdIcl64K+Bnwc2AJcBv1hVX5prxzR3SY4GNgLvr6qfnnd/tDYk2QfYp6quTPIg4Arg+b5mKEmA3atqY5L7AZ8DXllVF8+5a1oDkpwGHAo8uKqeO+/+aG1IcitwaFX5O6O6z3FldJzDgZur6paq+gFwJnD8nPukNaCqLgK+Me9+aG2pqtur6sq2/R3gRmC/+fZKa0F1NrZ/79cefioskuwPPAd497z7IklTMRgdZz/ga73/N+AbS0kjJDkAOAS4ZM5d0RrRLsW8GrgDOL+qnBsC+H3g3wOb59wPrT0FnJfkiiS/Ou/OSDuSweg4mZHmJ9mSlpVkD+BjwKlV9e1590drQ1VtqqqDgf2Bw5N4if+PuCTPBe6oqivm3RetSUdW1ROBZwEva7cISfcJBqPjbAAe2ft/f+C2OfVF0r1Aux/wY8AHqurj8+6P1p6q+ibwGeC4+fZEa8CRwPPavYFnAk9P8qfz7ZLWiqq6rf29AziL7vYx6T7BYHScy4DHJnl0kvsDLwLOnnOfJK1R7Utq3gPcWFVvnnd/tHYkeXiSPdv2A4FjgZvm2inNXVX9x6rav6oOoHuPcUFV/as5d0trQJLd2xfhkWR34BmA3+Cv+wyD0RGq6m7g5cC5dF9E8uGqumG+vdJakOSDwBeBxyXZkORX5t0nrQlHAi+mW924uj2ePe9OaU3YB7gwybV0H3SeX1X+jIekIY8APpfkGuBS4BNV9Vdz7pO0w/jTLpIkSZKkybkyKkmSJEmanMGoJEmSJGlyBqOSJEmSpMkZjEqSJEmSJmcwKkmSJEmanMGopFGSPCLJnyW5JckVSb6Y5AVt3zFJvtX7GZNPtfQjklzS0m5M8rqWfmAr/49JXj2y/Ue3ur6S5EPtN3/7+5/Za39jki+37ffPqGvPJL85st2NY/LtCEkOTfLWFfLsm+SjbfvgMT8ZszRfkuclOX37ewxJvrDK/GckOXYb29qp5yLJG5N8bWk7SU5O8ve9+fWS3r6T2pz8SpKTBuo9Jsmqf76l/SbpJUmuSvKUVZQ7IMkvrba9Zeq6vm0Pzs8ktybZe0nabkk+keSmJDckeVNv3wPa8/jmNsYDWvrB7bXhhiTXJjmxV+Y9Sa5p6R9NssdAX17e6q1+n9J5a9t3bZInDpQ/vu2/OsnlSY7q7TuuvbbcPPQcSnJ0kiuT3J3khUv2/W4b242tL5lRfuaxafvGzLfJy2eF12dJGlRVPnz48LHsAwjd76n+ei/tx4F/27aPAc6ZUe7LwBPa9nrg8W37x4DDgDcCrx7Zhw8DL2rb7wB+Y5m8nwEOXWb/AcD1I9vduB3Hbf1OPi8nA2/bUfnW+mN7zsXI+o+g+x3QjUvSZx4/4KHALe3vXm17rxn5Zj4/VpovwIuA923DOEa1N7KuUc8V4FZg7yVpuwFPa9v3Bz4LPKv9/5vAO3rj/FDb/ingsW17X+B2YM/2/4N7db8ZOH2gL4e0fi/qE/Bs4JPt9ewI4JKB8nuw5afvDgJuWjg/wFeBn2jjuWbhNW3GMTsIeD/wwl76zwKfb/Wsp3tNPWZG+aFjM3a+TV6eVbw++/Dhw0f/4cqopDGeDvygqt6xkFBV/6eq/mCFcj9G92aSqtpUVV9q23dU1WXAD/uZ2yrMTUne11v92K2tHjwd+GjL+j7g+WM6nuS0JNe3x6kt+U3AT7aVj99LskeST7fVjOuSHL9CnTP72fbdmuS1ST4H/EKSZ7SVniuTfGRhNSfJYUm+0FZ6Lk3yoPRW0JK8LsmfJLmgrTa8tNf29W3l4QzgxDaOE5Mc3uq8qv193EC+k5O8rdX3423s17a/j2rp720rN19Itxr+wq0OBFtWK1vfP9OOxU1JPjCw6vPehbrasXp977gf2NL3SPLHLe3aJCf0yr+xHbOLkzyipT08yceSXNYeR7b0p2bLauZVSR603Hmtqour6vbl8izxTOD8qvpGVf0DcD5w3EDePWYdm6XzpTfOg4HfBZ7d+v/AdKtyV7bxf3qZMb4JeEpLe1W/E+lWrfqr5O9NckKbV59t9V+Z5GeXDmDJ/HxYkvNam39EF+AtPZ7fq6oL2/YPgCuB/dvu4+mex9A9r38uSarqr6vqK63MbcAdwMPb/99ubQd4IDDzh9Kr6qqqunXGruOB91fnYmDPJPvMKL+xqhbq3r3XzuHAzVV1SxvPma3OpeVvraprgc1LdwG70gWyDwDuB/zdQD+3OjaMn2+Tlm/7tun1WZIMRiWN8c/o3kguZ+HN79VJfqulvQX4cpKzkvxakl1HtPU44J1VdRDwbbpP6R8GfLOq7m55NgD7rVRRkicBpwA/Q7cS8tIkhwCnA1+tqoOr6t8BdwEvqKonAk8D/vusQGpEPxfcVVVHAZ8CXgMc2+q+HDitBYgfAl5ZVU8AjgW+P6ONg4DnAE8GXptk34Ud7c3wa+lWLQ6uqg8BNwFHV9Uhbd/vDOTrexvdG/SDgA8A/csw9wGOAp5LF+Cs5BDgVODxdKtHR44oc2c7Nn8ILFyy/Z+Ab1XVP2/9uqCl7w5c3I7ZRcBLW/r/AN5SVYcBJwDvbumvBl5WVQcDT2H2MR7rhGz54OGRLW0/4Gu9PMvNy+WOzV1VdVRVnbmQUFVX0ztvdKt17wJOaONfCFxnjfF04LPtfL9lST/OBE4EaPPw54C/pAv6fr6dixNZPA9m+c/A59pcOxt41HKZk+wJ/Avg0y3pnmPXntffonue98scThe4fbWX9sfA/wMOBFb6MGyp0ecryQuS3AR8Avg3qy0/S1V9EbiQ7gO624Fzq+rG1t4ZSZ63tJ0lx2aw/e0tv8Rqy2/TIiSGUAAABoJJREFU67MkgcGopG2Q5O1tdeayXvLCm9+Dq+qNAFV1BnAocB7wS8Bfjaj+a1X1+bb9p3TB0KzAcOaqyBJHAWdV1XeraiPwcbo37FsNCfidJNfSBZD7AY/Yhn4uWAj4jqALPj6f5GrgJLrLmx8H3N5Wh6mqb/feyPX9eVV9v6rupHsTe/gKfXoI8JF09/i9he5DhJU8Gfiztv0nS8bxv6tqc1vRXul4AFxaVRuqajNwNd3liiv5ePt7RS//scDbFzK0VRiAHwDnDOR/WzvGZwMPbiuEnwfenOQVdJd6zjrGY/wFcEALjD/FllWj1czL5Y7N0g8IZjkCuKiq/gagqr7R0lc7xk8CT0/yAOBZrc7v063SvSvJdcBH6Obtco6mm/dU1SeAfxjKmGQX4IPAW6vqloXkGVmrV2Yfuvl4SjtmtLZOobt890ZaUL0Ko89XVZ1VVQfSrfC9YbXlZzaePAb4p3Srw/vRnYejW3uvraqzV2hnsP3tLb+0q6ssv13HRdKPNoNRSWPcANzzZR9V9TK6FZWHr1Swqr5aVX/Y8j8hycNWKjLj/zvpLqnbpaXtD9w2ot8rrW4u+GW6sTyprTD9Hd3ldKvt54Lv9to/vxekP76qfqWlj3mztlwbs7wBuLCqfppuFWrMSvRybf5jb3vMsezn3wTsMpRxRpl+/qHj88Pe5ZP9/OuAJ/eO835V9Z2qehPwErpLOi9euAx4tarq61W10M93AU9q2xuAR/ay7g/cluRnelcJLKxWLXdsvsvKZh6T1Y6xqu6iu6f6mXTB3MJq7Kvo5v0T6D5AGvMFNGMDjncCX6mq3++l3XPs2vP6IcA32v8PpluRfE27nHbpGDbRBfAntPzntmP97qV5lxg6Xy/rna99+wWq6iK6S/r3Hiq/Qpt9L6Bb2d/YPhz7JN2HDIP9XHJsxrY/dfltfX2WJINRSaNcAOya5Dd6abutVCjJc3qXuz6W7k34N1co9qgkT27bv0h3KWDRrQwu3Ld4EvDnI/p9EfD8dPed7k73ZvCzwHeA/v2DDwHuqKofJnka3erlSrbq54w8FwNHthWRhW8X/Sm6y2n3TXJYS39Q741c3/FJdm0B/DHAZUv2zxrH/23bJy+Tr+8LdF9SAl1QPmscUzsPePnCP0n2WmX+g9vfn6yq66rqv9JdIr1wT+pNq+nMkvsKn0e3KgdwLvCMJHu1Pj6D7tLLS3qB8dlL69tGXwSemuTRrU8PbX9njXG58w1dAHoK3VUC57a0h9Ct1m8GXkz3BTvLuYhuvpDkWXRfaLOVJL/d6j51ya6z6Z7H0D2vL6iqapcOn0V36fhHevWk9zwK3YctNwFU1TPbsX4Jyzsb+NetriPoLgW/vare3jtftyV5zMLrVrpv3L0/8HW6599j031z7P3pnjerOb9/S3cOd0lyP+CpbJlLKx4bBubbvMtvx+uzJBmMSlpZe7PxfLo3Un+T5FK6SxX/wwpFX0x3z+jVdJfc/XJVbUryT5JsAE4DXpNkQ1sNge7N2UntktmH0t1LSGvrtCQ3092j9J4R/b4SeC9wKXAJ8O7qvtzk63SXzl6f5Pfo7pU8NMnldG+wxwQrQ/3st//3dEHhB1u+i4EDq7uP80TgD5JcQ/dFILNWMS+lWyG6GHhDdV/o0nch8Pi2onMi3Rfe/JckC9/YOZSv7xXAKa1/LwZeOWLsO9tvA3u183MN3X28y3kF3fm7NsmXgF9v6af26vg+8Mm2wjVzlTfdz25sAHZrc/J1C/Wn+zmOa1pbJ8M9l8q+gS5IuQw4o3f57A7V5tKvAh9v/Vi4tHerMQLXAnenu5T+VTOqO4/uMttPtbkI8D/p5vPFdN9ou9Jq7euBo5NcSReU/O3SDEn2B36L7pLfK7P4Z3HeAzysPZ9Po7vPFeBftr6d3FutPJjunL0v3WXE19Hdz3zGrI4leUU7j/sD1/ZWTP+S7htgb6Zb4R76eacTgOvb69bbgROrczfdhx7n0j3/P1xVN8xo/7DW/i8Af5RkIc9H6e5/vY7um3ivqaq/aGX693zOPDbLzbd5l2cbXp8lCbZ8dbkkzV2637M7p11mumZN0c8WCG2sqv+2s9r4UZTkucBPVNVKX9AjSZJ2sjH380iSdJ9QVeesnEuSJE3BlVFJkiRJ0uS8Z1SSJEmSNDmDUUmSJEnS5AxGJUmSJEmTMxiVJEmSJE3OYFSSJEmSNDmDUUmSJEnS5P4/FvXDDXlcHzYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cmap = plt.get_cmap('rainbow')\n", + "fig, ax = make_map(bbox=bbox)\n", + "cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)\n", + "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", + "cbar.set_label(grid.getLocationName() + \" Total precipitation in inches, \" \\\n", + " + str(fcstHr) + \"-hr fcst valid \" + str(grid.getDataTime().getRefTime()))\n", + "\n", + "ax.scatter(maxPoint.x, maxPoint.y, s=300,\n", + " transform=ccrs.PlateCarree(),marker=\"+\",facecolor='black')\n", + "\n", + "ax.add_geometries([roi_polygon], ccrs.PlateCarree(), facecolor='none', edgecolor='white', linewidth=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create Region of Interest Image\n", + "\n", + "Now crop the data and zoom in on the region of interest (ROI) to create a new plot." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# cmap = plt.get_cmap('rainbow')\n", + "fig, ax = make_map(bbox=roi_box)\n", + "\n", + "cs = ax.pcolormesh(lons, lats, tp_inch, cmap=cmap)\n", + "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", + "cbar.set_label(grid.getLocationName() + \" Total precipitation in inches, \" \\\n", + " + str(fcstHr) + \"-hr fcst valid \" + str(grid.getDataTime().getRefTime()))\n", + "\n", + "ax.scatter(maxPoint.x, maxPoint.y, s=300,\n", + " transform=ccrs.PlateCarree(),marker=\"+\",facecolor='black')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## High Resolution ROI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### New Data Request\n", + "\n", + "To see the region of interest more clearly, we can redo the process with a higher resolution model (GFS20 vs. GFS1.0)." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "roiRequest = DataAccessLayer.newDataRequest(\"grid\", envelope=conus_envelope)\n", + "roiRequest.setLocationNames(\"GFS20\")\n", + "roiRequest.setLevels(\"0.0SFC\")\n", + "roiRequest.setParameters(\"TP\")\n", + "\n", + "roiCycles = DataAccessLayer.getAvailableTimes(roiRequest, True)\n", + "roiTimes = DataAccessLayer.getAvailableTimes(roiRequest)\n", + "roiFcstRun = DataAccessLayer.getForecastRun(roiCycles[-1], roiTimes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate Data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n", + "0.0 22.5625 3.0\n", + "0.0 35.375 6.0\n", + "0.0 38.375 9.0\n", + "0.0 38.375 12.0\n", + "0.0 41.375 15.0\n", + "0.0 48.625 18.0\n", + "0.0 73.0625 30.0\n", + "0.0 94.9375 33.0\n", + "0.0 96.125 36.0\n", + "0.0 97.0 39.0\n", + "0.0 99.375 45.0\n", + "0.0 100.0625 48.0\n", + "0.0 100.25 51.0\n", + "0.0 100.4375 57.0\n", + "0.0 100.4375 63.0\n", + "0.0 118.25 66.0\n", + "0.0 127.625 69.0\n", + "0.0 131.125 75.0\n", + "0.0 131.375 78.0\n", + "0.0 131.5 81.0\n", + "0.0 131.875 84.0\n", + "0.0 132.875 90.0\n", + "0.0 133.375 96.0\n", + "0.0 139.1875 102.0\n", + "0.0 141.625 120.0\n", + "0.0 141.75 126.0\n", + "0.0 142.1875 132.0\n", + "0.0 143.375 138.0\n", + "0.0 148.6875 144.0\n", + "0.0 156.25 150.0\n" + ] + } + ], + "source": [ + "roiResponse = DataAccessLayer.getGridData(roiRequest, [roiFcstRun[-1]]) \n", + "print(roiResponse)\n", + "roiGrid = roiResponse[0]\n", + "\n", + "roiLons, roiLats = roiGrid.getLatLonCoords()\n", + "\n", + "roi_data, i, j = calculate_accumulated_precip(roiRequest, roiFcstRun)\n", + "\n", + "roiFcstHr = int(roiGrid.getDataTime().getFcstTime()/3600)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot ROI" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/scarter/opt/miniconda3/envs/python3-awips/lib/python3.9/site-packages/cartopy/mpl/geoaxes.py:1702: UserWarning: The input coordinates to pcolormesh are interpreted as cell centers, but are not monotonically increasing or decreasing. This may lead to incorrectly calculated cell edges, in which case, please supply explicit cell edges to pcolormesh.\n", + " X, Y, C, shading = self._pcolorargs('pcolormesh', *args,\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# cmap = plt.get_cmap('rainbow')\n", + "fig, ax = make_map(bbox=roi_box)\n", + "\n", + "cs = ax.pcolormesh(roiLons, roiLats, roi_data, cmap=cmap)\n", + "cbar = fig.colorbar(cs, shrink=0.7, orientation='horizontal')\n", + "cbar.set_label(roiGrid.getLocationName() + \" Total precipitation in inches, \" \\\n", + " + str(roiFcstHr) + \"-hr fcst valid \" + str(roiGrid.getDataTime().getRefTime()))\n", + "\n", + "ax.scatter(maxPoint.x, maxPoint.y, s=300,\n", + " transform=ccrs.PlateCarree(),marker=\"+\",facecolor='black')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## See Also\n", + "\n", + "### Related Notebooks\n", + "\n", + "* [Colorized Grid Data](https://unidata.github.io/python-awips/examples/generated/Colorized_Grid_Data.html)\n", + "* [Grid Levels and Parameters](https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html)\n", + "\n", + "### Additional Documentation\n", + "\n", + "**python-awips:**\n", + "* [awips.DataAccessLayer](http://unidata.github.io/python-awips/api/DataAccessLayer.html)\n", + "* [awips.PyGridData](http://unidata.github.io/python-awips/api/PyGridData.html)\n", + "\n", + "**matplotlib:**\n", + "* [matplotlib.pyplot](https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html)\n", + "* [matplotlib.pyplot.subplot](https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.subplot.html)\n", + "* [matplotlib.pyplot.pcolormesh](https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.pcolormesh.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top\n", + "\n", + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": true, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From cfab09971233cc10595c615d101b8b0942c36587 Mon Sep 17 00:00:00 2001 From: Shay Carter Date: Mon, 30 Oct 2023 17:10:17 -0600 Subject: [PATCH 2/2] Fix spelling mistake with "calculate" --- .../notebooks/Precip_Accumulation_Region_of_Interest.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb b/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb index 3f940b8..f6d1d8e 100644 --- a/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb +++ b/examples/notebooks/Precip_Accumulation_Region_of_Interest.ipynb @@ -40,7 +40,7 @@ }, "source": [ "

Table of Contents

\n", - "" + "" ] }, { @@ -175,7 +175,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Function: calcualte_accumulated_precip()\n", + "## Function: calculate_accumulated_precip()\n", "\n", "Since we'll want to calculate the accumulated precipitation of our data more than once, it makes sense to create a function that we can call instead of duplicating the logic.\n", "\n",