{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DFO Nutrient Comparison"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import sqlalchemy\n",
"from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n",
" Table, type_coerce, ForeignKey, case)\n",
"from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n",
"from sqlalchemy.ext.declarative import declarative_base\n",
"from sqlalchemy import case\n",
"import numpy as np\n",
"from sqlalchemy.ext.automap import automap_base\n",
"import matplotlib.pyplot as plt\n",
"import sqlalchemy.types as types\n",
"from sqlalchemy.sql import and_, or_, not_, func\n",
"from sqlalchemy.sql import select\n",
"import os\n",
"from os.path import isfile\n",
"import pandas as pd\n",
"import netCDF4 as nc\n",
"import datetime as dt\n",
"from salishsea_tools import evaltools as et, viz_tools\n",
"import datetime\n",
"import glob\n",
"import gsw\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Hour | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
" Chlorophyll_Extracted | \n",
" Chlorophyll_Extracted_units | \n",
" N | \n",
" Si | \n",
" Silicate_units | \n",
" AbsSal | \n",
" ConsT | \n",
" Z | \n",
" dtUTC | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 12.0 | \n",
" NaN | \n",
" None | \n",
" 5.28 | \n",
" mg/m^3 | \n",
" 6.6 | \n",
" 13.6 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 12.0 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 1 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 21.5 | \n",
" NaN | \n",
" None | \n",
" 0.61 | \n",
" mg/m^3 | \n",
" 21.2 | \n",
" 45.0 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 21.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 2 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 30.5 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 23.5 | \n",
" 47.4 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 30.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 3 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 52.3 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 28.0 | \n",
" 50.2 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 52.3 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 4 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 75.4 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 26.5 | \n",
" 49.1 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 75.4 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n",
"0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n",
"1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n",
"2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n",
"3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n",
"4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n",
"\n",
" Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n",
"0 None 5.28 mg/m^3 6.6 \n",
"1 None 0.61 mg/m^3 21.2 \n",
"2 None NaN mg/m^3 23.5 \n",
"3 None NaN mg/m^3 28.0 \n",
"4 None NaN mg/m^3 26.5 \n",
"\n",
" Si Silicate_units AbsSal ConsT Z dtUTC \n",
"0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n",
"1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n",
"2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n",
"3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n",
"4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/LinbfSiDiatRefl0_2/'\n",
"start_date = datetime.datetime(2015,1,1)\n",
"end_date = datetime.datetime(2015,5,30)\n",
"flen=10\n",
"namfmt='long'\n",
"filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n",
" 'flagellates':'ptrc_T'}\n",
"fdict={'ptrc_T':1,'grid_T':1}\n",
"df1=et.loadDFO()\n",
"df1.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)"
]
},
{
"cell_type": "raw",
"metadata": {
"collapsed": true
},
"source": [
"import pickle\n",
"data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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TJ0/EPmPGjBHOEm+ONHLarzAii8Ybi4aGBl1dXVmjRg0GBgYyICCALVu2ZMuWLdmnTx8x\nlXPu3Dnu3r2b27ZtY2JiIkny9OnTaqOE3r17Z/umnhPnz5/PVmSaNWtGACxRogTv3r2b6/YkSeL6\n9evZqlUrYcBWCYTKkJ6ens6tW7eKbaoptGHDhmUxhGemSpUqBCBcIZs1a0YtLS1GR0fnun+55dKl\nS7SxsWHZsmXFFFR8fDy1tLRYunTp/1QerP8ieRINhSJ70VAoPqgPc+bMUcv8MGjQIM6cOZOHDx9m\nzZo16erqSgcHB/7www8ks4pGTvsVRvJTNHKb5fazUrFiRZFpVgVJREVFwcTEBABw//59lCxZEnfv\n3oWXlxcMDQ0BAJUrV8aECRMwe/ZsJCQk4NSpU2jcuDHc3NxyDIJLTU2FlpYWwsLCMH78eADIYmTq\n378/FAoFdu/ejebNmyM8PByamprvvBaFQoGAgAAEBAQgLS0NP/30E8aOHQstLS2cOXMGMTExmDRp\nElauXAlTU1MMGzZMGJYvXboEQJndNTseP34MALh79y4sLCxQsmRJpKeniwDHj8X06dMxatQo6Ojo\nYO7cudDT0wMAbNiwAenp6Vi7dm2uHRNk/gOULAncuZP9+k9A586dsX37dnh4eGD16tU4fPjwB+0n\n8w4+hzLldbGysmJQUBDr1KnDpk2bsmnTpsKlNafF29tbzTB769YtTpo0SS2GICwsjOfPn2d8fDwl\nSWIGQCnTkvG6rXr16jEtLU1NxTMyMtigQQNxvqdPn777dSAb9u/fTwAiVYZqadSoEVNSUkgqRx5r\n164VrsFv2ikyMjJEgsR+/fqRVI66AIjpqo+FKqjOw8ODsbGxYv3p06eppaVFOzu7LPdK5sujINg0\nwsPD6ebmxlevXvHFixcsW7YsZ86cyaJFi/Lx48dMTU3lV199xcDAQJJk37591Vy7c9qvMCK73L6B\nqjZH2bJlkZqaCoVCgWLFiqFNmzZITU2FhoYGSCIpKQk1atRAeHg4JkyYgBIlSsDf3x+NGjVCvXr1\noFAoEB8fj9mzZ2P69OniDVxDQwNpkgQFgMxjD9UTPC42FuvXr8fjx49BEp6ennB1dYWrq6vYNyEh\nAUZGRnm+tqdPn8LR0RElS5ZEp06dYG9vDx0dHTRs2BA6OjpYtGgRfvrpJ8TExKBEiRI4cOAA5s+f\njzJlyuDrr79GmTJlsH//fjRs2BDVq1fH1q1b8fTpU7Rr1w6XL1/Gw4cPYW1t/QF3H0hKSkJISAiW\nLVuG48ePo2XLlli1ahXMzMwAAP/88w9cXFwQHx+PM2fOoGLFih90PpmCT55dbjdsAMaMAe7eVY4w\npk4FAgI+uB9Tp07FmjVrUKxYMZQsWRKVKlWCoaEhZsyYAUtLS1SrVg0JCQlYvXo1jh8/ju7du0NX\nVxchISHYv39/tvsVRmSX2zeWihUrqr3V5oYtW7awbt26wlA+YMAApqSkMD4+nlevXuWTJ0+4efNm\nLl26lEFBQZSym3N9PeLILkhNlaakSZMmBD4sWd62bdsIKCPRM3P//n1xvjVr1jA1NZW//fabWKep\nqcn27dvTyMiIBgYGwvujfv36BMAlS5a8d59UXL58mRYWFgRAJycnzpo1S3h9qejcuXOOBnqZLxM5\nuK9gIRvC31hyU4QpJxITE/ndd98J90+ViNSuXVs9vfhbRENlPH/x4gUTExN54sQJ9u/fX3htqR7i\nf/31V577l5GRwb1794o2rl+/Lra9fPlS9L13794kyQkTJhBQphJp0KABdXR02LhxY7W4FVWuq9x6\ndeXEnj17qK+vL/I7velWfP78eeFB9d13333QuWQKF7JoFCxk0fiIokEqbQI7duxgnz592KdPH44a\nNUrN7bVfv35vHWnkxKJFi+ju7i4e+Lt372ZoaCi//fZburm5ccqUKUxJSeH27duz1NV4/vw5p02b\nJhINFilShKNGjcq2ToaLiwtLlChBSZJ48OBBAsrU7aQyeWJQUBB9fX35119/MT09nS9fvqSrqyu1\ntbVpZ2fHWrVqsWvXrnRxcWHbtm25efPmt94vVbChhoYGzc3N+b///S/L9sw2mG+//faLTc8ukz2y\naBQsZNH4yKKRHcHBwWzVqhVNTU2J10bvN4VDZQzPKXBPkiQeP36ca9euZatWrUTmXTMzM7q5uWWZ\n0jp9+jRJZUCiqnCTr68vv/32W5YpU4Z2dna0tbVlmzZt1EYJ06dPJwCWKVNG5GNatGgRSXLnzp1q\n57C0tOTRo0d569YtdunShU2bNqWnpye1tLTo4+NDS0tL0Za7uzsDAwO5f/9+4SJ7+fJlYeD39/fn\npUuXslx3UlKScBMGQCMjI/bv35/h4eH8+eefs0Szy3x5yKJRsJBF4zOIhoq0tDRevHiR9evXVxOO\nzN5TCQkJasckJSVxzpw5ouSoavH29uaaNWv46tUrPn/+nL/++qtIFQ4oU4/s3LlTVJ7r16+fiPeo\nVasWW7RowRYtWrBo0aLU0tISIpOens6lS5eycePGdHJyEtlz09LS6OvrS0BZsGn9+vUEkG2pWJXw\npaWlcdy4caxdu7boF6BMraKKftfW1s5iX1Fx9epVRkRE8ODBg7x58yZ///13teJVgDIK//Dhwx/z\na5IpYMiiUbCQReMzioYKVZ3x9a/dAFNTU8Uo5E3Dr6qaX7Vq1bhy5UouWLCALVu25HfffUd3d3c6\nOzsL24mxsTEjIiJYuXJl8VA1NjZmgwYNRHbbNzPS3rp1S+wbHx+fpa+SJHH69OkiIl1l7zh58qSa\n262KqKgojhgxgmXLlmXDhg35888/MyoqisnJyQwLC+OuXbvYv39/+vn5cfr06Xz8+HG292j16tVZ\nRk+DBw9mRkYGJ02axPnz5/Py5ct0dHSkra0t//nnn/f+PmQKNrJoFCxk0cgH0bh06RIB9cJHqrQd\nfn5+XLBgAXv06MGuXbtST0+Pvr6+Yr/SpUsLu0SVKlVYr1499uzZU6QLB8Bu3boxKCiIlSpVIgCa\nm5tz8ODBvHr1apa+JCcns0uXLgSUqcDT0tL4448/ihQbiYmJwntr69atImI8KCiIGhoaajEjAwYM\nEJ5WderUURtNjB49Otf5dg4ePCiKU725NGrUiDdv3hT7njt3jrq6uqxVqxavXLmSty9CplAgi0bB\nQhaNfBCNuLg4AsiSSmDGjBmiSJCenh51dXVpYWHBunXr0sPDQxiyfXx8sm335s2b1NXVpbm5OaOi\nosSD9uzZs+/s008//UQA4mfm41R1sUuUKMHDhw/z7Nmz1NbWZs2aNcXxCxYsIAA2bNhQzRB/9epV\nkWnX2tqarVq1YqtWrejv78/OnTuza9eu7Nq1Kzdu3MgdO3aIfFnGxsbcvHlztsLh6uqqlstnxYoV\nVCgU1NHRYXh4eJ6+C5mCT0ERDUNDw892rrxmyR0/fjxtbW3p4eFBDw8Pjhgx4pP1TRaNfBANktTT\n02PRokW5ZMkStWjyU6dOCTsEABoYGNDKyoqVK1dm48aN2bt3b965cyfbNlVpyg0NDZmWlibsDk2a\nNHlnf2JiYggokw7Wrl2bALht2zaSyimqtWvXihgK1aIyQu/evZuAMoJclYfrTbZv386WLVvS2tqa\nNjY2tLCwoJ6eHvX19amKRVEoFCxWrBhnzZolYmXKly/PsmXL8smTJ2zcuLE4t66urlqK+KioKNrZ\n2bFMmTJ8/vx57r4EmUJBXkXjU2VGL+ii8bZU7R8TWTTySTSWL1/OkiVLCnuFyv01Ojpa7cHcpEkT\nUQP8Xaje6MeMGSOM0dWqVWORIkVyfJhn7g8AHj16lBMmTOCcOXNIKmM7VFNQ4eHhDAoK4qpVq3j0\n6FGSyprbenp6NDIyylMyRRWzZs2iKpgPAM+dO6e23c/PjyVLliRJ/vnnn2L6zcXFhWZmZmolbVes\nWEFVXInMl0NeROMTZkanoaEhQ0NDRYZokuzTpw9XrVpFUlmSwMvLiy4uLuzevbv4H/Tz8+Pw4cNZ\npUoVOjo6iv+dzEiSxD59+tDJyYn16tVj48aNxd/xmTNn6Ovry0qVKrFBgwbZPg9yEg17e3vxAnb6\n9Gn6+fmRVGaq7ty5M11dXenm5iYyXPfs2ZOVK1dmhQoVOG7cuGzvgywa+SQapHo9iMzDyefPn/P3\n33/n999/LzyEbG1tWapUKXbv3l0tKC8zqtodwL8lTQ8ePEiFQvHWKHJJkujr60t7e3vhngsoU6Vv\n3LiRAFi2bNksx925c4f29vYE8F4eTE+fPqWGhgY9PDzo5OREW1tbNZfj8+fPU1tbm126dCGpnL4D\nwMWLF/PmzZs0NjZmrVq1xP6qwkp16tTJ0cAuU/jIi2h8oszoJN8tGpntex06dBAjYT8/Pw4ePJgk\nuWvXLtarVy9L21u3buVXX33F9PR03r9/n6amptyyZQtTU1Pp7e0tHD2Cg4PF/0Nm3pyeUrnR5yQa\nw4cP54ABA8TxcXFxateQnp5OPz+/bLN0y6KRj6KhokePHgSyj/I+e/Ysx44dy6+//ppNmzZ9q00j\nIyODkZGRrF69OvX09Dho0CCuXr2aQUFBBMDhw4er/WFLksSMjAyOGDFCuOkC4MCBA1m1alWampqK\n4kctWrRQO1dsbKxIt/7LL7+813WrIs5VYjd79myxLTIyklpaWtTW1mZYWJgINCxXrpxwS+7QoQMB\nqFXsU9lfAGXyx+yM/zKFi7yIxifKjE7y3aIREhLCqlWr0tXVlba2tvzxxx9JKkUjLCyMpDJuqkyZ\nMlnaHjBggNr/UatWrbhlyxZevHiRxsbGQgxcXV1Zv379LMfndaRRqVKlbF8+lyxZQk9PT7q5udHC\nwoK//fZbln3yUzSUObhlMGPGDADAnj17xLrFixejRIkSOHr0KDp16oQZM2agadOmAABbW9ts29HQ\n0ECFChWwdetWODk5Yc6cOejcuTNq1KiBZs2aYcaMGXB3d8emTZtw9uxZmJmZwdzcHD/99BNcXFyw\nc+dO2NjYYOTIkQgODgYA9OvXD6mpqdi+fbs4T1JSEp48eYIXL16gWbNm6Nq1a56v+e7du5g4cSKK\nFSuGQ4cOoW3bthg8eLDY/vvvvyM9PR0XLlyAlZUVmjVrBkNDQ+zfv18kawx4nYQu83F9+vTB2bNn\nMWLECBw8eBAVKlTA/fv389w/mcJJThnQP1ZmdC0tLUiSJD4nJyeLn71790ZISAguXryI7t27i20A\noKurCwDQ1NTMsdxAdpCEi4sLIiIiEBERgYsXL2L//v3v1d/M/cmO6OhozJo1CwcPHsSFCxfQtGnT\ndx7zuZFF4zW3b98GAFGvIz09HWPHjsW9e/cwcOBAODo6oly5cujduzdKlCiBX3755a3t2dra4vz5\n8yIjbOfOnTFt2jTs2rUL9+/fR7t27VClShW8ePECHh4eGDJkCGJiYiBJEvbu3QsrKyuUKlUKffv2\nxalTp3D16lUASrFo06YNjIyMEBISgt69e+PPP//En3/+medrDgsLA0m8evUKADBw4ECx7fLlyxg3\nbhy8vLzg7Ows/nj/+OMPlChRQuzXqFEjDB06FEuWLFHrQ0JCgrhHlpaWsLS0zHP/ZAonU6cCBgbq\n6wwMlOs/Bvb29rh8+TJSUlLw7NkzHDx4EMC/D2QLCwskJiYiJCQkT+36+vpi06ZNyMjIwMOHDxEa\nGgoAcHZ2RmxsLP73v/8BANLS0hAZGZnrdh0cHER9oK1bt4r19evXx6JFi8Tn+Ph4vHjxAoaGhjA1\nNcXjx4/VXmILCrJovKZChQooXrw4Nm/eDAB48eIF4uPj0axZM5w5cwbz58/HwoULsXLlSly6dAnG\nxsa5atfS0hKbN29GYmIi3N3dMXDgQNStWxdVqlRBv379cPXqVcydOxdz586FgYEBDh48CHd3d3F8\nuXLlAAA3btwAABw6dAghISGQJAljx47F8ePH4ebmhsDAQMTExOTpmk1NTQEALVu2hIWFBZo3b445\nc+aAJNasWQNJkrBy5UpERETg+vXrmDZtGurWrZulHUdHRwBQ+0caPHgwnjx5gurVq+PmzZvQ0dHJ\nU99kCi8BAcDy5YC9PaBQKH8uX/7hmdHT09Ohq6uLEiVKoG3btnB1dUXbtm3h6ekJADAzM0P37t3h\n6uqKhg1GvSeyAAAgAElEQVQbokqVKnlqv1WrVnB0dESFChXQqVMneHt7AwB0dHQQEhKCESNGwMPD\nAxUrVsSJEydy3e748eMxYMAAeHl5qRVuCwoKQnx8PFxdXeHh4YHQ0FB4eHjA09MT5cqVQ/v27eHj\n45Ona/gsfI45sLwu+WHTIMl27doRgAhcUyU6fFfCv9wQHR3NuXPnsmHDhmpR3Dt27KCZmRk1NTV5\n4cIFksqstba2tuzevTtPnTpFAJw1axZJ8uHDhyxatCidnZ05depUampqsnHjxjQyMqK3t3eeikPd\nuXNHeHqFh4fT09NTxGfgtU3i2bNnYv2jR4+ybad69eoEINxsJUmijo4O69atmyW6/r/Eli1buHHj\nxi8iUr4gxGlERESwSpUq+d2NAoFsCC8gonH79m2amZmxatWqJJV5mwDw66+//qjncXV1pZ2dHUmK\nYMFDhw7x4sWLbN26tZq776ZNm6ihoaHWB5Xba+/evfnjjz8SgIgo19fX57Fjx3LVj5SUFNrY2LB0\n6dK8fv0609PTuXz5chYpUoQAaG9vz0OHDglhyQlVhHxmr6vSpUvTzc3tPe9Q4efp06fiO9TU1OSm\nTZvyu0sfRH6LxpIlS1i+fHnu27cvX/tRUJBFo4CIBknx8FVlgW3YsCH19fU/anqM4cOHEwCPHz9O\nZ2dnOjk5kaQoaTtgwABWrVpVvN3XqVOHVlZWam0MGTKEANi1a1d6eXlRT0+Py5YtY6lSpVi8eHG1\naO3MpKSk8OTJk3zx4gVJMjQ0lFpaWlQoFBw0aBBjY2OZnJzM1NRUJiUlcfjw4dTS0soxWE81WjE0\nNFRLUVKnTh0aGBh8jNtVKDl8+DABZRp5Ly8v6uvr8+effxYlfQsb+S0aMurIolGAREPlgqpKEX7/\n/n1aWFjQ3d1dCMmHoqoTvmTJEjZs2JC6urokyVq1atHQ0JBPnz6ltbU1ATAgIIB6enps27YtHz58\nKB72KSkporbH1KlTxf7t27enjo4OPT09uWzZMq5YsYIbN27kli1bOHLkSJH0UEtLi82bN+ft27d5\n8+ZN4UpsZWXFBQsWiLrkqpQia9asyXIdL168EAGBoaGhats6depEDQ2NQvuQ/FCSkpJoaWlJT09P\n3rt3jxUrVhQBlCNGjHjvGvP5hSwaBQtZNAqQaKgC/TKXMt21axcBZe2Kv//++4PP0alTJxE1rUpy\nGBcXx9mzZxMAjxw5wtu3b4tRDwC1OhoqHj9+TFNTU1apUoVRUVFs3749AbBv375CRDIvqmmuVatW\niUqEmpqawlf8wIEDwn5Rvnx5xsXFMSwsjF5eXtTV1VXLnxURESGCEJctW6Z2fcnJySxVqhS9vb0/\n+F4VZr799lsCylxiV69e5apVq8Q9Mzc3Z6dOnbh+/focbUUFCVk0ChayaBQg0YiMjKSGhgbbtm1L\nUml4Ll68uHjwqnJBvS9Xr14lADZv3pySJDEgIIAWFhZMT0/n+fPnCUDN2Hf37l3eunWLJLlmzRq1\n2ukPHjzgoEGDCIDz589namoqq1evThMTE968eZMXL15keHg4jx49ytDQUB47doyjRo2inZ0d7ezs\nhGhkzruVkpLCpUuXUktLS9yD2NhYFi9enGXLluXLly/Zt29fAsqEjqNHj1a7PkmS2KZNGxE1/l/m\nwYMHQoQVCgX79evHJ0+e8NChQ/z2229ZtGhRMeobPXo0L1y4kGMBsPxGFo2ChSwaBUg0SGX+GgDc\nsWMHExMT1d7WVdNDeeH58+fcsmULW7duTXNzcwLK7LXp6eksWrQoO3TowLi4OJGMsHHjxiJ1SE6p\nOCIjI9W8nFavXk1S6aVlZmZGLy8vtamhmTNnUqFQUENDgw0aNGDz5s05efLkHHNq1a5dWxjrSaWN\nIrNnVYMGDbKdYtm+fTsBZYr3gvoA/NxER0ezRYsW4oVANVrNyMjg6dOn1VLPmJiY0MPDgw0aNMhS\ndjc/kUWjYCGLRgETjfv37xMAhwwZQlI5FYPXKTHySlpaGsuUKSMeCjo6OgwODmZqaqpw6Q0ODhYi\nERwcTJJs3ry5mhtrZvbu3UtNTU1qa2tz2rRp3L59u9oDetu2bSIViYpq1aoRgBi1vI2HDx8SACtU\nqCDWNWnShICySuDPP/+cJfliQkICly1bRmtraxoZGWVb+/y/zoYNG0T25ICAAG7dulV8bzExMfz1\n119pb2+vlsk4N9/X5yC/RSM6OpouLi7Zbhs7dmy26X8yk9sMtL/88otIIOji4iKmqXNzjs+JLBoF\nTDQyMjKI13mgSLJfv34EwJUrV+a5rSdPnlChUNDIyIh//vknSeUUjioRoo+PDxMSEti8eXMxTaXa\nJ7sqfqosskZGRm/16FL1WVUqVuWae+DAgbf29/r168KLS5XgTUVKSkqW0UNMTAyHDRsmRiBubm5q\n6dJl1Hn8+DEDAwOFW7Ofnx/nzp0rRDYlJYXp6ekcP348DQwM6ODgIIpx5SfvIxrJyQ949qwvk5Mf\nfvD53yYauSE3ohETE8PSpUuL6dqEhIQCI9pvIotGARKN9PR07tu3j6VKlaK2tjbPnz9PS0tLYYzO\ny5TLhg0bOGXKFBoYGLBIkSJi/dGjRwmANWvWpCRJYnrizYJQmTl16hQXLFjAgQMHCi+nqKioHPdP\nTk6mnZ0dLS0txTQIAHbv3j3b/SVJYtu2bcUc+/z583Ns++XLl/zzzz+5a9cu8ebs5eXF48ePy1NS\nuSQtLY1BQUGismKxYsXo7u7O/fv3i3t48OBBEQPj5eXF+/fv51t/30c0rl7txdBQDV692uvdO7+D\n6OholitXjt26dWOFChVYv3594c2Yue7Frl276OzszEqVKrFfv34iseH48ePZpUsX+vn5sVSpUpw3\nb16Wc4SHh9PDw0O8uGUmr7U1PjWyaBQg0VDZM1TLxIkThdupaopqxYoV74x0VgXFqQzGqmybpDLd\nuEKhoImJiQju69OnT7YuvQcPHhSG5zcX1SjiTc6ePSuy5ZYuXVo8hFSCc+DAAbWHe1hYGGvVqiWm\nTXKyc1y+fJkDBgygmZmZWj86duz4RUQ95xerVq1izZo1xf1s1qwZo6OjSSpHHjNnzqS+vj5r1qyZ\nb9N+eRGNI0f0GBqKLMuRI3rvff7o6GhqamqKWi9t2rQRIzDVAz0pKYl2dnZidNCuXTs10fD29mZy\ncjJjY2Npbm6e5V6mp6ezQYMGLFGiBDt37qw2YpZFQxaNHFG5ufr4+BAAx40bx4SEBN67d094Hqke\nlDlx4sQJOjg4UFtbm9HR0WreSSqWLFnCqlWrsk6dOly6dKmIi8jM1atXqaenJ1w09+/fz6lTp4rp\nqZwC7lRvp926dVMrynTjxg3xYDIyMuLmzZuZkZFBa2trGhoacsqUKUxLS8u2zY4dO6oJxaBBg7h1\n69Ycgwhl8k5iYqLwPJs4caLatg0bNhAAhw4dmi99y4toJCc/YGRkex45YvBaLAwYGRnwQdNU0dHR\navVkpk+fzsmTJ5P894F+7tw5+vr6in127NihJhpTpkwR28qVK8eYmJgs55EkiadOneK0adNYpkwZ\njh8/Xu0cBQU5NXoBQpXq+8qVKwgODoaPjw8ePHgAGxsbTJ48GXfv3sXo0aOxbt06+Pn54datW1na\n6N+/P27fvo21a9fCwcFBJAbMTM+ePXHq1CkcOnQIP/zwAzQ01L+KFy9eoH79+khOTsaBAwdw//59\n1K9fH6NHj0ZCQgKuX78uMvK+SY0aNcTvmTPSlipVCgsXLkTHjh2RmJiIoKAgjBw5Eo8ePcKSJUsw\nZswYaGlpAQCioqIwd+5cxMXFISkpCevWrQMAsf3mzZto3bo1ihYtmpfbK/MWDA0NsXbtWpQuXRrL\nly9HbGys2Na+fXv06tULs2bNwsiRIxEfH5+PPX07uro20NQ0gSQlQ0NDD5KUDE1NE+jqWn9gu7ri\n97ymN8/t8QqFAlWrVsWoUaMQHByslpVWRoksGm9QuXJlfPPNN0hJSUG7du3QsGFDODs7Q0dHB9Wq\nVUNKSgomTZqECRMm4MyZM6hXrx5+++03tTbc3NwAADt27MDz58/fqx/Hjx8XWWsrVaoEPT09sc3I\nyAg2NjY5Hrtu3TrY29sjNDRU7R9DU1MTffr0wdq1azFs2DDcuXMHM2fOhImJCRo1aiT2W758OcqW\nLYtBgwZhypQp0NfXR58+fQAo06draGiIzKIyHxc9PT2EhITgyZMnaN++vdr3N2fOHDRu3FjUXvn1\n11/zsadvJy3tMWxte6JSpZOwte2JtLRHn/yczs7OuHXrlihzsGnTpjwd/+DBA5w9e1Z8joiIgL29\n/cfs4heBLBpvYGZmhi1btiA+Ph5Hjx7F1q1bsXjxYnh7eyM8PBxBQUHQ1NTE+PHjsWPHDgDKt8BB\ngwZh3LhxOHv2LObOnYsePXpg06ZNqFOnDkqXLo0uXbrkqR916tTBjz/+CC0tLbRt2xY3b95ETEwM\nNm7ciJ9++glDhgzBuXPncjy+ffv2iIqKEnn832TGjBmIi4vDtWvXEBkZKepdZGRk4IcffgCgTHne\nrVs3AMDChQuRkZEBf39/SJIEc3PzPF2PTO7x9PTE/PnzceDAAVhbWyMgIABbt26Frq4udu/eLeqt\ndOvWDT179sSBAwfyu8tZcHXdBienRTAy8oCT0yK4um775OfU19fH4sWL0ahRI1SuXBnGxsbZjvJz\nIi0tDUOHDkW5cuVQsWJFbNq0CfPmzfuEPS6kfI45sLwu+e1ymxNlypRhkSJF1Eo0vnr1irVr1xZz\n/bq6uoyIiCBJrly5kra2tmJbTvaCtzF//nwR34E3DOHGxsY5GuRVCfO0tbXznBl04sSJPHXqlPic\nkZHBlJQUBgcHC6eAN1OHyHxcJEnili1bGBAQIL7vgwcPiu0JCQn09/cX21Tp/D8V+R2nkVtUZYgl\nSWKvXr34888/53OPPg2yIbyQiMb06dNF1O6b7q6xsbG8c+cObWxsaGJiIrylJEkSbpWqGhq5ZdKk\nSXRxcWHXrl351VdfEVCmPs8sHNkZ81ScOnWKlpaWLFeuXJ6vNTU1lVu3bmX9+vWpoaEhzuvg4MDp\n06e/lwDK5J1ly5aJv7mHD/81JEuSxE2bNom/gz179nzSfhQW0fj555/p4eHB8uXLs3379mqZl78k\nZNEoJKJBkpcuXaKZmRkrVqzIDRs2cMiQIYyLixPbz549S19fXwLg7t27SSr/wX19fampqZmrc6Sm\nporgPFXQ3MSJE7lv3z7ev39fJFUEwOrVq2c5PnMQXqtWrQggW9/zzEiSxOTkZD59+pSzZs0S2XDt\n7Oz4ww8/sEuXLtyzZ0+2Xl4yHx9JkjhlyhQCyuSRqgJdpDIGZ+zYsWJka2pqytu3b3/S/hQW0fiv\nIItGIRINUpmmQ1NTUzy4W7RooRb3cO7cuSwR5KpYi8wJB3Pi8ePHou34+Hjxu2raiyTv3btHOzs7\nurq6inXp6ens1asXdXV1aWNjwxUrVogRQnbR41euXGF0dDTv3bsnRlGqxcDAgDt27JBHFPnE5MmT\nxUtB5qC+P/74QwSbenh4ZBul/ymQRaNgIYtGIRMNUplyIDQ0lD/99BOBfxMGkuSMGTOyTB117NiR\nCoUi12/qc+bMEfEUeB0BrgpakiSJgYGBBKCWGuHgwYMioK9s2bJqIjB16lS19lUR4jkt2dXPkPn0\nxMTEcPz48QSQbQ0X1TTl3r17P+uoTxaNgoUsGoVQNFQkJycTUM/qumbNGgJQM8LNmzePALh06dJc\ntStJEnv27ElnZ2dWrVpVbW5WlVARUJZY/fvvv9m1a1exzsHBga9eveLevXt56dIl/vPPP1miX/fs\n2SNShkyfPp2lS5emqakp582bR2tra9ra2vLXX3/9CHdI5l1kZGRwz549/Prrr6mhoUGFQsFGjRpl\na69q1KgRTUxMPnu6Flk0ChayaBRi0SAponi9vLz44sULSpLEChUq0NLSUvxzZ2RksEiRIqxWrVqe\n2s7u4aBKqFizZk1WqVKFgLLcakBAAGvXrs0lS5a8s92bN29SQ0NDGFGjoqJEEr3atWuLkUrlypXf\nKx28zLtJTk7m8uXL6eDgQLzOPzVy5MgsSfLS0tK4bds2NmjQgADo7+//2fsqi0bBQhaNQi4ar169\nEq6Rqnw1qsp4np6eIlttlSpVaGNj88HnkySJhoaGYmQxc+ZMPn/+nEFBQWLdm6nLsyM6OprGxsas\nUaMGSaUt5ZtvviEAUcZVZVeR+XhcvXpVvGgAoLOzM4ODg0X9k/T0dO7cuZPt27dnp06dhNu2nZ0d\nJ0yYkC+lYguKaEyZMoUVKlSgm5sbPTw8ePLkyY/W9v37998pyPb29rmyS35qZNEo5KJBkteuXaO2\ntjabNWtGSZKYlJTE2bNnU1NTk/7+/pQkiQMGDCAAHj169IPOparwB0AtH09CQoJYn9u30WbNmlFH\nR0ctQd7ChQtFXIiPj88H9fW/jiRJPHbsGMeMGcOpU6dyxowZQgR69OjBnj17ClfahQsX0svLS+Q3\nMzExoYGBARs3bpzvTgnvlRr9QTLP+p5l8sO3J/fMLSdOnGD16tVFbFJsbOxnz/wri0YuRQPAbQAX\nAUSoOgbAHMBfAG68/lkkh2MbAbgG4CaAkbk5X2EUDfJf4/WcOXPEOlWhpdDQUD5//pxly5Zl8eLF\nP+gP79atW0Ic7O3t1bapDNxvGr5zIioqSowsMhtW9+/fz/bt24saIDJ559q1a3RxccniZGBmZsaQ\nkBCSSlH566+/1AL1GjZsyC1bthSoQlbvlRq911WGaoTyaq+rH6UPW7duZbNmzbKsnzhxIr28vOji\n4sLu3buLKd3ly5fTy8uL7u7ubN26tbALBgYGsl+/fvT29mapUqVEIsLMNTvS09M5ZMgQuri40M3N\nTZQKsLe357hx4+jp6UlXV9e31rT5lBQW0bB4Y90MlQgAGAngp2yO0wQQBaA0AB0A5wFUeNf5Cqto\nSJLEevXqUVtbW4jCkSNHCCirAK5evVrU9A4MDPygc4WHh3Pu3LkMDw/Psu1dMRlvoqos6OfnxzNn\nznxQv2SU2Wp37txJKysrAuCKFSv47NkzPnjwgHfv3hUeUZIkcfjw4QTAokWLcsiQIWoBfAWJPKVG\n1zvCUIRmWY7oHfmgPiQkJNDDw4OOjo7s1asXDx8+TJJq03UdOnQQU8SZMzCPGTNGPPgDAwP5zTff\nMCMjg5GRkSxTpgxJddFYvHgx/f39xehOdQ57e3vRzqJFi/j9999/0DW9L4VVNK4BsHn9uw2Aa9kc\n5w1gX6bPowCMetf5CqtokOSCBQuESyRJ3rlzJ1uX1k/hmbRt2zYOGjSIYWFheTouOTmZEyZMoImJ\nCYsWLcoNGzbIxZTekxkzZgh7k6mpKXfu3EmSfPbsGefPn8+goCB27NiRTZo0EXajqlWrMikpKZ97\n/nbylBr9QTIj20fyiIFSPI4YHGFkQORHmaZKT09naGgox40bRysrK65atYohISGsWrUqXV1daWtr\nK7IxHD58mDVr1qSrqysdHBxEkbPAwECuX79etGlkZERSXTRat27N/fv3Zzm/vb097927R5I8efLk\ne5WA/hjkp2go81y/GwI4oFAoMgAsI7kcgBXJh6+3PwJglc1xxQHEZPp8D0C17E6gUCh6AOgBACVL\nlsxltwoenTp1Qr9+/bBmzRo0bNgQJUuWxKFDh3D27FlUr14dkiTByckJVlbZ3a735/79+/D39wdJ\nzJkzB66urjAxMUGDBg3Qt2/ft6Yw19XVxfjx49GmTRu4uLggICAAlSpVQrly5T5qH790SGLSpEmQ\nJAljxoxB06ZN4e3tjWfPnsHX1xcXL14EABgbG6No0aIoXrw4goKC0KZNG7UsxoUdXRtdaJpoQkqW\noKGnASlZgqaJJnStdd998DvQ1NRE7dq1Ubt2bbi5uWHZsmW4cOECzpw5gxIlSmDChAlITk4GAHTu\n3Bnbt2+Hh4cHVq9ejcOHD//bx0xp0pXP2zxc3+tj3yc9+5dAbrPc1iRZEUBjAH0UCoVv5o2vVS5v\nd/4NSC4n6UXSS5VxtTBiYmICDw8P7Nu3D0lJSQCUGWuHDBkCHx8f1PL1hZW1NaBQ/Lt8BAwMDGBi\nYgJ7e3t07doVpqamSElJwYQJE9C/f/9ctVGhQgWRubdKlSr43//+91H69l9BoVDAz88PycnJGDJk\nCLy9vZGYmIgKFSrg4sWLmDp1Kp49e4bHjx8jOjoaYWFh6Nix4xclGCrSHqfBtqctKp2sBNuetkh7\nlPbBbV67dg03btwQnyMiIuDs7AwAsLCwQGJiIkJCQsT2hIQE2NjYIC0tDRs2bMjTuerXr49ly5YJ\nUYiLi/vg/n8p5Eo0SN5//fMfAL8DqArgsUKhsAGA1z//yebQ+wBKZPps93rdF42/vz/i4uKwYsUK\nSJL074acBOIjCEeRIkXwyy+/4M6dO7hw4QJ+/PFHDB8+HIBSUHLL119/jQMHDsDc3BytW7fG77//\nnuc3sf8yxYsXB0kYGRkBAEJDQ/Hw4UOsXLkSo0ePhqmpKfT19fO5l58e122ucFrkBCMPIzgtcoLr\nNtcPbjMxMRGBgYGoUKEC3N3dcfnyZUyYMAHdu3eHq6srGjZsiCpVqoj9J0+ejGrVqsHHxyfPo+Zu\n3bqhZMmScHd3h4eHBzZu3PjB/f9ieNf8FQBDAMaZfj8BpUfUTKgbwmdkc6wWgFsASuFfQ7jLu85Z\nmG0apNJrRuU2mbnEJIGcl4/EvHnzRG4i1XLnzp08t3PmzBlaWFgQAOvWratWNlYmZ7p3704AIiBS\nZejOj9iKj0lBidOQUVLQy71aAQhTKBTnAfwNYBfJvQCmA6ivUChuAPjq9WcoFApbhUKx+7UgpQPo\nC2AfgCsANpOMfE99KzQ4OTnhzp07aNq0KYKCgtSG1J+a/v3748KFCxgxYgS8vLzQqVMnFCtWLM/t\nVK5cGQ8fPkSdOnVw6NAheHl54fHjx5+gx18W3t7eACCmQ5o0aQIAWLFiRb71SUbmo/I5lCmvS2Ef\naahQpTA3MDBQuuB+hpHGx+b58+fs0aMHAWVBp23btuV3lwo0GRkZbNSoEXV0dBgeHs7k5GRqaWnR\nx8enUHukySONgkVBH2nIvCcdO3bEunXrkJGRgU6dOkF69yGflFu3bkFLSwsKhQJDhgzBxo0bUb58\neSgUCrH06NEDCoUCCQkJAJSG/WXLluHs2bMoX748WrdujRo1amD9+vX5fDUFEw0NDaxbtw7FihVD\nmzZtkJSUhFmzZuH48eOYPXt2fndPRubD+RzKlNflSxlpqFi0aBEBcOHChfk6yjhx4kS2MSOZl0mT\nJhEAHz16lOX4x48fc8yYMXR0dCQAVqpUicePH89zMOGXxrp162hmZsZu3bqJe6G613379qUkSfT3\n96empiYnTZqUbV4wSZIKdO2Sy5cvF+qR0peEJEkFP7jvcy9fmmhIkkQA2aZA+NykpaXx9OnTvHLl\nCocNG8YVK1YwLCyM8fHxuQ4we/XqFWfMmCEKPNnY2DA4OPg/mw23UaNGQnQnTJgg1tvZ2dHJyYnp\n6el89uwZfXx8CIANGjRgREQEb9y4wYcPH3LBggV0dXWltrY2O3bsWCBF+NatW4yNjZWFI5+RJImx\nsbFZMiGTn080FMpzFSy8vLx45syZ/O7GR6VUqVIwMjISAV5fAk+ePMG+ffswdOhQPHr0CHp6epg8\neTJ69+6dJzffwsyePXvQpEkT9O/fH8+ePcO6detw4MAB1K1bFytWrECPHj0wceJEjBs3DgAwd+5c\nDBo0KEs7lStXRlpaGi5cuIAbN26gbNmyn/tS3kpaWhru3bsnAudk8g89PT3Y2dlBW1tbbb1CoQgn\n6fXJO/A5lCmvy5c20iDJOnXqEADPnj2b31356CQnJ/PAgQP09PQkADZq1Og/U0vc19eX5ubmfPDg\nAV+8eEEA7NOnD0nlW2HHjh0JgC1bthR1vO/du8dVq1Zxzpw5nDp1Kk+fPs2//vqLRkZGNDMzK9DT\nVDIFF8jTU18WixcvpqamJjU1NdmlSxe1ZGp5AuCL0uDRneCLUmBB8rySJImzZ88moCw5O3PmzCzl\nSr8kTp06RQAcOXIkSfLvv/8mALW8RomJiezfvz81NTWpUCg4dOjQbO0Dffr0IQBOmzbts16DzJeD\nLBpfIHfu3GH79u0JgAqFglWqVOG8efNyP0/82nB+6hcw9JDyZ0Fz2ZUkiQEBAdTU1CSgLD27a9eu\n/O7WJ6FKlSrU1dXl9evXSZKTJk2iQqHgP//8k2XfS5cusUmTJsL2UaJECZHUklRmLcZrRwQZmffh\nc4mGbNPIB06fPo1du3bh999/x4ULF+Do6Ii9e/eidOnSbz3ucKgCyC7jCIHadQrO90gSkiQhJCQE\nY8aMwf3799GnTx988803qF69en5376Nw4cIFeHh4YNKkSRg7diwAoGbNmkhOTsbb/najo6Oxf/9+\nzJ49G7GxsTh79ixKlSqFlJQUeHp64unTp4iMjISFhcXnuhSZLwTZpvEfID09nT/99FPWdCM58KI0\neGKjcpQRGqr8eWLj62mqfCIjI4MrV66kl5cXmzdvnmU+/u7du6xfvz61tLREHZHCnlIjLCyMGhoa\n1NHR4aVLl8T6kiVL0s7OTm1dTkRERBAAmzdvLtYtWbKEAHjs2LFP0m+ZLxvIwX1fPpqamujbty8A\nZeDduzC+BWiqnFdeDyw0kwDj6E/UwVwwbtw4dOvWDWfOnMHOnTsxYcIEte0lSpTA/v378ejRIwQG\nBmLt2rXo2LGjeiLHQsaGDRsgSRLmz5+vlghvzpw5ePjwIdzc3LBv3763tqHyomvcuLFYFxkZCX19\nfXh5ffqXRRmZ9+ZzKFNel//KSEOFvb09LS0t352iA+DxzUpbxmM/5c/jm/PPpnHjxg0CoLu7u4hF\nARBrUa0AACAASURBVPBWI//ChQsJgC1atOC1a9c+Y28/HtOmTRPX+u2336rZpGJiYujs7EwLC4u3\nxr106NCBFhYWal5mjo6ObNy48Sftu8yXC2RD+H+Ho0ePioyyfn5+nDdvXs5ulwUob5Uqt9aQIUPo\n5uYmpp/eZtiXJIlDhw4lAPr4+HzG3n48EhISGBcXx4CAAAJgZGSk2vYJEyYQAM+fP5/t8RkZGbS0\ntGT79u3FusTERCFCMjLvgywa/zFSUlI4evRoli9fngDo5OTE//3vf/ndrbcSHR1NY2Nj8dY9fPhw\npqSk5OrYxo0bU0dHR9RSLwxIksSePXtSW1ubxsbGwk6DN9LPR0dH08TEhN7e3mJdYmIimzVrRjc3\nN/r6+hIA165dK7YnJSXR2tqaWlpaBTIiXKbgI4vGf5gVK1bQxsaGZmZm/PHHHwt06oZz585xy5Yt\nom5yblG5mPbs2fMT9ezjc+7cOZEGpEePHnRwcCAAmpubZ5mSa9SoEW1tbcXnli1bEgDLlSsnhCZz\nfi9VEGCTJk0+2/XIfFnIovEf59KlS6xataqY8gkNDf2ioqyTkpKora3NH374Ib+7kmsGDhxIAAwJ\nCSGpHHkkJCRk2S89PZ3m5uYMDAwkSREp7unpSUmSeOXKFbVRRmpqKo2MjOjv71+gXxBkCjafSzRk\n76kCiouLC06ePInvv/8e69evR506ddCrV6/87tZHgyTS0tLw8uXL/O5Krjl16hQAwNPTE4CyJriq\nrGtmrl+/jri4ODx9+hQ3btwQdatbtGgBhUKBcuXKoWPHjmL/nj17IjExER06dIDiI9WMl5H5ZHwO\nZcrrIo801Hn+/Dl79+5NANywYUN+d+ejYW9vTxsbGx44cCDXGXbzE5X9ZunSpW/dLzk5mTVr1lRL\nOV+8ePEso4hLly6xfv36BMCmTZt+USNJmc8P5OkpmcykpaXRx8eHhoaG3L9/f4Gcxjh+/Djd3d05\nbtw4Dhs2jKNGjXprP3fv3k09PT0CoL6+Phs2bMjZs2fzwoULBer6Ll68yG7dugkB0NXVZWpq6luP\nkSSJN27c4KJFi9i9e3ceP35cbXtYWBitra2poaHBiRMnZjvNJSOTF2TRkMlCTEwMixUrJtxcCxpH\njhzJUtRpwYIFbz0mISGBO3fuZL9+/dSMxLa2tmq5mT4HSUlJfPjwIR8/fszExEQmJCTw5MmT1NbW\npqamJgMDAzl48GBu3LgxV+2Fh4dz8uTJ2Y6iKlasSABy+VyZj4YsGjLZ8vTpU3bq1IkA2KNHj2yT\n4+UXW7duJQDa29vz4cOHYuolJiYm123cuXOHK1eupKOjI83MzLh79+4c3XhjY2O5cOFCrly5Mttq\neKTSlTk4OJgbN27koEGDOGjQIPr6+opRW926dVmzZk1aW1vTxMQk22qGBgYGPHnyZI59jo+P5/z5\n8/nNN98wICCAgwcP5r59+1i5cmUC4LJly0gqRx979+5lmzZtCIAVK1bM9X2RkXkXn0s05ISFhZCU\nlBR07twZwcHB8PX1xcGDB6GlpZXf3cLp06dRtWpVAMq0KKGhofj+++9hbm6OqKgomJmZ5bqtqKgo\nVK1aFXFxcTAwMEDt2rVRv359SJKE4OBg8P/snXVcVNkbxp8hBUQRCbHAWLFFwVoD1F3Fdo21uxDs\nXGv9ubaunWutjbl2i4pdqNiJIJgooEgMcZ/fHzh3GRkEZCj3fD+f+2HmzrknBrjPPe857/uSuH37\nNpRKpXyNvb09ihcvjty5c2PChAmoWLEi1q1bh549e8plFAoFypYti7i4OFSvXh3Xr1+HUqlEhQoV\nYGRkJH8WGRkJhUKBAgUKoGvXrjA3NweQkHjq999/x+HDh2Fubg4jIyNcv34dUVFRsLS0RGRkpLy4\nP378eFStWhV169ZFvnz5cODAATRv3hwAULJkSQwbNgzu7u7p/t4FAkAELEy36v4X2LBhAwGwbdu2\ncnjurEblb6BUKqlUKrlgwQLq6urS0tKSK1asSLXzH5mwAWDv3r308PCQ85IDYIUKFVi1alW6u7vT\n19eXGzduZL9+/ejq6soCBQrI5VatWiV7rQPglStXGBYWlqbxvH//Xm2BWuXNjs9baCtVqsQ+ffrQ\nx8eHmzZtYvny5eXPBw0axOXLl9PV1ZWzZs2il5cXjY2NCYCtW7fOsWFUBNkTCPOUIDWMGDGCCoWC\nxsbGKS48ZwbOzs4EwDdv3sjnDh06xIoVKxIATUxM2LRpUy5cuDDNOcX9/f1TjCArSZLs3wKAuXLl\nks1kAwYMSLGNp0+fcuHChVy2bBldXFzk9RVPT09++vRJjp01bdo0+Zrw8HDOmTOHAFi0aFGOGTOG\nGzdu5ODBgzWau1RrNwYGBhw4cCBPnz6dpu9BINCEEA1Bqrl37x4bNWokJ/FJaWdPRrFmzRoCYP36\n9ZOIV1RUFHfv3k13d3eWLFmSAFisWDFu3rxZ60IXExNDpVJJHx8fFi5cWC24YOL+ODk50dramsuW\nLeOWLVvkEC6qw87OjqNHj2aRIkXkm7zq9erVq/n+/Xu6u7vLW3ErVapES0tLuSwAuri4MCgoiC9e\nvOD69etZsmRJGhoa0snJSa2tQ4cOafU7EPz3EKIhSBOSJLFFixZy3Krt27dnXN4KgNHm4PX5YHQ+\nUBU0UZWV8Ny5cylWsWPHDtnk5OjoyNOnT9Pf3//b0+AmQ1BQEN3d3Wltba22GytxVF5NR4MGDWSz\nVGRkJI8cOcIRI0awQYMGnDt3LuPi4jh8+HACYNeuXdXMVsOHD6e7uzs9PDySbKV99uwZO3fuLIuL\n6meHDh20Om7Bfw8hGoI0o1QquWrVKubLl49AQkrZtm3bJh8x91v4HFn3wRDwlFfCT9W5ly9f0tra\nmmXKlEl2N1NiIiIiOGvWLNlXQ9XnYsWKsVixYuzRowe3bNmSYTvE8ufPryYUY8aM4ebNm5PMSpJj\n/vz5BMA9e/bIs43UboWWJInnzp2T2543b156hyP4jyNEQ/DNxMbG8vz58xw4cKC8cHz79m2t1O19\n5HPWwC8O7yMJs40TJ05QoVDQycmJS5YsYWhoaIp1hoaGcteuXZwzZw4nTZpEV1dXNm3aVBY/ICGn\ndtGiRdm1a1devnxZK2MZMmQIK1SowG3btjEmJoYvXrxg9erVCSBVec2PHz8uL7gXKlSIdevWTXMf\n7t+/z5UrV6ZKZAWCryFEQ6AVhgwZQgCcPHmyVuqLNgfvjgO9D38Wi8MJ76PzQS6zfPlyOQJs0aJF\n+fvvv/Ps2bNpXmuJi4vj5cuXOXXqVDZr1owtWrRg7ty5qVAoZO/xly9fpntM58+fZ5s2beRQ56n5\nrsLDw1m4cGHmypWL9evX1+p3LBB8C0I0BFohOjpa3gbasWNHvnjxIn0VAnwwNME05X3kCxNVIiRJ\n4t69e1m9enXq6OgQAE1NTdmyZUs+ePDgm5t/8eIFBw8eLO9AsrW1ZUhIyDfX9/LlS3k2M2LECD5+\n/DjFa6ZMmSJfM3XqVPl1Toif9T2gVCq5bNkydu/eXXjUJ0KIhkBrBAYGslevXrJ3c1p8JZIA8PZk\n8OEQMLxEws/bk5OKRmJCQkK4c+dO9u/fn0ZGRgTAGjVqcNKkSakyXyXHqVOnqKenx1atWn3zDqzA\nwECam5sTAPfu3ZtieVXWvZIlS7JHjx7yeFIbWkTwbdy8eZMNGjRgp06d5G3dAFigQIGs7lq2QYiG\nQGsEBwezcuXKBP7N550uPi98qx2p5MGDB5w4cSJr1KhBALS2tuamTZu+uSvz5s37+kLygAGkrm5C\nH3V1E95/wZkzZwiAW7duTbG9mzdvEgDnz58vj0H4WWQckZGRXL9+vSwSqthrzZs3p5mZGVu3bp3V\nXcw2CNEQpIrAwEAuXLiQJ0+eZHR0tMYykyZNIgDOmjUrWy24HjlyhBUrVqS+vj63bNnCxYsXc9my\nZfzw4UOq65Akia1ataKenl7S+FADBmgWuETCERsbK9/8U7PdNyAggAA4fvx4AgnxvwTa59GjRxw+\nfLg8CwQSogtHRUXxxYsXctThbdu2ZXVXsw1CNASpIrGTmJGREfPly8eKFSuyQ4cO7NChg+wd7eDg\nkOXe4pp49+6dvGiuOurWrZumbcIhISG0s7Nj0aJF1X1TVDOMLw9dXbnI2bNn5Xbr1KnDKVOm8OrV\nqyQTBCk4OFjtezt8+DAB8MCBAwTA3r17p/9LEJBMCBtTvnx52X9HT0+Pbdu2pZeXFyVJkn8Pt27d\noo6ODps3b57FPc5eCNEQpEhwcDABsEuXLty3bx8HDhzIdu3asV69ejQzM2P+/PlZtmxZLliwIM0x\nlzKTsLAw/vPPP/T19eXKlSsJgMuWLUtTHVeuXKG+vj4bN278r0OdJsH4wpz2/v17Tpw4kSNHjmSV\nKlWoUChkfxFbW1tZcIODg0n+m/JVNXtTpXQVpI9Hjx7Jjo5mZmacMmWKxp1x7969Y6FChaijo8Pr\n169nQU+zL0I0BCkSExPD0qVL09DQkAMHDvwuEvlERkZSFcLj2rVrabp24cKFBMA8efIk3FBSMdP4\nkrdv37Jfv35s2rQpf/75Z44ePZoGBgZUKBR0c3OTw4OsWLGCAOjm5pbeIQtIjhs3jkDS/CJeXl4c\nPXo0x48fz6lTp8q75r6nDJbaQoiGIFU8fvxYDh9iamrKP/74I10Ly9mBmTNnMk+ePFQoFOzZs2eq\n06BKksTjx4/TxsaGJUuWZHTv3ppFIxWBCxOzatUqmpmZ0cTEhABYtmxZnjx5kgC4c+fObxmi4AtU\n0ZETr7mFh4fT0NBQzXRpZ2eXYrrd/ypCNASpRnWzLFWqlPzPldMXCJ8/f87u3bsTUI8omxrOnj1L\nXV1d1qxZk0GtWqW4eyq1KJVKBgUFMSIigkePHqUqdpSnpyePHTuWLn+R/zp9+/alnp6e2nbw6Oho\nWllZ0dbWlkFBQXz58qXIo/4VhGgI0kx8fDwfPHjAqlWr0tTUNFWOatkZVRBGHR0d+vv7p+naFStW\n0NTUlMbGxrx7926G9O3vv/9m3rx5ZaHW0dFhtWrVuGPHDq23972jCv7o5eWldv7EiRMEwGHDhmVR\nz3IOQjQE30xAQADNzc3p4OCQ472UVXv0XV1duWfPnjTtAHv58iWtrKxYvHjxVMWS+hYaN26sZj4B\nwFatWmVIW98z4eHhzJ07t8b4XQULFqSTk1MW9CpnIURDkC72799PAHR3d8/qrqSLiIgIdu3aVc7f\nXa9ePd66dSvV1588eVKeDWjbZCdJkrzOkfi4ceOGVtv5L6BUKmVnz8T4+fnJO9gEX0eIhiDdNG/e\nnEBCmlNNPH/+XGvRb9PjJZ4aYmNjOW7cOObOnZsA2KtXLwYFBaXq2qioKNaoUYOmpqbcunWrVu3i\nP/74o5pgNGzYUGt1/5fw8vIiAM6cOVM+p1Qq5YRd3t7eWdi7nIEQDUG6UeUQ17S+8ebNG/lGlyFh\nRTJAOMiEdKyqnTYmJib8/fffee7cuRQj6AYEBLBgwYKyE5/KgS+9BAYGcuzYsfTz86OdnR2tra21\nnkjqv8CoUaOor6+vlgL41KlTBMAZM2ZkYc9yDkI0BFrh2bNnclC/xCSO51OxYsX07fzJRNFQcfXq\nVdaqVUuOoFu8eHHu3Lnzq06MSqWSf/zxB83MzGhpaZnmxfWUuHbtGg0MDNikSROxy0cDkZGR3LBh\nA+fPn8+BAweyS5cu7NixIzt27EggIU1wYlavXq11n4yIiIhsGRlBGwjREGiNihUr0s7OTu1c//79\nCYB//vkn9fX1aWVlxb59+/LZs2dpbyALRENFSEgI16xZI8coyps3b4prHnfv3qWxsTF1dXW5cOFC\nrfZnyZIlBMC///5bq/XmdKKiolilShX5QcXAwIB58+almZkZjY2N2bt37yR/e7Vq1SIA+vj4aKUP\nz549o4GBAW1sbHjz5k2t1JmdEKIh0BqtW7cmADkQYHx8PCtUqEAADA4O5qFDh/jLL79QX1+fhoaG\n/OOPP9LWQBaKhoqYmBgeP36clpaWVCgUrFWrFo8ePZpseV9fXzZo0IAA2KRJE635WISHhxMQOb/j\n4uJkk+GuXbvk1LoTJkygn5+f2vet6cn/9evXBMCRI0dqrU/nz5+XRatkyZLZOrTOtyBEQ6A1VKG/\nVSEvJEmSPW0T4+vrS1dX17R7OmcD0VDx8OFDjh07Vl6/aNGiBePi4jSWDQ8P58iRI6mrq8ty5cpx\n//79WulDjx49qFAovipa3yvPnz/nxIkTWaBAARoZGcl/TwUKFOCJEydSbRrauHEjAaQ5lMzXkCSJ\nnTt3loWjTZs235WpSoiGQKuULl2atra2lCSJ0dHRNDAwYI8ePZKUUyqVrFChAvPmzfvVxeWAgAD+\n888/fPXqVcKJbCAYiQkODubIkSMJgCVKlOD+/fuTXWfYvHkzCxcuTABs0KABIyIi0tV2REQEy5Ur\nR0tLS549ezZddeUE4uPjeeTIEdkRU6FQsHHjxnRzc5NjRS1YsEAu36BBA86fP/+rdXbp0oUWFhZa\nXxsKDw9nmTJlZOFI3K+cjhANgVZZsGABVcmDJElimTJlaGVl9e9NPxGqXBF37txJ8tnJkyfZvHlz\neQFa5Xh369Ytvn79Ot03XG0iSRLXrFkjzzry58/P9u3b88mTJ0nKhoWFyePWRrjze/fuyb4l3+vu\nn+DgYM6ePZvFixenKqTKb7/9Rj8/P7Vy79+/V7v5q/5uxo4dqzEEvmr7badOnTKk36o1LVU/Lly4\nkCHtZDZCNARaRZIkOffGy5cvefv2bRoZGdHGxobLly9XM+EEBQXRwsKC5cuXVxOBO3fuUKFQ0NjY\nmOPGjeOJEyc4cuRINQHJlSsXp02blqZEShlNaGgoN23axG7dutHQ0JC6urocPXo0d+7cmWSRVRVt\n1cnJiU+fPk1Xu8HBwWzVqhV1dHS+m+x+kiTx/Pnz7Ny5sxzxt06dOvT09Ex1GmGViAPgX3/9pfaZ\nn58fjYyMmDt3bj5//jwjhkAyYXap6kPhwoXl0Pc5GSEaAq3zxx9/EABtbW158+ZNHjlyhJUqVSIA\n2tvb8/jx43LZI0eOEAD79Okjn1OlOu3cubNavYGBgVy7di1/+ukn+R/RwcGBL168SHsnM9jMdffu\nXTZr1kzup+qJVvV0HBsby1mzZtHExISOjo7JZkNMLR8/fmSpUqWYJ08ezpo1SxtDyDKuX7/OihUr\nUhV+3sPDQ202qlQqKUkS4+LiOGjQINrb23P37t1q6waqjQKqB42VK1fKn8XHx9Pe3p4AeOLEiQwf\nj5ubm9psOadvk852ogFAF8ANAAc+v68E4CKA2wD2A8iTzHX+n8vcTO2ghGhkHCdPnpQXwUuWLMkX\nL15w2bJlNDU1pcojVxWvSvXUvXHjRvn6evXqEQADAwPV6g0ODqa+vr7azVjVRqpvvGlYUL98+TJn\nzJjBP//8k56enql+UlQqlQwJCeHs2bN5+PBh9urVizo6OjQxMeHkyZPlctOnT6e2PJHv3btHALSw\nsCCZkEgoMjIy3fVmJkePHqWFhQX19PT4119/qeVu8fPzY5cuXWhoaKjxb2Ds2LFqdSUOd554y/ON\nGzcIIO27976RqKgoOjo6yn2ZMmVKprSbUWRH0RgOYEsi0bgKwPnz614ApiRznT8Ai7R0SohGxhIY\nGCibCFTpUSMiImRBqFKlCsPCwhgbG8s6derQxMSE9+/fpyRJsj/El2shu3fvJgDOmzeP7du3l/8R\na9asmWqzRVpEo2jRomo3JoVCwbx589LGxobdunXjggULOH/+fLW9/6pMhwDUnipv3rzJn3/+Wd5R\n8/z5c167do0KhYJdu3ZN03crSRI/fPjA8PBw+Qlb5dkMQC3A4c8//8wlS5bkiCdcGxsbAuDhw4fV\nzn/48IElSpQgAPbs2ZN9+/alm5sbR40axdDQUNl7P3HAyBUrVnDo0KEcN26cmhlz0aJFya6lZRRP\nnz5Vi1T8ZZTdnES2Eg0AhQF4AaifSDQ+AFB8fl0EwL1krhWikQ1RhaJu0qQJ/fz8eOXKFUZGRsoZ\n6YyMjHjw4EG19Y33799z1qxZ8k3aycmJq1at4vv37zls2DACYLt27UgmmHlCQ0PT1qk0iIbK8evh\nw4e8fPkyp0yZwg4dOrBt27a0sLCQbwImJiYcMWIEp02bxnz58hEAHR0dZbHctm0bmzZtyhs3btDD\nw4MGBgZ0dHTkx48fOWHCBALgunXrUj2E7du3y213796dQ4cO5dKlS1m/fn3mz59f9ldQ9V+TAGdH\nihQpwlq1aqmdi4+Pl0VwzZo1Gq+LjIxkpUqVaG5uzoCAgK+2cePGDerr67NZs2aZKqR79uyRfxdW\nVlbfZlbNBmQ30dgJwBGASyLRuACgFf+dhYQnc+2zz6YpHwD9vtJGPwDXAFwrWrRoBnylgsSEhYVx\nxIgRck5sIGG7KfX1KQHyEa+nx8OHDxMADQ0NOXPmTJ48eZL/+9//WL58ebWn/WrVqqXPnJMG0di1\naxcB0NnZOUkcqfj4eD58+JDXrl3jTz/9JC/YJj5UQtClSxd5BkD+O2MyNDRk2bJlCYC1a9dO9RDe\nvn2bpC0AHDp0aBIHQtVTeHYPXy9JEo2MjAhAzZM6NjaWZmZmBL4ev+zRo0fy97Bhw4avtrV48WIC\nmb8VVrU9GwDr1q2rcVdXdifbiAaAZgCWfX6dWDRKAzj2WQwmAXifzPWFPv+0AuALoG5KbYqZRuax\nfv162a4b8VkoEt+sJYBRABs1aiT/U5UsWZLbt29nVFQUt23bRjc3N+2EZUiDaJDkrFmzaGpqSgsL\ni6/utPn06RMPHz7My5cv8+XLl8yTJw8LFCjApUuXskOHDvK4VKasU6dOceDAgbS0tCQArlq1Kk3D\neP78ubwmkvhQzcJUqGYlA9KRTTCzWLp0KfPmzUt7e3s1gWjTpg0NDAySmCB9fHy4bt06+am9bdu2\nBMBly5Z9tR1Jkpg7d246OztrfQxfIyYmhrVr15Z/V2PGjMnU9rVBdhKNGQCCPpuZXgOIBLDpizKl\nAFxJRV3/AzAypXJCNDKfsmXLJhGMxMKh6ek5Q9KbplIwVNy/f58mJibU19fnuHHjUtUnLy8veddY\n3rx55cXb169fJymbnjEGBASofV8qj3wVQUFB8hP80qVL5afbmJgY3rp1i/fv3+fatWuTRCi+d+8e\nDx48yIMHD35brLBvpE2bNsyfP79sOjp9+jQBsFmzZiQTTFHHjh1Te2r/8ujZs2eK7Tg4OLBw4cIZ\nOhZNBAUFyQ8KALQWISCzyDaioVZYfaZh9fmnDoANAHppKG8CwDTR6wsAXFNqR4hG5pM7d+6visbb\nt2/57Nkztm/fnt26deOSJUuyTQgGHx8feSG7QIECnDdvHjdu3Mhjx44l2aUkSRLfvXtHpVLJdevW\nsVOnTvKNokKFClp3Trx06ZJ8E7KxsUnynQUHB7NmzZoEQDMzM7q6uqr5MagOCwsLFi1aVC0PvOqo\nWLFiqnOLpIeCBQvS1dVVfu/h4UF8/tu4e/euvF4DJGzJPXbsmEbhSMlE1a5dOwLIkg0CifucL1++\nTBXl9JITRGMIgEefj5n4d1G8IIBDn18X/2yS8gVwF8D41LQjRCPzuX///ldFo1GjRjx79mz23OkD\nMMocvD4fjM4Hxie6QRkaGtLOzo7ly5dn7969ZT+AEiVK0M3Njf/88w9DQkLo6emZYWaJFStWsEqV\nKhw/frxGoY2IiODWrVvZu3dvlixZkq6urly6dCkXLFjAs2fPsl27dmzevDkbN25MFxcXzpgxgwcP\nHuT+/fv5559/0sjIiHXq1MlwO3ytWrVoamoq+7So/H769Okje1j//fffbNiwoZwl8dWrV/KaWMOG\nDWlvb09DQ8Ov5q8fO3YsAaTbufJb+d///if//Tg5OaXbVyezyJaikVmHEI2sIUah0LimEZHoJmxj\nY8PNmzdnHz+Dz/18MAQ85ZXwU8K/wlGvXj02atSI9evXp5GREatXr86JEyeyWbNmchZAHR0dTp8+\nnVZWVnRwcMg2M6jUogru96U/hLZRbU91cnJiTEwMlUolq1evLv9tnD9/XuN1AwcOJAA5DhUA7tq1\nK9l21qxZQwA8cOBARg3lq8TFxckzVwD08PDIkn6kFSEagiwh/ovdUxFISI6zefNmrlu3jnZ2dgQS\nwoVs2rQpq7tL7yPgqVNJD+8jCf/wv/76q1z2SzFQKpU8c+YMmzZtqmY+efDgQWYPI92oTDqLFy/m\nsWPHePz4cX769Enr7ai2Id+/f58kOXPmTPl70xTg8ssNAUOGDOHvv//+1YeOy5cvEwDnzJmj9f6n\nljdv3qiZCbdu3ZplfUktQjQE2YIvb7QRERE8dOgQq1atKt+Us3LWEW0O3h0Heh/+LBaHE95H50uw\niadm1hAZGclJkyaxbNmynDBhQrYKuphaVLONxIe+vj49PDy0ut7RsmVLmpmZybHK9PT0CIDDhg1L\nUjY0NFStP1/GmUqOsLAwAmD//v211u9v4dy5c3Lfc+fOne0fJoRoCLI1wcHBcva/qlWraiXcxjcB\n8MHQBNOU95F/TVRMYdfV94YkSbx27RoPHz7M3bt3c+/evfI2V3xek7p371662tixYwcBaAypr4m4\nuDi2bt2aixYtSnEtzMnJSc03w8jIKMFvKIuZM2eO/B1+GcAzuyFEQ5AjWLp0qbz7qG3btpnvFAXw\n9mTw4RAwvETCz9uT0yEamjYD5FAkSeLNmzc5evRoOUCgmZkZ27dvzzVr1qTooZ2YixcvyoEXM8IZ\nEUjwoFdRvnx52traar2dtCJJElu0aCELR2oFMysQoiHIMbx580Ze7Bw/fnzmd0BbN/pkdo/lZOFQ\n4e/vz86dO7N169ZyHCnV4vS2bdt4/vx5fvz4UeO1K1eulE00qqi0kiSlKkyMUqnkwIED6ebmZgdo\nSQAAIABJREFUxooVK7JNmzYcPnw4jxw5olYusRkxNjaWhQoVoomJSbbYlBASEsJixYrJ39natWuz\nuksaEaIhyHH07NmTCoWC48eP519//ZUt/uHTxHcsGomRJIm3b9/mvHnz1AI/6unpsUWLFmprVP7+\n/tTX16elpaUsKvfu3ZO32ObOnZtz587V2MaJEyfo4uIi1594p1WvXr2S7Z8qjtnAgQO1P/hv5Nq1\na9TV1ZW3cfv6+mZ1l5IgREOQ44iIiFC7Mfzwww+8detWVncr9fxHRCMxYWFh3Lp1Kzdt2sTBgwcT\nANu3b8/Xr1/z7t27cuTjCRMmyNckzkMBgJUrV1arMyYmRk74lT9/fk6cOJExMTH09fWlylExOae5\nnTt3EkgI6Jjd4j8tW7ZMHnOpUqWSnZllFUI0BDkSSZL45MkTLlq0SI7qOmPGjOzpFPgl/0HR+JKJ\nEyeqCYKBgQHbt2+vtgPr+vXrXLBgAadPn87Vq1erXb9nzx45VPpvv/0mr3/ExsbKaWHnzZunse1b\nt25RV1eXNjY2fPv2bcYN8huRJEktVtmvv/6arWbTQjQEOZ6rV6/KMw9Vfu5evXpxypQpvHTpklqK\n2WyBEA2S5Pnz5+nq6sqZM2em6eat2vZrY2PDdevWqd1Q/fz85J12X/pzfPjwgffv36e1tTUBZOvZ\n6cePH+WoAiq/mOxCZomGKvRHtsLJyYnXrl3L6m4ItEB8fDy2b9+Ow4cP4/jx4wgJCUFMTAwAwMzM\nDPXr10eDBg2gr68PY2NjlCpVClWrVs26DisUSc9lw/+R7MaGDRvQvXt32Nra4vDhwyhTpoza5+Hh\n4ciTJw+KFi2KgIAAtc9cXFzg7e0NAFi/fj26deuWaf3+Fu7cuYOqVasiOjoaOjo6uHTpUtb+zX5G\noVD4kHTK8IYyQ5nSeoiZxveJJEmUJIlv376lp6cne/XqxcKFC6uZQ4yMjLhp0yaGhoYyLi6Ot2/f\n5uPHj7l27Vpu2bKFhw4dyhBPZ0H6UOWHT84XZO/evQTAzZs3J/msXLlyBMBixYplK3PP11i3bp38\nN2tnZ5cxEZ/TCIR5SvBfQJIkPnz4kNevX+fWrVtpZWVFICEeVOI0nIkPAwMDuri4sF+/fvIWUEHW\n4uPjQwB0d3dXOy9JEtevX8+CBQvSxMREY/C/R48e8ZdffiEA7t69O7O6nG569eol/002b948y9ft\nMks0hHlKkK2IjY3F5cuXcezYMTx+/Bi1atVCbGwsatWqhaioKERHR+PEiRM4fvw4fH19AQBubm5o\n3rw5nJ2dYWJiksUj+O8RHx+PUqVKwc/PD4MHD4abmxtI4tq1azh//jxWrlyJYsWKYd68eWjVqpXG\nOgICAmBnZ4eSJUuiatWqiImJwa1bt6Cvr49ChQqhcePGGDBgAHLlypXJo0ueyMhI1KhRA7dv3wYA\nzJo1C6NHj86y/gjzlECQAp8+fWKbNm2YK1cuAgkJlb7MIJhTzB1fJQcszDdp0kTjrBAAq1SpkmJ4\ncUmSOHToUJqZmdHMzIx58+blzz//zNq1a8tpdwsUKEA7Ozu6u7szPDw8k0b2dR4+fChHSwbAM2fO\nZFlfIGYaYqYhSB1RUVE4ffo0evbsiVy5cqFly5a4cuUKSMLHxwfVqlVDjx490Ldv36zuatrRtDCv\nIhv975LEnTt35AVtSZJQrVo1FCpUCIULF4bia+NIpr7E12zZsgUbN25EZGQkzpw5AwMDA9SuXRvt\n2rVD//7901y/Ntm2bRs6dOgAAChYsCBu3rwJS0vLTO+HmGkIBGnk7NmztLa2po6ODitVqsTy5cuz\nb9++LFOmDAHIiYFyFGIbcBJOnTrF4cOHy1kM16xZk9VdkrMYAuBPP/2UJdvJIRbCBYK0Ex8fn8RT\nNyYmhjVq1KCpqSmvXLnC3bt3JwlzHRERwQMHDmS/KKZCNDQSGRnJxYsXEwC7du2a1d1hdHS07AUP\ngJMnT870PgjREAi0SEBAAPPlyyf/UxsaGvLXX3/lyZMn6efnJ+/aat++ffZaBxGioRHVk72jo2O2\niQPl5+dHMzMz+W/sxIkTmdp+ZomGXobbvwSCbEDRokXh4+ODffv2AQCuXbuGgwcPYvv27dDT00Nc\nXByqV6+Obdu2wdraGiVKlECVKlVQvXp16OvrZ3HvBV8SFhYGAChSpAjs7e2zuDcJFCtWDOvXr0fL\nli0BAJ06dcKNGzdQsGDBLO6ZlskMZUrrIWYagszg/fv3HD16NLt27Upvb2/Gx8fL/gKqw9bWli9f\nvszajopZRhKCg4PlAItTp07N6u6oMXLkSPnvp27dupkWeBGZNNPQyUK9EgiyFHNzc8yaNQsbNmxA\n3bp1ERQUhJYtW2LPnj149OgRNmzYgLdv36JgwYLYuXNn1nVUk2x8h7x9+xaTJ0+Gg4MDatasiR9/\n/BHOzs7w8vJCfHy8XC4+Ph5mZmYoXLgwgATfnuzE9OnTUatWLQDAmTNnMHHixCzukZbJDGVK6yFm\nGoLMxsPDQ85uB4DW1ta0s7OT3ycXmTVL2bSJtLUlFYqEn5s2ZXWP0oUq73y1atXo4ODAihUryt+/\nmZkZnZycWLVqVVpZWVFfX58AWKFChQzJJJheAgMDaWFhIff/wIEDGd4mhJ+G8NMQZA4RERHInTs3\nAGDRokXIlSsXTp48idDQUERHR+Onn35Cp06dEBUVhbJlyyIwMBB58+ZF3rx5s67TmzcD/foBkZH/\nnjM2BlauBDp3zrp+pYMffvgBwcHBCAwMhKmpKQAgJCQEx44dw/Hjx3Hr1i0oFArY2NigcOHCKFy4\nMPr37w9zc/Ms7rlmjh49CldXVwAJs9rr16/D1tY2w9rLLD8NIRoCAYBu3bph48aNAIB8+fKhdOnS\n8pOVvr4+Lly4AEmSkCdPHnz8+BFFihSBg4MDOnfuDFtbW5QrV06+0WUKdnbAF9FiAQC2toC/f+b1\nQ4ucPn0aDRo0QO3atTFnzhxUq1Ytq7uUbiZMmIBp06YBAKpXry47JmYEQjSEaAgymeDgYHh5eeH4\n8ePw8fGBrq4uSCI6Ohq//PILbG1tceHCBbx79w7Pnj3DvXv35Gv19PTg6uqKUaNGoUiRIihWrFjG\ndlZHR/PahkIBSFLGtp2BLFmyBKNGjUJMTAy6dOmCefPmIX/+/FndrTRDEsuXL8fs2bMREBAAQ0ND\nKJVKzJ8/H0OHDs2QNoVoCNEQZHM+fPiAQ4cOITY2Fj4+PliyZAkkSYKxsTGcnJxgYGAASZLw66+/\non///tpt/Ducaah4/fo1xowZgw0bNsDAwAC7du1Cs2bNsrpbapBMErokICAAr1+/xosXL7Bz5054\nenqibNmyMDY2xps3bxAYGIhVq1ahT58+GdInIRpCNAQ5jEePHmHbtm04efIkXr9+DUmSEBUVhcDA\nQAwZMgQdOnRA9erVtRMn6Ttc0/iSy5cvo3fv3rh79y4aNGiApk2bwsXFBZUrV87UfsTHx2P16tXY\nvXs3njx5glevXkFHRwfOzs6oXLkyzp8/D39/fzx79kztOmNjYxgYGCAsLAy1a9fGgAED0KFDB+jo\nZMymVRF7SiD4DoiJiWGrVq3kXTQzZ87UXuXf2e4pTbx8+ZLOzs5UKBRqSY/c3d356tWrTOlDy5Yt\nCYBFixalg4MDS5YsmSSSr6GhIRs1aiTvAEMiP40vIy9nFBAe4QJBzuf169dQKpXye11dXe1V3rnz\ndzOrSA4bGxs0a9YM3t7emDRpEo4dO4aXL19ixYoV2L17N0aNGoWaNWvC29sbCoUCz58/h4+PD3x9\nfVG8eHGUKlUKZcuWhZWVFWrUqIFKlSrB0NAw1e1v2bIFe/fuBQC8efMGz58/11hOqVTi6NGjABJ2\ngc2aNQvlypXDDz/8kKUReDMCYZ4SCDKQYcOGYcGCBZgwYQLc3NxgbW2NiIiIVG3Xffr0KfLkyZMl\nYbazC4cPH0aTJk3k9+bm5ggNDYWenh6sra0RFBSkVl6hUMDBwQF2dna4du0aPnz4gI8fP8qf6+np\nwcHBAe3bt0fHjh1RqFAh+bPr169j3bp18PT0RFxcHAoUKIAHDx7Inzs5OWHIkCGwsrJCpUqVEBsb\nC5IwNjbGo0eP8O7dOzg6OmZZ2BBhnhIIvgM2b95MAHRwcOCSJUtobGxMAOzfv7/G8kqlklu2bGHt\n2rVlE8fhw4czudfZh+7duxMAFy1axCtXrlCSJAYHB/PHH38kALZo0YLly5dXMwmpvmNDQ0MWKVKE\n5cqVU0sdrHIM1NHR4d69exkbG8tRo0YlMTkVKlRIzdkzK8KdpwUI85RAkPPp2LEj3r17h6lTp2LC\nhAmI/Lxw/ebNG43lJ02ahJkzZ8LCwgJdunTBpk2bsH79esTHx8Pe3h4lS5bMuM4qFFCaA/cmAmX/\nAAxDkeUhSywsLAAAgwcPhp6eHmrUqIFSpUrhypUrAAB9fX3cuXMH7dq1Q7t27fDx40fcuHEDZmZm\nGDVqlDyjI4mAgABs2bIF8+bNw/v372FiYiIHF9SEs7MztmzZAgMDA/j7+2vXtJiTyQxlSushZhqC\n741r165RX1+fNWrU4G+//cY3b95oLLdx40YC4Ny5cylJEjt16qT29Dtw4EC+fv1a+x38HNXqwRDw\nlFfCz+wQHDEmJobnzp3jnDlz2Lt3bzo6OtLAwIAA2LBhQ1paWtLAwIB+fn6prvPDhw8cMmSI/J0m\nXmRPfFhbWxMA7927l4Ej1B4Q+TQEgu+LRYsWfTXT3PPnz+X4V2fPniVJxsXF0dvbm/v375d38VhY\nWHDOnDlajZ7qfQQ8dSrp4X0ka0WDJJcuXap2M08cI6xQoUJcuXJlmuv09fVl48aNNYpF4jYqVaqU\n7c1SKjJLNMRCuECQSbx9+xbW1tYAgHbt2mHz5s1quTqUSiXKlCmDZ8+eoXXr1pg9ezZKlCihVsfZ\ns2cxcuRIXLlyBWZmZnB2doa+vj5Kly4NW1tb6OrqwsTEBO3atUvTrh1lfgWeugHv6gBSLkAnGrA4\nC5RYDhiGZO09YsmSJRg0aBA8PDygUCigq6sLCwsLdOvWDUWLFk1VHSQRGRmJU6dO4dGjRxgzZgzi\n4+Ph4OAAX19fSIm86M3MzBAWFoaGDRti/fr1KFCgQEYNTauIhXCB4DvkxIkT8tOsKrVsVFSUbAJ5\n+fIlBwwYIJcpVqwY+/fvz507dzIkJIQkGRsby+3bt7N37960tbWlhYWF2tM3AH769CltHQP4YGiC\nacr7yBcmqixm4sSJBMDnz5+n+VpJkjhp0iS1jHoA6OTkxAkTJtDR0ZF6eno0MjJinjx5qKenR4VC\nwREjRmRaHgxtAWGeEgi+TxwcHAiAoaGhDA8PZ+vWrQmAPXr04Nu3bxkVFcVHjx5x8eLFbN68OU1N\nTWWTSbVq1Th+/HheuHBBrc6XL1+yUaNG8k0xzYmJAN6eDD4cAoaXSPh5e3L2EI01a9YQAPfv35+m\n60JCQti/f38CYIMGDeji4kITExM18ahatSqHDRtGd3d3du/enSNGjOCNGzcyaCQZS2aJhjBPCQSZ\nTNu2bbFr1y5YWloiOjoa4eHhABJ8DMiEmEaVK1dGvXr1oKuri2PHjuHmzZtwd3fH9evXceXKFUiS\nBFdXV5iamuLHH3/EsWPHcPjwYbmNMmXKqAVUTBWazFnZ4P6gCjE+duxYDB06FFZWVl8tf/bsWTx7\n9gwDBgxAdHQ0OnfujEuXLuHx48do0qQJ7O3tYWNjg9atWycx/+VkhHlKIPiOOXjwIBs3bsyuXbvy\n/PnzlCSJFy5c4NChQzls2DDWrVuXenp6ak/F/v7+XL58OQGwdOnSzJ8/P62srOTPBwwYwLi4OM6Z\nM+ebTDnZlfXr1ycxLZ05c4aSJMllJEniiRMn6OTkJJfLlSsXL168KIdx+d79XSDMUwLBf5tPnz4x\nIiKCP/74I3V1dRkUFMRXr16xTp06ajt6nj17xoCAAJL/2v8dHBzo7e2dVV3XKnFxcdy7dy//+usv\nTps2TV6f0NfXZ7du3fi///2P5cqVIwDmy5ePtra2XLlyJUNDQ3n48GEC4NChQ7N6GBmOEA2BQEDy\nX5v+tm3b1M4/e/aMrq6unDVrlvzUrRIN1dG2bdsct6CbHOHh4Vy3bh2DgoI4aNAgli9fnubm5gTA\nypUrc+nSpYyKiuKrV69Yt25d2tvbEwDLlCnD4ODgrO5+hiNEQyAQkEy4Werq6rJ58+Zq5+/fvy+L\nQ+vWrUmSV69eZa5cuQhAXvRdvnx5VnRbq0iSxBYtWsi+Gfv27WN8fDw/fvzIOnXqEACLFy/OmJgY\ntcXu3r17y7vOvncySzTEQrhAkAOwt7fHo0eP8OnTJ5iYmMjnN2zYgO7duwNIeAAEEjIQtm3bFmfO\nnAEAdOrUCZs3b878TmsRSZJgbW2Nd+/eoVChQnjx4gUsLCwwdOhQTJgwQS4XGhqKfPnyAQAaNmwo\nR55ND56enoiIiJB9OSpVqoTq1aunu15tIxbCBQKBTJcuXQiAtWvXTmJuioqKSlL+1atXamaqPXv2\nZFZXM4xBgwYRAB8+fMgNGzawQoUK8tg6derE5s2by4EejYyMuH379m9qR5Iknj17lmPGjOHgwYM1\neox/aSrMDkCYpwQCgYq4uDguW7aMAPjbb7+lWD4iIoK7du1SSxjUqVOnHL2+cebMGero6DBPnjzy\nWgYA1qtXT35dokQJzpkzh+/evUtVnXFxcZQkiT4+PnR3d6e7uzstLS3VBKJGjRo8ceIEb9++zQsX\nLhAA+/Tpk8GjTTtCNAQCQRL69u2bqu2jqhteVFQUbW1t5feurq68fft2JvVW++zevZvt2rVjgwYN\nmC9fPjo4OFBHR4fOzs788OED4+Pjv3p9bGwsN27cyCFDhrBfv37MkyePHErdwMCARkZGBMAuXbrw\n48ePSQJLqgJKduzYMSOH+U0I0RAIBEmIjIxkhQoVaGFhwaCgoGTLLVq0iPPnzydJhoWFqfkuFCxY\nMNkouzmFKlWqqM0GLl26lOI1MTEx7NGjh3yNgYEB27Vrx169enHhwoUMDQ2lUqmkj48Po6Oj1a4N\nDw/n2rVr5WszK4VrWhCiIRAINHL//n2amJiwTp06jImJSbG8JEksVKgQ7ezsePLkSRoaGrJhw4Yp\nPpWnSIK/uPqRSbx//54bNmxg6dKlZZ+NsWPH8v3790nKBgUF8ffff6eNjQ0BsGnTpoyJiUlTfC5X\nV1dZMHr16qXNoWgNIRoCgSBZNm3aJN/EHjx4kGJ5Ly8vKhQKGhoasnjx4gTAadOmfXsHNAlGJgsH\nSUZHR/P48eNs2LChvKYRFham9rkqL0aTJk24f//+bwp1vnjxYgIJ+UxUgSazG0I0BAJBEq5evUo3\nNzc1M8vLly9Tde358+dZvXp1NbPON3uNZxPRUCFJkmw+Wrt2rXz+1KlTBBLSxaa3/jZt2lBXV5e7\ndu3i1atXeePGDS5fvpxXr17NFjk3hGgIBAI1Vq9eLd/sjY2N6eTkxKtXr6apjvj4eLV6TE1Nv+2G\nl81EgyR37NhBQD0a7sOHD2lgYMAmTZqoxar6FsLCwliiRAmNW3DNzc05ZMgQhoeHp3cY30xmiYZO\nav05FAqFrkKhuKFQKA58fl9JoVBcVCgUtxUKxX6FQpEnmetcFQrFQ4VC8UShUPyW2vYEAoE6iR1e\np02bhqtXr8LJKakv1969e9G6dWucOnUKDx48UPtMR0cHvXv3xqBBgwAARkZGiIuLy9iOZxKVKlWC\nkZER5s2bh/j4eABAqVKl8Oeff+LQoUOYN29euurPmzcvLl++jHXr1mHNmjVYvnw5bt26hU2bNuHH\nH3/EwoULYW5uDhcXF0yfPh1+fn7aGFb2I7XqAmA4gC0ADnx+fxWA8+fXvQBM0XCNLoCnAIoDMADg\nC6BsSm2JmYZAkEBcXBz79OnDoUOHcv/+/dy7dy/r1atHHR0dnjx5UuM1iX0YFAoF+/fvr2bnJxPM\nLefPn2dcXBxjY2Pp4eHBP/74I/WLw9lwpkFSNlFNmTJFPidJEkuWLMkSJUpkWLuSJPHkyZMcNWoU\nK1WqRADMnz+/RsfLjALZyTwFoDAALwD1E4nGB0AOQ1IEwD0N19UEcDTR+7EAxqbUnhANgSABlTOZ\n6mjWrBmvX79Oe3t7FihQQGMgvp9++olAQqh0lYd0q1atkjXPnD59Wq6/Y8eOqTfjZDPBIBNu3ra2\ntixbtqzaeZU3uZeXV6b0Y8yYMQTAW7duZUp7ZPYzTy0AMBqAlOjcXQAtP79u91k4vqQQgMBE74M+\nn0uCQqHop1AorikUimvBwcGp7JZA8H3z/Plz+XWnTp1w4sQJVK1aFU+ePMHr169x69atJNcsWrQI\nAGBpaYmzZ88CAPbs2QNfX1+NbTx9+hQAULlyZXh6emL16tWp65wm2chiFAoFSpUqBX9/f7Xz06dP\nh66uLubPn5+h7cfHx2PMmDG4ceMGzMzM8Msvv+Cff/7J0DYzmxRFQ6FQNAPwlqTPFx/1AuCuUCh8\nAJgCiElPR0iuJOlE0snS0jI9VQkE3w2//vorxo8fDwD44Ycf4OPjg0GDBqF8+fL49ddfUatWrSTX\nFC9eHDY2Nli0aBHMzMwAALVq1UJ0dDRev36dpHyHDh1QtmxZBAYGokKFChg0aBBmz56N6OjojB1c\nBuHs7IzIyEh4enri4sWL8PX1hb+/P4yMjHDs2DGEhIRkWNsXLlzA7NmzcezYMWzduhVPnz6Fu7t7\nhrWXJaQ0FQEwAwkzBH8ArwFEAtj0RZlSAK5ouFaYpwSCdBIUFMQCBQoQAN3d3VPlJ3Dp0iXWrFmT\n7dq1Y79+/WTzU/HixdXWN1QOfnfv3pXDaaiO7BhfKTUolUqNO5xUR2r8Wr4FLy8vAgnBEu/cuUPy\nXzPVmTNnMqTNxCA7rWnIhQEX/LumYfX5pw6ADQB6aSivB8APQDH8uxBeLqV2hGgIBOpERUWxe/fu\nBEAbGxv+/ffffP36daquHT16NAGwa9euBMBBgwaRJKdOnarm5+Hl5UVHR0fq6uryhx9+IACOGzcu\nR+ajcHd3Z7Vq1fj3339zxYoV/Ouvv7hy5Upu2LAhQ9q7fv06K1euLAtTvnz52KNHD+rq6hIAjx07\nliHtJiYniMYQAI8+HzPx76J4QQCHEl3T5HOZpwDGp6YdIRoCQVLi4+O5Y8cOFipUSH6ivXjxYorX\nHThwgAC4YMEC2tjYsFq1aiQTYjE1aNBAreyHDx9kwVAdRYoU4Zo1azJkTN8DKgfCXLly8c8//+TZ\ns2fZrl07eRdbly5d0u0jkhqypWhk1iFEQyBInvj4eF66dIkFCxYkAM6cOfOr5SMiIgiAzs7OtLe3\nZ/78+ZMtK0kSvby8OHLkyCRmnYoVK3L79u3ct29fmuI2fe+4u7tTT08vSRDIuLg43rlzJ0nww4xC\niIZAIPgq/v7+BEAHB4ckfhhfMm7cODUBUK1lPHz4kHXq1OH48eMZGxvLGTNmyGVWrlwpC9OXR7Fi\nxbh8+XK+ePEiM4aarXFwcGDevHl55swZxsTE0M/PjydPnuQPP/zAn3/+mQEBAZnSDyEaAoEgRVQ3\neV1dXbZs2TJZZzJJknjp0iVOmzZN7cl3woQJshC0adOGN27ckN9funSJkZGRPHLkCIcPHy6fT5yD\n29TUlJMnT85Uf4Tsxpw5c6ijo0MgIdz6lwJbrVo1KpXKDO+HEA2BQJAiqtSkqrSkHh4eabrezc2N\nQEIEWB0dHRobG3PEiBEaZy6PHz/mr7/+qnHmoVAo6OHhwdDQUG0NLUcREhLCXbt2yZ71q1ev5qlT\npzhr1iwC6QgMmQaEaAgEgjShmg00aNCAgYGBqbrmxYsXNDQ0pKurK+/duyfnjTAyMmK7du00mp+C\ngoL4999/y+EyEh958uRh+/bt+fjxY20PL0cybtw4KhSKVKefTQ9CNAQCQZpQKpUcP348DQ0N+eOP\nP6Y6QZOVlRU7dOggvz9y5Ijs26Gnp8fdu3drvDY6OpoHDx5ks2bNkoiHrq4u69Wrx+nTp/PQoUNp\njsab03n37h3btm1LAKxdu3amtClEQyAQfBOenp4EwDFjxqRY9uHDhwTAyZMnJ/ns5s2brFixIvPm\nzcuHDx8mW4ckSbxy5Qo9PDzUhCNxGHE9Pb3/hHBIksRz587RycmJADhs2LBM2ywgREMgEHwzqpnC\n0qVLv7rlMzIykj/88AOtra25b9++JP4Efn5+zJs3LxUKxVcz/QUFBckCoXJymzRpEl+9esV169bR\n1NQ0iTf698iwYcPk72HWrFmZ2nZmiUaq82kIBIKcw4IFC1ClShV4eHigatWq6NKlC6ZPn54knpSR\nkRG2bduG2NhYtGjRAosXL1b7vFixYrhw4QIaN26M8ePHo2HDhnj48GGS9gwMDOTXxsbGAAA9PT0U\nKFAA3bt3x5EjRxAQEIBffvkF06dPx4sXLzJg1FlPhQoV5Ndv3rzBp0+fsrA3GURmKFNaDzHTEAjS\nj1Kp5PLly9V8LZILDa5UKtm4cWMqFAp27949SQa6yMhI/vbbb9TX1ycALly4MEkd3t7eBCCHc69T\npw6joqIYHx/PQ4cOqZmu5s+fz/j4eH769Cl1ObezYRj25PDz82PTpk0JgD/99BNv3ryZKe1CmKcE\nAoE2kCSJvr6+1NXVZbly5Th79myNeTjev39PZ2dnAuCKFSs01vX48WM5X4ezszM/fvyYpEx0dLQc\nQiNXrly0srJKslA+e/ZszpkzR36fXHskNQtGNhcOkpw7dy51dXVpYmLCffv2ZbhneGaJhjBPCQTf\nOQqFAhUrVsTatWsBAKNHj0b9+vVx586dhCfHz5ibm8uvHR0d1er4559/UKRIEfTs2ROVK1dG6dKl\n4e3tjd27dydpz9DQEAEBAdi/fz/69euHmjVrwtPTE9HR0QgICMDOnTsxbNgwmJiYyNekYTcFAAAg\nAElEQVQsXLgQz5490/bQs5Thw4fjyZMnMDU1RYsWLWBpaYklS5YgKioqq7uWPjJDmdJ6iJmGQJBx\n7Nq1S46+am9vz1evXpH8N7Chpl1XqhmIpuPUqVNqZT99+pTsjqHIyEg2aNCAjo6ObNmyJQEwd+7c\ncl09e/ZMGtwvh840VHz8+JF79uxhhQoVZD+auLg4rbcDYZ4SCAQZxfPnz7lkyRLmypVLjnRbqVIl\nWlhYyKHSE7Nq1Sp5PQMA//zzTzo5ObFcuXJqgfri4+Npa2tLADx9+nQSAYiNjVUTHBcXF4aEhPD+\n/fvs0KGDZu/pHC4aKmJjY2XP/dREJ04rmSUawjwlEPwHKVKkCDw8PNCyZUt4eXnh6dOn8PX1xeDB\ng2FjY5OkfJ8+fRASEoKVK1dCoVDgwIEDWL58Oe7cuQMrKyu5nI6ODgoXLgwAcHFxgZ2dHfr16ydn\nDNTT00P16tXl8uXKlcO+fftw8eJFtGyZkD362rVrmDNnDpydnTPyK8h09PT00KZNGwAJ6XdzLJmh\nTGk9xExDIMhYwsPDOWjQIPmJ39vbm7q6unR1dZUj4CbHvHnzaGRkxDx58nD79u1Jyr97905tVgKA\n/fv3lz8/d+4ca9WqRRMTExoZGSVr9gLALVu2EADjc/gsIzFmZmZs3ry51uuFME8JBIKMYtq0aQTA\njh07yqaSmTNnEgALFizInTt3flU8nj17RhsbG3kXlY+Pj9rnT5484W+//Sbf/FXbTl++fEmFQqEm\nDA4ODty9ezdr1qypdj4sLEz2Mu/bt2/GfRmZSExMjPy9axshGgKBIMP4448/CIA+Pj7csWMHZ8yY\nwQcPHtDT01NeJFelhU0OpVLJSZMmMU+ePLS2tmZQUFCSMl+uacTFxdHOzo4A2KNHD7q5uVFPT4+t\nWrWSy8bExMiL85Ikce7cuVQqlRw4cCAbNWrERYsW8f79+5mSDU/bxMfHM1euXOzSpYvW6xaiIRAI\nMozDhw8nMQWZmZnR39+fd+7ckc916tQpxdhJt2/fZq5cuaivr8+ffvqJc+fOZWRkZLLlVdF4K1eu\nTDLB3AWAjo6OvHPnTpLy9+7dY69evZL0t0iRIuzZsyc9PT2T+J1ERkZy6tSp3LRpU4rmtszk+vXr\nBMAqVapw7dq19PT05JYtWzQKbloRoiEQCDIMSZK4fft2Dho0iPv27eO5c+cIgFOnTuX58+dZvXp1\n+ebcq1evFOu7du0ahw0bxnLlyhEAW7RoQX9/f41lQ0ND5bolSaIkSZwzZw7NzMxYqlQpNYfBNWvW\nqAnF6tWr6efnx7/++ott2rShmZkZgYR8HvXr1+edO3cYFRXFuXPnytfs27ePqd159erVq1RFB/5W\n/Pz8NCZqUn1njx49+ua6hWgIBIJM49mzZ/LTfu3ateW1BpWQpIWpU6cSSMjqpymvxv379+W2ErN+\n/Xp5dqMyPZ05c4YA2KhRI0ZERGg0d126dIm//fYb9fT01G7Cqii7GhfRkxEOICEib0by5MkT+vr6\n8uLFizxz5gzPnTvHoUOHEgDNzc01XuPv7883b95w7dq1HDRoEIcNG8bFixerzeiEaAgEggwhMDBQ\nfpp+9+4dV65cKe92atGiBe3t7Wlvb08ywVFPk3ln69atdHd3586dOxkSEpLkc5X5q06dOkk+Uy24\nt27dWu2m5+fnJ9/wDx06JJ//3//+RyAhL7mbmxv/+ecfhoWFMTIykkqlktu3b+f8+fO5efNmNdFY\nuHBhwmwmDaKxcOFC2UT26NEjnj9/nkOHDuWuXbsyfA2lUKFCrFWrlvxeqVRyy5YtsohrOkqVKiXn\nOxGiIRAItMr79+9Zq1YtAmD+/PnZt29ftRvQrVu3WLRoUQIJzntfQ2WGAkAdHR2OHDmSS5Ysobe3\nN5VKJX/55RcC4NixY5Nc++nTJzo6OhIAy5Qpw7179/Lx48e0sLCQ62zUqBF37NjBkJAQxsXFccWK\nFWzWrJlafnIA8qJ94iPJTCENoqFCkqQk9SYX7FEb3L17lwA4ZcoUkgkL5qoYXyVKlODkyZM5depU\nnj59mjExMYyMjOT69evlTQWff69CNAQCgfZYvnw5AXDw4MEsVqxYkpvirFmzqKOjQwA8cODAV+sa\nO3YsAdDd3Z316tVTq0d1Y+/Xr1+y18fHx/Pvv/9mkSJFkn2KVglStWrVOGPGDMbHx1OpVNLb25sT\nJ07k8OHD6ebmxgMHDvD58+fcsGEDly9fLu+8kvkG0Ui4LKEP+vr6dHNzy9AFdQcHByoUCt69e5dx\ncXGy53hK7YaFhXHSpEmqvgrREAgE2mP06NEEwHv37lGpVPLKlSsMDQ2Vb1AAuHXrVpYoUYK5c+fm\nhQsXkq0rJiZG9qtwcXHhkiVL5IyBDRs2ZKdOnVKVp/zDhw+cMGFCErEwNTUlALZq1Uqeldja2vLJ\nkydpH/g3isaFCxfk9Znp06cn+TwsLIwAuGrVqlR35enTp/T09FQz6am+tylTplCSJDZv3pxAQprY\n1Mao2rFjhxANgUCgXV68eEFLS0t5l1KLFi24ePFiPnv2jDt27JDTsQYGBsqmolGjRiVb37t37+Tt\ns6NHjyZJ1qlTh0qlMs19CwgIkDP+AeDEiRPlXUZ9+vSRz1+/fv3bBp9GwUjM1570AfDEiROprkuV\nZ6NgwYJcu3YtJUligQIFmD9/fgYHB3P8+PEEwG7duqV5F5cQDYFAoHUuXbrE5s2bs169erKJysDA\ngBMnTlRLhvTixQt27NiRAFixYsUkvhofP37ksmXL5LWNmjVrJmlrz549rFy5slpAwxs3brBu3brs\n06ePxoXlDx8+0NvbmzExMXzx4gXbt28vm8w05THPSURFRdHIyIjFihWjtbU1AfDgwYOyIKq836tU\nqZJmwTh58qQQDYFAkPHcvn2bLi4u8tPv/v375c+USiUXLFhAIyMj2tjYcPny5bxz5w49PDxk81GV\nKlW4evVqjdn3VDf7vXv3yueKFy8u3ySrVq3K27dvp9jH8PDwVJm6UoMkSbx48aLGSL4ZTWBgoDz2\nxo0bEwAnTJjA06dPyyJibGzMt2/fMiYmhnfv3k1VvZcuXVJtjxaiIfg2YmNj6efnx1evXvHTp09Z\n3R1BDuCff/5hqVKlNPpWHDt2jBUrVpRveAYGBuzatSsvXrz41W2oqh1RiZ31atSoQQCsX78+8+TJ\nw1KlSmVKOJCxY8eyVKlSsmg5OTlpLCdJEk+cOMGpU6fy999/Z6tWrdi2bVsOHTqUq1evTpMpSlPd\nmhb7fXx86Ovry9KlS/Po0aOMiIjg77//TiAhvPzXUO26EgvhQjS+ibdv33LatGksXLiw2j94vXr1\nOH36dF67di1bhVQQZC8ePXpEACxcuHCSdYno6Ghu2LCBR48e5du3b5Nce+XKFQJI0aP5yZMnzJs3\nr9pOq9jYWK2OIzFPnz6VZ1KFChVS2+mlaZFZ5WCoOgoWLEhzc3PmypVLPufi4vLN/083btxgcHAw\nV69eLddXokQJhoWF8dOnT0kEZdq0aV+tT6lU0tTUVDWrE6IhSD2hoaE0NjYmkJDMfs6cOZwyZQpH\njBih9pSYP39+jho1KkcGexNkLNHR0axSpQoBsGTJkrxy5UqSMq9eveK0adM4evRoNm/enC4uLmzY\nsCHPnz9PIMHXIyVevnzJFStWsGvXrjx69GhGDEWmTZs28t/+6tWrSZLt2rUjgCRbc2/duiXv1Fq0\naBHr16/P0qVLq+0IGzx4sNr/k4WFBRcsWPBNfUscT6tBgwb09vamvb29mmhMnDgxxXpUa09CNARp\nZuXKlbx3757Gz16/fs2NGzfKuzeWLFmSyb0T5BSmT5+e7M6pxN7J1tbWamsUOjo67NOnDz99+sR9\n+/bRxsZGvlGnlWbNmhEAS5cuzQoVKnzzrqnQ0FCuXr2alSpVopGREXfv3i339+nTp3K58PBw5s6d\nm3p6ehwyZAg7depEAGrjA8C5c+eSTBDPjRs3sk6dOgTADh06cPv27Wl6GPv48SPz589P4F8nRUdH\nRy5cuJDdunVjq1at1DYRJMfz589V/RSiIdA+8fHxbNKkCXV0dPj/9s47LIqrbeP3sIsUAcEoitgR\nexcL1liDxFiTiBo1ii2o0feLsb2+MSYxUWOJJTEaCyrWxJYYuyIq9oYVoigWFEtAUDrs/f2xzLjL\nLlXKoud3XXOxO3POmXNmlnnmnKf5+PgYVWAK3m5SUlJYvXp1li1b1uCY7Ei2f/9+ZVkpPDxceUMH\nwOXLl7N06dLK99wEAEz/xr148WKSWjPfTZs2ZRpF1xhyDCtA66y3fv165VhwcDA//PBDxZqJJKdO\nnaoo8QMDA5U8GF5eXnrtxsbGcujQoSxZsiQBbX71Z8+eZbtfcp70gQMH8ocffiCg9YYPCgrK0fhI\nCqEhyD+ePn2q/JNkJ4Kp4O2jffv2dHFxMdgvJ2/y8fHhsWPHFIEgWwN1796dT58+5ePHj7lgwYJc\nLz89e/ZMTzfXvHlzHjlyRPk+bdq0HLUnK6EHDhzIiIgIZb8cn8rc3Jze3t6KIIyPj2fx4sXZtWtX\npb61tbWB0JBJSUlRQqdIksQmTZpw6tSpWc4UQkND2b17d2Vcn332Gc3Nzeng4JBhlOCMEEJDkO/I\njkRDhw4tFBNEgenx5MkTnjt3juXKlWOZMmUMjh87doxNmzZVzGnVajX37dun51XetWvXPNGZXbt2\njZ6ennozjho1arB9+/ZKtsHXQXZMrFWrloF+IzExkSqVioMHDyZJBgUFEQB//vnnDNtLSUnhyZMn\nOWPGDGUZz9LSks2bN2dISEiG9TQajaJ7cXJy4pkzZ2hra8sWLVoo1zGz6/ny5Uv5fEJoCPKX5ORk\nfvLJJwTAZs2a5cqTV/Bm8d577ykP6IzeqkkyMjKSXl5eBEA/Pz+mpKRw1apVSt28egnRaDT09/dX\n3uJzsvSTEcHBwcpDunPnzhnOBqytrdmkSRMmJiby1q1bNDMzy/SapEfXcS+rAJDJyclcvXo11Wo1\nW7VqxUqVKhEAHz9+zPj4eALaTIfGkJfOhNAQFBh//PEHAbBPnz5G8x8I3h46duyo6CUyMyf95Zdf\nFGs83ax5EyZMIAAGBgbmrgOA4ZYBd+/e5YABAzhv3rxsKYxl2rZtS0mS6OXlRS8vL06ZMoX//vuv\nQTlZUBUvXpzffPONorcZNGhQpv8noaGh/PLLLxXT4iVLlmR75rVs2TLFClLX5LZBgwZ88eJFhvXS\nzHWF0BAUHJMnT1b+QaZMmZKvtvMC0+XmzZu0tbVlzZo1tRnvjCDnt6hatarem//9+/dpbW1NGxsb\no74cpDbd6ebNm42f3JjAyERwnDt3Tm/pKju/2QcPHhAAp06dykGDBil1mzRpwtOnT+sp7RMSErh9\n+3Z6eHgQ0EYH7tu3Ly0tLVmzZk2Dh/jNmzfp4eFBSZKoUqnYu3fvXIVTT0hI4LZt2/jVV19l6dyn\nixAaggLn6tWrivNT6dKlefHixcLukqAQ+PPPP1m6dGlKksSAgACD47IFla4FEvnKTDajB6VGo1Gy\n661Zs8awQA6FBqnVsTRr1ixbvhIXLlxQ3uKnTp3KsmXLsm7dunqOdrVq1TKwKExMTKSbm5uSQ/3w\n4cOUJMkg9PvHH39MAJw+fXq2cn7fvXuX06dPp6+vb5Zls4MQGoJCQaPRKBnQzMzMGBAQwPj4+MLu\nlqCAiYyMVKyk0iNbSqUXDh9++CHNzMz0fIUSExP1lo5083jExMS8ekD7+WUpNFJTU3nnzh2SWusq\nd3d3enl5ceLEiZwyZQonTpzIw4cPG/Q3IiKCly9fViy/bGxs9GYof//9N7ds2aL4MAUHBxu0kRYQ\nkNWqVWNiYqKSCrdChQr09vbm1q1bCYBDhgzJ1vX18fHR64OxfucUITQEhUZycrLyDwSAjo6Oeo5Q\ngjcfjUbDGjVqsHTp0nrhNp4/f06VSsVBgwYZ1JFDr9etW1fJ5127dm0CUJa6dM1mZae2yZMnM6V8\n+UyFhkajYbVq1QiAQUFB9PX11WtHd0tv5jtw4EACUGZCwKt8HfJnkooFmDHdQWRkpDILnzRpEv/6\n6y9+8MEHrFWrltKOWq3W0+9khmy5JW8lS5Y0MESRr9XKlSuz1aYQGoJCZ+/evfz5559ZokQJurm5\niRnHW8Ynn3xCGxsbPV3Brl27CGiTNRlj+fLlBMAtW7aQpKIPALQe5Hv37lX0Crpv/amZzTKgDYsu\n14mIiNB74A4ZMoTPnz9XZkeymaxMcHAwv/zySwYGBnLixIkcPHgw79y5w59++okAWLFiRZKvPOF/\n+eUXo4rru3fvEoBeHm/ZIAAAW7Zsmen1fPjwIT/55BM2btyY4eHhvHDhAocNG8b69euzV69eTEhI\n0Csvz/h79+6dabsyQmgITIZt27YRAO3t7bl48WJu2rSJt2/fLuxuCfIZT09Pmpub61lR3b17l7a2\ntmzZsqVRT++QkBCamZmxRYsW3L59O2NjY5W85LKJK0keOnSIkiTx3XffZZUqVXgns1lGupnEiBEj\n9L6PHz+epHamA2jjOJ05cybL0OIajYbTpk3jxo0bqdFoGBwcrCSfatasGTt16sT33nuPw4cP5/z5\n85WQIrqRbs+fP684ym7YsCHT8+nmZHdwcMhQ8Ory8uXLbJvCC6EhMCl27dplENrB3d2dp06dynZK\nSkHRYsyYMQRgYI4qpyfNyCv7p59+UvKEt23bVglm2KJFC71kTjq5rbmqU6cMhUZqOqHRp08fZdkL\ngGKwkZKSws6dO+uVHT58OJ8/f27Qx2vXrtHLy0vxOi9fvjxdXV3ZtWtX+vj4sHz58nRwcGD58uVp\nZ2dH2Vps3bp1Bm3JeTKGDh2aoQJcHmufPn0U/YiHh4demcWLF3PYsGG8evVqhvdEo9Fw/vz5BrMS\nUgiNDC+aoPBISEjgkSNHeOTIEc6YMYPm5ubKeuxHH33E1atX5zj0QXYIDg7m559/zt69e+d7VFTB\nK+TlG2NK2kqVKukt06QnMTGRnTp1IgDGx8cb9flISUnh48ePee/ePe2ODJThycnJ/Omnn/if//yH\nkyZN0hMKJUqUMGj31q1bXLx4Mdu2bass7+guN8nLWPI2ffp09u7dWwmhXqVKFSXVLKCNsxUSEmJ0\nDJcuXVISKMnbV199pVdGngFVrlyZd+/eJamNcCtJEqdPn87o6GiSVOJXFS9ePMMXMTkEPaBNfRsU\nFMSdO3dyx44dQmgITJ/Hjx9z/fr1/PTTT5VonQDo6upKHx8fbt++3ehbXlZERERwy5Yt3LhxI7t0\n6UIAioCytLQ0+pYlyHuuXr1KAIrS29/fn9WqVePIkSMJgFOmTMm0/p9//kkg64jKI0eO5LFjx7LV\np+joaL0HdFax03788UcC4OzZs/Ue+l5eXuzbty8BbbysGzdukCRdXFz02pcV68HBwUYf5NOmTVOW\npi5evMjevXsTeBX4kNQK0Fq1arF06dLctWsXNRoNX758qQipLl26UKPR6CnVu3XrlqHgqFixImW9\nkhzOJW0TQkNQdHj+/DkXLVrEefPm8f3331eWJ1QqFd3d3dm1a1cOGzaMmzdvzjQUxIQJExQBAWiT\n4HzzzTeMiIhQHBCVN1NBvnDmzBkOGjSIFhYWlK13ZF2GfF/Mzc2zDFd+8uRJAuDq1aszLaer68gK\nOfosoM15kRWpqamKJaCjoyMHDBjA06dPK8dlAYi0Gc1nn32mJzCGDBnC27dvEwB79uxp0L4c8FA2\nP46Li2P9+vVpb2+vt1R15coVOjg4ENDm9dBoNEr4dTs7O8bGxio5wuUZWpkyZXju3Dmj49JoNNRo\nNHo5OYTQEBRpEhMTeeTIEf73v/9l06ZN9daGJUmim5sbp0yZQn9/fyYmJvLKlSv09vZW/mkOHTrE\n/fv3MykpiZ9//jnLlStHlUpFMzMzZYovyHtGjRpF2arJx8eHJ0+e5OLFi+nk5KQ8HK9fv54twX3q\n1CkCyNLxLioqKtv9mzNnDgGwUqVK2Q4dEhcXR19fX/bv35+2traKkx5JvXhZ8la3bl36+PjwwIED\nPHnypDIjAGDgzX7r1i0WL16cbdu2VZbAFixYQEBrmqvLvXv3CIDfffedEgCxY8eOip6nadOmBLTp\nXzdv3syyZcvSxsaGn376KTds2JBhGJG4uDhOmTJFCA3Bm0dycjJPnDjBGTNmsFWrVkriGfmvpaUl\nvb29lX+OCxcuKAEVXVxc2KNHD6HTyEdiY2NpYWHBrl278uLFi/Tx8VFMYt3c3Lh9+/Yctff48WMC\n4NixY/Osj0lJSUqecTnHRk7YvXu3MoOQ2/Px8WGPHj0oSRIBbf6P58+fK1ZfxYsX55dffkk7Ozs2\nadKE9+7d09ORyNZc0dHR/Pnnn5XZQ/rIubIJbYUKFfRmbOQrZfqoUaOU8kFBQezZs6ei62jTpk2G\n40rTmwihIXiziY6O5s6dOzlu3DjOmTNHb9nK39+fAGhlZcXPPvuML1++LMSevh0cOHCAgDY8SLt2\n7RR9hu5yTk6QFcAzZszI034+evSIQPZSoaZHTgcgLydFRETombTKwiAqKoqANiqCrJeTEyYB4I4d\nO5Q6f/31l95MpXbt2kYDGh46dEgRKJ06dWK7du0Up0d5FjJlyhQ+e/aMP/74I11cXGhubq5kB3Ry\ncspwXKmpqUJoCN5ufv31VwJgo0aNuGDBAl69elXkNc9nQkNDaWlpyQoVKtDS0lJZ588t8sN94sSJ\nedhL8vTp09nWaaRn/Pjxytt+ly5dKEkS33//fQPLKI1GwzJlyrBatWrKsZiYGLq5uRGAXqiUmzdv\ncty4caxatSo9PT0zTLlMao0LjGUdTExMVK65rEtq3bo1x4wZo4QsWbt2baZjMzmhAUAF4CKAXWnf\nGwI4BeASgHMAmmVQLwzAFblcds4lhIbpAKQS0OhsGYfLzkvi4+P5xRdfsHr16sobXJkyZejs7EwP\nD49Mk9oIck/6t+bsBN7LCNn6av78+XnYQ63JbNmyZVmjRo1Mw4UbY+fOnQY6DAAGwTn379+vWELp\nRuyVf4+yMN20aZNBW66urrka1759+9irVy/6+Pjw1KlTitPg3bt3s5Xe1hSFxv8B2KAjNPYD6Jr2\n2RPAkQzqhQEolZNOCaFhGrwSGNTZCk5wyISFhfG3337jxx9/TE9PT8WGvkGDBuzbty8HDBjAJUuW\ncOHChfzll1/4xx9/MDIyskD7+KYgK2jl7cSJE7lu69GjR7SxsWHTpk1fS/gYQ/YoL1WqFHfu3Jnt\nevJDf+jQoYp5bdWqVfWEjzyTkXUJsgWTnOzI0dGRL1++5KJFi5TrtHTpUlpZWREAz549m62+xMfH\nKwEY4+PjuWbNGrZr146tWrXSs1T77rvvstWeSQkNAOUBHALQQUdo7APQN+1zPwAbMqgrhEYRxVBg\nvBIchUlISAi///57tm/fng4ODso/t+6mVquV+EeC7DN79mzlGjZo0OC1fWI2bNigKHynT5/OmJiY\nPOqpNkpBrVq1WKxYMY4fP95oWJP0NGzYkJUqVVK+h4eH640xKSmJQ4YMob29Pa2srGhjY6McDwgI\nIABu3bpV7zsAfvHFF0rcrXnz5mXZj/j4eLq4uFCSJPbq1Uv5DVetWpUNGjRQDEAcHBz0ZhnBwcEM\nCgoy2qapCY0/ADQB8K6O0KgF4B6A+wDCAVTKoO6dtKWp8wBGZHKOEWnLXOfkAGKCwsVUhUZ6NBoN\nb9y4wZs3bzIoKIjHjh1jo0aNaGtry1u3bhV294oUJ0+epLu7O1u3bp1nps2XL19WcmZXqlSJo0aN\n4vDhw7lr167Xbvv+/fv84IMPCICenp7csWOH4mFtDHnJKaOshHv37iWg9Q969913eeDAAeXYypUr\nCYB//PGHsi8mJkYvj7mFhUWWS6ePHj3S80UCtA5+hw4d0tPb9e3blyqVileuXGFUVJQSIsXS0tJo\nkiuTERoAugH4Je2zrtBYBKBP2uePARzMoL5z2l9HAEEA2mZ1TjHTMA3yWmgUpH4kLCyM9vb2rFGj\nBtevX5+jdKCC/GHr1q1s3769srxoY2OTZ21/9dVXikOpWq3ml19+yaVLlxo4IH7xxRcEwPv37xtt\nR55pyR7iusTGxrJ27dp0dHQ0yIEuO9npeoJnRFRUlFGhkV6QRUREsEyZMqxZsyZDQkL0yu/evdug\nXVMSGj8AeJC2zBQBIA6AH4BoAFJaGQlATDba+hrAhKzKCaFhGuSlTqMw9CN///23XniT3r1789q1\na8IKq5BJSUlRHrI5VWRnhuxQKntUy9uqVauUB7LszOfn52e0DTnU+fnz540el5X77dq1U35HMTEx\nfPToUbaX8r766isiTWH+77//csmSJQTA77//3qCs3N+1a9fSxsaGVapUYfny5eni4mIwozIZoaFX\nWH+mcQPAu2mfOwI4b6R8cQC2Op9PAPDI6jxCaJgOeTU7KKylrpSUFJ45c0YvU5qzszNnzJiR7ZDT\ngrxHfji7uLhw0qRJeZqTXqPR8Pr167xw4QIbN25MQOt5nZycrJe6VVZC6/LJJ5+wePHiGS5fycpw\nCwsLxsfHc+3atcrvKrPwOLp9k/09OnfuzOTkZGo0Gnbr1o0qlcrAYODWrVtUqVTs1q0bP/roI6rV\navr7+1OlUvGDDz7QS/pUFIRG6zQ9RRCA0wCapO0vB2B32ueqaceDAFwD8N/snEcIjTcPU9CP3Llz\nh8uXL1einxYvXpyenp5csGABz507x1OnTmXLtFGgxd/fP8ucFRmRPs5TRmHWX5eYmBh+8803BMBS\npUqxXbt2SgZAeVu2bBkbNGjA/fv3K9n7SpYsyQEDBhgEUkxMTCSgTdyk0Wg4b968HAmN0NBQpbxu\nNsylS5cSAP39/Q3qyGlqAbBDhw4kXy2j2djYcO7cufz7779NU2gU1CaExpuHKRTcNbUAACAASURB\nVAgNmdTUVO7cuZOfffaZwQPEwsKCnTp14rfffsuLFy9m+Mb5tnPz5k3lmg0bNixXJrWyo5y8nTx5\nMh96qmXLli3s27cva9WqxZo1a+qdV3cZKyYmhl5eXuzevbuy/8cff+SiRYt4+fJlajQaZclz7Nix\nSkgTANy+fXu2lj5nzpzJ5s2b6+2Tw9AbExoajYZbt27lxx9/zK1bt3LVqlX09fXlgQMHWL9+fd0x\nCKEheHMwFZ8PY9y5c4erV6+mr68vx48fr4SeBsDSpUuzX79+XLt2rUg2pUNYWJjeA7devXo5qp+S\nkqIoxAcPHsw6derkq9BIz7NnzxgdHc34+HiGhoYaOPeRr3QPulvZsmVZp04d5buNjQ3HjRunfM8q\ne196zpw5w8mTJ1OtVrNs2bIZLpkac0qUdSC3b9+Ww9ALoSF4sygs7/Kc8vLlS/r5+XHVqlX85JNP\n6OjoSACsWbMmmzRpwm+++eatn4HExsYSAPv3788OHToQeBXN9vz581nmUfHz81MefsHBwQXR5RyT\nkJDA8PBw3rhxgzdu3NAzqlCpVOzevTtnz57N69evK46CsbGxOTqH7I8BZO4U6OXlRSsrK/r6+vLr\nr78mAP711196ZYTQEAhMBI1Gw9mzZ7NJkyZKohyVSsVevXpxxYoVXLdu3VuV9jYgIICurq4EtMEI\n5VlHy5Yt+fvvvysPQU9PzwyXa+RcEnv27DE4tmHDBjZp0iRPHQFfl0uXLhld0tLd6tatm+N25SRR\nv//+u97+5ORkbtu2jd9++y0nTJhAQBs8MiYmho6OjrS2tjYI4imEhkBggqSmptLPz4+Ojo56KUEB\n0N7enoMGDTLIqf0mcffuXdrb29PW1pbr169XrJ5mzJhh9EFq7M1bDpkOgBs3bjQ4Lic2ym44jvzm\n+fPnBuMaMGAAO3bsyFWrVnHIkCEEQF9f3xy3HR0dTRcXFxYvXpxTpkzhw4cPuXbtWr2IumZmZuze\nvTvDwsJ4/vx5AmC/fv0M2ioooSH7WZgUbm5uPHfuXGF3QyDIkNTUVJiZmeHKlSuIiYlBeHg4du3a\nBT8/P6jVari7u6NXr14YN24czMzMCru7eUJiYiLc3Nxw9epVHDx4EB07dlSOkcT58+exb98+lCxZ\nEnPmzEFYWBgsLS1Ro0YNaDQakIS1tTXOnDmj1NuzZw88PDwMzvXo0SM4OTkVyLiyw/vvv4+yZcvC\n1dUVarUaY8eOhYWFhXI8KSkJxYoVy1XbwcHBGDduHPbv36+3v169eujUqRMmTpyIsmXLAgA0Gg2q\nV68OkggNDdUrL0nSeZJuuepETigIyZTTTcw0ig6pqal5amNf1Dl16hQnTZrEunXrKksKx48f55Ej\nR0xquSU3DBo0iAA4c+bMLMvGxsZy165dHDduHN3d3dmmTRu2atWKjRo1opubGzt27MjDhw8XQK9N\nn4SEBE6bNo3NmzdnxYoV6evry//85z961lu6DB8+nAB4/Phxvf0Qy1MCU+bp06f8/vvvWb58eVpb\nW7Nr1648evRoYXfLZNBoNOzTp4/ekoZarWa/fv2KjJDVaDRct24dV65cycWLFyvWQ0XOo96YrbcJ\nIWcTlDfd4IWdO3emWq3Wsyx79uyZkv3vhx9+UPYXlNAQy1OCXNG6dWsEBgaiQ4cOcHV1xbZt2/D0\n6VN4eXlh/fr1b8ySzOvw8uVL/PnnnwAAlUqFQ4cO4bfffkOzZs2wcOFCSJKEJUuW4M6dO2jZsiVI\nolGjRujSpQtKlSqV4/NFRkZi5cqVuHr1Kvr27QtPT8/X6v+VK1dQv359g/1Pnz7NVf8KBUnK+JiJ\nPPsCAwPRunVr/PDDD+jcuTMmTZqE+Ph4rFq1CmXKlEGjRo1AEpcuXYK9vT0A4P79+6hYsSJatGiB\nEydOQJIksTwlMG1OnDjBq1evKt8fPXqkePhmZ/nibWXu3Ll6odxtbW3ZqFEjJU+6vG/u3LlG42Sl\npKTw5cuXDAkJob+/vxLvKDQ0lPb29nrK04yC8mUX2f+gf//+vHDhAr/++mtu2rTptdoscIzNMkxs\ntrFs2TIC0Pt/0mXdunUEtGl4dfn+++8JgM2bN5fNnsXylKBoodFo6OXlRZVKxZkzZ/LDDz+kk5MT\nK1SowDFjxvDXX3/N0wB1RZUHDx5w1qxZXLp0qaLnePHiBePi4njkyBHWq1dPefjXrl2bT5484cOH\nD5VwGLpbs2bNeOTIEVpZWdHMzEyJsaVWq18rEVVaWArWqVOnaMfoKgJCo1evXqxQoUKGy35yuPb0\nL2OpqamcMGECq1evTrVaLYSGoGgSHR2tKIEdHBzYo0cPvTDQffv2LXpr4oXAnTt3uHDhQsWsN+2h\noGyzZs3i3Llz9fYdPHhQMVddsWJFrs8dFhZGS0tL2tjY8N69e3k4qkLAxIVGUlISbW1tOXz4cKPH\ndf1DAgMDM2zHxsZGCA1B0SUlJYVXr15VbPQ1Gg3/+ecfZfmqdu3a3LlzJw8fPmzgoCTQZ/ny5XR0\ndOS4ceP4zz//KFFRZb799lsCYLVq1fjgwQPWq1eP5ubmrzWjk0OLG4uDVOQwcaHh6+tL4FU2wPRs\n3rxZERoLFy7k7du3jZY7fvy4EBqCN4/U1FQuWbJEb+3dycmJGzZsELOP1yA1NZUajYb+/v4EwBo1\namSqz3jx4gWvXLnCkydPctSoUZw8ebLikLhv3z7l3mQnamuRwEQFxrVr12hmZkZHR8cMsw1qNBoe\nOnRIiUSgVqs5efJknjlzxqCsEBqCN5YnT55w8+bNXLFiBZ2cnAiArVq14oIFCxgfH1/Y3SuyREVF\n6QXTa9CggYEZdHR0NJ2dnQ10I2vXriVJJWx8qVKliv7SlInTsmVLSpJkkF0wI27cuMGOHTtSkiQC\n4Pz58/VioAmhIXgrSE1N5fTp05U3KVdXV+7cudOkZx6mHHhRo9EwKCiIc+bMoZ2dHQHwo48+YkhI\nCENCQvTCeq9YsYLfffcdgVe5HeRgeAsXLizkkby5JCcnK3k7vvrqqxzXf/bsGd99910CYNOmTZUc\nMEJoCN461qxZo4Qlr1ChAleuXFnYXTIgqxDvpiRQnjx5wlGjRtHMzIzW1tZKDu1du3YpZd5//31F\niPj5+SnexgDe+ki++YUsMLp165ZrC7fY2FjFEKJ06dLcs2ePEBqCt5PIyEguXbqUTZo0oSRJHD16\ndJZhtguSzJJJmWrOkOvXr/Pjjz9mt27deOjQIb1jffv2NViqsre31xMsgrxj48aNBMB33303TyID\n7Ny5k9WrV5f1hMIjXPD2Eh0dDW9vb2zduhV2dnbw8PCAp6cnBgwYALVaXWj90i4nG/Mylv+PjB8j\nM/FMLkRevHiBoKAgNG/eHJcuXUJycjLc3d0hZeZJLcgVly5dQpMmTVCuXDlcunQJ77zzToZl79+/\nj1WrViEpKQlBQUEoVqwY3nvvPQwaNAhWVlZ6ZVeuXIlhw4YBgPAIFwgOHDjAwYMHKwrzYcOGFWro\n8cxnGqaT0lZgenh7exNAhnnVU1NTuWfPHi5atEhv5ufk5KQs277//vt89OgRSa1p+86dO2lra0tb\nW1uxPCUQ6KLRaDhy5EjFssfb25sjRoxg06ZN2apVq0wdn/KSzJaghNAoAEzUfDYrNBoNnZ2d2adP\nH4NjycnJnDNnDqtWrWpg0fb8+XOmpKRQo9EoYUMAcMyYMYogKVeunGxuLYSGQKCLRqPhvn37WLt2\nbapUKpqbm7N27dp0dHSkvb09f/jhB547dy7fFbgZKbsLU6cBpKTr0xuYRdDEHfUyY+bMmQTA3377\nzeDY8uXLCYAtWrTQExrGHDS7du2qHO/YsSO3bt2q6EaE0BAIMiE1NVVJr3rt2jU2atRIT5H7zjvv\nGE0lmt8UhvXUK4GRXli9YYKjiAoNOfR548aNjfohbdiwgUjzu5CDRPbo0cNoWxqNhhqNxmg8MCE0\nBIIc8ujRI65bt46DBw9WBMi6dev46NEjRkVFce7cuXRxcaGTkxMHDhzI4ODgwu5ynvDWLIvlh9DI\nZwEUGhrKYsWKsWTJknz48KHRMhqNho0bN6a9vT2TkpK4d+9eo2lyM+Py5ctCaAgEr4OPjw8dHBwU\n4SF70bZq1YofffQRLS0tqVar6eHhwXnz5r1WRNjCpkgKjdw8rPNaaBTAzGXUqFEEMg82qO2K9nea\nUTgRYyQlJdHX15fNmjWT6wuTW4HgddBoNLh48SIOHDiAiIgIDB48GI0aNQKgzcv8yy+/YP/+/QgJ\nCUGFChUwYMAADB8+HFWrVi3knueMzMyATdLUN7eJkfI6oVI+J2g6efIkWrZsifbt2+Pw4cO4f/8+\nli1bhuvXr6N169Z49uwZ7t+/j/DwcPj7+2PQoEHw9fXNtrnz//73P3z33XeoWbMm2rRpg99++02Y\n3AoEBcGuXbvYunVrAqCNjQ29vb25adOmIpP7o8jpNF7nDT+/l6bycKbx5ZdfUpIkRkZGcs6cOTQz\nM6MkSYr5uCRJtLOzY8WKFfndd98pCbWyS/369VmjRg0l5A7ETEPMNAQFy5UrVzB9+nQcPnwY0dHR\nqFatGmbNmoU+ffoUdteyRJJSAeim2NWAVBVWdzLHVFKw5mM/rl69inr16sHJyQkPHjxA6dKlERkZ\niTt37qBy5cq4e/cu4uPjUbFiRVy4cAFJSUm4dOkSWrZsCTc3t2w5sDZs2BAJCQkIDg5OG45I9yoQ\nFArJyclcv3698kb4zjvvsFKlSty4cWNhd+3NwFSsoPKxH0+fPiUAWltbc+vWrUoism+//ZYBAQHs\n37+/kmAr/SZJEocPH55pePvU1FQ6OjqyX79+OsMRM43C7obgLSc+Ph5z5szB5cuXsW3bNgDa8A7l\ny5cv5J4VcUxlpgEY70se9eHgwYPo2bMnYmNjYW1tDRcXF1y5cgUAYGdnh/79+8Pe3h7Vq1eHnZ0d\nHBwccPDgQaxduxbh4eFwcHDAjBkzMHbsWIO2z58/Dzc3N6xevRqffvpp2lDETEMgMBlkS6yvvvpK\n5PzICwp7llFAxMXFcdu2bbSxsWGNGjXYu3dvLliwIMuMladPnyYAOjo6Gk0TEBgYSAAcP368sg/C\n5FYgMB1mz57N6tWrE9Dm/JgyZQqfPHlS2N0SFBF+//13lihRQll+GjVqVJY5Y2bNmkUAdHNz4z//\n/GNwvEePHpQkiU+fPiUphEamF1MgKCzWrFnDVq1aKbqO+fPn50mIa8GbT3JyMgMDAzlo0CACoLu7\nO0NCQjIsn5KSwtmzZxMAR48ebXB8xIgRlCSJSUlJJAtOaAidhkCQCwICAjBhwgScO3cOdnZ2aN26\nNdRqNcaMGQNbW1s0atQIFhYWhd1NgQmi0Wgwa9YszJw5E7Vr18bZs2czLEsS5cuXh6WlJW7evAkz\ns1cWct7e3li1ahVevnyJ4sWLF5hOo/ASEwgERZh27drhxIkT2LFjBw4cOICDBw/izp07+PPPPwEA\nVlZWaNu2LTp37oxmzZrh7NmzSElJgZ2dHUaOHGngwEXytXJY3Lt3DxUqVAAAnDhxAk+fPkXbtm2R\nkJAAJycnkR/DhDAzM8PUqVNx/fp1rF+/Hi9fvsTx48exevVqFCtWDG5ubiCJHj16oEqVKvDy8sL8\n+fPx+PFjODk5Ke3Ijqpt2rRBQEBAgfVfzDQEgjzi4cOH2L9/P9RqNc6ePYsDBw7gxo0bBuUqVaqE\nKlWqQJIkJCcnIyEhQUmE5O3tjQ8//BAbNmxAZGQkrl+/jqpVq6JTp06wsLBAamoqHj16hLCwMDx4\n8ACbNm2CSqXC/fv30a5dO0RFReHy5ct653N2dkanTp3g7e2NNm3aFNTlEGTBoUOH0KlTJ+W7g4MD\nVCoVnj17BgCwt7fHpUuX8ODBA7Rp0wYDBw7EmjVrlPLJycmoU6cObt68iYsXL6JRo0YFMtMQQkMg\nyEcePHiAwMBANGjQAJaWlti9ezf27t2Lf/75B5IkKU5c7u7uCAgIUPZn5/9SpVKhc+fOMDMzw+PH\njxEWFoby5cvDx8cH1apVw4kTJyBJEoKCgrBnzx6kpqbi7NmzqFOnjtH2QkNDsXTpUkiShM6dO6NT\np056yyGFzbFjxxAbG4vAwECoVCoEBgZCrVYjMDAQVapUgZ+fH+rVq1fY3cwRc+fOxb59+zB06FD0\n6dMHarUat27dQkxMDDp06IC6desiICAAM2fOxIwZM7BmzRoMGjRIqR8WFoYGDRqgfv36OH78uBAa\nAsHbRGJiIpYtW4Zbt26hX79+qFy5MmxtbXHixAk8fvwYKSkpMDc3h52dnSKEypQpk622IyIi0KBB\nA9ja2mLBggWwt7dHuXLl4OLiAgC4c+cOGjRogBcvXkCtViMlJQVDhw7F0qVLUaxYsfwcdpakpKRg\n48aNeg9LAKhYsSIkSULz5s1x8OBBqNVq/O9//8OYMWMKtH+JiYm4cuUKVCoV/Pz8EB0djZCQEBw/\nfhwAEBkZCQcHhxy3u3nzZnh5eWHRokXw8fFBo0aNcP/+fURGRuotN/br1w+bNm0CRLpXgUCQlxw4\ncIA2NjZ63sdVqlRhu3btaGZmRpVKxd27d/Ply5dKlkQnJyfOnj2bc+fO5axZszhnzhw2bNiQPXr0\nUPKZ5CepqamKtZqdnR1//vlnPn78mBEREXomq6dOnWLDhg0JgGvWrMn3fpHk+PHj2alTJ5YuXVq5\nniqVipaWlqxcubKyT7ZuyimJiYkEwJ49e5J8FTE3KipKr9zEiRMLNMptoQsIY5sQGgJB/pCQkMBD\nhw5x3bp1XLx4MXv06EFXV1dOmjSJYWFhSrnU1FRu3ryZZcqUMRrqAgArV67M0aNHc+fOnTkK6a1L\nXFyc4megS1RUFH/66SdWq1ZNcWLLyrQ5KSmJ7u7uBMBq1arxp59+yhfBlpCQwI8//li5Dj169ODK\nlSu5dOlSPn78WBFmHTt2pJWVVYY5wbNDt27dCICJiYmcN28eAfDYsWN6Zc6dOyePW5jcCgSCwiUl\nJQVhYWGwsLCAmZkZYmNj4erqitWrV+OPP/5AQEAA4uLioFKp0KxZMxQrVgzDhw9HVFQUYmJikJKS\ngqSkJFy4cAEtWrRAx44dYWZmBgsLC2zevBkrVqxAQkICPvzwQ6hUKqSkpIAktm3bhri4OLi7u2PM\nmDHw8vLKln4lKioKa9euxdq1a3HhwgXUqFEDgYGBeOedd177WpDE0aNHMWPGDPj7+2PIkCFYsmQJ\nrK2tDco+fPgQ33zzDZYtW4aePXti+/btuTrntGnTMHPmTNy8eRMlSpSAo6Mj6tatq4Qj0UWEEREI\nBCZPQkIC/f39OXXqVDZt2jTTWYmcCAs6SzmtW7emi4sLLSwsaG1tzeLFi9PS0pJDhgzh+fPnc92v\npKQkLlu2jObm5vzggw+y9L7Oiri4ODZv3pwA6ODgwP/+979Gc9FrNBp+9tlnVKvVlCSJXbp04enT\np3N93smTJ1OtVvP58+dKLvH33nvP6HggZhpipiEQFDViYmJw+PBhVK5cGWXKlIGFhQXi4+Ph7OyM\nf//9F4cPH0ZcXBwSExPh6empF/yR1PqqaDSaPLPaWrhwIcaPH4+FCxfi888/N1rm9u3bePz4Me7e\nvYvIyEi0bt0aKSkpePHiBerXrw8HBwecPXsWzZo1Q5cuXbBjxw5YWVkZtBMbGwtvb29s3rwZ3bp1\nw4IFC1CtWjW9MsePH8eiRYtw9epVjBw5EuPGjcu0/w0bNkSJEiUQEBCAqlWr4sGDB3jy5Ans7e0B\naK/Z4cOHQRKdO3cWMw2BQCB4HTQaDVu0aEFLS0tlZhAeHs6vv/6ajRs31k2VanSrWLEiSa1S2tnZ\nmfXr18/wXL/++isBcOjQoQZBLTUaDQMCAvTarlChQqZ9Dw8PJwDOmjWLJOnt7U1Jknj06FGlzKZN\nm3TbLJCZhukYYQsEAkEeI5vkJiQk4NmzZzh06BCcnZ3x9ddfQ5IkJCQkYPr06fDz88P+/ftx8+ZN\nrFixQqkvh/jYuXMnwsPDUb169QzPdf78eQBa3wtLS0u9Y3PmzEG7du2U7w4ODrh//z6YwUoPSWUW\n0rVrVwDArFmzQBJbtmxRyoWHhwMARo8ene1r8toUhGTK6SZmGgKBIK+YMGECATA6OpqTJk1SZhAZ\nmcLGxsbS0tKS48aNI6kNNAidGcKBAweM6hROnTpFtVrN3r176x2fPHmyUrd48eIsV66c8v333383\n2od79+4p5ePi4khqZyt169allZUVp0yZwtTUVMbFxbFevXqy2a+YaQgEAsHrEhMTA0AbKHDatGmY\nPHky7t27h82bNxstf+TIESQkJChv+Gq1Grdv38aCBQvg4OCAzp07Y8qUKQb1mjdvju+//x7btm3D\n0qVLlf2y/gHQ6j1SUlKU76dOnTLah7Jly6J+/fqIjY1Fx44dFX3Ptm3b4Orqih9++AEnTpyAlZUV\nqlWrhqdPn+b8wuQSITQEAsEbTXJyMgBtEEkbGxtlmcjOzs5o+bi4OADA8OHDMX78eBw9ehRVqlTB\n+PHjERoaigEDBmD27NnYsmWLwfLSF198ga5du+L//u//EBQUBADw9PQEACV8y4wZM2Bubg5A64lv\nDHNzcxw9ehSWlpY4efIkVq5cCQBwdXVF//79AQBVq1YFAPzzzz+5uCq5RwgNgUDwRiOHWqlduzae\nPHmiCIu9e/caLd+7d2/8/PPPqFmzJpYuXYp27dph8eLF2L17N5KSkvDbb7+hfv366Nu3LypWrKgX\nRNDMzAxr1qxByZIl4eXlhbi4OCWEiByOJSoqShFkd+/ezbDfJUqUUIIXnjhxQtkfGBgIAPj9998B\nAFWqVIFKpcr5hcktBbEGltNN6DQEAkFekZyczNWrV9PCwoLFihXj9u3bOWbMGAJgQEBApnWjo6PZ\nuHFjRQdhZWXFs2fPMjIyksuWLaODgwOdnZ0N6s2fP58AOHLkSJ45c4YA2KVLFz3diLm5Oc3MzBgY\nGJhp3wFw4MCByr7z58+zTJkydHBwIEmOHTtWWE8JBAJBXqFWq/Hpp59ix44dSEpKwvTp01GqVCkA\nWs/tzLCzs8Px48exZ88ebN++XZlBqFQqjBgxAs7OzkaDRnp4eMDFxQXLli3DsGHDAAAhISF6/h3J\nycnQaDTo168fnj9/btBGRESEsozVpUsXZX/jxo3h4eGBqKgoxMbGwtbWNucX5TXIttCQJEklSdJF\nSZJ2pX1vKEnSKUmSLkmSdE6SpGYZ1POQJClEkqRbkiRNzquOCwQCQU7w8PDAqFGjcO3aNXz99dco\nUaIEOnfunGU9KysreHh4oGfPnli+fDlCQ0Ph5+cHQLvkJOtAdKlVqxaCg4Mxd+5c2Nvbo0SJErh7\n9y7i4+P1yrVq1Qr37t3D6dOnDdqwsLBQnAMvXLigd+zFixdwdnbGjRs3sHr1ajRp0iTb1+G1ye6U\nBMD/AdgAYFfa9/0AuqZ99gRwxEgdFYBQAFUBFAMQBKB2VucSy1MCgSC/eP78Offu3asXoDG7RERE\nKAEU4+LiaG1tzU8//TTLekePHjXqPFiuXDmqVCpGRkZmWHf06NEG5rlly5ZV2rCwsODWrVtNa3lK\nkqTyAN4HsEJnNwHI5gclABib5zUDcIvkbZJJADYB6JGdcwoEAkF+UKJECbz33nuoVKlSjuteunQJ\nAFChQgV0794dcXFx6NOnT5b1mjRpgnfeeQfNmjXTS836/PlzbN68OdN8G3PnzkWDBg3w0UcfwdXV\nFaNHj0avXr3g5eWFWrVq4cSJE+jdu3eOx5Jbspsj/CcAEwHoLp6NB7BPkqS50C5ztTRSzxnAfZ3v\nDwA0z0U/BQKBoNAZPnw4AK2n+MGDBzFixAh069Yty3rW1tZwd3fH/v37UaNGDQQHB8PPzw8dOnRA\n+/btM61raWmJQ4cOYcOGDdi3bx98fX0RFxeHsWPH4vr163kyrpyQZcBCSZK6AfAk6SNJ0rsAJpDs\nJknSIgABJLdKkvQxgBEkO6Wr+yEAD5LD0r4PBNCcpEFqLUmSRgAYkfa1BoCQ1xxbekoBeJbHbRYm\nYjymzZs2HuDNG9ObNp4aJPNdK56dmUYrAN0lSfIEYAnATpIkPwAfAJBDNP4O/aUrmXAAFXS+l0/b\nZwDJ5QCWZ7PfOUaSpHMsiAiQBYQYj2nzpo0HePPG9CaOpyDOk6VOg+QUkuVJVgbgBeAwyU+g1WHI\nEbg6ALhppPpZAK6SJFWRJKlYWv0/86TnAoFAIChwsqvTMMZwAAslSVIDSEDa0pIkSeUArCDpSTJF\nkqQxAPZBa0m1iuS11+20QCAQCAqHHAkNkkcAHEn7fByAgXEwyYfQmuDK33cD2P06ncwj8m3pq5AQ\n4zFt3rTxAG/emMR4coFJZu4TCAQCgWkiwogIBAKBINsUaaEhSdJHkiRdkyRJI0mSm87+zpIknZck\n6Ura3w46x46khTW5lLY5Gmm3siRJ8Tplfi3K40krNyUtlEuIJEnvFcR40s6b4zHplPlTkqSrGbRb\nZO6RTpkMx5N2vMDvUS5/c3slSQpKq/erJEkGIVYL6/7k55jSypn8PZIkyVqSpL8lSQpOqzcrg3Zz\nd48Kwu08vzYAtaD16TgCwE1nfyMA5dI+1wUQrnNMr2wG7VYGcPUNGk9taEO4WACoAm1oF5Wpjilt\nX29ow9YYvQ9F6R5lczyFco9y+ZuzS/srAdgKwMtU7k8+j6lI3CMA1gDap30uBuAY0kI+5cU9eh3r\nqUKH5A1Amwc43f6LOl+vAbCSJMmCZGIBdi/H5ON4egDYlFb+jiRJt6AN8XLy9XudObkZkyRJNtDG\nOhsBYAtMiHwcT6Hco9yMh2RM2n41tA8lk1KM5uOYiso9igPgn1YmSZKkC9D6yOUJRXp5Kpv0AXAh\n3QN2Tdp07H9S+jvxiippZQIkSWpTAP3MLrkZj7FwLs752ckckn5M3wKYkeWUgAAAAnhJREFUB8Aw\nfKg+ReUeZWc8pnyPDH5zkiTtA/AEwAsAf2RQz1TvD5C7MRWpewQAkiTZQ+uIfSiDejm+RyY/05Ak\n6SCAskYO/Zfkzizq1gEwG0AXnd0DSIZLkmQL7TR0IIC16ao+AlCR5L+SJDUBsEOSpDo6byO5ppDG\nk6/k5ZgkSWoIwIXkfyRJqpxJ1SJxj3IwnnwjH35zIPmeJEmWANZD69x7IF3VfLs/af0qjDHlG/kx\nHknrQ7cRwCKSt41UzdU9MnmhwXTxrLKLpI3Mux3AIJKhOu2Fp/19IUnSBminl3oP2TRpnZj2+bwk\nSaEAqgN4bTf9whgPchDOJTfk8ZjcAbhJkhQG7e/TUZKkIyTfTXfOonKPsjUe5OM9yuvfnE67CZIk\n7YR22eZAumP5dn/S2izwMaHo3aPlAG6S/CmDc+buHuW10qYwNhgqiOyhVVj1TldODaBU2mdzaKeg\no4y0VxppCi5oc4GEAyhZhMdTB/oKvNsoIEV4TseUrk5lZKw4LhL3KAfjKdR7lIPfnA0AJ53f32YA\nY0zt/uTTmIrEPUo79h20Kw9mmbSXq3tUYDcwny5iL2jXFRMBPAawL23/NACxAC7pbI4AigM4D+Ay\ntIqjhToXrTuAb9I+90k7fgnABQAfFOXxpH3/L7TWHiEwYklhKmNKV7cydB6yRfEeZXc8hXWPcvGb\nKwNtTLnLAK4CWAxAbSr3Jz/HVITuUXloFfk3dPYPy6t7JDzCBQKBQJBt3gbrKYFAIBDkEUJoCAQC\ngSDbCKEhEAgEgmwjhIZAIBAIso0QGgKBQCDINkJoCAQCgSDbCKEhEAgEgmwjhIZAIBAIss3/A3vz\nxKMl/IfFAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (6,6))\n",
"viz_tools.set_aspect(ax, coords = 'map')\n",
"ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
"ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n",
" data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n",
" 'bo', label = 'Juan de Fuca')\n",
"\n",
"ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n",
"iSaa=(data.Lon>-123.7)&(data.Lon<-123.3)&(data.Lat>48.5)&(data.Lat<48.7)\n",
"ax.plot(data.loc[iSaa,['Lon']],data.loc[iSaa,['Lat']],'*',color='m',label='Saanich')\n",
"grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
"viz_tools.plot_coastline(ax, grid, coords = 'map')\n",
"ax.set_ylim(48, 50.5)\n",
"ax.legend()\n",
"ax.set_xlim(-125.7, -122.5);\n",
"data.drop(data.loc[iSaa].index.values,inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nitrate"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate\n",
"z<15 m:\n",
" N: 76\n",
" bias: -2.159140865018495\n",
" RMSE: 5.052947422770789\n",
" WSS: 0.79801960491023\n",
"15 m<=z<22 m:\n",
" N: 24\n",
" bias: -2.1246959034601822\n",
" RMSE: 3.6820846339166553\n",
" WSS: 0.5778610061854612\n",
"z>=22 m:\n",
" N: 228\n",
" bias: -3.2129725262156725\n",
" RMSE: 3.6330086016829073\n",
" WSS: 0.7388901691033587\n",
"all:\n",
" N: 328\n",
" bias: -2.8891620225659196\n",
" RMSE: 4.010335115385328\n",
" WSS: 0.8772120849291758\n"
]
}
],
"source": [
"N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n",
"N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n",
"N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n",
"N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n",
"print('Nitrate')\n",
"print('z<15 m:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n",
"print('15 m<=z<22 m:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n",
"print('z>=22 m:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n",
"print('all:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HrWMhHwtxMyUNvXwtRvNqz3uqHr3Xq/lLHUEOAEXW3r5bCxeuVU9PSJK0Zs0W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\nG3T6Wnv7bt1yy0a1t+/O6+v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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('NO$_3$ ($\\mu$M)')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate, z<15\n",
"Feb-Mar:\n",
" N: 8\n",
" bias: -1.7630167770385725\n",
" RMSE: 4.015843962401278\n",
" WSS: 0.6093889795451467\n",
"April:\n",
" N: 67\n",
" bias: -2.0686083151333357\n",
" RMSE: 5.009867983595739\n",
" WSS: 0.779973562493737\n",
"May-Jun:\n",
" N: 1\n",
" bias: -11.39381441116333\n",
" RMSE: 11.39381441116333\n",
" WSS: 0.0\n",
"Sep-Oct:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:917: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:918: RuntimeWarning: invalid value encountered in double_scalars\n",
" WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pKXTv3p3GjRszYsQITYEtIqq7IiXT999/T8OGDSlVqhSBQAD9f1w0VHNFSiZr\nLR06dCAjI4PRo0eTkJDgOlKROaEGrDEmimBxnGatnQtgrd1lrc2z1uYDY4EbwxdTRFyw1tK1a1fm\nzp3L0KFDadGihetIJYJqrkjJtWrVKlq1asXNN9/MtGnTiIyMdB2pRFDdFSmZ9u/fT3R0NHv27CE9\nPZ3atWu7jlQiqOaKlFz9+vVj/PjxPPnkk3To0MF1nCJ13AasCQ67eAP4xFo7tMDr5xc4rDGwpfDj\niYhLgwYN4pVXXqFnz550797ddZwSQTVXpOT68MMPadSoEbVr12bBggWUK1fOdaQSQXVXpGTKzs6m\nSZMmbNmyhdmzZ1OvXj3XkUoE1VyRkuv111+nf//+tGvXjv79+7uOU+SO+xAuoAHQCvjQGPNe6LU+\nQEtjTF3AAl8DJat1LeJxU6ZMoXfv3rRs2ZJBgwa5jlOSqOaKlEDbt2/H7/dTvnx5AoEAVapUcR2p\nJFHdFSlh8vPzadeuHcuWLWPixIn4fD7XkUoS1VyREmjBggV06tSJ6OhoXnvttRK5xNZxG7DW2rXA\nsf7JZBR+HBEpDhYvXky7du248847mTBhAhERf+p5fXIKVHNFSp6ffvoJn8/HgQMHWLNmDRdccIHr\nSCWK6q5IydO7d2+mTZvG888/T5s2bVzHKVFUc0VKnrfffpukpCSuv/56UlJSiIqKch3JiRMZASsi\nJci7775L06ZNueKKK5g3bx5lypRxHUlExLOysrJo1KgRX3zxBYFAgKuvvtp1JBERTxs+fDgvvfQS\nnTt3pnfv3q7jiIh42tatW4mLi6NGjRosXLiQ8uXLu47kjBqwIvKbL7/8Er/fT9WqVcnIyODMM890\nHUlExLPy8vK49957WbNmDTNnzuSOO+5wHUlExNNSUlLo3r07jRs3ZsSIESVyCqyISFH5/vvv8fl8\nREZGEggEOOecc1xHckoNWBEBYPfu3fh8PnJzcwkEAlSvXt11JBERz7LW0q1bN+bMmcPQoUNp0aKF\n60giIp62atUqWrVqxc0338y0adOIjIx0HUlExLP2799PdHQ0u3fvZuXKldSuXdt1JOfUgBURDh48\nSGxsLNu3b2fZsmX87W9/cx1JRMTTBg0axKhRo+jZsyfdu3d3HUdExNM+/PBDGjVqRO3atVmwYAHl\nypVzHUlExLOys7Np2rQpW7ZsIS0tjXr16rmOVCyoAStSwuXm5pKUlMTGjRuZO3cuN998s+tIIiKe\nNmXKFHopnbKeAAAgAElEQVT37k3Lli0ZNGiQ6zgiIp62fft2/H4/5cuXJxAIUKVKFdeRREQ8Kz8/\nn3bt2rF06VImTpyIz+dzHanYUANWpASz1tKpUycWLlzIq6++SqNGjVxHEhHxtMWLF9OuXTvuuOMO\nJkyYQEREhOtIIiKe9dNPP+Hz+Thw4ABr1qzhggsucB1JRMTTHn/8caZNm8Zzzz1HmzZtXMcpVtSA\nFSnBnnnmGcaNG8eTTz5Jx44dXccREfG0d999l6ZNm3L55Zczb948ypQp4zqSiIhnZWVl0ahRI774\n4gsCgQBXX32160giIp42YsQIBg0aROfOnXn88cddxyl21IAVKaHGjh3LM888w3333Uf//v1dxxER\n8bQvv/wSv99PlSpVyMzMpFKlSq4jiYh4Vl5eHvfeey9r1qxh5syZ3HHHHa4jiYh42ptvvkm3bt1o\n3LgxI0aMwBjjOlKxowasSAmUlpZGx44d8fv9jBkzRsVRRCSMdu/ejc/nIycnh5UrV1K9enXXkURE\nPMtaS7du3ZgzZw5Dhw6lRYsWriOJiHjaqlWruPfee7n55puZNm0akZGRriMVS2rAipQw77zzDi1a\ntOD666/nzTffJCoqynUkERHPOnjwILGxsWzfvp2lS5dSp04d15FERDxt0KBBjBo1ip49e9K9e3fX\ncUREPO3DDz+kUaNG1K5dmwULFlCuXDnXkYotNWBFSpCtW7cSGxtL9erVWbhwIeXLl/+fx2dt2MKh\ndZsp1+Bayt5wZRGlFBHxhtzcXJKSkti4cSNz5syhQYMGriOJiHjalClT6N27N0lJSQwaNMh1HBER\nT9u+fTt+v5/y5csTCASoUqWK60jFmhqwIiXEzp078fl8REREsGjRIs4555z/eXzWhi3saNINm50N\nERGc/WIPKrWOL6K0IiKnN2stnTp1YuHChbz66qskJCS4jiQi4mmLFy+mXbt23HHHHUycOJGIiAjX\nkUREPOunn37C5/Nx4MAB1qxZwwUXXOA6UrGnv5VESoD9+/cTHR3N7t27ycjIoHbt2sd9z6F1m4PN\n13wLuXns+ddQsjZsKYK0IiKnv2eeeYZx48bx5JNP0rFjR9dxREQ87d1336Vp06ZcfvnlzJs3jzJl\nyriOJCLiWVlZWTRq1IjPP/+c1NRUrr76ateRTgtqwIp4XHZ2Nk2bNuWDDz7gzTffpF69eif0vnIN\nroWCIwfyLYfWbQ5TShER7xg7dizPPPMM9913H/3793cdR0TE07788kv8fj9VqlQhMzOTSpUquY4k\nIuJZeXl53HvvvaxZs4bJkydzxx13uI502lADVsTD8vPzuf/++1m6dCnjxo3D7/ef8HvL3nAlZ7/Y\nA0pFQkQEpnRUsCkrIiJ/KC0tjY4dO+L3+xkzZgzGGNeRREQ8a/fu3fh8PnJycggEAlSvXt11JBER\nz7LW0q1bN+bMmcPQoUNJSkpyHem0ojVgRTysT58+TJ06lQEDBtC2bds//f5KreMpU+diPYhLROQE\nvPPOO7Ro0YLrrruOlJQUoqKiXEcSEfGsgwcPEhsby/bt21m6dCl16tRxHUlExNMGDRrEqFGj6NGj\nB927d3cd57SjBqyIR40cOZIXX3yRTp060adPn5M+T9kbrlTjVUTkOD777DNiY2OpXr066enpVKhQ\nwXUkERHPys3NJSkpiY0bNzJnzhwaNGjgOpKIiKdNmTKF3r17k5SUxEsvveQ6zmlJDVgRD5o9ezZd\nu3YlISGBkSNHagqsiEgY7dy5k4YNGxIREcGiRYs455xzXEcSEfEsay2dOnVi4cKFjB49moSEBNeR\nREQ8bfHixbRr14477riDiRMnEhGh1UxPhhqwIh6zevVq7r33XurXr8/06dOJjIx0HUlExLMOHDhA\ndHQ0u3fvZuXKldSuXdt1JBERT+vfvz/jxo3jiSeeoFOnTq7jiIh42rvvvkvTpk25/PLLmTdvHmXK\nlHEd6bSlBqyIh2zZsoX4+Hguuugi0tLSKFeunOtIIiKelZ2dTdOmTfnggw9IS0ujXr16riOJiHja\n2LFj6devH23btuXZZ591HUdExNO+/PJLoqOjqVKlCpmZmVSqVMl1pNOaGrAiHrF9+3b8fj9nnHEG\ngUCAKlWquI4kIuJZ1lruv/9+lixZwoQJE/D7/a4jiYh42sKFC+nYsSN+v5/XX39dS2yJiITRnj17\n8Pl8ZGdns2LFCqpXr+460mlPDVgRD9i3bx9+v5/9+/ezevVqLrzwQteRREQ87fHHH2fq1KkMGDCA\ntm3buo4jIuJp77zzDomJiVx33XWkpKQQFRXlOpKIiGcdPHiQ2NhYtm/fztKlS6lTp47rSJ6gBqzI\naS4rK4tGjRrx2WefEQgEuOaaa1xHEhHxtJEjR/Liiy/SqVMn+vTp4zqOiIinffbZZ8TGxlK9enXS\n09OpUKGC60giIp6Vm5tLUlISGzZsYM6cOTRo0MB1JM9QA1bkNJafn0+rVq1YvXo1M2bM4M4773Qd\nSUTE0+bMmUPXrl1JSEhg5MiRmgIrIhJGO3fuxOfzERERwaJFizjnnHNcRxIR8SxrLZ07d2bhwoWM\nHj2ahIQE15E8RQ1YkdOUtZbu3bsze/ZshgwZQlJSkutIIiKetmbNGpKTk6lfvz7Tp08nMjLSdSQR\nEc86cOAAMTEx/PDDD6xcuZLatWu7jiQi4mn9+/dn7NixPPHEE3Tq1Ml1HM9RA1bkNDV48GBGjBhB\n9+7d6dGjh+s4IiKe9tFHHxEfH89FF13EggULKFeunOtIIiKelZ2dTbNmzXj//fdJS0ujXr16riOJ\niHjauHHj6NevH23atOHZZ591HceT1IAVOQ1NnTqVXr160aJFCwYPHuw6joiIp3333Xf4fD7KlStH\nIBCgatWqriOJiHiWtZb27duzePFiJkyYgN/vdx1JRMTTFi5cSMeOHfH5fIwdO1ZLbIWJGrAip5kl\nS5Zw3333cccddzBp0iQiIiJcRxIR8ax9+/bh9/vZv38/q1ev5sILL3QdSUTE0x5//HGmTJnCgAED\naNu2res4IiKetn79ehITE7n22mt58803iYqKch3Js9SAFTmNbN68mSZNmlCnTh3mzZtHmTJlXEcS\nEfGsrKwsEhIS2Lp1K4FAgGuuucZ1JBERTxs5ciQvvvginTp1ok+fPq7jiIh42meffUZMTAzVq1cn\nPT2dChUquI7kaWrAipwmvvrqK6Kjo6lSpQqZmZlUqlTJdSQREc/Kz8+ndevWrFq1iunTp3PnnXe6\njiQi4mmzZ8+ma9euJCQkMHLkSE2BFREJo507d+Lz+YiIiCAQCHDOOee4juR5asCKnAb27NmDz+fj\n8OHDLF++nBo1ariOJCLiWdZaunfvzptvvsngwYNp2bKl60giIp62evVq7r33XurXr8/06dOJjIx0\nHUlExLMOHDhATEwMu3btYuXKlVxyySWuI5UIasCKFHO//vorcXFxfPvttyxZsoQ6deq4jiQi4mmD\nBw9mxIgRdO/enZ49e7qOIyLiaVu2bCE+Pp6LLrqIBQsWUK5cOdeRREQ8Kzs7m2bNmvH++++TlpbG\nDTfc4DpSiaEGrEgxlpubS1JSEuvXr2fOnDnccsstriOdkqwNWzi0bjPlGlxL2RuudB1HROS/TJ06\nlV69etGiRQsGDx7sOo6IiKdt374dv9/PGWecQSAQoGrVqq4jiYh4lrWW9u3bs3jxYsaPH4/f73cd\nqURRA1akmLLW0rlzZ9LS0njllVdo3Lix60inJGvDFnY06YbNycFERVF97jA1YUWkWFmyZAn33Xcf\nt99+O5MmTSIiIsJ1JBERz9q3bx9+v5+ff/6ZNWvWcOGFF7qOJCLiaX369GHKlCk8++yz3Hfffa7j\nlDj6zUKkmHr22WcZO3Ysffr0oXPnzq7jnLIDswLYw9mQl4/NyeHQus2uI4mI/Gbz5s00adKEOnXq\nkJqaSpkyZVxHEhHxrKysLBo1asRnn31Gamoq11xzjetIIiKeNmrUKAYOHEjHjh154oknXMcpkTQC\nVqQYeuONN+jbty9t2rRhwIABruOcsqwNW9g/bSFYC4CJjKRcg2sdpxIRCfrqq6+Ijo6mcuXKZGZm\nUqlSJdeRREQ8Kz8/n1atWrF69WqmT5/OnXfe6TqSiIinzZ49my5dutCoUSNGjRqFMcZ1pBJJDViR\nYiY9PZ0OHTrQsGFDxo4d64nieGBWAHLzftsud9dNWn5A5DTh9bWb9+zZg8/n4/DhwyxbtowaNWq4\njiQi4lnWWrp3787s2bMZPHgwLVu2dB1JRMTTVq9ezb333kv9+vWZMWMGkZGRriOVWGrAihQj69ev\np3nz5tStW5fZs2cTFRXlOlKhsEdtR55TxUkOEflzvL5286+//kpcXBzffPMNS5cu5fLLL3cdSUTE\n0wYPHsyIESPo1q0bPXr0cB1HRMTTPvroIxo1asRFF13EggULKFeunOtIJZrWgBUpJj777DNiY2M5\n//zzSU9Pp0KFCq4jFZozW/igdBQYA6WjgtsiUuwdWrcZm5PjybWbc3NzSUpKYv369UyfPp1bbrnF\ndSQREU+bOnUqvXr1IjExkSFDhnhilpeISHH13Xff4fP5KFeuHIFAgKpVq7qOVOJpBKxIMbBz5058\nvmBTMhAIcO655zpOVLjK3nAlNVJHeHoas4gXlWtwLSYqCktwBKxX1m621tK5c2fS0tIYNWoUTZo0\ncR1JRMTTlixZwn333cftt9/O5MmTiYjQOCARkXDZt28ffr+fn3/+mdWrV3PhhRe6jiSoASvi3IED\nB4iJiWHXrl2sWLGCSy+91HWksCh7w5VqvIqcZsrecCXV5w7z3Icnzz77LGPHjuXxxx/noYcech1H\nRMTTNm/eTJMmTahTpw6pqamUKVPGdSQREc/KysqiUaNGbN26lUAgQN26dV1HkhA1YEUcys7Oplmz\nZrz//vssWLCAG2+80XUkEZHf8dqHJ+PGjaNv3760adOG5557znUcERFP++qrr/D7/VSuXJnMzEwq\nVarkOpKIiGfl5+fTqlUrVq9ezfTp07nzzjtdR5ICjjv3wxhT0xizwhjzsTHmI2NM19DrVYwxS4wx\nn4f+rBz+uCLeYa2lffv2LF68mLFjxxIdHe06khQDqrki4bNw4UI6duxIw4YNGTt2rNYfFEB1VyRc\n9uzZg8/nIzs7m0AgQI0aNVxHkmJANVckPKy1dO/endmzZzN48GBatmzpOpIc5UQW38kFelprLwdu\nAh4yxlwO9AaWWWsvBZaFtkXkBPXp04cpU6bw7LPPct9997mOI8WHaq5IGKxfv57ExETq1q3L7Nmz\niYqKch1Jig/VXZFC9uuvvxIXF8c333zDggULuPzyy11HkuJDNVckDAYPHsyIESPo3r07PXv2dB1H\njuG4DVhr7ffW2ndD3x8APgFqAI2ASaHDJgEJ4Qop4jWjRo1i4MCBdOjQgSeeeMJ1HClGVHNFCt/n\nn39ObGwsd1a7gHkJ91Pqk69dR5JiRHVXpHDl5uaSlJTE+vXrmT59OrfccovrSFKMqOaKFL5p06bR\nq1cvWrRoweDBg13HkT/wpx4/aYypBVwLrAfOtdZ+H9q1EzjmY9uNMQ8aYzYaYzbu3r37FKKKeMOc\nOXPo0qULjRo14pVXXvltCmzWhi38NGwKWRu2OE4oxYVqrsip27lzJw0bNuRKyjIsrzrZo2ayo0k3\n1Vo5JtVdkVNjraVz586kpaUxcuRImjRp4jqSFGOquSKnbsmSJbRt25bbb7+dSZMmERHxp9p8UoRO\n+N+MMaYCMAfoZq3dX3CftdYC9ljvs9a+bq2tZ62tV61atVMKK3K6W7NmDcnJydx0001Mnz6dyMhI\nINh83dGkG3sHjlNjQADVXJHCcODAAWJiYti1axfD23TG5OZBXj42J4dD6za7jifFjOquyKl79tln\nGTt2LI8//jgPPfSQ6zhSjKnmipy6zZs306RJE+rUqUNqaiplypRxHUn+hxNqwBpjoggWx2nW2rmh\nl3cZY84P7T8f+CE8EUWKTjhHoX700UfEx8dTq1Yt0tLSOOOMM37bd2jdZmxOjhoDAqjmihSG7Oxs\nmjVrxvvvv8+bb77JX1vEYaKiIDICExVFuQbXuo4oxYjqrsipe+ONN+jbty+tW7fmueeecx1HijHV\nXJFT99VXXxEdHU3lypXJzMykUqVKriPJcZQ63gEmOD/6DeATa+3QArsWAG2AgaE/54clocgJytqw\nhUPrNlOuwbWUveHKk3r/jibdsDk5mKgoqs8ddlLnOZbvvvsOn89H2bJlCQQCVK1a9Xf7yzW4FhMV\nhSVHjYESTjVX5NRZa2nfvj2LFy/mjTfeIDo6GoDqc4ed0t8T4k2quyKnLj09nQ4dOtCwYUPGjRv3\n2xJbIkdTzRU5dXv27MHn83H48GGWLVtGjRo1XEeSE3DcBizQAGgFfGiMeS/0Wh+ChTHFGHM/8A2Q\nGJ6IIsdXGM3T341CJTgKtTB+Qd+3bx9+v5+ff/6Z1atXU6tWrf86puwNV6oxIEeo5oqcoj59+jBl\nyhT69+9Pu3btfnu97A1Xqr7KsajuipyC9evX07x5c+rWrcvs2bOJiopyHUmKN9VckVPw66+/EhcX\nxzfffMPSpUu5/PLLXUeSE3TcBqy1di3wRx9h3lW4cUROTmE0T8MxCvXw4cMkJCSwdetWMjMzqVu3\n7h8eq8aAgGquyKkaNWoUAwcOpEOHDjz55JOu48hpQHVX5OR99tlnxMbGcv7555Oenk6FChVcR5Ji\nTjVX5OTl5uaSlJTE+vXrmT17NrfccovrSPInnMgIWJFirzCap4U9CjU/P5/WrVuzatUqpk2bxl13\n6X5CRCSc5syZQ5cuXYiPj2fUqFGaAisiEka7du3C5/MBEAgEOPfcYz60XkRECoG1ls6dO5OWlsao\nUaNo0qSJ60jyJ6kBK55QWM3TwhqFaq2lR48epKSk8NJLL3HPPfec8jlFROT3Cq79vSHrJ5KTk7np\nppuYMWMGpUq5v8U51bXJC/s8IiKF5cCBA0RHR7Nr1y5WrFjBpZde6jqSiIinDRgwgLFjx/L444/z\n0EMPuY4jJ8H9bycihaQ4TeEfMmQIw4cPp2vXrvTs2dN1HBERzym49rctFckTBz+lVq1apKWlccYZ\nZ7iOF8yX0AWbk4uJKkX11BHF7gGRIiInIycnh+bNm/P+++8zf/58brzxRteRREQ87Y033uDpp5+m\ndevWPPfcc67jyEmKcB1AxGumT5/OY489RvPmzRk6dKimwIqIHEPWhi38NGwKWRu2nNT7C679nXc4\nm7+XPotAIEDVqlULOenJOTArgM3OAWux2TkcmBU4qfP8bo3znOAa5yIirlhrad++PYsWLeL1118n\nJibGdSQREU9LT0+nQ4cONGzYkHHjxqm/cBrTCFiRQrRs2TLatm3LbbfdxuTJk4mI0GccIiJHK4xR\nneUaXAtRpcjNO0yutbR6+Tlq1aoVnsAnwR5n+0SF4wGRIiIn64knnmDy5Mn079+fdu3auY4jIuJp\n//73v0lMTKRu3brMnj2bqKgo15HkFKg7JFJI3nvvPRo3bsxll11GamoqZcuWdR1JRKRYKoxRnebq\nS3n+/FxGZH3H3v7tufqexmFIevLObOGDUpHBjVKRwe2TcGSN8yq922v5ARFx6pVXXuGFF17gwQcf\n5Mknn3QdR0TE0z7//HNiYmI477zzSE9Pp0KFCq4jySnSCFiRQvD111/j9/upVKkSmZmZnHXWWa4j\niYgUW6c6qjM/P5/WrVuTsmE1U6dO5dbk5P95/Mk8xKpQHnwVEQEmP/jnKShOa5yLSMk0d+5cHnnk\nEeLj43nllVc0BVZEJIx27dpFw4YNAQgEApx77rmOE0lhUANW5BT9+OOP+Hw+srKyWLt2LX/5y19c\nRxIR+Z1CaSYWoiOjOk8mk7WWHj16kJKSwqBBg0g+gebrn13uoDCWSDi0bjPk5YG1kJfHoXWbi8U/\nexGRP2vNmjXcc8893HTTTcyYMYNSpfQrpIhIuBw4cIDo6Gh27drFihUruPTSS11HkkKivz1FTsGv\nv/5KXFwcX3/9NUuWLOGKK65wHUlE5HcKo5kYDscb1flHTeMhQ4YwfPhwunbtyqOPPnrc6/xuuQNy\nTqgRemBWAHs4O/gArRN8z9G0dquIeMHHH39MfHw8tWrVIi0tjTPOOMN1JBERz8rJyaF58+a8//77\nzJ8/nxtvvNF1JClEasCKnKTc3FxatmzJO++8w5tvvsmtt97qOpKIyH85mQaka3/UNJ4+fTqPPfYY\nzZs3Z+jQoSc0BfbPNkKzNmxh/4yM4MhVwERGnlTz9FRG+YqIFAffffcdPp+PsmXLEggEqFq1qutI\nIiKeZa2lffv2LFq0iDfeeIOYmBjXkaSQqQErchKstTz88MMsWLCAkSNH0rRpU9eRRESO6XQciXms\npvG6/bto27Ytt912G5MnTybiBNdV/bON0AOzApCTG9wwhgoto0+6eaq1W0XkdLVv3z78fj/79u1j\n9erV1KpVy3UkERFPe+KJJ5g8eTL9+/enXbt2ruNIGKgBK3ISnnvuOcaMGUPv3r15+OGHXccREflD\np+NIzKObxtvPqUDjxo257LLLSE1NpWzZsn/qfCfaCP2v0a9RpTizhe+kfgYRkdPV4cOHSUhIYOvW\nrWRkZFC3bl3XkUREPO2VV17hhRde4MEHH+TJJ590HUfCRA1YkT9p/PjxPPXUU7Ru3Zrnn3/edRwR\nkeM63UZiFmwa77v4PBp2aE2lSpXIzMzkrLPOAsLzYLHfHpwFpzz6VUTkdJSfn0/r1q1ZtWoVU6dO\n5R//+IfrSCIinjZ37lweeeQR4uPjeeWVV05oiS05PakBK/InZGRk8OCDD3L33Xczbtw4FUcRkTAp\ne8OVHLz4fPwNGpCVlcXatWv5y1/+AoTvwWJHj7wtOPo1HA1fEZHixFpLjx49SElJYdCgQSQnJ7uO\nJCLiaWvXruWee+7hpptuYsaMGZQqpRadl+nfrsgJ+ve//03z5s255pprmD17NlFRUa4jiYh41q+/\n/kpcXBxff/01S5Ys4Yorrvht36F1m7HZ2ZBvsbbwHix2rOUasjZs4cCsQHBpgry8Qm34iogUJ0OG\nDGH48OF07dqVRx991HUcERFP+/jjj4mPj6dWrVqkpaVxxhlnuI4kYaYGrMgJ+OKLL4iJieHcc88l\nPT2dihUruo4kIuJZubm5tGzZknfeeYeUlBRuvfXW3+2PqFIJ8oPrtJKfH9wuJAWXa/htpO3h7N/W\nhT3yUDA1YEXES6ZPn85jjz1G8+bNGTp0qGZ5iYiE0X/+8x98Ph9lypQhMzOTqlWruo4kReDEHiEs\nUoLt2rWLhg0bArBo0SLOO+88x4lERLzr0L8/ZMo/WrA9YwUjRoygWbNm/3VM/t6fISLUHIgwwe1w\nZFm3GZuT81vzFWMwUVGUa3BtWK4nIuLCsmXLaNu2LbfddhuTJ08mIkK/IoqIhMu+ffvw+/3s27eP\nzMxMLrroIteRpIhoBKzI//DLL78QExPDzp07Wb58OZdeeqnrSCIinpW1YQvfNnqYm3PyuLnqtVz4\n99uPeVy5BtdiSpf+bQ3YcDVEf7cmbGQkFVpGc2YLn0a/iohnvPfeezRu3JjLLruM1NRUypYt6zqS\niIhnHT58mMaNG/Ppp5+SkZFB3bp1XUeSIqQGrMgfyMnJoVmzZrz33nvMnz+fv//9764jiYh42poR\n47ggJ49SoamvfzTV/1hrtYZDUV1HRMSFr7/+Gr/fT6VKlcjMzOSss85yHUlExLPy8/Np3bo1K1eu\nZOrUqfzjH/9wHUmKmBqwIsdgreWBBx5g0aJFjB07lpiYGNeRREQ8LSMjg6dTJjKl0lUQEXHcka0F\n12oNp6K6johIUfrxxx/x+XxkZWWxdu1a/vKXv7iOJCLiWdZaevbsSUpKCoMGDSI5Odl1JHFADViR\nY3jqqaeYNGkSzzzzDO3bt3cdR0TEM7I2bPmvEaUbNmygefPm/O3Kv3Hu0CGYzVs14lREJEwOHTpE\nXFwcX3/9NUuWLOGKK65wHUlExNOGDh3KsGHD6Nq1K48++qjrOOKIGrAiR3n11Vd57rnneOCBB3jq\nqadcxxER8YysDVvY0aTbb2u3Vp87jO8qlyUmJoZzzz2X9PR0qpx3Htx2Y5Hn0jIDIlIS5Obm0rJl\nS9555x1SUlK49dZbXUcSEfG06dOn8+ijj9K8eXOGDh2KCS21JSWPGrAiBcybN4+HHnqIuLg4Ro8e\nreIoInKKCjY3D63bjM3Jgbx8LDnsXrSGhhMGY60lEAhw3nnnOcl3dFNYTVgR8SJrLQ8//DDz589n\nxIgRNGvWzHUkERFPW7ZsGW3btuW2225j8uTJREREuI4kDqkBKxKybt067rnnHm688UZmzpxJqVL6\n30NE5FQc3dys+lwXTFQUlhyIiuJfsybw/fffs2LFCv761786yXh0U/iPHvwlInK6e+655xgzZgz/\n+te/eOSRR1zHERHxtPfee4/GjRvz17/+ldTUVMqWLes6kjim9rsI8MknnxAXF8cFF1zAwoULOeOM\nM1xHEhEpdFkbtvDTsClkbdhSJNf7XXMzJ4f8vT9Tfe4wKvVqx5BaEaR88v/Zu/O4KKv+/+PvAUFw\n3zXMNDPLXG4tadFKy5JrGDbZFMUd3Bc011xyJ9wgct8gcAMRkG0uXEIRflZU5C2ZZVpm4b7gBjIw\n1+8Pq291myIynOGa9/Px6FEJ07zs9j7gp3PO9TViY2PxyiuvVErP/dh37wKNjQ1g/fAHfxERVVUR\nERGYM2cO/P39sWTJEtE5RESqdubMGWi1WtStWxeyLKNevXqik8gMcIsfWbz8/HxIkgRbW1vIsoxG\njRqJTiIiqnAijtr/MdxUYPhzuFm9a3uMWr0cn2Ttw8aNG+Hi4mLShoexc+wAh/gw3gFLRKqVlpaG\nwJI2GPEAACAASURBVMBAvPvuu9i8eTOPwBIRmdCVK1fg5OSEwsJCZGdn48knnxSdRGaCA1iyaAUF\nBdBqtbh69SoyMzPx9NNPi04iIjIJEUft7zfcnD17Nj755BPMmzcPAQEBJn3/srJz7FAh/y74MC8i\nMjc5OTnw8fFBp06dsHv3btja2opOIiJSrcLCQri6uuLnn3/G3r170b59e9FJZEY4gCWLdffuXfTp\n0wfHjx9HWloaunThsVMiUq/77UatDH8dbq5duxaLFy9GYGAg5s6dWynvX1n4MC8iMjc//vgjdDod\nmjRpgrS0NNSuXVt0EhGRapWUlMDPzw+fffYZYmNj8eabb4pOIjPDASxZJKPRiMGDByMjIwPR0dF4\n9913RScREZmU6KP2CQkJGDt2LFxdXbFmzRpoNJpKff/7qcgdq3yYFxGZkwsXLsDJyQlGoxHp6elo\n1qyZ6CQiItVSFAXjxo3Dnj17EB4eDm9vb9FJZIY4gCWLNHXqVMTExCAkJAT+/v6ic4iIKkV5j9o/\n7qAyKysLfn5+ePnll7Fz505Uq1a2bz9MeaS/KCcPv3lMAAwlgE01NE8Mf6z3ELXDmIjon27dugUX\nFxecO3cOGRkZaNu2regkIiJVW7x4MdavX4/p06dj/PjxonPITHEASxZn5cqVWLlyJcaPH4+pU6eK\nziEiMmuPe7T++PHjcHNzQ8uWLZGSkoIaNWpUyvs+zI0YGSg23PubYgNuxMiP9c8XvcOYiAgADAYD\nfHx88PXXX2PPnj145ZVXRCcREalaREQE5syZg4EDByI4OFh0DpkxDmDJouzcuRPvvfcevL29ERoa\nahZHYImIzNnjHK3/7bffIEkSbG1tIcsyGjVqVCnvWxb/XP0r4qtBRT3Mi4ioPBRFQWBgIGRZxsaN\nG+Hi4iI6iYhI1dLS0hAYGIjevXtj06ZNnC/QA1mJDiCqLJ9++ikGDRqEN998E9HR0bC2thadRERk\n9v44Wg9rq0c6Wl9QUABnZ2dcu3YNer0eTz/9dKW8b1nV7itBY2sDaDTQ2Nqgdl+pQv/5RESVbc6c\nOfjkk08wb948BAQEiM4hIlK1nJwc+Pj4oFOnToiLi4Otra3oJDJz3AFLFuHo0aPw8PBA27ZtkZiY\nCDs7O9FJRERm40F3rZbnaP3du3fh4eGB48ePIy0tDV26PPrw1FRH+v/6c20YHITbyQdR07Und64S\nUZW2du1aLF68GIGBgZg7d67oHCIiVfvxxx+h0+nQtGlTpKWloXbt2qKTqArgAJZU78yZM9BqtahT\npw70ej3q168vOomIyGyU5a7VRzlabzQaMXjwYBw8eBDR0dF49913y932uEf6/zlY/tvP1doaCgCU\nlqLos/+iervWHMISUZWUkJCAsWPHwtXVFWvWrOERWCIiE7p48SKcnJygKApkWUazZs1EJ1EVwQEs\nqdqVK1cgSRLu3LmDrKwstGjRQnQSEZFZqei7VqdMmYKYmBh8+OGH8Pf3r8DSR3O/wfLffq5G5d4n\nKopJ7pglIqoM2dnZ6N+/P15++WXs3LkT1arxt3dERKZy69Yt6HQ6nDt3DhkZGWjbtq3oJKpC+BWa\nVKuwsBBubm44ffo09u7diw4d+BtrIqK/KsrJg+HXC3/uBn2Uu1bvd23BypUrERoaivHjx2PatGkm\nLH+4+w2W/7hXVsHfd8Ca4o5ZIiJT++677+Dq6oqnnnoKKSkpqFGjhugkIiLVMhgM8PHxQW5uLhIT\nE/HKK6+ITqIqhgNYUqXS0lL0798fR44cQWxsLHr06CE6iYjIrPx1hyisrVHH3xW1+0pl2gV6v92l\nCT8ew3vvvQdvb2+EhoYKPwL7t2Hr7wPWf94rC6DC75glIqoM+fn5kCQJtra2kGUZjRo1Ep1ERKRa\niqIgMDAQsixj48aNcHFxEZ1EVRAHsKQ6iqJg/PjxSExMRHh4OLy9vUUnERGZnb/uEAWAak82LfMQ\n8p+7S/Oi4jB4/RK8+eabiI6OhrW1tSnTy+TfHuL1z3tlOXgloqqmoKAAWq0WV69eRWZmJp5++mnR\nSUREqjZnzhx88sknmDdvHgICAkTnUBXFASypTnBwMNauXYtp06Zh/PjxonOIiMzS/XaIlue1SjVr\nTIpej7Zt2yIxMRF2dnYmrH40j/sQLyIic3P37l306dMHx48fR1paGrp04fUpRESmtHbtWixevBiB\ngYGYO3eu6ByqwjiAJVWJjIzErFmz4O/vj+DgYNE5RERm6992iD7Ka8+lZmDEupX4qZY1juj1qF+/\nvgmLiYgsm9FoxJAhQ5CRkYHo6Gi8++67opOIiFQtMTER48aNg6urK9asWSP8ii2q2jiAJdXQ6/UI\nCAjAu+++i82bN8PKykp0EhGRWXucHaJ3nnGAc8wanCu6hqysLLRo0aKC64iI6K+mTp2KnTt3IiQk\nBP7+/qJziIhULTs7G35+fnB0dMTOnTtRrRrHZ/R4Hjqh0mg0WzQazUWNRpP3lx+bp9FoftNoNN/8\n/oezaTOJHiwnJwc+Pj7o1KkTdu/eDVtbW9FJROXGdZfMXWFhIVxdXXH69Gns2bMHHTqo55h/UU4e\nroVFoygn7+GfTKrANZeqgpUrV2LlypUYP348pk6dKjqHqNy45lJV8N1338HV1RVPPfUUUlJSUKNG\nDdFJpAJl2SIYCUC6z4+HKorS+fc/0io2i6jsTp06BZ1Oh8aNGyMtLQ21a9cWnUT0uCLBdZfMVGlp\nKfr3748jR45g69at6NGjh+ikClOUk4d8zyBc/XAT8j2DOIS1HJHgmktmbOfOnXjvvffg7e2N0NBQ\nHoGlqi4SXHPJjOXn50OSJNja2kKWZTRq1Eh0EqnEQwewiqJkArhaCS1Ej+zixYtwcnKC0WhEeno6\nmjVrJjqJ6LFx3aWKUtG7ORVFwfjx45GYmIiwsDD4+PhUyD/XXBRm50IxGIBSIxSDAYXZuaKTqBJw\nzSVz9umnn2LQoEF48803ER0dDWtra9FJRI+Fay6Zs4KCAmi1Wly9ehV6vR5PP/206CRSkce5JHO8\nRqP57+9HCPjUDap0t27dgouLC/Lz85GSkoK2bduKTiIyNa67VGam2M0ZHByMtWvXYtq0aZgwYUIF\nVJoX++5doLGxAaytoLGxgX13Pl3cwnHNJaGOHj2KPn36oG3btkhMTISdnZ3oJCJT4ppLQt29exee\nnp44fvw44uPj0aULvw+kilXeAexaAK0BdAZwDsCKf/tEjUYzQqPRfKnRaL68dOlSOd+O6O8MBgN8\nfX3x1VdfISYmBq+++qroJCJTK9O6yzWX/lDRuzkjIyMxa9YsDBgwAMHBwRVUaV7sHDvAIT4MDWYE\nwCE+rNwPKCNV4Pe6JNSZM2eg1WpRu3Zt6PV61K/PeRSpGtdcEspoNGLIkCH49NNPERERgXfffVd0\nEqlQuQawiqJcUBSlVFEUI4CNAF5+wOduUBSlq6IoXRs3blzeTqI/KYqCkSNHQq/XY926dXB1dRWd\nRGRyZV13uebSHypyN6der0dAQADeeecdbNmyBVZWj3OAxrzZOXZA/aCBHL5aOH6vSyJdvXoVkiTh\nzp07kGUZLVq0EJ1EZFJcc0m0adOmYefOnQgJCYG/v7/oHFKpauV5kUajeUJRlHO//20fAHxKBVWa\nuXPnIiIiAh988AECAwNF5xBVCq67lasoJw+F2bmw796lyg7i/tjN+bg/j5ycHPj4+KBjx47YvXs3\nbG1tK7iUyPxwzSVRCgsL4erqitOnT2Pv3r3o0KFqfg0iehRcc0mk0NBQrFixAuPHj8fUqVNF55CK\nPXQAq9FodgDoCaCRRqP5FcAHAHpqNJrOABQAPwMYacJGoj+tW7cOixYtQkBAAD744APROUQmwXVX\nrD/uTlUMBmhsbKr0UXQ7xw6P1X7q1CnodDo0btwYer0ederUqcC6iqeGwTlVPq65ZC5KS0vRv39/\nHDlyBDExMejRo4foJKIKxzWXzMnOnTsxefJkeHt7IzQ0FBqNRnQSqdhDB7CKovjd54c3m6CF6IES\nExMxduxYuLi4YO3atVwcSbW47or1t7tTce/uVEsc5l28eBFOTk4wGo2QZRnNmjUTnfRAahqcU+Xi\nmkvmQFEUjB8/HomJifjoo4/g4+MjOonIJLjmkrn49NNPMWjQILz55puIjo6GtbW16CRSOfVe4kaq\nkp2dDT8/Pzg6OmLnzp2oVq1ct2cQET1URd6dWlXdunULOp0O+fn5SElJwXPPPSc66aEq+qFjRESV\nKTg4GGvXrsW0adMwYcIE0TlERKp29OhR9OnTB23btkViYiLs7OxEJ5EF4BSLzN53330HV1dXtGjR\nAsnJyahZs6boJCJSsYq6O7WqMhgM8PX1xddff43ExES8+uqropPK5I/BuQKDxQ7OiahqioyMxKxZ\nszBgwAAEBweLziEiUrUzZ85Aq9Widu3a0Ov1qF+/vugkshAcwJJZy8/PhyRJsLW1hSzL4JMuiagy\nPO7dqVWVoigYOXIk9Ho9NmzYAFdXV9FJZWbpg3Miqpr0ej0CAgLwzjvvYMuWLbCy4gFFIiJTuXr1\nKrRaLe7cuYOsrCy0aNFCdBJZEA5gyWwVFBRAq9Xi6tWrOHToEFq3bi06iYhI1ebOnYuIiAh88MEH\nCAwMFJ3zyCx1cE5EVVNOTg58fHzQsWNH7N69G7a2tqKTiIhUq7CwEK6urjh16hT27t2LDh34PSNV\nLg5gySzdvXsXnp6eOH78OFJTU/Hiiy+KTiIiUrX169dj0aJFCAgIwAcffCA6h4hI1U6dOgWdTofG\njRsjLS0NderUEZ1ERKRapaWl6N+/P44cOYKYmBj06NFDdBJZIA5gyewYjUYMGTIEn376KT755BP0\n7t1bdBIRkaolJiZizJgx0Ol0WLt2LTQajeikByrKyeNVA0RUZV28eBFOTk4oLS2FLMt44oknRCcR\nEamWoigYP348EhMTERYWBh8fH9FJZKE4gCWzM23aNOzcuRPBwcEYNGiQ6BwiIlX7f//v/8HPzw9d\nu3ZFTEwMqlUz728NinLykO8ZBMVw72FbDvFhHMISUZVx69Yt6HQ65Ofn48CBA3juuedEJxERqVpw\ncDDWrl2LqVOnYuLEiaJzyILxlncyK6GhoVixYgXGjRuH6dOni84hIlK1EydOwNXVFS1atEBKSgpq\n1qwpOumhCrNzoRgMQKkRisGAwuxc0UlERGViMBjg6+uLr7/+Gjt37sRrr70mOomISNUiIyMxa9Ys\nDBgwAB9++KHoHLJw5r3NhSxKTEwMJk+eDC8vL4SFhZn9EVgioqosPz8fTk5OsLGxgSzLaNy4seik\nMrHv3gUaGxsouLcD1r57F9FJREQPpSgKRo0aBb1ej/Xr18PNzU10EhGRqsmyjICAALzzzjvYsmUL\nrKy4/5DE4gCWzEJGRgYGDRqEN954A1u3boW1tbXoJCIi1SooKICzszOuXr2KQ4cOoXXr1qKTyszO\nsQMc4sN4BywRVSkffPABtmzZgrlz52LEiBGic4iIVO3LL7+Et7c3OnbsiN27d8PW1lZ0EhEHsCTe\nf//7X3h4eKBNmzbYs2cP7OzsRCcREalWcXExPD098e233yI1NRUvvvii6KRHZufYgYNXIqoy1q9f\nj4ULF2L48OGYN2+e6BwiIlU7deoUdDodGjduDL1ejzp16ohOIgLAO2BJsF9++QVarRa1a9eGLMuo\nX7++6CQiItUyGo2Y4+GHtkd+QOzcYPTu3Vt0EhGRqu3ZswdjxoyBTqfDunXreMUWEZEJXbx4EU5O\nTigtLYUsy2jWrJnoJKI/cQcsCXP16lVIkoTbt2/j8OHDaNGihegkIiJVWzl0DAZ+cQ7Va7WC9QYZ\nRZLEnaRERCZy5MgR9OvXD127dkVMTAyqVeNvvYiITOX27dtwcXFBfn4+Pv30Uzz33HOik4j+hjtg\nSYjCwkK4u7vj1KlTSExMRMeOHUUnERGpWlhYGE7tSkV1jTWsFEAxGFCYnSs6i4hIlU6cOAEXFxe0\naNECKSkpqFmzpugkIiLVMhgM8PX1xVdffYWdO3fi1VdfFZ1E9D84gKVKV1paCn9/f2RnZyM6Oho9\ne/YUnUREpGqxsbGYNGkS7Lt3gbVddcDaChobG9h37yI6jYhIdc6dOwdJkmBjYwNZltG4cWPRSURE\nqqUoCkaNGoW0tDSsW7cObm5uopOI7ovnYKhSKYqCiRMnIj4+HqGhofD19RWdREQWrCgnD4XZubDv\n3kW1R/EzMjIwcOBAvP7661iSHAsc+1H1P2ciIlFu3LgBrVaLK1eu4ODBg2jdurXoJCIiVfvggw+w\nZcsWzJ07F4GBgaJziP4VB7BUqUJCQrB69WpMmTIFQUFBonOIyIIV5eQh3zMIisEAjY0NHOLDVDeQ\nPHbsGDw8PNCmTRskJSXBzs4OcOygup8nEZE5KC4uhqenJ7799lukpqbipZdeEp1ERKRq69evx8KF\nCxEQEIB58+aJziF6IF5BQJUmKioKM2fORP/+/RESEiI6h4gsXGF2LhSDASg1qvI+1F9++QWSJKF2\n7dqQZRn169cXnVSpinLycC0sGkU5eaJTiMgCGI1GDB06FAcOHMCWLVvQu3dv0UlERKq2Z88ejBkz\nBjqdDmvXroVGoxGdRPRA3AFLlSI9PR3Dhw9Hr169EBERASsrzv6JSCz77l2gsbGBAoPq7kO9evUq\nJEnCrVu3kJWVhRYtWohOqlSWsLuZiMzL9OnTsX37dgQHB2PgwIGic4iIVO3IkSPo168funbtipiY\nGFSrxtEWmT/+KiWT++qrr+Dl5YX27dsjPj4etra2opOIiGDn2AEO8WGquw+1sLAQ7u7uOHXqFNLT\n09GxY0fRSZXub7ubcW93s1r+9yUi8xMWFobly5dj7NixmD59uugcIiJVO3HiBFxcXNCiRQukpKSg\nZs2aopOIyoQDWDKp06dPw9nZGY0aNYJer0edOnVEJxER/clOZfehlpaWwt/fH1lZWYiJiUHPnj2F\n9oh6yJmadzcTkXmJjY3F5MmT4enpiY8++ohHYImITOjcuXOQJAnVqlWDLMto3Lix6CSiMuMAlkzm\n0qVLcHJyQklJCWRZxhNPPCE6iYhItRRFwcSJExEfH4/Q0FD4+vr++TERg1CR1wCodXczEZmXjIwM\nDBw4EN27d8fWrVthbW0tOomISLVu3LgBrVaLK1eu4ODBg2jdurXoJKJHwgEsmcTt27fh4uKCX3/9\nFQcOHMDzzz8vOomISNVCQkKwevVqTJkyBUFBQX/+uKhBqOhrANS2u5mIzMuxY8fg4eGBNm3aICkp\nCfb29qKTiIhUq7i4GJ6envj222+RmpqKl156SXQS0SPjk5CowpWUlKBv37748ssvsXPnTnTr1k10\nEhGRqkVFRWHmzJno378/QkJC/vaxvw1CDfcGoZXhj2sAYG3FawCISFV++eUXSJKE2rVrQ6/Xo379\n+qKTiIhUy2g0YujQoThw4AA2b96M3r17i04iKhfugKUKpSgKRo0ahdTUVKxbtw7u7u6ik4iIVC09\nPR3Dhw9Hr169EBERASurv/+3VVH3ofIaACJSo2vXrkGSJNy6dQtZWVl46qmnRCcREanajBkzsH37\ndgQHB2PQoEGic4jKjQNYqlDz5s3D5s2bMXv2bIwcOVJ0DhGRqn311Vfw8vJC+/btER8fD1tb2//5\nHJGDUF4DQERqUlhYCDc3N5w6dQqyLKNjx46ik4iIVO2jjz7CsmXLMHbsWEyfPl10DtFj4QCWKsz6\n9euxYMECDBs2DAsWLBCdQ0SkaqdPn4azszMaNWqEtLQ01KlT518/l4NQIqLHU1paCn9/f2RlZSEm\nJgZvvfWW6CQiIlWLjY3FpEmT4OnpiY8++ggajUZ0EtFj4R2wVCGSkpIwZswYODs7Y926dVwciYhM\n6NKlS3ByckJJSQlkWYaDg4PoJCIi1VIUBRMnTkR8fDxCQ0Ph6+srOomISNUOHjyIgQMHonv37ti6\ndSusra1FJxE9Nu6Apcd25MgR9OvXDy+99BJiY2NhY2MjOomIzFxRTh7vBi2n27dvw8XFBb/++isO\nHDiA559/XnQSEZGqhYSEYPXq1ZgyZQqCgoJE5xARqdqxY8fg4eGBNm3aICkpCfb29qKTiCoEB7D0\nWL7//nu4uLigefPmSE1NRc2aNUUnEZGZK8rJQ75nEBTDvYdCNVw8AcarBRzGlkFJSQn69u2LL7/8\nEvHx8ejWrZvoJCIiVYuKisLMmTPRv39/hISEiM4hIlK1X375BZIkoVatWtDr9ahfv77oJKIKwwEs\nldu5c+fg5OSEatWqQZZlNG7cWHQSEVUBhdm5UAwGoNQIRTHg8vSVgKJAY2MDh/gwDmH/haIoGDVq\nFFJTU7Fu3Tq4u7uLTiIiUrX09HQMHz4cvXr1QkREBKyseHsbEZGpXL16FVqtFrdu3UJWVhaeeuop\n0UlEFYrfRVC53LhxA87Ozrh8+TJSU1PxzDPPiE4ioirCvnsXaGxsAGsrwEoDGI33hrEGAwqzc0Xn\nma358+dj8+bNmDNnDkaOHCk6h4hI1b766it4eXmhffv2iI+Ph62tregkIiLVKioqgru7O3788Ufs\n2bMHHTt2FJ1EVOG4A5YeWXFxMTw9PZGXl4fk5GR07dpVdBIRVSF2jh3gEB+GwuxcWDWoiyuzwv+8\njsC+exfReWZpw4YNmD9/PoYNG4b58+eLzhGmPHcH875hInpUp0+fhrOzMxo1agS9Xo86deqITiIi\nUq3S0lIMGDAAWVlZiImJQc+ePUUnEZkEB7D0SIxGI4YNG4YDBw4gMjISkiSJTiKiKsjOscOfw7Dq\n7VpzQPYAycnJGD16NJydnbFu3TpoNBrRSUL88+7gslxXUZ7XEJFlu3TpEiRJQklJCWRZxhNPPCE6\niYhItRRFwcSJExEfH4/Q0FD4+vqKTiIyGQ5g6ZHMmDED27Ztw5IlSzB48GDROUSkAn8dxtLfffbZ\nZ+jbty9eeuklxMbGwsbGRnSSMH+7Oxj3rqt42K+b8ryGiCzX7du34eLigrNnz+LAgQN4/vnnRScR\nEalaSEgIVq9ejSlTpiAoKEh0DpFJcQBLZRYeHo5ly5ZhzJgxmDFjhugcIiJV+/777+Hi4oLmzZsj\nNTUVNWvWFJ0k1B93Byso+3UV5XkNEVmmkpIS9OvXD19++SUSEhLQrVs30UlERKoWHR2NmTNnon//\n/ggJCRGdQ2RyHMBSmcTGxiIoKAh9+vRBeHi4xR6BJSKqDOfOnYMkSbC2toYsy2jcuLHoJOH+endw\nWa+rKM9riMjyKIqCUaNGISUlBevWrYObm5voJCIiVUtPT8ewYcPw9ttvY8uWLbCy4vPhSf04gKWH\nOnToEAYOHIhu3bph27ZtsLa2Fp1ERKRaN27cgLOzMy5duoSDBw/imWeeEZ1kNspzXQWvuCCih5k/\nfz42b96MOXPmYOTIkaJziIhU7auvvoKXlxfat2+PhIQEVK9eXXQSUaXgAJYe6NixY3B3d8czzzyD\npKQk2Nvbi04iIlKt4uJieHl5IS8vD8nJyejatavopDIpysnjLlMiqpI2bNiA+fPnY9iwYZg/f77o\nHCIiVTt9+jScnZ3RqFEjpKWloU6dOqKTiCoNB7D0r86ePQutVouaNWtClmU0aNBAdBIRkWoZjUYM\nGzYM+/fvR2RkJCRJEp1UJgVRSbg8fSVgNEJjawuH+DAOYYmoSkhOTsbo0aPh7OyMdevW8YotIiIT\nunTpEiRJQklJCWRZhoODg+gkokrFizbovq5duwZJknDz5k3o9Xo89dRTopOIiFRt5syZ2LZtGxYv\nXozBgweLzimTopy8e8PXklLAqEApLkZhdq7oLCKih/rss8/Qt29fvPTSS4iNjYWNjY3oJCIi1bp9\n+zZcXFxw9uxZJCcn4/nnnxedRFTpuAOW/kdRURHc3d1x8uRJpKeno1OnTqKTiIhULTw8HEuXLsWY\nMWMwc+ZM0TllVpidCxiN//cDVlaw795FXBARURl8//33cHFxQfPmzZGSkoKaNWuKTiIiUq2SkhL0\n7dsXX375JeLj49GtWzfRSURCPHQHrEaj2aLRaC5qNJq8v/xYA41Gs0+j0Zz8/c/1TZtJlaW0tBT+\n/v44fPgwoqKi8NZbb4lOIrI4XHctS2xsLIKCgtCnTx+Eh4dXqSOw9t27QGNrC1hZAdWs0ShkMq8f\noCqHa65lOXfuHCRJgrW1NWRZRpMmTUQnEVkUrrmWRVEUjBo1CqmpqVizZg3c3d1FJxEJU5YrCCIB\n/PMiuhkADiiK8iyAA7//PVVxiqIgKCgIu3fvxsqVK9GvXz/RSUSWKhJcdy3CoUOHMHDgQHTr1g3b\ntm2DtbW16KRHYufYAQ7xYWgwMwDNk1ah7iA30UlE5REJrrkW4caNG3B2dsalS5eQmpqKZ555RnQS\nkSWKBNdcizF//nxs3rwZs2fPxsiRI0XnEAn10AGsoiiZAK7+44fdAXzy+19/AsCjgrtIgKVLl2LV\nqlWYPHkyJk2aJDqHyGJVhXW3KCcP18KiUZST9/BPpvs6duwY3N3d0bp1ayQlJcHe3l50UrnYOXZA\n/aCB3PlKVVZVWHPp8RUXF8PLywvHjh1DXFwcunbtKjqJyCJxzbUcGzZswPz58zF06FAsWLBAdA6R\ncOW9A7apoijnfv/r8wCaVlAPCbJ161bMmDED/fr1w7Jly0TnENH/Mpt1tygnD/meQVAMBmhsbPjU\n+3I4e/YstFotatasCVmW0aBBA9FJRPR3ZrPm0uMzGo0YPnw49u/fj4iICEjSPzffEZFgXHNVJjk5\nGaNHj4ZWq8X69eur1BVbRKZSlisIHkhRFAWA8m8f12g0IzQazZcajebLS5cuPe7bkQns3bsXQ4cO\nxVtvvYXIyEhYWT32LwsiMqEHrbuVseYWZudCMRiAUiMUg4FPvX9E165dgyRJuHnzJtLS0tCyNuoh\nGgAAIABJREFUZUvRSUT0APxet+qbOXMmtm7dikWLFmHIkCGic4joAbjmVn2fffYZ+vbtixdffBGx\nsbGwsbERnURkFso7abug0WieAIDf/3zx3z5RUZQNiqJ0VRSla+PGjcv5dmQqX3/9Nby8vPDCCy8g\nISEB1atXF51ERPdXpnW3MtZc++5doLGxAaytoLGx4VPvH0FRURHc3d1x8uRJJCQk4D//+Y/oJCK6\nP36vqxLh4eFYunQpxowZg/fff190DhHdH9dclfj+++/h4uKC5s2bIzU1FbVq1RKdRGQ2yjuATQIw\n+Pe/HgxgT8XkUGU6ffo0nJ2d0aBBA+j1etStW1d0EhH9O7NZd/988NKMAF4/8AhKS0vh7++Pw4cP\nIyoqCm+//bboJLPHu4ZJILNZc6n8du3ahaCgIHh4eCA8PJxHYInMF9dcFTh37hwkSYKVlRVkWUaT\nJk1EJxGZlYfeAavRaHYA6AmgkUaj+RXABwA+BBCr0WiGAzgDwNeUkVTxLl++DEmSUFxcjIyMDDg4\nOIhOIqLfVYV1186xAwevj0BRFAQFBWH37t1YsWIF+vXrJzrJ7PGuYaosVWHNpUd36NAh+Pv7o1u3\nbti+fTusra1FJxERuOaq1Y0bN+Ds7IxLly7h4MGDeOaZZ0QnEZmdhw5gFUXx+5cP9argFqokt2/f\nhouLC86ePYv9+/ejXbt2opOI6C+47qrP0qVLsWrVKkyePBmTJ08WnVMl/O2uYdy7a5gDWDIFrrnq\nk5eXB3d3d7Ru3RpJSUmwt7cXnUREv+Oaqz7FxcXw8vLCsWPHkJKSgq5du4pOIjJLDx3AkrqUlJSg\nX79+yMnJwe7du9G9e3fRSUREqhYdHY0ZM2agX79+WLZsmeicKuOPu4YVGHjXMBGV2dmzZyFJEmrW\nrAlZltGgQQPRSUREqmU0GjFs2DDs378fERERkCRJdBKR2eIA1oIoioLRo0cjJSUFa9asgYeHh+gk\nIiJV27t3L4YNG4a33noLkZGRsLIq79XrluePu4YLs3Nh370Ld78S0UNdu3YNkiTh5s2bOHz4MFq2\nbCk6iYhI1WbOnIlt27Zh8eLFGDJkiOgcIrPGAawFWbBgATZt2oRZs2Zh9OjRonOIiFTt66+/hpeX\nF1544QUkJCSgevXqopOqHN41TERlVVRUBHd3d5w8eRKyLKNTp06ik4iIVC08PBxLly7FmDFjMHPm\nTNE5RGaPA1gLsXHjRsybNw9DhgzBwoULRecQEana6dOn4ezsjAYNGkCv16Nu3bqik4iIVKu0tBT+\n/v44fPgwduzYgbffflt0EhGRqu3atQtBQUHw8PBAeHg4NBqN6CQis8cBrAVISUnBqFGjoNVqsWHD\nBi6OREQmdPnyZUiShOLiYmRkZMDBwaHSG4py8nh0n4gsgqIomDRpEnbv3o0VK1agX79+opOIiFQt\nMzMT/v7+6NatG7Zv3w5ra2vRSURVAgewKvfZZ5/B19cXL774ImJjY2FjYyM6iYhItW7fvg0XFxec\nPXsW+/btQ7t27Sr8PR42XC3KyUO+ZxAUw72HVznEh3EIS0SqtXTpUnz88ceYNGkSJk+eLDqHiEjV\n8vLy4ObmhtatWyMpKQn29vaik4iqDA5gVez777+Hi4sLHBwckJqailq1aolOIiJSrZKSEvTr1w85\nOTmIi4vD66+/XuHvUZbhamF2LhSDASg1QoEBhdm5qh7AcrcvkeWKjo7GjBkz0K9fPyxfvlx0DhGR\nqp09exaSJKFmzZqQZRkNGjQQnURUpXAAq1Lnz5+HJEmwsrKCLMto0qSJ6CQiItVSFAWjR49GSkoK\n1qxZgz59+pjkfcoyXLXv3gUaGxsouDekte/exSQt5oC7fYks1969ezFs2DC89dZbiIyMhJWVlegk\nIiLVunbtGrRaLW7evInDhw+jZcuWopOIqhwOYFXoxo0bcHZ2xsWLF3Hw4EG0adNGdBIRkaotWLAA\nmzZtwqxZszB69GiTvU9Zhqt2jh3gEB9mEbtCLW23LxHd8/XXX8PLywsvvPACEhISUL16ddFJRESq\nVVRUBA8PD/zwww+QZRmdOnUSnURUJXEAqzLFxcXw8vLCf//7XyQnJ8PR0VF0EhGRqm3cuBHz5s3D\nkCFDsHDhQpO+V1mHq3aOHSxiEGlJu32J6J7Tp0/D2dkZDRo0gF6vR926dUUnERGpVmlpKQYOHIjM\nzEzs2LEDb7/9tugkoiqLA1gVMRqNGD58OPbv34+IiAhotVrRSUREqpaSkoJRo0ZBkiRs2LABGo3G\n5O9pKcPVsrCk3b5EBFy+fBmSJKG4uBgZGRlwcHAQnUREpFqKomDSpEmIi4vDihUr0K9fP9FJRFUa\nB7Aq8v7772Pr1q1YtGgRhgwZIjqHiEjVPv/8c/j6+uLFF1/Erl27YGNjIzrJ5MzxgVccSBNZhjt3\n7sDFxQVnz57F/v370a5dO9FJRESqtmzZMnz88ceYPHkyJk+eLDqHqMrjAFYlPv74Y4SEhGDUqFF4\n//33RecQEanaDz/8AJ1OBwcHB6SmpqJWrVqik0yOD7wiIlFKSkrQt29f5OTkYPfu3ejevbvoJCIi\nVYuOjsb06dPRt29fLFu2THQOkSrwcaEqEBcXh4kTJ8Ld3R2rVq2qlCOwRESW6vz585AkCVZWVpBl\nGU2aNBGdVCn+9sArw70HXhERmZqiKBgzZgxSUlKwatUqeHh4iE4iIlK1ffv2YdiwYXjrrbfwySef\nwMqKYyOiisAdsFVcZmYm/P398dprr2HHjh2wtrYWnUREpFo3b96ETqfDhQsXcPDgQbRp00Z0UqXh\nA6+ISIQFCxZg48aNmDVrFkaPHi06h4hI1XJzc+Hp6Yl27dohISEB1atXF51EpBocwFZheXl5cHNz\nQ6tWrZCUlAR7e3vRSUREqlVcXAxvb28cPXoUSUlJcHR0FJ1UqfjAKyKqbJs2bcK8efMwePBgLFy4\nUHQOEZGq/fTTT9Bqtahfvz70ej3q1q0rOolIVTiAraLOnj0LrVaLGjVqID09HQ0bNhSdRESkWoqi\nICAgAHv37sWWLVvg7OwsOsmk/u1hW3zgFRFVlpSUFIwaNQqSJGHjxo28YouIyIQuX74MJycnFBcX\nIyMjA82bNxedRKQ6HMBWQdevX4dWq0VBQQEyMzPRsmVL0UlERKo2c+ZMREdHY+HChRg6dKjoHJPi\nw7aISLTPP/8cvr6+6NKlC3bt2gUbGxvRSUREqnXnzh24uLjg7Nmz2LdvH9q1ayc6iUiVeJtyFVNU\nVAR3d3f88MMPSEhIQOfOnUUnERGp2scff4yQkBCMGjUKs2bNEp1jcnzYFhGJ9MMPP0Cn08HBwQGp\nqamoVauW6CQiItUqKSlB3759kZOTg+3bt+P1118XnUSkWtwBW4UYjUYMHDgQmZmZ2L59O3r16iU6\niYhI1eLi4jBx4kS4u7tj1apVFnEElg/bIiJRzp8/D0mSYGVlBVmW0aRJE9FJRESqpSgKxowZg5SU\nFKxZswZ9+vQRnUSkahzAVhGKomDSpEmIi4vD8uXL4efnJzqJiEjVMjMz4e/vj9deew07duyAtbW1\n6KRKwYdtEZEIN2/ehE6nw4ULF3Dw4EG0adNGdBIRkaotWLAAGzduxPvvv4/Ro0eLziFSPQ5gq4jl\ny5cjPDwcQUFBmDx5sugcIiJV+/bbb+Hu7o6nn34aSUlJsLe3F51UqfiwLSKqTMXFxfD29sbRo0eR\nnJwMR0dH0UlERKq2adMmzJs3D4MHD8aiRYtE5xBZBA5gq4CtW7di2rRp8PX1xYoVKyziCCwRkShn\nz56FJEmwt7eHLMto2LCh6CQiItVSFAUBAQHYu3cvtmzZAq1WKzqJiEjVUlJSMGrUKEiShI0bN3K+\nQFRJOIA1c/v27cPQoUPRs2dPREVFwcqKz00jIjKV69evQ6vVoqCgAJmZmWjZsqXoJCIiVXv//fcR\nHR2NhQsXYujQoaJziIhU7fPPP4evry+6dOmCXbt2wcbGRnQSkcXgNM+M5ebmwtPTE+3atUNCQgKq\nV68uOomISLWKiorg7u6OH374AQkJCejcuXPZXpeTh2th0SjKyTNxIRGRuqxatQoffvghRo0ahVmz\nZonOob/g1zYi9fnhhx+g0+ng4OCA1NRU1KpVS3QSkUXhDlgz9dNPP8HZ2Rn169eHXq9HvXr1RCcR\nEamW0WjEwIEDkZmZiW3btqFXr15lel1RTh7yPYOgGAzQ2NjAIT6Md6cSEZXB7t27MWHCBLi7u2PV\nqlU8AmtG+LWNSH3Onz8PSZJgZWUFWZbRpEkT0UlEFoc7YM3Q5cuXIUkSioqKIMsymjdvLjqJiEi1\nFEXBpEmTEBcXh+XLl6N///5lfm1hdi4UgwEoNUIxGFCYnWvCUiIidTh8+DAGDBiA1157DTt27IC1\ntbXoJPoLfm0jUpebN29Cp9PhwoULSE1NRZs2bUQnEVkk7oA1M3fu3IGrqyvOnDmD/fv344UXXhCd\nRERUaYpy8lCYnQv77l0qbbfN8uXLER4ejqCgIEyePPmRXmvfvQs0NjZQcG+XkH33LiaqJCJSh2+/\n/RZubm54+umnkZSUBHt7e9FJ9A/82kakHsXFxfD29sbRo0eRnJwMR0dH0UlEFosDWDNSUlKCfv36\n4fPPP0dcXBxef/110UlERJVGxJHHrVu3Ytq0afD19cWKFSse+QisnWMHOMSHVfrQmIioKvr1118h\nSRLs7e0hyzIaNmwoOonug1/biNRBURQEBARg79692LJlC7RaregkIovGAayZUBQFY8aMQXJyMlat\nWgVPT0/RSURElepvRx5x78ijKX/Tt2/fPgwdOhQ9e/ZEVFQUrKzKdyuPnWMH/uaUiOghrl+/Dq1W\ni4KCAmRmZqJly5aik+gB+LWNqOp7//33ER0djYULF2Lo0KGic4gsHgewZmLRokXYuHEjZs6cibFj\nx4rOISKqdJV55DE3Nxeenp5o164dEhISUL16dZO9FxGRpSsqKoKHhwe+//576PV6dO7cWXQSEZGq\nrVq1Ch9++CFGjRqFWbNmic4hInAAaxY2b96MuXPnYtCgQVi8eLHoHCIiISrryONPP/0EZ2dn1K9f\nH3q9HvXq1TPJ+xAREWA0GjFo0CAcOnQI27ZtQ69evUQnERGp2u7duzFhwgS4u7tj1apVj3zFFhGZ\nBgewgqWmpmLkyJFwcnLCpk2buDgSkUUz9ZHHy5cvQ5IkFBUV4cCBA2jevLnJ3ouIyNIpioLJkydj\n165dWLZsGfr37y86iYhI1Q4fPowBAwbg1Vdfxfbt22FtbS06iYh+xwGsQF988QV8fX3RuXNn7Nq1\nCzY2NqKTiIhU686dO3B1dcWZM2ewf/9+vPDCC6KTiIhUbfny5fjoo48QFBSE9957T3QOEZGqffvt\nt3Bzc0OrVq2QnJyMGjVqiE4ior/gAFaQkydPQqfToVmzZkhNTUXt2rVFJxERqVZJSQn8/Pzw+eef\nIy4uDq+//rroJCIiVdu2bRumTZsGX19frFixgqe8iIhM6Ndff4UkSbCzs4Msy2jYsKHoJCL6Bw5g\nBbhw4QIkSQIAyLKMpk2bCi4iIlKnopw83MnOxcdZe5GUlIRVq1bB09Pzz4+Z+r5ZIiJLtH//fgwd\nOhQ9e/ZEVFQUrKysRCcREanW9evX4ezsjIKCAmRmZqJVq1aik4joPjiArWQ3b96Es7Mzzp8/j4yM\nDDz77LOik4iIVKkoJw/5nkEovXsXXsZS1B02FmPHjv3bxxSDARobGzjEh3EIS0RUAXJzc9GnTx88\n99xzSEhIQPXq1UUnERGp1t27d+Hh4YETJ05Ar9ejc+fOopOI6F/wP0dXIoPBAB8fHxw9ehSxsbF4\n+eWXRScREalWYXYujHfvwkoBbDXWGNTxlb99TDEYgFIjFIMBhdm5AkuJiNThp59+grOzM+rXrw9Z\nllGvXj3RSUREqmU0GjFo0CAcOnQIkZGR6NWrl+gkInoA7oCtJIqiICAgAOnp6di8eTN0Op3oJCIi\nVftaU4imxlLYaqxRza46anTv8ufH7Lt3gcbGBgru7YC1/8vHiIjo0V2+fBmSJKG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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
"yy=2015\n",
"for axi in ax:\n",
" axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n",
"ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(yy,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[0].set_title('Feb-Mar')\n",
"ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,5,1))&(data.dtUTC>dt.datetime(yy,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[1].set_title('April')\n",
"ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,9,1))&(data.dtUTC>dt.datetime(yy,5,1))\n",
"ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[2].set_title('May-Aug')\n",
"ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,12,1))&(data.dtUTC>dt.datetime(yy,9,1))\n",
"ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[3].set_title('Sep-Nov')\n",
"\n",
"print('Nitrate, z<15')\n",
"print('Feb-Mar:')\n",
"et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(yy,4,1)),:],'N','mod_nitrate')\n",
"print('April:')\n",
"et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n",
"print('May-Jun:')\n",
"et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n",
"print('Sep-Oct:')\n",
"et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n",
"fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
"plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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J3k1pIwgCGjVqlO9g5Pnz59i+fTuGDRuGbdu2ITAwEAcOHMDhw4exa9cubNu2DVu3bsWK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\nT+wkahbahPBDAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"viz_tools.set_aspect(ax, coords = 'map')\n",
"ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
"dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n",
"ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n",
"dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n",
"ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n",
"dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n",
"ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n",
"dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n",
"ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n",
"grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
"viz_tools.plot_coastline(ax, grid, coords = 'map')\n",
"ax.set_ylim(48, 50.5)\n",
"ax.legend()\n",
"ax.set_xlim(-125.7, -122.5);\n",
"dNSOGN=data.loc[(data.Lat>=49.7)&(data.Lon<=-124.0)]\n",
"dNSOGS=data.loc[(data.Lat<49.7)&(data.Lat>=49.1)&(data.Lon<=-124.0)]\n",
"dNSOGW=data.loc[(data.Lat>=49.1)&(data.Lon<=-124.5)]\n",
"dNSOGE=data.loc[(data.Lat>=49.1)&(data.Lon>-124.5)&(data.Lon<=-124.0)]\n",
"dBaynes=data.loc[(data.Lat>=49.35)&(data.Lat<49.7)&(data.Lon<-124.65)&(data.Lon>-125.0)]\n",
"\n",
"ax.plot(dNSOGE['Lon'],dNSOGE['Lat'],'go',ms=12,alpha=.03,label='NSOGE')\n",
"ax.plot(dNSOGN['Lon'],dNSOGN['Lat'],'kx',ms=8,label='NSOGE')\n",
"ax.plot(dBaynes['Lon'],dBaynes['Lat'],'k+',ms=8,label='Baynes')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 35)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2PlKpBMCELXKpVEKBXoYCXUSkQHHRlHr0CCer0Ob7e2X3nMcjERZOEtDT3Rue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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n",
"ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n",
"ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n",
"ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n",
"ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('NO$_3$ ($\\mu$M)')\n",
"ax.set_xlim(0,35)\n",
"ax.set_ylim(0,35)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-40, 20)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7mm8rO3sZnlQJXPqz6cxv4633vfqIeSVeGqsQwvGGAdx2NXOBNEHj6hM/TLfG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\nJElSTfw/o1K/MaylAc0AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (17,8))\n",
"cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n",
" 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n",
"ii0=start_date\n",
"for ii in range(0,int((end_date-start_date).days/30)):\n",
" iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n",
" ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
" ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
"for axi in (ax[0],ax[1]):\n",
" axi.legend(loc=4)\n",
" axi.set_ylim(400,0)\n",
" axi.set_ylabel('depth (m)')\n",
"ax[0].set_xlabel('model - obs N')\n",
"ax[0].set_xlim(-20,20)\n",
"ax[1].set_xlabel('model - obs Si')\n",
"ax[1].set_xlim(-40,20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Silicate"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate\n",
"z<15 m:\n",
" N: 76\n",
" bias: 0.5649030444496574\n",
" RMSE: 8.918654879843853\n",
" WSS: 0.7969914789805078\n",
"15 m<=z<22 m:\n",
" N: 24\n",
" bias: 0.3488489977518725\n",
" RMSE: 6.165233126514371\n",
" WSS: 0.7116391454953728\n",
"z>=22 m:\n",
" N: 228\n",
" bias: -4.045088387204885\n",
" RMSE: 6.156110657171862\n",
" WSS: 0.8890421860970474\n",
"all:\n",
" N: 328\n",
" bias: -2.6554120273124937\n",
" RMSE: 6.896035534475829\n",
" WSS: 0.9058909765561889\n",
"obs Si < 50:\n",
" N: 240\n",
" bias: -0.776422245661422\n",
" RMSE: 6.099212472290469\n",
" WSS: 0.8562808684202172\n"
]
}
],
"source": [
"print('Nitrate')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n",
"print('15 m<=z<22 m:')\n",
"et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n",
"print('z>=22 m:')\n",
"et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n",
"print('all:')\n",
"et.printstats(data,'Si','mod_silicon')\n",
"print('obs Si < 50:')\n",
"et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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33LKt30K2jo53e+8zV+lWqRT10EVKqK2zkwUvv8I1e/ex4OVXaOvsrHST+sgU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\nkiR1wECXJKkDBrokSR34Dg5u3voF0l1MAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('dSi ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silicate, z<15\n",
"Feb-Mar:\n",
" N: 8\n",
" bias: -3.694292564392093\n",
" RMSE: 5.977277321914273\n",
" WSS: 0.7414126472331124\n",
"April:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n",
"May-Jun:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n",
"Sep-Oct:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:917: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:918: RuntimeWarning: invalid value encountered in double_scalars\n",
" WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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1nZRvipzn7f4JzDbGFAO2Ax3IWd7ON8Z0AnYC8aFJFBFXrLX07t2bxYsXM2bM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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obsvar='Si'; modvar='mod_silicon'\n",
"fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
"for axi in ax:\n",
" axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n",
"ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(yy,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[0].set_title('Feb-Mar')\n",
"ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[1].set_title('April')\n",
"ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n",
"ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[2].set_title('May-Jun')\n",
"ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n",
"ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[3].set_title('Sep-Oct')\n",
"\n",
"ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,4,1))&(data.dtUTC>dt.datetime(yy,2,1))\n",
"ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(yy,5,1))&(data.dtUTC>dt.datetime(yy,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"\n",
"\n",
"print('Silicate, z<15')\n",
"print('Feb-Mar:')\n",
"et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(yy,4,1)),:],obsvar,modvar)\n",
"print('April:')\n",
"et.printstats(data.loc[ii1,:],obsvar,modvar)\n",
"print('May-Jun:')\n",
"et.printstats(data.loc[ii2,:],obsvar,modvar)\n",
"print('Sep-Oct:')\n",
"et.printstats(data.loc[ii3,:],obsvar,modvar)\n",
"fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
"plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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uEqAg9mrXUtCryqeq1OK1Um2t5HOUGimp5NquNV1jh6wUXQlf5Yr/fFsOH07x\n1FM3AvDCCz8BYNGiteUuFSnJnGv+g8x6enrcli1bGt0MkaoFVU2tloKuzFZLz2x8hgN3HGDBOxaw\naO2icY+V+hzpZHrc8aTF9n+Xe91K3rsahf+bAEd2D1zWvHlvJBb7tym/toSHmW11zvVUc4166CIB\nCmKvdq2VW+HdTNLJNLvX78bP+KR/mmbOqjlHnT8+8XOMzY/njydd90XczX/OvpHD7P9M/1iluN3r\nd+MP+6Tuyw6lF/uyUO69xz13kjUThaM2Y+P4OQsWvKPaP4vIGAW6SMC077g2plJFbuya/PGk9/8v\nGOkA38ZXisuXcfUdu9btOiqwK33vSkZkJlbYO/HED/Lii9tZsOAdGm6XaVGgi0hLmMp8f+E11tnO\ncW8/jud3tOEy4881tzbD+dnpR+e7owK70veuZM1EK4zaSGtSoItIS5hKFbmjr4mTjh89137qF09l\n17pdON9hnaN09OwFllT93pXWt9eojQRBi+JEpKXValHfM/f+J7u++xVcbCuRVY9PeQFjM9cdkNah\nRXEiMqPUsjDOyPL7ce/6Btnh8rYpbzFU71saRYVlRKQlJZPw/U+lsgvaalAYp1xxmGYsjysykXro\nItJykklYvRpOGY7yGT/C7Mj0C+OUWqzWrOVxRSZSD11EGq7aHnAiAZkMPOJ7fCQSY+D8pdMK2nQ6\nyWOP/RlPPnkjhw49Oe6xasvKJtNpNgwMkEyrNy/1pR66iDTUVHrA8Th0dmZD/fFOj+Wf8pjqtHU6\nnWT79jfg3PDYfYODt9HdfR+e15td8d5+CFw7tB8+agV8oWQ6zer+fjK+T2ckQl8sRq+n3rzUhwJd\nRBpqKgVjenuhry/bU4/Hs7cLVbPSPJVK4Fxm3H3OHdlDfnDxN+Dv7oft3dC9nYOLzwVeX/S1EqkU\nGd9nFMj4PolUSoEudaNAF5GGmuoBMb29Rwc5VF8/PxqNY9Y5rodu1klHx3wGBjaQyQzCykez/4BM\nZnnJ14pHo3RGImM99Hi0OQ67kZlBgS4igSi2P7zYfYVFW/bOj/KlhMf8h2FoqHjvezLlqrUVfX+v\nl+7u+xgc3EwmM4gZOAe7dn0Q50YxawfayNZeh+ef/zHpdLLol4Rez6MvFiORShGPRtU7l7pSoItI\nzRWbFwfG7rN2o+uyLrrWdI0dqvIoHheshuFh8H2IRGDWrOzQejWhXqpaW7m5+vze8SO9+0NkT0LL\nhvvcueeeac/PAAAgAElEQVRw8OB/Aw7nDo//kjBheL/X88aCPJlOK9ylbhToIjKpZLL0fHUxpVaG\n5+9zo459t+xj3237efiyGD1rvLGV637uNFHfz95OJEoMrZeoEDdx+xmPrmAgMcChJw+NHcLiDxef\nqz/Su89X0DQikU5OOOH9vPTSw0d/SSgzvK8FclJvCnQRKSu/5zuTya4sr6THXGpePNIZwT/kZ/PS\nweFhn5/fkuLaTR433ZR9/cIeemdn9kvERJOtjB/rcRc8zyJ25OhxHzrmdxzd7oLevVk7XV2X0dW1\nBs/rZc6cVUcttCs3vK8FclJvCnSRgNWq1ng9FQ4jJxK9ZDIwOlq+x1yo1GEmsb4Yg5sHGbx1EH/E\ncdhFeNBFyWSyc+b5levz55efQ690ZXzh85zvssePOyACI0MjR7e7zEloxUq6dnTMxyyCc+6o6nIT\nF8id2/FLBgZuV413CYwCXSRAQVUZC/JLwsRh5HPP7aOzs3esh16sxzxRMp0msShF/IooSwp6pfn5\n8q41XTy0OcVV/97Bztem6NgB8bhXcuX6RJWujB93fGq7gcsO90c6I3TM72Bgw0DRIftKAjedTrJ7\n9/rcwrkIy5bdNO66wgVy53b8ktHdF7GnwpX3IlOhQBcJ0FT2WE8m6FKkE4eRlyxJ0NfXW/EceiVz\nx16vR/sK+MW2fnA+ZhFYEQMq+xyVHmc68XkvPfwSB+44wDHdx7B7/e5p/Q2P/J18nDNGRoaOek5+\ngdzAwO3smeScdJHpUqCLBGiqe6zLCeJLQqFiq8SXLKl8pXmlc8eJVIrD+DiDw1Q/x5zv7Vf6vHQy\nPRbiqftSuFGXXSA3xb9hpWefV/tckalSoEtoNcO51JX2JKsRxJeEQuXmkStRaXGVehdhGTef7hwW\nMZy5Kf8Nq/k7TfdvKlIJc85N/qwG6+npcVu2bGl0M6SFVFstrNU0+0K7SvdfT3xe4fa4FVT+GSv5\ne0ycqlh20zJGhkaa9m8oM5uZbXXO9VRzjXroEkrlthOFQaXDzdNV7f5zyAbnokSKK+JRvCWT1GQv\nLMKS2x43PJwN88/RTwc+kVnl57gnW1NQGPa1Hi0RaSYKdAklzVlO31T2n09nwV4icWQP+pmkiOQ2\njZcqApNXbk1BsfYsua74SWkirU6BLqE0U+csazkUn6/cVs3+8+ks2Js//8jv24kyQgSHj7WVn+Mu\ntqbgmY3PcOCOA0ReGQl0AaFIM1GgS2hVup84LGq9na3wzPFK959PdcFeMgnr12frpgM8isfVxDin\nLcXlV3WMlY4t9nkmLjx8+uanefabzx55Qu5slSAWEIo0k7KBbmbHlXvcOfd8bZsjIlNV6+1sk505\nXkylq/onzs3nRwOcy5Z87emBs8/2eM9ZMLq+nz2TfEnJryl4ZuMz48McmHv2XI6/+HjNm0voTdZD\n30q2UKIVecwBr655i0RkSoLYzlZp5bZCXq/Hoyvg9lSKeJqjVrkXm5ufOBpw003Z9x3YkGJPFV9S\n9n1t31H3ReNRzZvLjFA20J1zS+vVEBGZniD2vE/FZJXiis3NX3dd8dGAar6kpJNpXtz24vg7Ddqj\n7WPt0lGmEmYVzaGbmQHvBpY65643s8VAl3Pu54G2TkSqUq/tbOVMVimu1Nx8sdGAar6kpBKp7AEs\neQaR2dkvAcl0mvj27Yw4R4cZie5uhbqETqWL4r5E9uDB84DrgYPAHcBvBtQuEQlYUMVpJqsAV+3c\nfKVfUiYexNJ1WRdda7rwej02P/YYmdyKu4xz3Pjkk9y5atUUP6FIc6o00H/LOXe2mW0DcM69YGad\nAbZLRAIU5AEvhaeMlRrensrc/GTK9eYHM5lxz717aIhkOq1euoRKpYE+YmZtZBfCYWYLIFf1QURa\nzmTFWEr13CutHFdYAW66qhlJqLQ370PVh8GINLtKA/0LwJ3Ab5jZp4H/B/hEYK0SkUCVWmxWrude\nSeW4ZDrN5sFBAM6aO5ehkZFpLUKr1UhCV+f4AcU2CPwwGJF6qyjQnXPfNLOtwGqyW9guds7tDLRl\nIhKYUsPT5Xruk1WOyy88y89Vs28fEWBWiTPRK1GrvfVrurq4bXCQjHNEgC8tX67euYRONYVlngW+\nVfhYJYVlckP1W4CnnXNvzb3mt4GTgSeAS5xzL1TfdBGZjmLD0+W2iU1WOS6RSjEy4fRGn/Jnok+m\nVnvrez2P+7q7tW1NQq2awjKLgRdyv0eBJ4FK9qlfCewEjs3d/hjQ55y7wcw+lrt9bfVNF5FaK7ew\nbLLV6fM7Oph4GHMEjlrpnt8PPr+jY9Ih+Xx7HrpnkO0x6FgBk62lO+pI1oLb1y1RgRkJr4oKy5jZ\nV4A7nXM/yt2+ELh4shc3s5OA3wM+DXw4d/dFQDz3+yYggQJdpGmUW1hWanV6Mgl3/HIEW3KkB3DR\n/Pm89thjx8J8w8AA8zs6WL97N8O+jw8VDck/ugLeNLI/uw2uf3/Z504sanPTsmWs3727ZJEbkTCp\ndFHc65xzl+dvOOd+bGY3VnDdTcBHgbkF9y10zuXrMw4CC4tdaGZrgbUAixcvrrCZIjNHEPvI0+lk\nRSfUFb73o3jZc8xPieI+EyEy22dWJMJHFy8e6yHnQzZixqhzY1tkfGB4kiH5yQrVlHvuHQcOVHyt\nSKurNNCfMbNPAN/I3X438Ey5C8zsrcCzzrmtZhYv9hznnDOziaN0+cc2AhsBenp6ij5HZKYKYh95\nOp2kv3/12BnysVhf0VCf+N79l8bIZDz8RzwiH4lx/jUpPnXxkWH0wpB1zhExgwmhPr+jo2S7JitU\nk5dMp3ny0CHacq/fGYnwjgUL+Gk6Pem1ImFQaaD/MfCXZLeuAdyfu6+c1wO/b2ZvAWYDx5rZN4D9\nZnaCc26fmZ1AdrGdiFSh1ierAaRSCXw/A4zi+xlSqUTRQJ/43t2k6Oz0sovlHvf41HKPwqbM3xsl\nMhrBtWV77jctW8YdBw5w7wsvjM25bzt4sGS7KilUUzgK0G7G5SecwJquLno9j1Vz5mgxnMwIlW5b\nex640szmZm+6Fyu45jrgOoBcD/0a59x7zOwzwKXADbmfd02x7SIz1nRWf5caqo9G40QinWM99Gg0\nXtF7n7kmSt+a4ovlkklYf4HH6CkxIuekuOnyKGsXZUP2P1IphnOr4m8dHBwL4GImK1RTOAqAcyye\nPXvs+bUsciPSzCo9nGUVsBk4Lnf7OeBS59wjU3jPG4DvmNn7gQHgkim8hsiMNtWT1coN1XteL7FY\nHw8N3sN2YnSwouiK8mLv3cuRIC9cVZ5IZHvu/iMettNj6DTg9dmQvayri1v27cMBo85VPb9d+D6V\nDsuLhFmlQ+63AB92zt0HYz3ujcBvV3Kxcy5BdjU7zrkhsgVqRFpaUIebVGoqJ6tNNlT/KCt40/6R\nbDDu7y+5KrzwvQuDFRi/yvzc2JHh+Al719d0dbFp//4phXCxI1onG5YXCbtKA31OPswhG9BmNieg\nNok0veksSiush75iRWWrymtlsqH6RCo1tqVsstXncHSwXrpw4bhV5UNLUvT1eUWH4yuZGy98n8Ln\nFVv5ft2SJQpymdEqDfT/MbNPAv+Uu/0e4H+CaZJI85vqorTCeuhnnpnkc59bDZRfVV5Lkw3V73jp\npbKrzycLVmBs6LudCE/eHYUeuO664u2pZH67WG9cQ+wiR6s00N8H/BXwvdztn+buE5mRproorbAe\n+sqVCZzLYFZ+VXmtFE4RLLlufMW0ax9/nNv27ePA4cPj7t928CB/8MgjPDM8TDwa5R+efrpssJ71\nXBf0dzHYleJHG6J85SGPTSUOcqlUqd64hthFxqt0lfsLwIcCbotIy5jqorTCeug7dsQx6yTfQy+1\nqryUaubwi00RPLoiG5Y7XnqJbz579O5RA746OMjh3Er0nxdsLTvk+2weHOQfTzttLFjn742y/oLs\nfLmZh++D7xc/yKUapXrjWr0uMt5kh7PcXe5x59zv17Y5Iq1jKovSxtdD72XFir4pzaFXO4c/cYrg\nn+/4H64YTh9Ve73QiZ2d7M1kij7myG41O7a9ne0vvsg7Fixg6H5vbPQhEoG2NjArfpBLNaqZaxeZ\nySbrofcCT5E9Ze0Bsl/aRWQaxtdD753SMPvg5kH8Qz64yubwC6cIRtrhC0vTY3PlpewdzpT9v/gR\n57jxqacA+MkLL/Du1/+azs5Txla033QTDA0VP8ilWuqNi0xuskDvAi4gWxXuXcAPgW8553YE3TAR\nKS6dTDN46yD57rW126Rz+F6vR9tdy/jqd37J1m54dOWRxwzK9tQBFrS388Lhw/gwdqgKE677lv8U\n/3jv8Qzd79UkxEWkOpOdtjYK3APcY2azyAZ7wsz+yjn3xXo0UETGSyVSuNF8mkPXZV0VDf1/Y/FB\n/undBXfkXuLMiMdDrmD4vTClR6GDCHedtYqHX3qJOw4coPuYY4i2t5M6fHish56/bOikFNddV7ue\n9MRV9SJS2qSL4nJB/ntkw/xk4AscqekuIjVQzQK3iSvsu9Z0Vf+GLvfvIQ9vZCEdr/0Vmdzit4iB\n+8Vc3INR2jPtfPHybO8/fwzpT9PpcQVnPvvUUzhgdo23jxXbrqZQFyltskVxm4EzgB8BfzXFUq8i\nUkY1C9yS6TSJRSnOvWsZS7aMHPUFoFyPdk1XF195epBRXHbc3BmsSnP/yEHebSfxz+4pfKDdjH9Y\ntYyhF44MnW8YGCh6DOnfnnIKFx9/fCC96GqOTRWRyXvo7wFeAq4EPmQ2tkLGyB7ScmyAbROZESot\nUjOuxzorQt8VMZZ4XtHH24lw2cMx1vRkH9+8GcDj6t5uPvfvKQ7POwRv3QdtgPN5YOhFmMdYXfWJ\nQ+flCrkUW7CWTObfE9asOXo+vZKhdBWPEanOZHPokXKPi0jlCku+FgbcxCH0vfOj3L7h6OeV6rHm\nw/HJQ4fGHh897HPLAyluvcbDORgZyb5G560eN/+Dx4+fTPP9kf3gfDgc4e3HL+AfXOlzwys6wjT3\n+VIp+Lu/y25fA7jtNrjvviOf5drHHx83TF9sKD3/mW5atoyhkRHNoYtUoNJKcSIyDYUlXzsnVE4r\nLFKzd36UC9Z7RZ9XrMda2CtvMyOCMXrYweEIbluUkRFwBYvcRkayW8nu/P88Nv5njDt2p3jHsihr\nX+9xcbr8ueHlto7lP9/wcLaYTKHCwjIbn3lm3EK6Q0WG0jV3LjI1CnSROigs+Vqsclq+SM3tG0o/\nL99L3vxQCrZHebgN7jjmibHDVHCOc/adwH//cDZuW66H/e4B2h6KMnoY6E7RtiNKPJ4Nx7Wv91j7\n+iNBWSqwK1mwl/98E8McxheWuePAgXGPGRw1GqC5c5GpUaCL1EFhyddyldOKPW/c8aSPemx6k8fw\nKWn8z/RjIz6O7L7wzkiE9y/u4uHvefx69TPwoV24dkfEDH/U4Qz8CDy8ZDm9LKqo3ZUs2Esm4ckn\ns5XhnMuGulm2Wtzb3gYf/eiRLyXvWLCAn7zwwti117zqVUeFtebORaZGgS5SB+NLvpYuujLxeayY\ncDxpf4xMxsM/MwUdR8L8/Hnz+NTJJ2fD8d40fza8Cz+SHWsfwWUXv5Fd3H7FL3/JqjlzKur1TrZg\nb2yo/ZQ09kcpfv9VUS5c7JWsELd2UfaLxB0HDvCOBQvGbo/7G6jUq8iUKNBF6mR8ydfJn5dMwqe+\nn2J4SXZIPeP7DMYGsfeksKEO3EiESJvPrEjkSJiTLe7CniMT5xMrwY1CxcPYk56fnmBstIAOnx8S\n4aM95ee81y5aVDTIx/0NVOpVpGoKdJEmdKTnG8X/TITI7Oyitx+7QUYvddjhCO8aWsbK3qNXgMej\nUWZFIgznFsr1zp3L/b/61bjXn3jOeSmTnSoXj0PksRR+hw9tMIrmvEUaRYEuM1apbWSNNLYFbUuU\n4WEP/xEP+0iM869J8erXHWLjvn04A2c+//yjEX66ZAm94482P2rIGuB3t20jt4sMA4by+9gKlFr8\nVu5Uud5euNmP8ueHIoySHS3QnLdIYyjQZUbauBH+/M+zq8lnzRq/PaxRCrdrRVZG8E+PwaMe7hGP\ndwx78FwaMvshkt07Pro1yubNxdudH7LOf2m5+neW8zl/F75zRUO3osVvJYrBrH29x6q05rxFGk2B\nLjNOMgnr1sHhw9nbw8NHbyNrhMLtWr752Fkp3KMekQhs2wab1nv4r45BLLttjUc9OLf0643f+76I\nm++dw9BJxUN30sVvk+wN15y3SOMp0KUumml4O5EYv1+6ra30NrJ6ym/XGvZ9zAx7qQPXlt2+Btlg\nZoeX/Ud2ZGHNmtKvN3Hv+9D9XsmT0CZd/Ka94SJNT4EugStXJa0R4vFsGA4PZ/dKf/GLlbVnOkd5\nVnJtr+dx07JlXPHLX+LjaL9yFx84b85YPfZNm7J/w/Z2uOyy4jXSJ37OSva+QwWL37Q3XKTpKdAl\ncJNVSau3SveEF5pOOdJqrv3x7oOMOsBy+8ffOEjvadnnVtvmaj9n2cVvnsdNbTHu2JMtFaveuUjz\nUaBL4KrpKdZLpXvC86Yz5Fzptckk/Ou/Am+pTZunek0xySSsv8Ajk/H4aSesaoJFhCIynk5Tk8Dl\ne4rXX9/44fZS0sk0AxsGSCfTRR/PDzm3QdVDzvlrI0BkNML8vcWvTSTA3dMFIwY+tPnGmq6uSV8/\nmYQNG7I/g1JslEVEmot66FIXteopVqPSOe9KtmxNpxxpfrh63a0pRrdGWf+4V7SHG4/DrOs9hq/u\nJnJOipsvn/x96rU+oRlHWURkPAW6tLxiwV3NvPVkW7byprM1a+h+D/cND38UMm3F1xEcmfP2mD/f\nY+h+SEbKB3S91idMZd2BiNSXAl1aWqngrmbOe7ItW7VQSQ83mU6TWJRi/rlRPrTaY3g4u6XuS1+C\ntWun/rpTUWybYSNGWUSkcgp0aWmlgruabVaTbdmqRDKdHjunfE2PV6b3XbyHW/jFhMMRRk/JVokb\nHYUrroBVq0pUhAug59xs2wxFpDIKdAncdPZvT6ZUcFc7511uy9Zkkuk0b9jWz/CoD6dGuHVdjMTN\nxUO9VDAWfjGxiA/dqWwlOLJFcMoNpRe+bi0K+DTbNkMRqYwCXQI1nf3blSgX3PUqR5pIpci47Glj\nOJ+RlSkSiaMDvZzCLybtkQiHH46OHaYy2VB6/gvT/L3R3Nay6fWstQBOpDUp0CVQ9SgZOp3grsXo\nQTwapdMiDB/ODpd37IgSv6KKNiSzC+FuOjfG0JLcCWm3eGzenH28XEW4cQe6jGaH6v1HvGn1rLUA\nTqQ1KdAlUM1cMrRWowe9nsd9Z8Wyc+g7o6wpMtxesg3j5qs9+vq87HGoFS5AK/zC5Np8IueksJ3e\ntHvWWgAn0noU6BKo6ezfDlotRw96PY/e3/Xgd6tsQ2J689UTvzDddHmUodPUsxaZiRToErhiQ+Lp\nZHpaq8proRlGD6Y7X130C9Prg2ipiDQ7c841ug2T6unpcVu2bGl0M6RGJlZma7trGfcvH2lIDz7I\nFfgVt6FGR8s2w2cRkdows63OuZ5qrlEPXepuYmW2W7+7i2+8ywWyCn4y9VoJX7YNNZivDno3gYg0\nPx3OInWXr8xGG4x2GFtjbtw8tlSv2HoAEZlZ1EOXwE0cCi6szLa3p4PHZ+2mrRlXwddoKLwe4tEo\nZz5qrNzm2HGWMX95BxsGBjT8LjKDKNAlUKWGgvOV2ZYAfek5TTf322rlT1c8Cp+9GsiA64SPsIuH\nVjRmGkNEGkND7lJzyXSaDQMDYz3zyYaCez2P65YsaarQabXzvx+6ZxCXcUR8cBnHim3FpzHqcXa6\niDSGeuhSUxN75DctW9bwrWFT0WrlT7fH4NQOcCNwuAMePitbibbwb95qow4iUh0FutTUxB750MhI\n0xaWKafVyp/2rO5i3ecGx+bQ1118KkMj47cC6tAVkXBToEtNFSvW0gxbw6ailcqf9noeN7+7m8Tv\npbiixBenVht1EJHqBFZYxsxmA/cDs8h+cfgX59xfmtlxwLeBk4EngEuccy+Uey0VlmktKnDSvFpp\n5b7ITDaVwjJBBroBc5xzL5pZB/Az4Erg7cDzzrkbzOxjwDzn3LXlXkuBLlMRxvBqhpK5IhK8pqoU\n57LfFF7M3ezI/XPARUA8d/8mIAGUDXSRaoVxAdjEkrmxvphCXUTGBLptzczazGw78Cxwr3PuAWCh\nc25f7imDwMIg2yAzU6ttO6vExJK5qYSqwYnIEYEGunNu1DnXDZwEvNbMzpjwuCPbaz+Kma01sy1m\ntuXAgQNBNlNCKL8ArK0tPAvACkvmRjojROOtsQVQROqjbqetmdn/C7wMXA7EnXP7zOwEIOGcO63c\ntZpDl6nQHLqItKqmmkM3swXAiHMuZWavAC4A/ha4G7gUuCH3866g2iCtbzoB1krbziqVL5krIjJR\nkPvQTwA2mVkb2aH97zjnfmBmSeA7ZvZ+YAC4JMA2SAvTIjARkcoFucr9IeCsIvcPAauDet9mF8Zh\n4KAUWwSmQBcRKU6V4uoojFupgpRfBJbvoWsRmIhIaQr0OlIt7eoUnpuuRWAiIuUp0OtItbSrp0Vg\nIiKVUaDXUbkTvLQdSUREpkOBXmfFtlJpNbeIiExXoJXipDIq6SlTkU6mGdgwQDqZbnRTRKQJqIfe\nBLSaW6qlUR0RmUiB3gS0mluqpT36IjKRAr1JaDV3VjqdJJVKEI3G8Tzt6StFozoiMpECXZpGOp2k\nv381vp8hEukkFutTqJcw3VGdZDpNIpUiHo3S6+mLpEgYKNClaaRSCXw/A4zi+xlSqYQCvYypjuok\n02lW9/eT8X06IxH6YjGFukgIaJW7NI1oNE4k0gm0EYl0Eo3GG92kUEqkUmR8n1Eg4/skUtpVIRIG\n6qFL0/C8XmKxPs2hBywejdIZiYz10ONRzb+LhIECXZqK5/UqyAPW63n0xWLj5tBVqVCk9SnQpSXp\nGNrp6fW8sXlz7WkXCQcFegH1UlqDjqGtLe1pFwkHBXqOeimtQ8fQ1pb2tIuEgwI9R72U1jHTjqFN\np5MM9m2B/m663nxmzf93qUqFIuGgQM9RL6V1lDuGNmzS6STbv7kO9+G/gZEMg5/ZRnffWYGEuoJc\npLUp0HPUS2ktxY6hDaNUKoHbthJGOsBvw2WcRo9EpCgFegH1UqTZRKNx7Kzv4jpGYMRhne0aPRKR\nohToIk3M83rpfvfNDHYFN4cuIuGgQBdpcp7Xi/f2Xnh7o1siIs1Mtdyl5SWTsGFD9qeIyEylHrq0\nNBWZERHJUg9dWlqxIjPVSifTDGwYIJ1M17p5IiJ1ox56AdUHbz3TLTKjCoEiEhYK9BwN3bam6RaZ\nUYVAEQkLBXqO6oO3rukUmVGFQBEJCwV6zkyrDy5ZqhAoImGhQM+ZSfXBZTxVCBSRMFCgF5gp9cFF\nRCR8tG1NREQkBBToIiIiIaBAFxERCQEFuoiISAgo0EVEREJAgS4iIhICCnQREZEQmFGBrnOzRUQk\nrGZMYRkdviIiImE2Y3rotTg3W0REpFnNmEDPH77S1qbDV0REJHxmzJC7Dl9prHQyrRPNREQCNGMC\nHXT4SqOkk2n6V/ePnTke64sp1EVEaiywIXcze5WZ3Wdmj5rZDjO7Mnf/cWZ2r5ntyv2cF1QbJBjp\nZJqBDQOkk+mKnp9KpPAzPoyCn/FJJVIBt1BEZOYJcg79MHC1c24F8DpgnZmtAD4G9DnnTgX6crel\nReR723s+uYf+1f0VhXo0HiXSGYE2iHRGiMajdWipiMjMEtiQu3NuH7Av9/tBM9sJnAhcBMRzT9sE\nJIBrg2qH1Fax3vZkw+der0esL6Y5dBGRANVlDt3MTgbOAh4AFubCHmAQWFiPNkht5Hvb+fnwSnvb\nXq+nIBcRCVDggW5mxwB3AOudc78ys7HHnHPOzFyJ69YCawEWL14cdDOlQq3c29ZKexEJs0AD3cw6\nyIb5N51z38vdvd/MTnDO7TOzE4Bni13rnNsIbATo6ekpGvpytGQy+K15rdjb1kp7EQm7wALdsl3x\nrwE7nXOfK3jobuBS4Ibcz7uCasNMo/K2pU1l7l9EpJUEucr99cD/Bs4zs+25f28hG+QXmNku4Pzc\nbakBlbctTSvtRSTsglzl/jPASjy8Oqj3ncny5W3zPXSVtz2ilef+RUQqMaMqxYXdTC9vO9mit1ac\n+xcRqZQCPWRmanlbLXoTkZluxpy2JuGm8rIiMtMp0CUUtOhNRGY6Dbk3oXrsJQ8bLXoTkZlOgd5A\nxYJbe8mnToveRGQmU6A3SKngLraXXIEuIiKT0Rx6g5QqApPfS97Wpr3kIiJSOfXQG6RUEZiZvpdc\nRESmRoHeIOWCe6buJRcRkalToDeQgltERGpFc+giIiIhoECvQDqZZmDDAOlkutFNkSLS6SQDAxtI\np5ONboqISMNoyH0SqhHe3NLpJP39q/H9DJFIJ7FYH56neQwRmXnUQ5+EaoQ3t1Qqge9ngFF8P0Mq\nlWh0k0REGkKBPgnVCG9u0WicSKQTaCMS6SQajTe6SSIiDaEh90moRnhz87xeYrE+UqkE0Whcw+0i\nMmMp0CugGuHNzfN6FeQiMuNpyF1ERCQEFOgiIiIhoEAXEREJAQW6iIhICCjQRVpEMp1mw8AAybQq\nForI0bTKXeomnU5qe9kUJdNpVvf3k/F9OiMR+mIxej3tvBCRIxToUhcq0To9iVSKjO8zCmR8n0Qq\npUAXkXE05C51oRKt0xOPRumMRGgDOiMR4lFVLBSR8dRDl7rIl2jN99BVorU6vZ5HXyxGIpUiHo2q\ndy4iR1GgS10Ulmjt6Jg/1kPXsHvlej2vbJBrjYLIzKZAl7rJh4zm0mtPaxRERHPoUleaSw+G/q4i\nokCXutJxp8HQ31VENOQudaXjToOhv6uIKNCl7nTcaTD0dxWZ2TTkLiIiEgIKdBERkRBQoIuIiISA\nAoyuvBgAAAm3SURBVF1ERCQEFOgiIiIhoEAXEREJAQW6iIhICCjQRUREQkCBLiIiEgIKdBERkRBQ\noIuIiISAAl1ERCQEFOhSVDqdZGBgA+l0stFNERGRCgR22pqZ3Qq8FXjWOXdG7r7jgG8DJwNPAJc4\n514Iqg0yNel0kv7+1fh+hkikk1isT6d4iYg0uSB76F8H3jzhvo8Bfc65U4G+3G1pMqlUAt/PAKP4\nfoZUKtHoJomIyCQCC3Tn3P3A8xPuvgjYlPt9E3BxUO8vUxeNxolEOoE2IpFOotF4o5skIiKTCGzI\nvYSFzrl9ud8HgYWlnmhma4G1AIsXL65D0yTP83qJxfpIpRJEo3ENt4uItIB6B/oY55wzM1fm8Y3A\nRoCenp6Sz5NgeF6vglxEpIXUe5X7fjM7ASD389k6v7+IiEgo1TvQ7wYuzf1+KXBXnd9fREQklAIL\ndDP7FpAETjOzvWb2fuAG4AIz2wWcn7stIiIi0xTYHLpz7o9LPLQ6qPcUERGZqVQpTkREJAQU6CIi\nIiGgQBcREQkBBbqIiEgIKNBFRERCQIEuIiISAgp0ERGREFCgi4iIhIACXUREJAQU6CIiIiGgQBcR\nEQkBBbqIiEgIKNBFRERCQIEuIiISAgp0ERGREFCgi4iIhIACXUREJAQU6CIiIiGgQBcREQkBBbqI\niEgIKNBFRERCQIEuIiISAgp0ERGREFCgi4iIhIACXUREJAQU6CIiIiGgQBcREQkBBXqF0sk0AxsG\nSCfTjW6KiIjIUdob3YBWkE6m6V/dj5/xiXRGiPXF8Hq9RjdLRERkjHroFUglUvgZH0bBz/ikEqlG\nN0lERGQcBXoFovEokc4ItEGkM0I0Hm10k0RERMbRkHsFvF6PWF+MVCJFNB7VcLuIiDQdBXqFvF5P\nQS4iIk1LQ+4iIiIhoEAXEREJAQW6iIhICCjQRUREQkCBLiIiEgIKdBERkRBQoIuIiISAAl1ERCQE\nFOgiIiIhoEAXEREJAQW6iIhICCjQRUREQqAhgW5mbzazx8xst5l9rBFtEBERCZO6B7qZtQE3AxcC\nK4A/NrMV9W6HiIhImDSih/5aYLdz7n+ccxngn4GLGtAOERGR0GhEoJ8IPFVwe2/uPhEREZmi9kY3\noBQzWwuszd0cNrNHGtmegB0PPNfoRgQozJ8vzJ8N9PlanT5f6zqt2gsaEehPA68quH1S7r5xnHMb\ngY0AZrbFOddTn+bVnz5f6wrzZwN9vlanz9e6zGxLtdc0Ysj9v4FTzWypmXUCfwTc3YB2iIiIhEbd\ne+jOucNm9ufAvwFtwK3OuR31boeIiEiYNGQO3Tn3I+BHVVyyMai2NAl9vtYV5s8G+nytTp+vdVX9\n2cw5F0RDREREpI5U+lVERCQEmjrQw1gi1sxuNbNnC7fhmdlxZnavme3K/ZzXyDZOlZm9yszuM7NH\nzWyHmV2Zuz8sn2+2mf3czPpzn++vcveH4vNBtpKjmW0zsx/kbofpsz1hZg+b2fb8CuKQfb6omf2L\nmf3CzHaaWW9YPp+ZnZb775b/9yszWx+WzwdgZlfl/v/KI2b2rdz/v6nq8zVtoIe4ROzXgTdPuO9j\nQJ9z7lSgL3e7FR0GrnbOrQBeB6zL/TcLy+cbBs5zzsWAbuDNZvY6wvP5AK4EdhbcDtNnA3iDc667\nYKtTmD7f3wP3OOdOB2Jk/zuG4vM55x7L/XfrBs4BXgbuJCSfz8xOBD4E9DjnziC7YPyPqPbzOeea\n8h/QC/xbwe3rgP/b3t29WFXFYRz/PmVCjmVYIYqVedFNFllgURaiGVhiddEbSFb0BxREYBdJoRfR\nCwVBN4YFlmApGnqTWUF4kaVJiqVRmlnqSJFCJfTydLH26HFKmjHxzFnn+dzMnr3nYj3MmfObvdY+\n6ze/3eM6RdkmANtavt8BjG2OxwI72j3GU5RzNTCzxnzACGAzcG0t+Sh7QqwHpgNrmnNVZGvGvxu4\noN+5KvIBo4BdNM9F1ZavX6ZbgA015ePYDqqjKQ+rr2lyDirfkL1Dp7u2iB1je19zvB8Y087BnAqS\nJgCTgY+pKF8zJb0F6AXW2a4p34vA48BfLedqyQZg4D1Jm5qdKKGefJcCB4ElzZLJYkk91JOv1b3A\nsua4iny2vweeA/YA+4BDtt9lkPmGckHvSi7/inX0Rw8kjQRWAI/YPtx6rdPz2f7TZdpvPDBF0qR+\n1zsyn6TZQK/tTSf6mU7N1mJq87ubRVkOuqn1YofnGwZcDbxiezLwC/2mZzs8HwDNZmRzgLf6X+vk\nfM3a+O2Uf8zGAT2S5rb+zEDyDeWCPqAtYitxQNJYgOZrb5vHc9IknUUp5m/YXtmcriZfH9s/Ax9Q\nnoeoId8NwBxJuykdEKdLWkod2YCjd0HY7qWsv06hnnx7gb3NjBHA25QCX0u+PrOAzbYPNN/Xku9m\nYJftg7Z/B1YC1zPIfEO5oHfTFrHvAPOa43mUteeOI0nAq8AXtl9ouVRLvgslndccn015PuBLKshn\ne77t8bYnUP7W3rc9lwqyAUjqkXRO3zFlfXIbleSzvR/4TlJfQ48ZwHYqydfiPo5Nt0M9+fYA10ka\n0byPzqA81DiofEN6YxlJt1LW9fq2iF3U5iH9b5KWAdMoXYIOAAuAVcBy4GLgW+Bu2z+1a4wnS9JU\n4CNgK8fWYZ+grKPXkO9K4HXK6/EMYLntpyWdTwX5+kiaBjxme3Yt2SRNpNyVQ5meftP2olryAUi6\nClgMDAe+AR6keZ1SR74eSuGbaPtQc66m399TwD2UTwt9BjwMjGQQ+YZ0QY+IiIiBGcpT7hERETFA\nKegREREVSEGPiIioQAp6REREBVLQIyIiKpCCHtHFJI2XtLrp5vS1pJckDZf0gKSX2z2+iBi4FPSI\nLtVsYLESWOXSzekyyudeO36/h4hulIIe0b2mA0dsL4GyTz3wKPAQpZvcRZI+bO7eF8DRHdfWqvSE\n3ybpnraNPiKOM6zdA4iItrkcOK4Zi+3DkvZQ3humAJMovac/kbQWuAT4wfZtAJJGnd4hR8SJ5A49\nIk5kne0fbf9GmZqfStnWd6akZyTd2LcFZ0S0Xwp6RPfaDlzTekLSuZR9o//gn60abXsnpYvXVmCh\npCdPx0Aj4r+loEd0r/XACEn3A0g6E3geeI0yzT5T0uims9wdwAZJ44BfbS8FnqUU94gYAlLQI7qU\nS2emO4G7JH0F7ASOUDrkAWyk9Lb/HFhh+1PgCmCjpC2UToELT/vAI+JfpdtaREREBXKHHhERUYEU\n9IiIiAqkoEdERFQgBT0iIqICKegREREVSEGPiIioQAp6REREBVLQIyIiKvA3dZnCTa1Ce6AAAAAA\nSUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n",
"ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n",
"ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n",
"ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOG')\n",
"ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('Si ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Ratios"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OX4+9/FZeKT0Z143ke4giIiJFofyc8v0ei2RoZlZEZAgyS4v9k/04ASc7M/v2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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('N')\n",
"ax[0].set_ylabel('Si')\n",
"ax[0].set_xlim(0,40)\n",
"ax[0].set_ylim(0,85)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('N')\n",
"ax[1].set_ylabel('Si')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hiovDNDREyMtz01bEdoRrr72Wu+66q3X7mWee4Xvf+x69evUC4Oc//zkDBgwA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3nhhRc488wzGTVqFE8//bR6s4iUGU0zlnLnrukmLjaOWBNLXGwc7pruUr9XIBAgPT2d2rVrM2bM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\nY5xWKN6TIgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOGN['N'],dNSOGN['Si'],'r.',label='NSOG_N')\n",
"p4=ax[0].plot(dNSOGS['N'],dNSOGS['Si'],'g.',label='NSOG_S')\n",
"p4=ax[0].plot(dBaynes['N'],dBaynes['Si'],'.',color='purple',label='Baynes')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('N')\n",
"ax[0].set_ylabel('Si')\n",
"ax[0].set_xlim(0,40)\n",
"ax[0].set_ylim(0,85)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOGN['mod_nitrate'],dNSOGN['mod_silicon'],'r.',label='NSOG_N')\n",
"p8=ax[1].plot(dNSOGS['mod_nitrate'],dNSOGS['mod_silicon'],'g.',label='NSOG_S')\n",
"p8=ax[1].plot(dBaynes['mod_nitrate'],dBaynes['mod_silicon'],'.',color='purple',label='Baynes')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('N')\n",
"ax[1].set_ylabel('Si')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AJZdcwqpVqzr3rV27lvb2diA+sURzczPjx49n8eLFPPjgg9TX1wPQ3NzM9ddf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\nWsvXX39NV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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOGE['N'],dNSOGE['Si'],'r.',label='NSOG_E')\n",
"p4=ax[0].plot(dNSOGW['N'],dNSOGW['Si'],'g.',label='NSOG_W')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('N')\n",
"ax[0].set_ylabel('Si')\n",
"ax[0].set_xlim(0,40)\n",
"ax[0].set_ylim(0,85)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOGE['mod_nitrate'],dNSOGE['mod_silicon'],'r.',label='NSOG_E')\n",
"p8=ax[1].plot(dNSOGW['mod_nitrate'],dNSOGW['mod_silicon'],'g.',label='NSOG_W')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('N')\n",
"ax[1].set_ylabel('Si')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 49.401833 | \n",
" -124.156000 | \n",
" 248.710873 | \n",
" 65.86 | \n",
"
\n",
" \n",
" 262 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.156000 | \n",
" 269.604692 | \n",
" 70.17 | \n",
"
\n",
" \n",
" 276 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 248.808959 | \n",
" 68.77 | \n",
"
\n",
" \n",
" 277 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 298.712730 | \n",
" 70.83 | \n",
"
\n",
" \n",
" 278 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 314.651658 | \n",
" 77.02 | \n",
"
\n",
" \n",
" 311 | \n",
" 4.0 | \n",
" 49.591667 | \n",
" -124.637833 | \n",
" 162.832911 | \n",
" 70.41 | \n",
"
\n",
" \n",
" 324 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 198.887917 | \n",
" 65.16 | \n",
"
\n",
" \n",
" 325 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 248.703513 | \n",
" 69.50 | \n",
"
\n",
" \n",
" 326 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 298.012014 | \n",
" 73.43 | \n",
"
\n",
" \n",
" 327 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 348.298456 | \n",
" 80.74 | \n",
"
\n",
" \n",
" 341 | \n",
" 4.0 | \n",
" 49.882500 | \n",
" -124.993833 | \n",
" 249.096075 | \n",
" 75.41 | \n",
"
\n",
" \n",
" 342 | \n",
" 4.0 | \n",
" 49.882500 | \n",
" -124.993833 | \n",
" 309.392440 | \n",
" 80.29 | \n",
"
\n",
" \n",
" 352 | \n",
" 4.0 | \n",
" 49.962500 | \n",
" -125.147167 | \n",
" 124.882272 | \n",
" 66.16 | \n",
"
\n",
" \n",
" 353 | \n",
" 4.0 | \n",
" 49.962500 | \n",
" -125.147167 | \n",
" 152.920744 | \n",
" 68.27 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Month Lat Lon Z Si\n",
"211 4.0 49.029667 -123.436500 248.620295 67.85\n",
"212 4.0 49.029667 -123.436500 298.724014 73.00\n",
"213 4.0 49.029667 -123.436500 312.485544 74.76\n",
"227 4.0 49.163333 -123.551500 249.310468 68.35\n",
"228 4.0 49.163333 -123.551500 297.928316 69.99\n",
"229 4.0 49.163333 -123.551500 348.217366 76.12\n",
"246 4.0 49.318833 -123.799667 299.211146 66.73\n",
"247 4.0 49.318833 -123.799667 346.826687 70.58\n",
"261 4.0 49.401833 -124.156000 248.710873 65.86\n",
"262 4.0 49.401833 -124.156000 269.604692 70.17\n",
"276 4.0 49.443333 -124.337167 248.808959 68.77\n",
"277 4.0 49.443333 -124.337167 298.712730 70.83\n",
"278 4.0 49.443333 -124.337167 314.651658 77.02\n",
"311 4.0 49.591667 -124.637833 162.832911 70.41\n",
"324 4.0 49.726500 -124.680333 198.887917 65.16\n",
"325 4.0 49.726500 -124.680333 248.703513 69.50\n",
"326 4.0 49.726500 -124.680333 298.012014 73.43\n",
"327 4.0 49.726500 -124.680333 348.298456 80.74\n",
"341 4.0 49.882500 -124.993833 249.096075 75.41\n",
"342 4.0 49.882500 -124.993833 309.392440 80.29\n",
"352 4.0 49.962500 -125.147167 124.882272 66.16\n",
"353 4.0 49.962500 -125.147167 152.920744 68.27"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chlorophyll"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n",
"data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n",
"data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"log10[Chl+0.01]\n",
"z<15 m:\n",
" N: 50\n",
" bias: 0.02191927727592602\n",
" RMSE: 0.47728303975177266\n",
" WSS: 0.5767947559955457\n",
"z>=15 m:\n",
" N: 22\n",
" bias: -0.052382556623546\n",
" RMSE: 0.2928025403508808\n",
" WSS: 0.5449612864195077\n",
"all:\n",
" N: 72\n",
" bias: -0.000784060860023833\n",
" RMSE: 0.42940670002220394\n",
" WSS: 0.7032349376538956\n",
"\n",
"\n",
"Chl\n",
"z<15 m:\n",
" N: 50\n",
" bias: -0.2656611628264187\n",
" RMSE: 4.898451101025778\n",
" WSS: 0.5238997630795001\n",
"z>=15 m:\n",
" N: 22\n",
" bias: -0.1510370969365944\n",
" RMSE: 0.7196599714471374\n",
" WSS: 0.5111974776437261\n",
"all:\n",
" N: 72\n",
" bias: -0.23063714269341729\n",
" RMSE: 4.101380509278595\n",
" WSS: 0.589837873970668\n"
]
}
],
"source": [
"print('log10[Chl+0.01]')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n",
"print('z>=15 m:')\n",
"et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n",
"print('all:')\n",
"et.printstats(data,'l10_obsChl','l10_modChl')\n",
"print('\\n')\n",
"print('Chl')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n",
"print('z>=15 m:')\n",
"et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n",
"print('all:')\n",
"et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ckJSURMeOHTl8+DCffPJJsZiQyNV2Sj1MIiL5YMWKFfTq1YsKFSoQFxd33TNx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\nJEmSJLWwYZIkSZKkFv8PbYj5/PObWyEAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
"ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n",
"ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[0].legend(handles=ps)\n",
"ax[0].set_xlabel('Obs')\n",
"ax[0].set_ylabel('Model')\n",
"ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n",
"ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n",
"ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[1].legend(handles=ps)\n",
"ax[1].set_xlabel('Obs')\n",
"ax[1].set_ylabel('Model')\n",
"ax[1].set_title('Chl ($\\mu$g/L)')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:python36]",
"language": "python",
"name": "conda-env-python36-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}