{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "from netCDF4 import Dataset, num2date, date2num\n",
    "from pandas.tseries.offsets import DateOffset\n",
    "import json\n",
    "from scipy.optimize import minimize\n",
    "from scipy.stats import pearsonr\n",
    "import scipy.stats as stat\n",
    "import os\n",
    "from scipy.stats.kde import gaussian_kde\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib.patches import Polygon\n",
    "from matplotlib.collections import PatchCollection\n",
    "import glob, sys\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "root=\"\"\n",
    "#root=\"/work/orange/\"\n",
    "import pickle\n",
    "import formatplot\n",
    "import functions_rainfall as fun\n",
    "#from functions_loaddata import loaddata\n",
    "formatplot.myformat(\"neat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import statsmodels.formula.api as sm\n",
    "def fillmonthly(_data):\n",
    "    _data=_data.copy(deep=\"all\")\n",
    "    _outdata=_data.copy(deep=\"all\")\n",
    "    keys=_data.keys()\n",
    "    keys2 = [w.replace('-', '_') for w in keys]\n",
    "    _data.columns=keys2\n",
    "    for i,key in enumerate(keys2):\n",
    "#        print key\n",
    "        for index,row in _data.iterrows(): #iterating through rows\n",
    "            if np.isnan(row[key]):         #if missing value for current key\n",
    "                cm=index.month             #current month\n",
    "                mdata=_data[_data.index.month==cm] #all data for given month\n",
    "                selkeys=keys[~np.isnan(row[keys])] #dropping ones that have no data for current month\n",
    "                selkeys=selkeys[selkeys!=key] #dropping current key\n",
    "                corrs=mdata.corr()[key]            #correlations\n",
    "                selcorrs=corrs[selkeys].nlargest(5)\n",
    "                selkeys=selcorrs.keys() #selecting 5 largest correlations\n",
    "                selkeys=selkeys[selcorrs>0.6] #limiting only to correlations >0.6\n",
    "                if len(selkeys)>0: #if there are stations that correlate - gapfill\n",
    "                    formula=key+\"~\"\n",
    "                    for k in selkeys:\n",
    "                        formula=formula+\"+\"+k\n",
    "                    lmod=sm.ols(formula=formula, data=mdata).fit()\n",
    "                    pred=lmod.predict(row[selkeys]).values[0]\n",
    "                    _outdata[keys[i]][index]=pred\n",
    "                else:\n",
    "                    print key, index\n",
    "    return _outdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def neumannpval(_nt, _stat):\n",
    "    _vals=[]\n",
    "    _nsamp=10000\n",
    "    for r in range(_nsamp):\n",
    "        _x=stat.norm.rvs(size=_nt)\n",
    "        _x=(_x-_x.mean())/_x.std()\n",
    "        _sk=(np.diff(_x)**2).sum()/_nt\n",
    "        _vals=_vals+[_sk]\n",
    "    return float(np.sum(np.array(_vals)<_stat))/_nsamp\n",
    "\n",
    "def buishandpval(_nt, _stat):\n",
    "    _vals=[]\n",
    "    _nsamp=10000\n",
    "    for r in range(_nsamp):\n",
    "        _x=stat.norm.rvs(size=_nt)\n",
    "        _x=(_x-_x.mean())/_x.std()\n",
    "        _sk=_x.cumsum()\n",
    "        _sk2=_sk/(_nt**0.5)\n",
    "        _R=np.max(_sk2)-np.min(_sk2)\n",
    "        _vals=_vals+[_R]\n",
    "    return float(np.sum(np.array(_vals)>_stat))/_nsamp\n",
    "    \n",
    "def buishand(tsref, ts):\n",
    "    #make sure no nans\n",
    "    sel=np.invert((np.isnan(tsref)) | (np.isnan(ts)))\n",
    "    tsref=tsref[sel]#.cumsum()\n",
    "    ts=ts[sel]#.cumsum()\n",
    "#    plt.plot(tsref, ts)\n",
    "    x=ts/tsref\n",
    "    x=(x-x.mean())/x.std()\n",
    "    nt=len(x)\n",
    "    sk=x.cumsum()\n",
    "    sk2=sk/(nt**0.5)\n",
    "    R=np.max(sk2)-np.min(sk2) #no need to divide by std because std is 1\n",
    "    pval=buishandpval(nt, R)\n",
    "    lw=1\n",
    "    col=\"grey\"\n",
    "    if pval<0.01:\n",
    "        lw=3\n",
    "        col=\"black\"\n",
    "    plt.plot(sk2, lw=lw, color=col)\n",
    "        \n",
    "    return R, pval, pval<0.01\n",
    "\n",
    "def neumann(tsref, ts):\n",
    "    #make sure no nans\n",
    "    sel=np.invert((np.isnan(tsref)) | (np.isnan(ts)))\n",
    "    tsref=tsref[sel]#.cumsum()\n",
    "    ts=ts[sel]#.cumsum()\n",
    "#    plt.plot(tsref, ts)\n",
    "    x=ts/tsref\n",
    "    x=(x-x.mean())/x.std()\n",
    "    nt=len(x)\n",
    "    sk=((x.diff()**2).sum()/nt)/x.std()\n",
    "    pval=neumannpval(nt, sk)    \n",
    "    return sk, pval, pval<0.01 #this is different than buishand. Expected value is 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def loaddata(dset):\n",
    "    import functions_rainfall as fun\n",
    "    import pandas as pd\n",
    "    import numpy as np\n",
    "    \n",
    "    reg=\"ext\"\n",
    "    root=\"\"\n",
    "\n",
    "    if reg==\"east\":\n",
    "        bnds=[18.8,19.3,-34.3,-33.3]\n",
    "        region=\"WCWSS dam region\"\n",
    "    elif reg==\"west\":\n",
    "        bnds=[18.31,18.8,-34.4,-33.3]\n",
    "        region=\"Coastal region\"\n",
    "    elif reg==\"all\":\n",
    "        bnds=[18.31,19.3,-34.4,-33.3]\n",
    "        region=\"Cape region\"\n",
    "    elif reg==\"south\":\n",
    "        bnds=[17.0,20.0,-35,-32.5]\n",
    "        region=\"WCWSS dam region\"\n",
    "    else:\n",
    "        bnds=[17,20.2,-34.4,-30.3]\n",
    "        region=\"Western Cape\"\n",
    "\n",
    "\n",
    "    ext=[17,21,-35,-31] #extent of map\n",
    "\n",
    "    if dset==\"SAWS1900\":\n",
    "        perc=0.9\n",
    "        fy=\"1900\"\n",
    "        ly=\"2018\"\n",
    "        timebnds=[fy,ly]\n",
    "        timecoverage=['1900','2018',perc]\n",
    "        timecoverage2=[]\n",
    "        exclude=[]\n",
    "        exclude=['BETTY_S_BAY_SPINNEKOPSNES', 'DIE_PLAAT', 'DISAVLEI', 'JONKERSNEK', u'AVALON']\n",
    "        #exclude=exclude+['S_A_ASTRONOMICAL_OBSERVATORY'] #buis and length\n",
    "#        exclude=exclude+[u'ALGERIA_-_BOS',u'S_A_ASTRONOMICAL_OBSERVATORY', \"DARLING_-_THE_TOWERS\", \"HOPEFIELD\",\"PIKETBERG-SAPD\"] #buis and length\n",
    "#        exclude=exclude+[u'WORCESTER'] #all three tests    \n",
    "#        exclude=exclude+[, u'MAITLAND'] #count, 2015-2017\n",
    "    #    exclude=exclude+[\"WORCESTER\", \"PAARL\"] # large gap\n",
    "        #no station fails Neumann\n",
    "        rangeall=[0,800] #ext\n",
    "        rangeall=[500,1800] #east    \n",
    "        datafile=root+\"/work/data/saws/WC_all_accum-filled_2018.nc\"\n",
    "    #        print datafile, bnds, timebnds, timecoverage, exclude\n",
    "        pr_day,ids,names,lats,lons=fun.readSAWSonefile(datafile, bnds, timebnds, timecoverage,timecoverage2,  exclude) #updated dataset\n",
    "        pr_day['VANRHYNSDORP']['1902':'Oct-1903']=np.nan\n",
    "\n",
    "        \n",
    "    nstat=len(names)\n",
    "    #print names\n",
    "    #print pr_day.shape\n",
    "    suffix=dset+\"_\"+fy+\"-\"+ly+\"_\"+reg\n",
    "\n",
    "    print \"Station selection criteria:\"\n",
    "    print \"dataset: \"+dset\n",
    "    print str(perc*100)+\"% of daily data available in the period of \"+timecoverage[0]+\" to \"+timecoverage[1]\n",
    "    print \"Lat-Lon range:\", bnds\n",
    "    print \"selected: \"+str(nstat)+\" stations\"\n",
    "    print names\n",
    "    print\n",
    "\n",
    "    return pr_day, names, lats, lons, ids, nstat, suffix, fy, ly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "functions_rainfall.py:18: UserWarning: WARNING: missing_value not used since it\n",
      "cannot be safely cast to variable data type\n",
      "  data=ncdset.variables['pr'][:]\n",
      "functions_rainfall.py:18: RuntimeWarning: invalid value encountered in greater\n",
      "  data=ncdset.variables['pr'][:]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Station selection criteria:\n",
      "dataset: SAWS1900\n",
      "90.0% of daily data available in the period of 1900 to 2018\n",
      "Lat-Lon range: [17, 20.2, -34.4, -30.3]\n",
      "selected: 10 stations\n",
      "[u'ROBBEN_ISLAND' u'S_A_ASTRONOMICAL_OBSERVATORY' u'VRUGBAAR' u'WORCESTER'\n",
      " u'HOPEFIELD' u'DARLING_-_THE_TOWERS' u'PIKETBERG-SAPD' u'ALGERIA_-_BOS'\n",
      " u'MERTENHOF' u'VANRHYNSDORP']\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#loading data\n",
    "\n",
    "dset=\"SAWS1900\" \n",
    "\n",
    "pr_day, names, lats, lons, ids, nstat, suffix, fy,ly=loaddata(dset)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#screening\n",
    "\n",
    "#rejecting months with fewer than 28 datadays\n",
    "dx_mon=np.invert(np.isnan(pr_day)).resample(\"M\").sum()\n",
    "pr_mon_raw=pr_day.resample(\"M\").sum()\n",
    "pr_mon=pr_day.resample(\"M\").sum()\n",
    "pr_mon[dx_mon<28]=np.nan\n",
    "pr_year=pr_mon.resample(\"A-Oct\").sum()\n",
    "\n",
    "#kicking out years with any missing month in Mar-Oct\n",
    "temp=pr_mon.copy()\n",
    "sel=np.in1d(temp.index.month, [1,2,11,12])\n",
    "temp.iloc[sel,:]=0\n",
    "temp1=pd.DataFrame(np.invert(np.isnan(temp.values)), index=temp.index, columns=temp.keys()).resample(\"A-Oct\").sum()\n",
    "pr_year[temp1<12]=np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gapfill True\n",
      "ROBBEN_ISLAND 1909-12-31 00:00:00\n",
      "ROBBEN_ISLAND 1931-12-31 00:00:00\n",
      "ROBBEN_ISLAND 1953-12-31 00:00:00\n",
      "ROBBEN_ISLAND 1963-12-31 00:00:00\n",
      "ROBBEN_ISLAND 1965-12-31 00:00:00\n",
      "ROBBEN_ISLAND 2005-12-31 00:00:00\n",
      "ROBBEN_ISLAND 2006-12-31 00:00:00\n",
      "ROBBEN_ISLAND 2018-10-31 00:00:00\n",
      "S_A_ASTRONOMICAL_OBSERVATORY 2018-10-31 00:00:00\n",
      "VRUGBAAR 2018-10-31 00:00:00\n",
      "WORCESTER 1935-03-31 00:00:00\n",
      "WORCESTER 1996-12-31 00:00:00\n",
      "WORCESTER 1997-03-31 00:00:00\n",
      "WORCESTER 2009-12-31 00:00:00\n",
      "WORCESTER 2010-03-31 00:00:00\n",
      "WORCESTER 2010-12-31 00:00:00\n",
      "WORCESTER 2011-03-31 00:00:00\n",
      "WORCESTER 2011-12-31 00:00:00\n",
      "WORCESTER 2012-03-31 00:00:00\n",
      "WORCESTER 2012-12-31 00:00:00\n",
      "WORCESTER 2013-03-31 00:00:00\n",
      "WORCESTER 2013-12-31 00:00:00\n",
      "WORCESTER 2014-03-31 00:00:00\n",
      "WORCESTER 2014-12-31 00:00:00\n",
      "WORCESTER 2015-03-31 00:00:00\n",
      "WORCESTER 2015-12-31 00:00:00\n",
      "WORCESTER 2016-03-31 00:00:00\n",
      "WORCESTER 2016-12-31 00:00:00\n",
      "WORCESTER 2017-03-31 00:00:00\n",
      "WORCESTER 2017-12-31 00:00:00\n",
      "WORCESTER 2018-03-31 00:00:00\n",
      "WORCESTER 2018-10-31 00:00:00\n",
      "HOPEFIELD 1900-12-31 00:00:00\n",
      "HOPEFIELD 1901-12-31 00:00:00\n",
      "HOPEFIELD 1902-12-31 00:00:00\n",
      "HOPEFIELD 1903-12-31 00:00:00\n",
      "HOPEFIELD 1904-12-31 00:00:00\n",
      "HOPEFIELD 1905-12-31 00:00:00\n",
      "HOPEFIELD 1906-12-31 00:00:00\n",
      "HOPEFIELD 1910-12-31 00:00:00\n",
      "HOPEFIELD 2018-10-31 00:00:00\n",
      "DARLING___THE_TOWERS 2018-10-31 00:00:00\n",
      "PIKETBERG_SAPD 1968-01-31 00:00:00\n",
      "PIKETBERG_SAPD 2018-10-31 00:00:00\n",
      "ALGERIA___BOS 1900-03-31 00:00:00\n",
      "ALGERIA___BOS 1901-02-28 00:00:00\n",
      "ALGERIA___BOS 1901-03-31 00:00:00\n",
      "ALGERIA___BOS 1902-02-28 00:00:00\n",
      "ALGERIA___BOS 1902-03-31 00:00:00\n",
      "ALGERIA___BOS 1903-02-28 00:00:00\n",
      "ALGERIA___BOS 1903-03-31 00:00:00\n",
      "ALGERIA___BOS 1904-03-31 00:00:00\n",
      "ALGERIA___BOS 2018-10-31 00:00:00\n",
      "MERTENHOF 1953-03-31 00:00:00\n",
      "MERTENHOF 2018-10-31 00:00:00\n",
      "VANRHYNSDORP 1901-10-31 00:00:00\n",
      "VANRHYNSDORP 1902-01-31 00:00:00\n",
      "VANRHYNSDORP 1902-03-31 00:00:00\n",
      "VANRHYNSDORP 1902-10-31 00:00:00\n",
      "VANRHYNSDORP 1903-01-31 00:00:00\n",
      "VANRHYNSDORP 1903-03-31 00:00:00\n",
      "VANRHYNSDORP 1903-10-31 00:00:00\n",
      "VANRHYNSDORP 1916-10-31 00:00:00\n",
      "VANRHYNSDORP 1917-01-31 00:00:00\n",
      "VANRHYNSDORP 1917-03-31 00:00:00\n",
      "VANRHYNSDORP 1917-10-31 00:00:00\n",
      "VANRHYNSDORP 1918-01-31 00:00:00\n",
      "VANRHYNSDORP 1918-03-31 00:00:00\n",
      "VANRHYNSDORP 1918-10-31 00:00:00\n",
      "VANRHYNSDORP 1919-01-31 00:00:00\n",
      "VANRHYNSDORP 1919-03-31 00:00:00\n",
      "VANRHYNSDORP 1919-10-31 00:00:00\n",
      "VANRHYNSDORP 1920-01-31 00:00:00\n",
      "VANRHYNSDORP 1920-03-31 00:00:00\n",
      "VANRHYNSDORP 1920-10-31 00:00:00\n",
      "VANRHYNSDORP 1921-01-31 00:00:00\n",
      "VANRHYNSDORP 1921-03-31 00:00:00\n",
      "VANRHYNSDORP 1921-10-31 00:00:00\n",
      "VANRHYNSDORP 1937-10-31 00:00:00\n",
      "VANRHYNSDORP 1946-03-31 00:00:00\n",
      "VANRHYNSDORP 1986-03-31 00:00:00\n",
      "VANRHYNSDORP 2018-10-31 00:00:00\n"
     ]
    }
   ],
   "source": [
    "#gapfilling on monhtly basis\n",
    "gapfill=True\n",
    "print \"gapfill\", gapfill\n",
    "\n",
    "prf_mon=fillmonthly(pr_mon)\n",
    "prf_year=prf_mon.resample(\"A-Oct\").sum()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Homogeneity tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculating derived indices \n",
    "pr_yearstd=(pr_year-pr_year.mean())/pr_year.std()\n",
    "prf_yearstd=(prf_year-prf_year.mean())/prf_year.std()\n",
    "pr_yearmean=pr_year.mean(1)\n",
    "prf_yearmean=prf_year.mean(1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "SystemExit",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "An exception has occurred, use %tb to see the full traceback.\n",
      "\u001b[0;31mSystemExit\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/IPython/core/interactiveshell.py:2886: UserWarning: To exit: use 'exit', 'quit', or Ctrl-D.\n",
      "  warn(\"To exit: use 'exit', 'quit', or Ctrl-D.\", stacklevel=1)\n"
     ]
    }
   ],
   "source": [
    "sys.exit()\n",
    "rejectB=[]\n",
    "rejectN=[]\n",
    "rejectC=[]\n",
    "for st in names:\n",
    "    print st\n",
    "    test=buishand((pr_yearstd[fy:ly]).mean(1)+1000, (pr_yearstd[fy:ly])[st]+1000)\n",
    "    if test[2]:\n",
    "        print \"B\", test\n",
    "        rejectB=rejectB+[st]\n",
    "    test=neumann((pr_yearstd[fy:ly]).mean(1), (pr_yearstd[fy:ly])[st])\n",
    "    if test[2]:\n",
    "        print \"N\", test\n",
    "        rejectN=rejectN+[st]\n",
    "    test=np.sum(np.isnan(pr_year[st]))>0.2*len(pr_year[st])\n",
    "    if test:\n",
    "        print \"C\", st, test, np.sum(np.isnan(pr_year[st])), len(pr_year[st])\n",
    "        rejectC=rejectC+[st]\n",
    "print \"rejecting Buishand:\", rejectB\n",
    "print \"rejecting Neumann:\", rejectN\n",
    "print \"rejecting Count:\", rejectC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## summary plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/pandas/plotting/_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
      "\n",
      "To register the converters:\n",
      "\t>>> from pandas.plotting import register_matplotlib_converters\n",
      "\t>>> register_matplotlib_converters()\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting\n",
    "formatplot.myformat(\"neat\")\n",
    "\n",
    "fig=plt.figure(figsize=(8,4))\n",
    "pl=plt.subplot(1,1, 1)\n",
    "\n",
    "fpyr=fy\n",
    "lpyr='2018'\n",
    "\n",
    "pl.plot(pr_yearstd[fpyr:lpyr])\n",
    "pl.set_ylabel(\"total annual\\n rainfall [mm]\")\n",
    "\n",
    "pl.set_title(dset+\" \"+fy+\"-\"+ly)\n",
    "pl.set_xlim(fpyr+\"-01-01\", \"2018-01-01\")\n",
    "xticks=pd.date_range(fpyr+\"-01-01\", \"2018-01-01\", freq=\"10A\")\n",
    "pl.set_xticks(xticks)\n",
    "fig.subplots_adjust(left=0.15, right=0.95, top=0.9, bottom=0.1, hspace=0.7, wspace=0.1)\n",
    "plt.savefig(\"../figures_trend/summary1_\"+suffix+\".jpg\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "fig=plt.figure(figsize=(10,8))\n",
    "pl=plt.subplot(3,1,1)\n",
    "#pl = fig.add_subplot(4,1, 4)\n",
    "pl.plot(pr_day[fpyr:lpyr].index, np.invert(np.isnan(pr_day[fpyr:lpyr].values)).sum(1))\n",
    "pl.set_ylabel(\"n of stations \\n reporting \\ndaily\")\n",
    "pl.set_xlim(fpyr+\"-01-01\", \"2018-10-01\")\n",
    "xticks=pd.date_range(fpyr+\"-01-01\", \"2018-01-01\", freq=\"A\")\n",
    "pl.set_xticks(xticks)\n",
    "pl.set_xticklabels(xticks, rotation=90)\n",
    "pl.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n",
    "pl.set_title(dset+\" \"+fy+\"-\"+ly)\n",
    "\n",
    "pl=plt.subplot(3,1,2)\n",
    "pl.plot(pr_mon[fpyr:lpyr].index, np.invert(np.isnan(pr_mon[fpyr:lpyr].values)).sum(1))\n",
    "pl.set_ylabel(\"n of stations \\n reporting \\nmonthly\")\n",
    "pl.set_xlim(fpyr+\"-01-01\", \"2018-10-01\")\n",
    "xticks=pd.date_range(fpyr+\"-01-01\", \"2018-01-01\", freq=\"A\")\n",
    "pl.set_xticks(xticks)\n",
    "pl.set_xticklabels(xticks, rotation=90)\n",
    "pl.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n",
    "pl.set_title(dset+\" \"+fy+\"-\"+ly)\n",
    "\n",
    "pl=plt.subplot(3,1,3)\n",
    "pl.plot(pr_year[fpyr:lpyr].index, np.invert(np.isnan(pr_year[fpyr:lpyr].values)).sum(1))\n",
    "pl.set_ylabel(\"n of stations \\n reporting \\nannually\")\n",
    "pl.set_xlim(fpyr+\"-01-01\", \"2018-10-01\")\n",
    "xticks=pd.date_range(fpyr+\"-01-01\", \"2018-01-01\", freq=\"A\")\n",
    "pl.set_xticks(xticks)\n",
    "pl.set_xticklabels(xticks, rotation=90)\n",
    "pl.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n",
    "pl.set_title(dset+\" \"+fy+\"-\"+ly)\n",
    "\n",
    "fig.subplots_adjust(left=0.15, right=0.95, top=0.9, bottom=0.1, hspace=0.7, wspace=0.1)\n",
    "plt.savefig(\"../figures_trend/summary2_\"+suffix+\".jpg\")\n",
    "plt.show()\n",
    "\n",
    "prf_mon.to_csv(\"./data/prf_mon\"+dset+\".csv\")\n",
    "pr_yearstd.to_csv(\"./data/pr_yearstd\"+dset+\".csv\")\n",
    "pr_year.to_csv(\"./data/pr_year\"+dset+\".csv\")\n",
    "prf_year.to_csv(\"./data/prf_year\"+dset+\".csv\")\n",
    "prf_yearstd.to_csv(\"./data/prf_yearstd\"+dset+\".csv\")\n",
    "\n",
    "with open(\"./data/data_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([prf_yearstd,lats,lons], outf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(prf_yearstd, color=\"0.7\")\n",
    "plt.plot(prf_yearstd.mean(1), color=\"0\")\n",
    "plt.show()\n",
    "plt.plot(pr_yearstd, color=\"0.7\")\n",
    "plt.plot(pr_yearstd.mean(1), color=\"0\")\n",
    "plt.show()\n",
    "prf_yearstd.to_csv(\"pr-std_1900-2018.csv\")\n",
    "prf_year.to_csv(\"pr_1900-2018.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pr_year.mean(1).rolling(30).mean())\n",
    "plt.plot(prf_year.mean(1).rolling(30).mean())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Individual stations time series\n",
    "Total annual rainfall plotted, original data in grey, screened data in blue. Additionally, count of data days on monthly basis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "SystemExit",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "An exception has occurred, use %tb to see the full traceback.\n",
      "\u001b[0;31mSystemExit\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "sys.exit()\n",
    "formatplot.myformat(\"neat\")\n",
    "\n",
    "fig=plt.figure(figsize=(10,nstat))\n",
    "fpyr=fy\n",
    "fpyr='1900'\n",
    "lpyr='2018'\n",
    "n=0\n",
    "nn=int(np.ceil(nstat/2.))\n",
    "\n",
    "for key in pr_mon.keys():\n",
    "    n=n+1\n",
    "    if n==1:\n",
    "        plt.legend(fontsize=9)\n",
    "    pl=plt.subplot(nn,2, n)\n",
    "    pl.plot(pr_mon_raw[fpyr:lpyr][key].resample(\"A-Oct\").sum(), color=\"gray\", alpha=-.5, label=\"raw\")\n",
    "    pl.plot(pr_mon.resample(\"A-Oct\").sum()[fpyr:lpyr][key], label=\"screened by month\", color=\"red\")\n",
    "    pl.plot(pr_year[fpyr:lpyr][key], label=\"screened by year\", color=\"blue\")\n",
    "    pl.plot(prf_year[fpyr:lpyr][key], label=\"filled\", color=\"black\", lw=0.4)\n",
    "    \n",
    "    pl.set_xlim(fpyr+\"-01-01\", \"2020-01-01\")\n",
    "    xticks=pd.date_range(fpyr+\"-01-01\", \"2020-01-01\", freq=\"2A\")\n",
    "    pl.set_xticks(xticks)\n",
    "    pl.set_title(key, y=0.9)\n",
    "    pl.set_ylabel(\"[mm]\")\n",
    "    pl2 = pl.twinx()\n",
    "    pl2.plot(dx_mon[key], \"o\", markersize=2, color=\"tan\")\n",
    "    pl2.grid(False)\n",
    "    pl2.set_ylim(0,100)\n",
    "    pl2.set_yticks([0,30])\n",
    "    pl2.set_xlim(fpyr+\"-01-01\", \"2018-01-01\")\n",
    "    pl2.set_ylabel(\"days/month\")\n",
    "plt.suptitle(dset+\" \"+fy+\"-\"+ly)\n",
    "fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.5, wspace=0.4)\n",
    "plt.savefig(\"../figures_trend/allstations_ts_\"+suffix+\".jpg\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotsimplemap():\n",
    "#    m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=17.5, llcrnrlat=-35.1,urcrnrlat=-31, llcrnrlon=17.5, urcrnrlon=21.0,epsg = 4269)\n",
    "    m=Basemap(projection='merc',resolution='i', lat_0=-30,lon_0=18.5, llcrnrlat=-35,urcrnrlat=-31, llcrnrlon=17.8, urcrnrlon=20.3,epsg = 4269)\n",
    "    m.fillcontinents(color='0.8', lake_color='white', zorder=0)\n",
    "    m.readshapefile(root+\"/work/data/gis/southafrica/bigsix2d\", \"dams\")\n",
    "    patches   = []\n",
    "    for info, shape in zip(m.dams_info, m.dams):\n",
    "        patches.append( Polygon(np.array(shape), True) )\n",
    "    pl.add_collection(PatchCollection(patches, facecolor= 'deepskyblue', edgecolor='deepskyblue', linewidths=1.))\n",
    "#    m.arcgisimage(service = 'World_Shaded_Relief', xpixels = 500, verbose= False)\n",
    "#    m.drawparallels(np.arange(-36.,-20.,0.5), labels=[0,0,0,0], dashes=[1,1], linewidth=1, color='0.4')\n",
    "#    m.drawmeridians(np.arange(15, 22., 0.5), labels=[0,0,0,0], dashes=[1,1], linewidth=1, color='0.4')\n",
    "\n",
    "    return m\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cluster stations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import FeatureAgglomeration\n",
    "X0=prf_yearstd.values\n",
    "temp=X0.mean(0)\n",
    "X=X0[:,~np.isnan(temp)]\n",
    "n_clusters=2\n",
    "ward1=FeatureAgglomeration(n_clusters, linkage='ward').fit(X)\n",
    "clu=ward1.labels_\n",
    "\n",
    "cols=[\"red\",\"blue\", \"black\", \"grey\", \"green\", \"orange\"]\n",
    "printcols=[]\n",
    "for i in clu:\n",
    "    printcols=printcols+[cols[i]]\n",
    "regnames=[\"South-West\", \"North\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(7,7))\n",
    "pl = fig.add_subplot(1, 1, 1)\n",
    "m=plotsimplemap()\n",
    "pl.scatter(lons,lats, color=printcols, s=50)\n",
    "#m.readshapefile(\"./wcape_regions\", \"regions\", linewidth=2, color=\"grey\")\n",
    "\n",
    "#for i in range(len(lons)):\n",
    "#    pl.text(lons[i]+0.1, lats[i], names[i][0:4], size=8)\n",
    "pl.set_title(\"station clusters 1900-2017\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6]\n",
      "[7 8 9]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(10,6))\n",
    "import statsmodels.nonparametric.api as npsm\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    clustind=clu==i\n",
    "    pl = fig.add_subplot(n_clusters, 1, i+1)\n",
    "    sel=np.where(clu==i)[0]\n",
    "    print sel\n",
    "    pl.plot(prf_yearstd.iloc[:,sel], color=cols[i], alpha=0.2, lw=2)\n",
    "    clumean=prf_yearstd.iloc[:,clustind.flatten()].mean(1)\n",
    "#    plt.plot(clumean.rolling(10).mean(), lw=3, color=cols[i])\n",
    "    x_var=range(len(clumean))\n",
    "    temp=dict(npsm.lowess(clumean.values,x_var, frac=0.1, it=5, missing=\"drop\"))\n",
    "    y_pred=np.array(map(temp.get, x_var)).astype(\"float\").reshape(-1,1)\n",
    "    pl.plot(prf_yearstd.index, y_pred, lw=3, color=cols[i])\n",
    "    pl.set_title(regnames[i])\n",
    "#    pl.plot(prf_yearstd.iloc[:,clustind.flatten()].mean(1), color=cols[i], alpha=1, lw=2)\n",
    "#pl.set_title('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "byclust=[]\n",
    "for i in range(n_clusters):\n",
    "    clustind=clu==i\n",
    "    yvar=prf_mon.iloc[:,clustind].mean(1)\n",
    "    if i==0:\n",
    "        byclust=yvar.copy()\n",
    "    else:\n",
    "        byclust=pd.concat([byclust, yvar], axis=1)\n",
    "byclust.columns=regnames\n",
    "byclust.to_csv(\"./data/regionmean_\"+dset+\".csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "SystemExit",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "An exception has occurred, use %tb to see the full traceback.\n",
      "\u001b[0;31mSystemExit\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/IPython/core/interactiveshell.py:2886: UserWarning: To exit: use 'exit', 'quit', or Ctrl-D.\n",
      "  warn(\"To exit: use 'exit', 'quit', or Ctrl-D.\", stacklevel=1)\n"
     ]
    }
   ],
   "source": [
    "sys.exit()\n",
    "for i in range(n_clusters):\n",
    "    print i\n",
    "    clustind=clu==i\n",
    "    rejectB=[]\n",
    "    rejectN=[]\n",
    "    rejectC=[]\n",
    "    for st in names[clustind]:\n",
    "        print st\n",
    "        test=buishand((prf_year[fy:ly][names[clustind]]).mean(1)+1000, (pr_year[fy:ly])[st]+1000)\n",
    "        if test[2]:\n",
    "            print \"B\", test\n",
    "            rejectB=rejectB+[st]\n",
    "        test=neumann((prf_year[fy:ly][names[clustind]]).mean(1), (pr_year[fy:ly])[st])\n",
    "        if test[2]:\n",
    "            print \"N\", test\n",
    "            rejectN=rejectN+[st]\n",
    "    print \"rejecting Buishand:\", rejectB\n",
    "    print \"rejecting Neumann:\", rejectN\n",
    "#    sys.exit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#annual trand on relative values\n",
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(12,5))\n",
    "i=0\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    print i\n",
    "    pl = fig.add_subplot(2,2,i+1)\n",
    "    clustind=clu==i\n",
    "    xvar=pr_year['1981':'2018'].index.year\n",
    "    yvar=pr_year['1981':'2018'].iloc[:,clustind].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "\n",
    "    color=\"red\"\n",
    "    pl.plot(xvar, yvar, color=\"aqua\")\n",
    "    pl.plot(xvar, res['trend'], \"r\", color=color, lw=2)\n",
    "    #pl.plot(xvar, res['trendCI_high'], \"r--\")\n",
    "    #pl.plot(xvar, res['trendCI_low'], \"r--\", label=\"95% CI, autocorrelation correction\")\n",
    "    pl.set_ylabel(\"total annual rainfall [% MAP]\")\n",
    "    pl.set_title(regnames[i])\n",
    "    pl.text(0.,0.9,\"trend: \"+str(np.round(res['slope']*10, 2))+\" %/decade\", transform=pl.transAxes, color=color,weight = 'bold')\n",
    "    pl.text(0.,0.8,\"p-value: \"+str(np.round(res['pvalue'],2)), transform=pl.transAxes, color=color,weight = 'bold')\n",
    "\n",
    "\n",
    "    color=\"red\"\n",
    "    xvar=pr_year['1981':'2014'].index.year\n",
    "    yvar=pr_year.iloc[:,clustind]['1981':'2014'].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "    pl.plot(xvar, res['trend'], \"r\", color=color, lw=0.7)\n",
    "    #pl.plot(xvar, res['trendCI_high'], \"r--\")\n",
    "    #pl.plot(xvar, res['trendCI_low'], \"r--\", label=\"95% CI, autocorrelation correction\")\n",
    "    pl.text(0.5,0.9,\"trend: \"+str(np.round(res['slope']*10, 2))+\" %/decade\", transform=pl.transAxes, color=color)\n",
    "    pl.text(0.5,0.8,\"p-value: \"+str(np.round(res['pvalue'],2)), transform=pl.transAxes, color=color)\n",
    "\n",
    "\n",
    "plt.setp(pl.xaxis.get_majorticklabels(), rotation=90)\n",
    "fig.subplots_adjust(left=0.1, right=0.95, top=0.9, bottom=0.2, hspace=0.05, wspace=0.3)\n",
    "plt.savefig(\"../figures_trend/trendmeanperc_\"+suffix+\".jpg\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "-0.06421988351004464\n",
      "-0.031103562335578764\n",
      "1\n",
      "0.1109915340647978\n",
      "0.1764548972800926\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#annual trand on relative values\n",
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(12,5))\n",
    "i=0\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    print i\n",
    "    pl = fig.add_subplot(2,2,i+1)\n",
    "    clustind=clu==i\n",
    "    xvar=pr_year['1900':'2018'].index.year\n",
    "    yvar=prf_year['1900':'2018'].iloc[:,clustind].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "\n",
    "    color=\"red\"\n",
    "    pl.plot(xvar, yvar, color=\"aqua\")\n",
    "    pl.plot(xvar, res['trend'], \"r\", color=color, lw=2)\n",
    "    #pl.plot(xvar, res['trendCI_high'], \"r--\")\n",
    "    #pl.plot(xvar, res['trendCI_low'], \"r--\", label=\"95% CI, autocorrelation correction\")\n",
    "    pl.set_ylabel(\"total annual rainfall [% MAP]\")\n",
    "    pl.set_title(regnames[i])\n",
    "    pl.text(0.,0.9,\"trend: \"+str(np.round(res['slope']*10, 2))+\" %/decade\", transform=pl.transAxes, color=color,weight = 'bold')\n",
    "    pl.text(0.,0.8,\"p-value: \"+str(np.round(res['pvalue'],2)), transform=pl.transAxes, color=color,weight = 'bold')\n",
    "    print res['slope']\n",
    "\n",
    "    color=\"red\"\n",
    "    xvar=pr_year['1900':'2014'].index.year\n",
    "    yvar=prf_year.iloc[:,clustind]['1900':'2014'].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "    pl.plot(xvar, res['trend'], \"r\", color=color, lw=0.7)\n",
    "    #pl.plot(xvar, res['trendCI_high'], \"r--\")\n",
    "    #pl.plot(xvar, res['trendCI_low'], \"r--\", label=\"95% CI, autocorrelation correction\")\n",
    "    pl.text(0.5,0.9,\"trend: \"+str(np.round(res['slope']*10, 2))+\" %/decade\", transform=pl.transAxes, color=color)\n",
    "    pl.text(0.5,0.8,\"p-value: \"+str(np.round(res['pvalue'],2)), transform=pl.transAxes, color=color)\n",
    "    print res['slope']\n",
    "\n",
    "plt.setp(pl.xaxis.get_majorticklabels(), rotation=90)\n",
    "fig.subplots_adjust(left=0.1, right=0.95, top=0.9, bottom=0.2, hspace=0.05, wspace=0.3)\n",
    "plt.savefig(\"../figures_trend/trendmeanperc_\"+suffix+\".jpg\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#annual trand on relative values\n",
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(10,3))\n",
    "pl = fig.add_subplot(1,1, 1)\n",
    "i=0\n",
    "\n",
    "xvar=pr_year['1900':'2018'].index.year\n",
    "yvar=prf_year['1900':'2018'].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "\n",
    "color=\"red\"\n",
    "pl.plot(xvar, yvar, color=\"aqua\")\n",
    "pl.plot(xvar, res['trend'], \"r\", color=color, lw=2)\n",
    "#pl.plot(xvar, res['trendCI_high'], \"r--\")\n",
    "#pl.plot(xvar, res['trendCI_low'], \"r--\", label=\"95% CI, autocorrelation correction\")\n",
    "pl.set_ylabel(\"total annual rainfall [% MAP]\")\n",
    "pl.set_title(\"Mean of \"+str(nstat)+\" stations \"+dset+\" \"+fy+\"-\"+ly)\n",
    "pl.text(0.,0.9,\"trend: \"+str(np.round(res['slope']*10, 2))+\" %/decade\", transform=pl.transAxes, color=color,weight = 'bold')\n",
    "pl.text(0.,0.8,\"p-value: \"+str(np.round(res['pvalue'],2)), transform=pl.transAxes, color=color,weight = 'bold')\n",
    "\n",
    "\n",
    "color=\"red\"\n",
    "xvar=pr_year['1900':'2014'].index.year\n",
    "yvar=prf_year['1900':'2014'].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "pl.plot(xvar, res['trend'], \"r\", color=color, lw=0.7)\n",
    "#pl.plot(xvar, res['trendCI_high'], \"r--\")\n",
    "#pl.plot(xvar, res['trendCI_low'], \"r--\", label=\"95% CI, autocorrelation correction\")\n",
    "pl.text(0.3,0.9,\"trend: \"+str(np.round(res['slope']*10, 2))+\" %/decade\", transform=pl.transAxes, color=color)\n",
    "pl.text(0.3,0.8,\"p-value: \"+str(np.round(res['pvalue'],2)), transform=pl.transAxes, color=color)\n",
    "\n",
    "\n",
    "plt.setp(pl.xaxis.get_majorticklabels(), rotation=90)\n",
    "fig.subplots_adjust(left=0.1, right=0.95, top=0.9, bottom=0.2, hspace=0.05, wspace=0.3)\n",
    "plt.savefig(\"../figures_trend/trendmeanperc_\"+suffix+\".jpg\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "-0.064220610119\n",
      "-0.0311034066336\n",
      "1\n",
      "0.110991534065\n",
      "0.17645517985\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#annual trand on relative values\n",
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(5,3))\n",
    "i=0\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    print i\n",
    "    clustind=clu==i\n",
    "    xvar=pr_year['1900':'2018'].index.year\n",
    "    yvar=prf_year['1900':'2018'].iloc[:,clustind].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "    x=i+1\n",
    "    pl.plot(x-0.1, res['slope'], \"x\", color=\"b\")\n",
    "    pl.bar(x-0.1+0.01,res['CI_high']-res['CI_low'], 0.05, res['CI_low'])\n",
    "    print res['slope']\n",
    "    \n",
    "    xvar=pr_year['1900':'2014'].index.year    \n",
    "    yvar=prf_year['1900':'2014'].iloc[:,clustind].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "    pl.plot(x+0.1, res['slope'], \"x\", color=\"b\")\n",
    "    pl.bar(x+0.1+0.01,res['CI_high']-res['CI_low'], 0.05, res['CI_low'])\n",
    "    print res['slope']\n",
    "    \n",
    "pl.set_xbound(0,3)\n",
    "pl.axhline(0, color=\"0.7\")\n",
    "plt.setp(pl.xaxis.get_majorticklabels(), rotation=90)\n",
    "fig.subplots_adjust(left=0.1, right=0.95, top=0.9, bottom=0.2, hspace=0.05, wspace=0.3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "Jan\n",
      "Feb\n",
      "Mar\n",
      "Apr\n",
      "May\n",
      "Jun\n",
      "Jul\n",
      "Aug\n",
      "Sep\n",
      "Oct\n",
      "Nov\n",
      "Dec\n",
      "1\n",
      "Jan\n",
      "Feb\n",
      "Mar\n",
      "Apr\n",
      "May\n",
      "Jun\n",
      "Jul\n",
      "Aug\n",
      "Sep\n",
      "Oct\n",
      "Nov\n",
      "Dec\n"
     ]
    }
   ],
   "source": [
    "#annual trand on relative values\n",
    "i=0\n",
    "trendseas1=[]\n",
    "trendseas2=[]\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    print i\n",
    "    clustind=clu==i\n",
    "    for m,so in enumerate([\"Jan\",\"Feb\",\"Mar\", \"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]):\n",
    "        print so\n",
    "        prf_seas=prf_mon.iloc[:,clustind].resample(\"Q-\"+so).sum()\n",
    "        prf_seasmean=prf_seas.mean(1)\n",
    "        ind=np.where(prf_seas.index.month==m+1)[0][0]\n",
    "        q=prf_seasmean.index.quarter[ind]\n",
    "        xvar=prf_seasmean['1900':'2018']\n",
    "        xvar=xvar[xvar.index.quarter==q].index.year\n",
    "        yvar=prf_seas['1900':'2018']\n",
    "        yvar=yvar[yvar.index.quarter==q].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    #    yvar=pr_seas['1900':'2018'][pr_seasmean.index.quarter==m].mean(1).values\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "#        res=fun.trend_CI(xvar, yvar, trendtype=\"linreg\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        trendseas1=trendseas1+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "\n",
    "        xvar=prf_seasmean['1900':'2014']\n",
    "        xvar=xvar[xvar.index.quarter==q].index.year\n",
    "        yvar=prf_seas['1900':'2014']\n",
    "        yvar=yvar[yvar.index.quarter==q].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    #    yvar=yvar[yvar.index.quarter==m].mean(1).values\n",
    "#        res=fun.trend_CI(xvar, yvar, trendtype=\"linreg\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        trendseas2=trendseas2+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "    #annual\n",
    "    xvar=prf_year['1900':'2018'].index.year    \n",
    "    yvar=prf_year['1900':'2018'].iloc[:,clustind].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "    trendseas1=trendseas1+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "    \n",
    "    xvar=prf_year['1900':'2014'].index.year    \n",
    "    yvar=prf_year['1900':'2014'].iloc[:,clustind].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "    trendseas2=trendseas2+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "\n",
    "trendseas2=np.array(trendseas2)\n",
    "trendseas1=np.array(trendseas1)\n",
    "\n",
    "\n",
    "with open(\"./data/trendseas_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([trendseas1,trendseas2], outf) \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uKiK9gKdU1ZNsHcdxHMepOVkSbFdU1QmYNY2qLqCpBe04juM4jlMzsiTYfiIiK5ASIEVkODC3GgcXkWuwYWzvqepGBdYH4CLgm8CnwGGq+mQ1ju04juM4Tucgi2flOGwU0FdF5CFsGOrPqnT864DdSqzfHVgn/R0FXFal4zqO4ziO00lo1VhR1WnADti4dgE2VNVnq3FwVf0XMKfEJnsBN6hqVNV/A/1EZGCJ7R3HcRzH6WJkmRvoCWy46U2q2lB7kZqwKvBW3veZadnsdpbDcRzHcZwOIkvOygHYsLXHk+FyLfBPVW2P6ZoLFfwqdFyfOtpx6otaFutzfXec+qOmBTqzFIV7FThJRE7BkmGvARal5NiLVLVUGKdSZmLj7XOsBsxqvlFDQ9scPv379y9rP2+jvtuoBxm8jab71YJyzsfvLW/D26htG7XUecjmWUFENsG8K98E/oxNPDcCmIhVOKwVdwA/FZGbgWHAXFX1EJDjOI7jdCOy5KxMAz4ErgZ+raq5+R0eFZHtKjm4iNwEjARWFJGZwKlAbwBVvRwrr/xN4FVs6PLhlRzPcRzHcZzORxbPyn6q+lqhFaq6TyUHV9UDW1kfgZ9UcgzHcRzHcTo3WXJWChoqjuM4jtPZ+fLLL3nrrbf49NNPaW36mWLMmmWplIsWLSpbjs7QRgiB3r17s8IKK9CzZ8+yj1EOmXJWHMdxHKcr8tZbb9G7d28GDRqETeDcdnIv7oULy5+JpjO0EWPk448/5oMPPuArX/lK2ccoh5JF4USkh4hs217COI7jOE578vnnn9O3b9+yDZXuRAiB5ZZbji+//LLdj13SWFHVRcAF7SSL4ziO47QrMUY3VNpACKHscFklZJkb6J8i8t00qaDjOI7jOFVi7ty5XH311Y3fZ8+ezaGHHgrA1KlTOeCAAwC48cYbGTt2bIv9b731VkaMGMGIESPYZZddeO655xrX3X///Wy99dZsueWW/P73v29cfuWVV7LlllsyYMAAPvjgg8blH330Efvvvz/bbbcd22yzDX/605+qfr7lkiVn5VhgWWChiHyGVamLqtq3ppI5juM4TjvTf8CAqrbXMKd03dScsXLUUUcBMHDgQK6//vrM7a+++urceeed9OvXj4kTJzJmzBjuu+8+Fi5cyNixY7n99tsZNGgQO+20E7vtthvrrbcew4YNY9ddd2WPPfZo0tZVV13Fuuuuyy233MK7777L1ltvzX777ccSSyzR9hOvMllGAy3XHoI4juM4Tnfj9NNPZ8aMGYwYMYKRI0fygx/8gAMOOICHH3440/7Dhg1r/LzVVls1juaZNm0aa665JkOGDAFgn3324e6772a99dZjk002KdhWCIF58+YRY+STTz6hf//+9OpVH+NwshSFC8D3gTVV9UwRGQwMVNXHai6d4ziO43RhTj31VF588UWmTp0KwOuvv152W+PHj2fnnXcGLJy06qqrNq4bNGgQ06ZNK7n/kUceyUEHHcS6667LvHnzuPrqq+nRI0u2SO3JIsUfgG2A76Xv84BLayaR4ziO4zhtYsqUKYwfP54zzjgDoGASbGuJxBMnTmTjjTfmP//5Dw8++CBjx47lo48+qom8bSWLsTJMVX8CfA6gqg1AxwewHMdxHMdh+vTpjBkzhptuuokBKedm0KBBvP32243bzJo1i1VWWaVkOzfeeCN77LEHIQTWWmst1lhjDV555ZWayp6VLMbKlyLSkzQtu4isBJRfHs9xHMdxHAD69OnDvHnzyt5/5syZHHLIIVx22WWsvfbajcu32GILXnvtNd544w2++OILbr/9dnbbbbeSba222mo8+OCDALz33nu8+uqrjTkvHU0WY+Vi4C/AyiJyNjAV+G1NpXIcx3GcbsCAAQMYNmwYw4cP5+STT27z/uPGjWPOnDn88pe/ZMSIEeywww4A9OrVi3HjxrHvvvsyfPhw9t57b9Zff30AVJUNN9yQWbNmsf3223PMMccAcPzxx/Poo4+yzTbbsPfee3PqqaeywgorVO9kKyBkKe4iIusBO6WvE1X1xZpK1UYaGhraVKGmf//+uf3KPqa3UX9t1IMM3kbjfjWry9RWfQe/t7yN4syaNYvBgwfXdZn7emtj5syZrLbaak2W1VLnIfvcQMsAuVDQ0rUTx3Ecx3EcpymthoFE5DfA9cAAYEXgWhFpu6/KcRzHcRynDLJ4Vg4ENlfVzwFE5FzgSeCsWgrmOI7jOI4D2YyVGcBSpKHLwJLAf2slUC3pP8Dim7T/HEyO4ziO45RJFmNlPjBdRO7DXvO7AFNF5GIAVT2mhvI5juM4jtPNyWKs/CX95ZhcG1G6D+7hcRzHcZzsZJnIMPv0j90ANzQcx3GcajF37lxuu+22xlmXZ8+eza9//Wuuv/56pk6dyiWXXMLNN9/MjTfeyNNPP824ceOa7H/rrbdy0UUXAVZg7sILL2SDDTYA4P777+fEE09k4cKFHHzwwfz85z8H4Morr+Tyyy/n9ddf55VXXmmspTJ16lQOOugg1lhjDWKMfPvb32bs2LHtdSlKUh/TKXYQ/QcMaHX67nrFjSbHcZzq0/hsrRINc0rXgJk7dy5XX311o7EycOBArr8+u49g9dVX584776Rfv35MnDiRMWPGcN9997Fw4ULGjh3L7bffzqBBg9hpp53YbbfdWG+99Rg2bBi77rore+yxR4v2ttlmGyZMmFBRrZZaUB/TKTqO4zhON+T0009nxowZjBgxgpNPPpk333yTbbfdNvP+w4YNo1+/fgBstdVWzJo1C4Bp06ax5pprMmTIEJZYYgn22Wcf7r77bgA22WQTVl999eqfTA1xY6VC+qdJoxynnug/oD/UtJ6k4zjV4NRTT2XIkCFMnTqVs86qrCLI+PHj2XnnnQELJ6266qqN6wYNGsTs2bNbbeOxxx5ju+22Y7/99uPFF+unWH2rYSAR+RrwS2CN/O1VdccaytWt6MzhKMdxHKfjmTJlCuPHj+fee+8FoNBUOiGU7sFssskmPP/88/Tp04d77rmHgw8+mCeeeKIm8raVLDkrtwKXA1cCVQ1iichuwEVYKf+rVPXcZusPA84DcvNcX6KqV1VTBsdxHMfpzEyfPp0xY8bw5z//mQEDBrBw4UIGDRrE22+/3bjNrFmzWGWVVUq207dv38a5gXbZZReOP/54Pvjgg7qYzDCLsbJAVS+r9oFFpCdwKVa3ZSbwuIjcoaovNNv0FlX9abWP39Vw74zjOE7no0+fPsybN6/s/WfOnMkhhxzCZZddxtprr924fIsttuC1117jjTfeYODAgdx+++1cccUVJdt69913GThwICEEpk2bxqJFixhQJ6kOWYyVv4vIj7FaK/NzC1W10jfj1sCrqvoagIjcDOwFNDdWWiU382Y5VLJvV2ujHmSoRhv1IENdtZF72GSYYb2WclSLjtT3uvlNvY2qtZFLSM15FKpNa+2utNJKDB8+nOHDh7Pzzjvzwx/+kBACPXv2pEePHgU/53PeeecxZ86cxiHGPXv25MEHH6Rnz56cf/757LvvvixcuJCDDjqIjTbaCIDLL7+ciy66iHfffZftt9+eXXbZhUsuuYQ777yTq6++ml69erHUUktx7bXX0qtXSzOhR48e7f5MCIXiWvmIyOsFFkdVXauSA4vIvsBuqnpk+n4wMCzfi5LCQOcA/wNeBn6hqm8VkifTQXPhutzWIbT9Ad6V2nC6Lvn3Ry5O3b73Ry3Te/1Gd6rG9OnTGTx4cEeL0al466232HDDDZsvrmlKf5aicGvW6NiFTqz5Q+jvwE2qOl9EfoTN/twisbehofQ49hz9aWkJZt23K7bR2FaykMvdv17aqAcZ6qWNat0f5cpRy15Xe55Htfb3Nuq3jRyV1BXJeTu6SxuLFi1qcc1r7WnJVBRORDYCNsAmNARAVW+o8NgzgXxzdjVgVv4GqvpB3tcrgd9VeEzHcRzHcToZWYYunwqMxIyVu4DdgalApcbK48A6IrImNtrnAOB7zY49UFVzA8P3BOpn0LfjOI7jOO1ClqJw+wI7Ae+o6uHApsCSlR5YVRcAPwXuxYyQCao6XUTOEJE902bHiMh0EXkGOAY4rNLjOvVH/wH9q17i2nEcJwshhII1SZzCxBhbrddSC7KEgT5T1UUiskBE+gLvARUl1+ZQ1bswb03+st/kfT4BOKEax3Icx3Gc5iy11FJ89NFHLLvssh3yEu5MxBj5+OOP6d27d7sfO4ux8oSI9MNyRqYB84DHaiqV0y74ZIiO43R3Bg8ezFtvvcWsWbPK9rD06GFBikWLFpUtR2doI4RA7969O6RIXJbRQD9OHy8XkXuAvqr6bG3FcrozXuDOcZz2onfv3qy11lodPiqpK7VRC7Ik2Abg+8BaqnqGiKwuIlurarfyrix58ZIs3LzZUK5JYNMmtV8b9YZ7ZxzHcZxakyXB9g/ANsCB6fvHWJn8bsXCzRey7BHLLl4wCRgNNqip/dpwuj4+Y7LjOE5Tshgrw1T1J8DnAKraACxRU6nqkAXbL+CTaz5ZvGA0MAFgcru2seTFS9JrSjOHWCf3zlQDf8E7tcLvLcfpeLIYK1+mSQcjgIisBJSfvdMBVOsFv2D7BYu/HA2Marssi9sYB7tPatJGrylTWPLii0vuX0vvTP86mbCqGnSlc+ko/CXtOE69kMVYuRibxPArInI2VhDutzWVqso0fcGPgwsnNXnBZzESbLs8g+cyksHTNha3MRT+ONpkSTIse8QRLNx885L7V8M7U0vcSOhYChrmjKS7e94cx+nctGqsqOqfgLHYhIKzgb1V9dZaC1ZNmr7gh8Lxo+GEScDkzEZCrym9mho8J+QMnpFpfesGT9M2RsH5E0wW1mDZI47gk2uuYcH222c6n0bK9PA4XZOCnjcmUKnnrf+AAW6I4tfBcTqKLJ4VgHeBKcDDwNIiskXtRKoNi1/wo+CgCXDOaIDMRkLPp3o2NXjOyRk8QzMbPE3bAI4dBQcdDbzB/MMPz2SoQHU8PE7XpKDnjdHUi+fNKR8PyzndmVaNFRE5E3gWCwddkP7Or7FcVafJC/7uUbD70QCZjYT5x8xvavBMyBk852U2eJq2AUyaBHdfBsCS115LrylTMp1HpR6eesGThWtDC8+bGyqO43RyslSwHQ18VVW/qLUwtaLpCx57wR9/GbAGS157LQu23z6zV6ORUaPg6KPhzDPb5BVZzCQYPdqMnh135JNrrslk9OS8M8vttRyLPTwT4LjFHp5PrrmmjbJ0DPU2lLsaNWOqXXcmF3JoS5G8Fp43RuIGi+M4nZksYaDngX61FqSWNA2/TLIX/PkTgNGNRkIWr0YTJk2Cy9rmFWnK42aojLKEkwXbb88n11xDz6eeKrlXNTw89UK9Jwt3RloY5hNy/4zsGIEcwEM4jlMpWTwr5wBPicjzwPzcQlXds/gu9cX8Y+bnfcszEo7bkQXbn9BoJGR/yZfnFWnK2BaJse3l4amnSrpNh3IPbTTewEJaPZ96ivnHHNPucnVWmnreSPfYaGBo5jYK3h+MbFMb9YJXWO6a+O/a/chirFwP/A54jk5WX6Uw1TASintF2t2r0czDk+Vc6in80mIo92YT0vJsIa1CL1ZrszLDq5zwSz3Q1DDPMTn9ZZvAvPiIotEVSudA5723HKcjyWKsvK+qnSNjs92oklekYsrz8OTCL42971z4ZcfJmY9cDe9MNYZyF3qx2veOn8Kgs76UCt4fPqKoruis9xa4V8QpjyzGyjQROQe4g6ZhoCdrJpWTkfI9PJXWaqmGd6ZFyOLYUfD00TD+TOYffnzmmjPNX6z2fXJmObou42BS09BN1tBai/vjzMnVF68D8Bm9649qGF6d2XhzspElwXZzYDhWtbbTDl3umoxtkuMBZrBkyfGotFZLNZJjqzGUOyeLYVMY5LfZmYZyV5+h5nlLZK0HZNvm7o9xcNEk8hN0u/c1dbpKsnD/Af0Xe3mcuqdVz4qqen3ULkbBESN5tVqyUt3k2PKTlpvnvSz5tesaZehMQ7mrz6jG6wnZCyA2vT+GQhgNXJHWdfdr2rnxEIzTWclawdbpQjQdyj0OmJS8IhYyaPtcSeXNc9SU8oZyF8p7Wfo3h9FrqhwiAAAgAElEQVTWKQzqgZrM65NnQGYdLdb0/hgFf5kA7A/M73TX1HG6A93BS+TGSjekafglFyqYBJxX5lxJ5c9ztJjyQlqFpjD4Yr8jaMsUBvUy+V9N5vWZtDi+lzW01iI8N2oU8CXwSJkFEDsn9XJf1DNdaa6krnQu5VDvBk9RY0VE9kv/r9l+4jjtTwoVjK5kriTKnueoUgrlvfR+4Gog+8u5VpP/tZXqz+szqUnOSkUFEBPlFUDsnNTLfeE4TmnPSq4ow5/bQ5DOQsOcBhrmNHR4G1UlV1iOcudKouzk2OpiL+dcPkXWl3M1jIRq9cKrO69PCq01tp0ttNaUKhk8nRCfFLK6VGMuMJ9PrPtSylj5QEQmAWuKyB3N/9pLQKcwVTV4Kp46IC85lo58odnLOWdsteXlXKmRUK1eeOF5fcql/NFii6mGwdN5aT7SLP++8FFRbaMa5Q5atCHjYO9JTdrw36U6Ia16C4mVGg30LWALYDw2XLnqiMhuwEVAT+AqVT232folgRuALYEPgP1VdUYtZOlIOrY2QDWmDqiXir6pWF/DYiMua7G+Sif/q0YhtYKjtHbs6Mqx9VIAsWNokUTOpsAzXWJUVHvXJmmhI98eB2cOheMmN27T2ijCFm3cnBut9n7j/u35u/joqvajqGdFVb9Q1X8D26rqg8CTwDRVfTB9rwgR6QlcCuwObAAcKCIbNNvsB0CDqq4N/B9W9t+pKuWNwmlKNXrwHUdTI2GczcqdN/lf1p5apd6ZgqO08ub18R5j+1IwiZyZtPdIs66U6NtER76bZo1PZE3ub9LGmNxoNSPL7+KhpM5JiLG0SSgiG2HelQFYKaD/AYeq6vOVHFhEtgFOU9Vd0/cTAFT1nLxt7k3bPCIivYB3gJVUtYnQ06ZNc7vWceqILbfcsmZlw1zfHaf+qKXOQ7ahy1cAx6rqGqq6OnAcuQpRlbEq8Fbe95lpWcFtVHUBMBdYoQrHdhzHcRynk5BlbqBlVbVx7KKqThaRZUvtkJFCVljzHlOWbVhrrbXadOD+/S3O2NBQfoJqvbVBCG2OPbeIt3ZQG41tVelcGhoaypoDpsm5BLv1Pjv+eD4/8cRW981N7NgYS49AGAUMpWFOttmOqyFHqTbK+V3yf5Ny26g2WfS96e8xDiYOBUbBjmNpmHNCmyos27WcBCuOhvctN+Ljv/2tTaGgavwe1sY4OHgojN+xsY22n0v5cvSa0mvxNe07FD46A5icSY6COnLhJDjuW8BnLFphhUwhnCZtTJwE3xkNc3cCbmnT79J4LQ6eBHeX99sWev5B265pPbSx+HcFViTly5X/LK8FWTwrr4nIKSIyJP2dDLxehWPPBAbnfV8NmFVsmxQGWh6on6vndE0qLqQ2LrUxGTgPKDPfpIL6Jg1zGrp10l/TUSND7YWWRo1UVGE50d6jogon+pZbLbp8mhSTXLA4gTyLHAXLHZwzGvgMyDaKsEUbjz+eclZuSfJlr3zdyN2j4IS25b10NVqMestLQayXXLksxsoRwErA7elvReDwKhz7cWAdEVlTRJYADsBmds7nDuDQ9HlfYGLzfBXHqCcLuFLqYnRUorxh2OVPIFhdOapHw5w5neoea1ojZRTECWnUyOR2rbBcDaqR6FutJN3FbYyCXhOA3kCZL/jHq2AAjm3771Jw1N05o4A1gOy1proS1Z06pTZkmciwAai6RqrqAhH5KXAvNnT5GlWdLiJnAE+o6h3A1cB4EXkV86gcUG05nMrI1XrpT8eWaW6Y07A4ZFERjzeZ/K+8YdjlTSBYfTm6Ny1GjXA0nHlmu76McmELYxxMGooZCYtHeLUWwsmNEmt00x87Co7rg1WLPj7TuRSvA5R9WHyLl/xfR8GOPwMuLO+ajh3bYlF7DItvcT1HYSMAj3sPMC9mdxueX92pU2pDq6OBOgMNDQ1tOol6yzeplzY6Kt+keRvlnkv+/tXKWWnPvJdqygHVyTcp9zfp379/zUYGZNX3JnH4vpPMszL3/Uy5EflU8nvkXgQ9PugBTILlR8PcK4CL+fhvvygv72XipEYjti3n0iIv4f1R5PJNslAwX2THXYGtWLTCy+Xl70DH53lMTF7MbpqzUjCX6JDfwPgz2/TsqqXOg09k6FSZegkVdLgc3XQ+nXqhaW8xGSrRaue0Z0itYDiK/Sk/HFV+eLDSOkBN80VyctgElx0dpqyIMsJR9VKrpRpy1OfUKS1xY8Vxqk595Zt0R5oW2EtJmH+10VntnRzbMhz1JVBubkT5eR6LX2rj4KJJ5E/l0PYkyi40DUMZeS/VmDqgGlRfjnqZOqUlWYYuAyAiewAnA0sCV6jqH2omleN0APWS91I9Obov84+Zn/ctf8qA84AT2jUnoUnP96JJWFLql2XmRpQ3/UFTT1OuRP0VaV05Jeq79zQMBafXmADsOLmTy1EvU6e0pKhnRUQ2bbboYGA4Nl/Q0bUUynE6N517+gGnehQMR3EL7R2OauppypWo3x+YX1dJlJ2JJh6zTXPTYyymNW9VtUJJLcJ7o4pumoH6fXaVCgP9WESuEJFV0ve3gLOBM2hZD8VxHMdpRsFwFBfT3uGoFnkJo3LhqEfafahuNWaMb95GRwytb2JoPJ5q+TSua33Ib7VCOC0mYZ1UdNOSVON3qSWlJjIUbKJBFZFTgFOAicBjwJ7tI57TnnR4Uqrj1CGVFNhraiTkeq2TyRUL7LBeax0lgHe2Gj5QZBh3bFvdmabJ1ywO4VQyU/s+41Lxw5F529RHUbdKKZlgq6rPqOpewNNYgbaBqnqHqs4vtZ/jdHbKfYB298qxTmfAE8ArpanHDAu9/HUUsBWQPXm60lBSCzkOyOUjrdy4f7lF3erNgCyVs/IjEXlKRJ4ElgV2A/qLyL0i4sFNx3G6HZ3RC9CSykbydBWDvJKwR4uwGmCGxiNAdm9VpaGkguG9vOkHulI+UsmcFVXdHEuq/aWqLlDVi7Eqst9pF+kcx3GcKlO/SZSdlklt91ZVI5RUkLzftitNHVDKWHlbRM4Efgu8lFuoqg2qemzNJXMcx3Hqmq7haTIqOpcyCstVK5TUgjrKR6ompeqs7AXsiqWM39c+4jiOU226ysvEceqWMuY5aloLKEfTUFKba9cU8fB0hVBQKc/KAFX9u6reo6oLC22QN6zZcRzHqXO6Sr5Jl6SMUFILqjGTdZ1Syli5K8P+WbZxHMdxHKcU1TA0ypg6oLNQKgy0qYh8VGJ9AEqtdxynQjyEU1068/X0aRjqj9xoov5U4XcpI5TUnShqrKhqz/YUxHG6Gp35xdhVqOrLpI7we8vpbmSeyNBxHMfpOrjB43Qm3FhxHMdxnCrgBmDtKFlu33Ecx3Ecp6Mp6lkRkQGldlRVNyEdx3EykJ8c671vJ5+umldVbUqFgaZhI/IDsDrQkD73A94E1qy5dI7jOI7jlKQ7GDxFw0CquqaqrgXcC+yhqiuq6grAt4Hb20tAx3Ecx3G6N1lyVoaqamPxN1W9G9ihdiI5juM4TvekK823VE2yjAZ6X0ROBv6IhYUOAj6oqVSO4ziO45RFVzR2shgrBwKnAn9J3/+VlpVNSt69BRgCzABGq2pDge0WAs+lr2+q6p6VHNdxHMdxnM5Hq8ZKGvUzpsrH/TXwgKqeKyK/Tt9/VWC7z1R1syof23Ecx3GcTkSrxoqIfA04HvOCNG6vqjtWcNy9gJHp8/XAZAobK47jOI7jdHNCjKXnCxeRZ4DLsaHMC3PLVXVauQcVkQ9VtV/e9wZVbTHmSkQWAE8DC4BzVfWvRZr0Sc8dp74INWzb9d1x6o9a6nymnJUFqnpZWxsWkfuBVQqsOqkNzayuqrNEZC1goog8p6r/bassjuM4juN0XrJ4Vk4D3sMSbOfnlldSwVZE/gOMVNXZIjIQmKyq67ayz3XAnap6W/N1DQ0NbeppNVaSbGiR0+ttdOI26kEGb6Nxv5r1stqq7+D3lrfhbdS6jVrqPGSrs3Io8EvgYSwUNA14osLj3pHazbX/t+YbiEh/EVkyfV4R2A54ocLjOo7jOI7TycgyGqgWZfXPBSaIyA+w0v37AYjIVsCPVPVIYH1ARWQRZlSdq6purDiO4zhONyPLaKBlgGOx/JGjRGQdYF1VvbPcg6rqB8BOBZY/ARyZPj8MbFzuMRzHcRzH6RpkCQNdC3wBbJu+zwTOqplEjuM4juM4eWQxVr6qquOALwFU9TNqPETJcRzHcRwnRxZj5QsRWZpU20BEvkreqCDHcRzHcZxakqXOyqnAPcBgEfkTNirnsFoK5TiO4ziOk6OksSIiAXgJ2AcYjoV/xqjq++0gm+M4juM4TmljRVWjiPxVVbcE/tFOMjmO4ziO4zSSJWfl3yIytOaSOI7jOI7jFCBLzsooQETkDeATLBQUVXWTmkrmOI7jOI5DNmNl95pL4TiO4ziOU4QsxspZqnpw/gIRGQ8cXGR7x3Ecx3GcqpElZ2XD/C8i0hPYsjbiOI7jOI7jNKWoZ0VETgBOBJYWkY/S4oCV3r+iHWRzHMdxHMcpbqyo6jnAOSJyjqqe0I4yOY7jOI7jNNJqGMgNFcdxHMdxOpIsOSuO4ziO4zgdhhsrjuM4juPUNaUSbAeU2lFV51RfHMdxHMdxnKaUqrMyDYjYCKDmRGCtmkjkOI7jOI6TR6nRQGu2pyCO4ziO4ziFKBUG2qLUjqr6ZPXFcRzHcRzHaUqpMNAFJdZFYMcqy+I4juM4jtOCUmGgUe0piOM4juM4TiGyTGSIiGwEbAAslVumqjfUSijHcRzHcZwcrRorInIqMBIzVu4CdgemAm6sOI7jOI5Tc7J4VvYFNgWeUtXDRWRl4KpKDioi+wGnAesDW6vqE0W22w24COgJXKWq51ZyXMdxHMdxOh9ZKth+pqqLgAUi0hd4j8prrDwP7AP8q9gGItITuBTz5GwAHCgiG1R4XMdxHMdxOhlZPCtPiEg/4EqsUNw84LFKDqqqLwKISKnNtgZeVdXX0rY3A3sBLzTfsH///mXJUe5+3kZ9t1EPMngbtaMSWfze8ja8jfZro5qUqrOynao+BPxCVecDl4vIPUBfVX22HWRbFXgr7/tMYFiRbQtV2XUcp2vi+u443YxSnpWLgS2BR4AtAFR1RtaGReR+YJUCq05S1b9laKJYmX/HcRzHcboRpYyVL0XkWmBVEbm4+UpVPaZUw6q6c4WyzQQG531fDZhVYZuO4ziO43QyShkr3wZ2xirVTmsfcZrwOLCOiKwJvA0cAHyvA+RwHMdxHKcDCTGWjqyIyKaq+kw1Dyoi3wH+H7AS8CHwtKruKiKDsCHK30zbfRP4PTZ0+RpVPbuacjiO4ziOU/9kMVZWAn4IDCHPE6OqR9RUsi6KiKwCfK6qH3a0LNVERIKqdrmcoq56Xm1BRHYB/pUS7Z024jrfeeiK51QO9ajzWeqs/A1YHrgf+EfeX6dDRJZN9VsqaWOEiOxZQRMTgV+KyF4isnGqXVOJPD3zPvfI+5xpxISI9K7g2FuIyLoA+Qqe9dhp2yVF5DAR2VxEli5TjlDkc5b7GxH5hoj8XESWar6urQ+utpx7iTa+k+6zZSptqwIZQvp/GHBUPT202kKlOl8FfQfX+fz9Xd8Lt+M63wpZ6qwso6q/qrkk7cPlwOMiMhl4HZhXhhV9DPBXABHZHJilqu9m2TFV/23ACt0tD3wGvC0i04FXgdmq+nlbhFHVhXmfF+V9bvW8krL+Q0SuxvKS3lbVeW04/MGpnRlY/ZvnVXV2G6/p+th0DpsA74vIf4DnsBo7i0rtmI4dgKVEZHVV/Q8QRGQVVZ2d1i+nqh+30syPsF7E52mf3bGE7vnA7W28Jj1FZCQwG1gEvKOqDSLSI+P5LAuMwHRzNxF5GXgKmJ5l/2ZtrQysiN1ni7Df98uMvccewELsOjye12aAtj/UO5BKdb5sfU/7uM43xfW95TlVRecr1Heoc53PEgY6C3hYVe9qH5FqQ7K6DwG+jlXgfR14ABuaPUtVP0vbFf1hRaQ/cK+qbp2+3wP8OFe4LqMcQ4FfA0tjFXxXAAYCHwP3q+qfM7azDbB9Oo8F2EPgNSwHaH3gtdaGiIvIxsAU4B0g9/B8CHgSeE9Vv2hl/69hw9s3Bfqkc3gdq1A8XVXnZjyXAcBQrI7OSsAX2GiwF7BpHt4r9LuIyBDsgXsjppzfAe4DBgFfxa7Hcao6vcSx+wEPquqm6ftBwEnA08BywI2qemMWhReRvYFvYte/H/bA+Q+WbzU7w3UIqhpFZB3sHt0IuzfmYw+gx7D8rvcytDUa2B8rrjgjnc9Dqnpza/vmy4P9BgOAy4D/p6ofZN2/o6lU56uh72k/1/mmbbi+L26jKjpfDX3PyUOd6nwWY+VjYFns4n2J1T+JqlqRK7MjSTfsN7GbfQCmqP9Q1cmt7CfYQ2cbbAqAk1R1p7SuB3ZdMlmfInIAVjfmDkxJDsB6KRMzKsqT2APjMeBR7AY9H/gn9gDqqao/aaWNJbBrcAjWM5iF1dQJ2MPnJlV9usi++2EPmGewe2MDYDvga1gP4W3gL6r6conjfwU4A5iMPUBmi8jg1M6mwDLA/4BLVbWhwP4bAROwBOwfYw/dYzGl/Rawjare2so12AE4ERgNbIjNWXWzql6T1v0S2DdL71dEpgEXqOqN6fs3gMOwXuRhWmQOrCJtLaWqn4vIzlhPdDBWwflsVT2vlX0HY/fVKap6p4hsAnwD+53/AxzeWu8x/x4US3T/EbAZ9oK7TlVvyXou9UA5Ol9NfU/7dGudd31vtb2ydL4a+p7aqWudb9VY6SqIyBrAUcAn6W+iqj4nIhsC+2E3/ERgrKp+UqSNXTGlWAjshFnygvVIWnvQrAasgT2knsWGhZ+AuYgPVNU32ng+qwFHYL2pP6ZlT2KxxrYqyUrAQdiD8z4R2RI4GrhNVe8psH1frDf3BPbQnwFMwno9SwCbA9/Fek2/VtW3ixx3MHAgVjywP/bgnAI8jE3rsBGmMD2An6nql0VkHwMsparHi8hvgCVU9eQ2nP/JSdYd0vFPVNWPRWQv7Hp+qzW3bgoRXKOqm4vIEvk9VBE5Cfgig5ExBPgFdn8uAeyBvYiGAu9jvdjLVLXonFqpnV8DX1HVY/PlTp6Cm7F7vNURfiKyPNaDnZd6f8thyfYrquqJre3f0VSq85Xoe9rfdb5pG67vLdsZQoU6Xy19T/vUrc6XKre/nqq+JCJbFFqvqk/WTqzqknoEewJfwWJx/YFfici/VfUSzHI8TUSexWJ+hR5cS6jqvSLyALAx8BKwHnAm8KFY7PXGnGu5AP9Ix2/AekG3AH8BVsc8V21CVWeKyL3A2SJyCObaXqiqTzRXnkKIxUmXxx4czwNvAleIyH3AT1T1yBLH/khEjgJ2xa7DF1gs+xCs1zU5Kc5M7FoXNFaAuao6LrmFt8QeeHtjM32/ginaBKxn0eLBlWT5n4hcBRyXHtzrYb00RKSn5sX3S/BnYBfgNswNneuF/AS4Jn1uLZFuIPBqelh8kXreS6nqp8Dd2OzhrT28jgB+hr0cDwZOx3rv80Skf6HeZhH2xF6KkKo+i8iSarH0J7EXcMGHV55buh/Wa18b+EREpmAP9svTOdU1lep8FfQdXOeb4/rekmrofNn6nrbtFDpfKnv62PT/BQX+zq+xXNVmDHCrqu6aLPCLsBv2qGRlIyJ9gOtL9HZGi00hcCTQoKoK/Ab4I/Au5lIsmD0tlr2vwE3ArdhDYkXgfFU9SFVbTM5YCknZ/Kr6qFql4Bsx1+5f0vKSD63EU5jr8GJMuQZgI77WwOK/rXEL9rA8EHNX/hl7KWyMuS7BeinPFzmHbYAnReQ8YFvgEVUdB5wN3IXF90/G3MLfKrD/yGT1o6ozVPVnwCWYa3j1tLzog0vysvhV9UVVvVhVp+QeXCKyIxa7ndBaW2n9XVgewWkisrSqLspT8F2AouGwvDZ+g7nk/1/6mwL8uC2GilitohWAA8Ti8WuJjbrIPfy3wBIai5F7JvwICxNcjP2+a2KJpicU2a/eqFTny9b31LbrfFP5Xd8Lt1ORzldB36GT6HyXDwOJJS7doKrbFFi3C6bwx6vqp6VcfyKyNpYQtg32I76HKfw/VfXDdMN+JoUTw1ZV1bdFZC3Mal0ntdEfe/A9oqp/z3g+2wL7YIl6r7N4FupDMMW/CTi5VI8vufouwJLCnsSs8ffSvl+o6oIS+zY5v6QsOwLvJnfyEOBTTQlhha5HWn4A8AdgKpbsNxB4EVOOf6vqIhH5GeYW3a357yIilwKjsB7ijaqaG7GxSzqPE1X1imLnkbbdFHtIroslpPXA3MMvpGXzVXVqsXMo0N6WWEz+c+xh9TQ2Ied3scTMNhVXTGGIXwDDsZfd1zVDrQ6xUQF7AbsBfbEQxJ2Y9+BSVd0qQxt/A47HXvoTVfX21KN9PL2465Zq6Hwl+p72d51v2obrewbK0flq6Htqp651PpOxIpbYtAHQOC5dVW+ooVxVQ0ROwCz1HwJzNG/YoVixpnuAzbPcnHn7bYz1DrbDekvPA3eo6tQi278EfFtVXxWRJbGYYC77eyvgv6o6PouSiMjvsCSwSzCl/wzrMU1NbX5TVS/IcA7LYu7TYekclsbioy8Dz6pqQWs8PXS+hT1o3sYeILms/u+p6j9bO3ZeWyMw1+eLWOx7W6wnMBBTmAgcqao/bbbftpjl/29MqffHeoaTsevygarOSdsWexlthj20b0jnsSfWS/sW1it5Bnuh/TfDeewEvJReTitg+Q1rYy+6l7EXZ8kHV3rB/gBLaHsem3H8b6o6Q6z2wndVdXwGWfYGpqnqW+n7etjDM5cI+VdVPb6VNpbAXPN3AOdiozwuSyGRnxe7N+qFaut8W/U97eM637Id1/em7VSs89XQ97Rf3et8q3VWRORULDN5A8xdtzumJJ3CWMGyoQdhiXbzROS/wAuq+hhmxT+pFq8rGu9MbrXtsRv8VexBpSJyDTZUbDvMDfdG7qbJ23c48EZ6aK2EZY8fglnzL4jIQ1j8NytnYfHUkZiyfYxltu+OuVAfyNKIWkLhw8DDqae0IZbgthNmkRe7Ocdi2e6zMTf3mZiiRkrERYvwcPpfsGGQl6T/h2P1J94RkeMK7Lca5jJdgPUgLsDOfXfgKuBzEblSVW8r5inDerfXYPUNjlHVk0REgLVU9Rsisk7GB9cyWC2PbwGo6gci8hT2u1yc52YuNSR+aWA8FrMfj+UUrAH8TkSuTy7nVl9sYvNojcHqV7yEuZQf1zRNRXLFt3pOaiGF3AiHa7G8hkOxnnSHP7QyUJHOV6LvaX/X+cK4vi9up2Kdr5a+p/Ooe53PUhRuX8waf0pVD08up6tqK1Z1SDfW3zH37WaYUmwGbJGs9Z8Dh6bNS/VuLsASuR7CEsJOEkvM+zkWw30MU7yfAs0L6P0cu4nAbvAvkmxLqup8zYtLZunpqWWtn4HdhKtimePvYg+cr2EP16KknsB8zEs2BLPo38HKgd8nIltR+gbfAesZfhu7FkOxm/wfmrGYkohsDczBHj4Ru3ZHYcNET8EKMy1KvaQWeQGqOgGYkHoRP8Ni5/OwfIIfY672vUXkIS1S7yAtP1JEfggcJlaka7vUFqr6SpZzwSbX/LeqviyWoLYPNhzyXmz0x3GpvVK/7RHADFX9fW6BWHz+IOC3IvKUZii8paqvA6PEhmDugD3I3haRJ7Ce8yNZTkisYusgLGTwe+y3Xhq7xnVNlXS+En0H1/nmx3d9b0nFOl8tfU/Hrnudz1Ke+LNkrS4QG772HubK7Azsgz149sCKQP0fFmO8C7vBJ6nqg9C0EmQ+yQU6BNhJVU9R1ZGYC/JJLCEsqGWu55LXmvMRcIhYxchTMCuanFJKxhLRadsBIjIgPSBuxX6LI4HVVPVy4CxtvXrjadjD7QSsOue/sVj4LSIyCxtSWSqxa56qTlLV47Ce57VYQtlTInJOlnNIx3wEU8xNsQz4wUBvYOXcb1HiN+mRehwvqepPVHUV7OG3CeYaPg7LS1ixyP7bi8iB6RhXYkmKE5M8k9I2Wctob8Pinu0B2Avkt9hIgDVFJMtM4UOxlysi0ied28eqehnWkzwgiyCyuHz5v7Ae8Bjs4XMS1ps+vMS+vdL/O2Dhk/WBPdTqTfQAFmiGYnR1QEU6XwV9B9f5JvLj+l6IinW+En1P+3cqnc/iWXkiWZBXYnHGeVjPojPwPpakNBwYKSKzMbflv1T1HrHRAK257PYE/pDcxssCX6oN4zsXuB5zzT6QHhxNSD25B7AkuOGY5fr75Aa+QVUfK+G2bN7Walgy2kKxYZP/TsfeGXhPRKZpituWaCNgPbKe2EiAU1X1dRF5DTgVG2o5uMT+J2BG68bYPRCxoZk3Yz23T9J2pYYQzsVc2GOwEWfnAXsV6lEVI/+a5Y6lqhOxBxAi8n/YS6WY+3Ig9jv8HuuFn409hI4Edkn3yafYcMLWuBv4fnoo/wpzmd+sqvNFJFdEsTXuwB621+e5kZdRG12wHhnm4hIrGX6kWOGtR7FcgM8xnY3Yw6xodVNdnGB5JPA7zPWek31n7Pr8KMO5dDSV6nzZ+p7adZ1viut7YSrS+Ur1HTqfzpe08NONfo6qfpiUcxfgUFUtabHVC2rFjS7ELN9/YIlpmwAXicgvSO7ZYoZKuiEPwAogoaqfqI2pX0qtBPEckqIX6S0NxmKtj2AW+FlYctgLwKUi8qc2nM4QzLickz73AQ7HstjPVtWPWmtAVaOqnoVVN3wfi1eDPXT+qKpztEhimFi9nbOxWPVd2MiGvlj2+I+xWhK5bPyiD+P0oLlNVbfHkgMXAm+KyOTkom1LL6dxiKGIhFxPAXtZFY3jq+oEVV0Zc51+gSn7o5hb+HRg2xLGVnP+grmAVwR+r6rXA1+K5SpsANxeamex5MvHgZXSNdg7yeqxl+AAAAbgSURBVPip2Jwjm2FDRltjVyzPYnnM3b8/1ks6RVX3B35X7MUmIiuJ1SUBS35cDftN/5CW7U4n6aBUovNV0HdwnW9+fNf3ZlRJ58vW9yRDp9P5LOX2p6nqlu0kT9UQkfXTx5WwzPXXge+zuKbAa6q6eStt9MR6Bb/CijhdC1yhqu+n9c9g7uL3W2knF2v9Lotjrbdhk3d93oonItdG73Qu62DFlIYDSwIPAlNUdVorHqL8tpbAYs+/wJLs/qmq+6aHcsEy0+n430/X4nJVvUhEfgxsr6oH5vUKykJszpHTgFu0lflNMrS1PBaPL1b3pkWpdBEZhY1U2AlLNPxelpeBiPTTNLSw2ecTgTVV9Yet7H8F9nJ9E3PFjsIeVo9iL9qHkuu6NTl6Y8mfy2EhkDWxQluTgbuL/a5p362wcMVorNf8/zAdOSe19yPsgV6qAFqHU6nOV0vf07au86Xl6Zb6nratWOcr0fe0f6fT+SzGyqXYvACPl9ywjhArMzwTi4mehrnFlsN6OythiXNz1KohZqp6KCIrYvM+/BK7ud8Glk0KX2y4XCEl2RFLzBuBjao6KoOxszk2X8VJecu+ivWShmNDAH+mqs+WaGN5zK03VfOS4sSKNC2PlWTOUsNjYyzufV/6/3S1JL3Ms4zWE4V+fxG5APiPlqjbkHqd12K1FbbCahu8h13jadjvcpKWmABUrE7DVcAWKeywGvYA3Q1z3f9Qs00Mtx42Wd8BwMqYe/x5zLW9I1Y0ah8tUktDLPZ9MfaCPgjrxR+M9aL7YC/saa3J0ZFUW+fL0fe0n+t8HdOR+p7aqVjnK9X31Ean0/ksOSujABGRN7D4ZG4iw01qKlllfIS5S8dgJZRPwYrjtLCcs7r/0sPlfOD81Cv4NanaIUXilNp6rPU8LCGwZDEj7KGZmyF2d6x40USxuPODwCqq+lIrbfyMlGgoIq9glSvvxib1+h3wnIispUXKXOdctWpzq1yLxbu3JcWsO9tDK0e+WxmbCG4B9hBarpVde2AvxplY3HoIFiZdAkt4u6u1Bxd2j96YHlpbY72sjbFeznZYQmiWmasvxR5WY7EciW9hL+w7scz+HqUeXKn39EOxmP4J2EPsjCw99jqiqjpfjr6n/Vzn65gO1neojs5XpO/QOXU+i7Gye82lqDLphswNd1sRK7zzili9hetVVbO6T4u0/zI29Cz/eFlkaq4k79O6koDNo7FD+vxzUlwxyf9h+muNB7G488vpb29MUR7A6gZcUOyhlXes3OeHgV1TzPkHIvKx1slY/HJJ55dT8MuxZLVSTMNc6hdiIxqOFJGfYpOb3STZRnzMZfEcMcdhE7sdrKqvpBfUnthDpCgiMhTor6pj8hbfITbB2x+A3lpikjux5PldsRfwRukvYkMgX8KKQ9XN8MVi1FLny9H3/O1c5+uPDtJ3qFDnK9X31Ean1PlWjRVt48yg9UbqIf0OK7azDnC6iLyjFcZJK5CnTUoiItthvZkjROQxYOmc7CluGVuzotNxp4jIZ1hy3ArYcMplsCStq7HeaLEJB4txHTYWf2Wsl1a2AVhPZAm9pPO8V6wy5okiMg7zQv4gbZLlOlwLnCM2Od06wI6qOiOtG4INwW2NUViIAxFZCru3eqjquyIyERBsptxi3Ia5nz/CkkH7Y721jbGX5S1YQmGnwXW+8biu8xloR32HynW+Un2HTqrzXX5uoK6AWKb5oVii29JYrPLurD28Zm0tiyVV5YajzwfWVtUXqydx9yAXsxebR+ZXwDexxLT7tJUEt7w2VsFeJPNyHQMR2QM4RVW3zrD/OsA44FfJA5C/7ldY0l/R4YdilTtbFMQSkcFYPH6y1lGthe6C63z9UQ19T+2UrfOV6nuujc6o826sdDLSzXosNsrgReCQ1rxf6SZ+F3NBb4HFXr+DFbY6uh5dfp0RsUnVfo49dJ4ss42VseqRn6rqTRm274XVrtgYq6vwGPa7roVVGf1ha4lyud5xoeRQp+Nxna9PqqHvqZ3MOl8NfU/tdDqdd2OlkyI2zHIE8JyWHk8/AksAA6uZ8A+seuISWO2HKf7gqg4pN2FD4K0sruUS7fQCFrUlgVGsZsIwbBji5litkPtUtWTOS4n2Or17v6vhOl9fVEvfU1tt0vlq63tqs6513o2VboBYsat9sPjkC1jBoLqLSTqVITa3yMqYmx8tMMme0z1wne/6dDd9d2OlmyEi62JZ7d8BXiKDS9lxnM6L67zTFXBjpZuS1aXsOE7XwHXe6cy4seI4juM4Tl2Teapyx3Ecx3GcjsCNFcdxHMdx6ho3VhzHcRzHqWvcWHEcx3Ecp65xY8VxHMdxnLrm/wNgtqNXLfIVAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x144 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(12,2))\n",
    "\n",
    "trendseas1a=trendseas1.reshape(-1,13,4)\n",
    "trendseas2a=trendseas2.reshape(-1,13,4)\n",
    "regseq=[1,0]\n",
    "\n",
    "col1,col2=\"magenta\",\"red\"\n",
    "for i in range(n_clusters):\n",
    "    r=regseq[i]\n",
    "    pl = fig.add_subplot(1,3, i+1)\n",
    "    x=np.array(range(13))\n",
    "    pl.plot(x-0.1, trendseas2a[r,:,0], \"x\", color=col1)\n",
    "    pl.bar(x-0.1+0.01,trendseas2a[r,:,2]-trendseas2a[r,:,3], 0.1, trendseas2a[r,:,3], color=col1)\n",
    "\n",
    "    pl.plot(x+0.1, trendseas1a[r,:,0], \"x\", color=col2)\n",
    "    pl.bar(x+0.11,trendseas1a[r,:,2]-trendseas1a[r,:,3], 0.1, trendseas1a[r,:,3], color=col2)\n",
    "\n",
    "    pl.axhline(0, color=\"0.8\")\n",
    "    pl.set_xticks(range(13))\n",
    "    pl.set_xticklabels([\"NDJ\",\"DJF\",\"JFM\", \"FMA\", \"MAM\", \"AMJ\", \"MJJ\", \"JJA\", \"JAS\", \"ASO\", \"SON\", \"OND\", \"Year\"], rotation=70)\n",
    "    if i==0:\n",
    "        pl.set_ylabel(\"rainfall trend [% of mean per year]\")\n",
    "    else:\n",
    "        pl.set_yticklabels([])\n",
    "    pl.set_title(regnames[r])\n",
    "    pl.set_ylim(-1.0,1.0)\n",
    "pl.bar(x+0.11,trendseas1a[r,:,2]-trendseas1a[r,:,3], 0.1, trendseas1a[r,:,3], label=\"till 2018\", color=col2)\n",
    "pl.bar(x-0.11,trendseas2a[r,:,2]-trendseas2a[r,:,3], 0.1, trendseas2a[r,:,3], label=\"till 2015\", color=col1)\n",
    "    \n",
    "plt.legend()\n",
    "plt.suptitle(\"Trend in seasonal rainfall \"+fy+\"-2017\", y=1.2)\n",
    "fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.3, wspace=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1\n"
     ]
    }
   ],
   "source": [
    "#seasonal trend on relative values - by region\n",
    "i=0\n",
    "trendseas1=[]\n",
    "trendseas2=[]\n",
    "\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    print i,\n",
    "    clustind=clu==i\n",
    "    prf_seas=prf_mon.resample(\"Q-Nov\").sum()\n",
    "    for m,so in enumerate([\"DJF\",\"MAM\",\"JJA\", \"SON\"]):\n",
    "        pr_selseas=(prf_seas.iloc[:,clustind][prf_seas.index.quarter==m+1])\n",
    "        xvar=pr_selseas['1900':'2018'].index.year\n",
    "        yvar=pr_selseas['1900':'2018'].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        trendseas1=trendseas1+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "        xvar=pr_selseas['1900':'2014'].index.year\n",
    "        yvar=pr_selseas['1900':'2014']\n",
    "        yvar=yvar.apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    #    yvar=yvar[yvar.index.quarter==m].mean(1).values\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        trendseas2=trendseas2+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "print\n",
    "trendseas2=np.array(trendseas2)\n",
    "trendseas1=np.array(trendseas1)    \n",
    "\n",
    "with open(\"./data/trendseas0_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([trendseas1,trendseas2], outf) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(DatetimeIndex(['1900-02-28', '1900-05-31', '1900-08-31', '1900-11-30',\n",
       "                '1901-02-28', '1901-05-31', '1901-08-31', '1901-11-30',\n",
       "                '1902-02-28', '1902-05-31',\n",
       "                ...\n",
       "                '2016-08-31', '2016-11-30', '2017-02-28', '2017-05-31',\n",
       "                '2017-08-31', '2017-11-30', '2018-02-28', '2018-05-31',\n",
       "                '2018-08-31', '2018-11-30'],\n",
       "               dtype='datetime64[ns]', length=476, freq='Q-NOV'),\n",
       " Int64Index([1, 2, 3, 4, 1, 2, 3, 4, 1, 2,\n",
       "             ...\n",
       "             3, 4, 1, 2, 3, 4, 1, 2, 3, 4],\n",
       "            dtype='int64', length=476))"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prf_seas.index, prf_seas.index.quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "regseq=[1,0]\n",
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(6,2))\n",
    "\n",
    "trendseas1a=trendseas1.reshape(-1,4,4)\n",
    "trendseas2a=trendseas2.reshape(-1,4,4)\n",
    "\n",
    "col1,col2=\"magenta\",\"red\"\n",
    "for i in range(n_clusters):\n",
    "    r=regseq[i]\n",
    "    pl = fig.add_subplot(1,3, i+1)\n",
    "    x=np.array(range(4))\n",
    "    pl.plot(x-0.1, trendseas2a[r,:,0], \"x\", color=col1)\n",
    "    pl.bar(x-0.1+0.01,trendseas2a[r,:,2]-trendseas2a[r,:,3], 0.1, trendseas2a[r,:,3], color=col1)\n",
    "\n",
    "    pl.plot(x+0.1, trendseas1a[r,:,0], \"x\", color=col2)\n",
    "    pl.bar(x+0.11,trendseas1a[r,:,2]-trendseas1a[r,:,3], 0.1, trendseas1a[r,:,3], color=col2)\n",
    "\n",
    "    pl.axhline(0, color=\"0.8\")\n",
    "    pl.set_xticks(range(4))\n",
    "    pl.set_xticklabels([\"DJF\",\"MAM\",\"JJA\", \"SON\"])\n",
    "    if i==0:\n",
    "        pl.set_ylabel(\"rainfall trend [% of mean per year]\")\n",
    "    else:\n",
    "        pl.set_yticklabels([])\n",
    "    pl.set_title(regnames[r])\n",
    "    pl.set_ylim(-0.7,0.7)\n",
    "pl.bar(x+0.11,trendseas1a[r,:,2]-trendseas1a[r,:,3], 0.1, trendseas1a[r,:,3], label=\"till 2017\", color=col2)\n",
    "pl.bar(x-0.11,trendseas2a[r,:,2]-trendseas2a[r,:,3], 0.1, trendseas2a[r,:,3], label=\"till 2014\", color=col1)\n",
    "    \n",
    "plt.legend(loc=3)\n",
    "plt.suptitle(\"Trend in seasonal composite rainfall \"+fy+\"-\"+ly, y=1.2)\n",
    "fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.3, wspace=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1\n"
     ]
    }
   ],
   "source": [
    "#monthly trend on relative values - by region\n",
    "i=0\n",
    "trendmon1=[]\n",
    "trendmon2=[]\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    print i,\n",
    "    clustind=clu==i\n",
    "    for m,so in enumerate([\"Jan\",\"Feb\",\"Mar\", \"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]):\n",
    "#        print so\n",
    "        pr_selmon=(prf_mon.iloc[:,clustind][prf_mon.index.month==m+1])\n",
    "        xvar=pr_selmon['1900':'2018'].index.year\n",
    "        yvar=pr_selmon['1900':'2018'].apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        trendmon1=trendmon1+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "        xvar=pr_selmon['1900':'2014'].index.year\n",
    "        yvar=pr_selmon['1900':'2014']\n",
    "        yvar=yvar.apply(lambda x: x/x.mean()*100).mean(1).values\n",
    "    #    yvar=yvar[yvar.index.quarter==m].mean(1).values\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=1000, autocorr=\"bootstrap\", CItype=\"bootstrap\")\n",
    "        trendmon2=trendmon2+[[res['slope'], res['pvalue'],res['CI_high'],res['CI_low']]]\n",
    "print\n",
    "trendmon2=np.array(trendmon2)\n",
    "trendmon1=np.array(trendmon1)\n",
    "\n",
    "with open(\"./data/trendmon_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([trendmon1,trendmon2], outf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ak8B1JdbJf9NgaZdrRZbn/a4+wERSFN+ozABmOOeeBY4qsfpKVt90r1liPSiSb51zPyZ6WkFc8/OSc64Z2A94LF53DnAMUYFtiXNuHeD9EMIORWL/tnNubJzm03HjbpGqdVtYMrNr4l8fJqoWFSlLCGGRc24a0YsC18azHwUOJapVOhyY1cXmi4F1ah6kiOCc2xJYFUJ4KZ61A/A2sL1zbosQwsvAkUTXA4B5RDU+9wNfzUsqUb4NIZwFnFUw+zHgJODovOkfETfQDiF86Jx71Tl3cAjhTuecA7YLITzjnPtE/Obe35xz+wGbxLEMTnoMRIrp9jGc9/7j3vup3vv74+mtvffH1T40aTCXAOvlTZ8IHOOc+zvRl+9JXWz3O+ArBQ1FRaQ2BgE3OOeej/Pm1sDpRDU7d8Y1TauI2iQBnA9c6pybSdTVQE41+fYvRIWcJ+Lpx4hu1PPfrDscOM459wwwFzggnv+zuBH6c8AjwDNAC7C1GnhLNbrtZykuJF1HNLDu9t77/sBTZqZG3iIiItLwkjTwXs/MphHdTWBmK+l4ByEiIiLSsJI08F7qvR9G3ADXe78z8EEaO/feX0v0Guk7ZrZtkeUOuBT4EvB/wNFm9mQa+xYRERFJIknN0ilEb8F9wnv/F6LXwP8jpf1fD+xTYvkXgU/GP98CrkhpvyIiIiKJdFtYMrM5wBeI+rXwwDZm9vc0dm5mjwCLSqxyAHCjmQUz+yswxHs/vMT6IiIiIqlKMjbcE0Sve99mZq21D6mDjYA38qbnx/Pe6uE4REREpI9K0mbpUKLXRmfHBafrgD+ZWenX6NJRrMPBYvvtiVhEJLladhaq/C6SPQ3dQXCSTilfBs7y3p9N1Bj7WmBV3Dj7UjMr9RitWvOJ+tvI2RhYULhSa2t5FV7Nzc0VbVerdBSTYmq0mHLb1UIln6nex0Mx1TcdxVT7tGqZ57MgSc0S3vvtiGqXvgT8hmjg088DDxH18For9wLf897fDowFPjAzPYITERGRHpOkzdIc4H1gKnC6meXG9/mb937Xanbuvb8NGA+s572fD5wLDAAwsyuJurf/EvAyUdcBx1SzPxEREZFyJalZOtjMXim2wMwOqmbnZnZYN8sD8N1q9iEiIiJSjSRtlooWlEREsqKtrY2FCxeyYsUKig3htGBB1NRx1apVVe0nrXTqGZNzjgEDBjBs2DCampqq2rdIX5GozZKISJYtXLiQtdZai/XXX59oEPqOcoWCtrbqRmpKK516xhRCYPHixSxcuJANNtigqn2L9BUlO6X03vfz3o/rqWBERCqxYsUKBg0aVLSgJB055xg8eDArVqyodygivUbJwpKZrQIu6aFYREQqEkJQQakMzrmijytFpLgkY8P9yXv/1XhQWxERKfDBBx8wderU9um33nqLo446CoBZs2Zx6KGHAnDrrbcyefLkTtvfeeedfP7zn+fzn/88e++9N88991z7sgcffJCddtqJ0aNH88tf/rJ9/tVXX83o0aNZd911WbhwYfv8Dz/8kMMOO4zddtuNXXbZhVtuuSX1zyvS1yRps/QDYG2gzXu/jKiXzmBm69Q0MhGRCjUPHZpqeq2LSve9myssHXfccQAMHz6cG264IXH6m266Kffddx9DhgzhgQce4OSTT+bBBx+kra2NyZMnM336dEaMGMHEiRPZZ5992GqrrRg7dix77703+++/f4e0rrnmGrbccktuu+023nvvPXbaaScOPvhg1lhjjfI/uIgAyd6GG9wTgYiI9Fbnn38+8+bNY/fdd2f8+PEcf/zxHHrooTz66KOJth87dmz772PGjOGtt6K+d+fMmcOoUaMYOXIkAAcddBD3338/W221Fdttt13RtJxzLFmyhBACS5cupbm5mf799S6PSDWSdErpgMOBUWZ2ofd+E2C4mT1e8+hERHqBc889lxdeeIFHHnkEgNdff73itG666SYmTpwIRI/zNtpoo/ZlI0aMYM6cOSW3P/744zn88MPZeuutWbJkCVOnTqVfvyQtLkSkK0ly0K+BXYCvx9NLgF/VLCIRkT5q5syZ3HzzzZx33nkARRthd9eQ/aGHHmLbbbfl+eef5+GHH2by5Ml8+OGHtQhXpM9IUlgaa2bfBf4NYGatgB5+i4ikaO7cuZx00knccsstDI3bXI0YMYI333yzfZ0FCxaw4YYblkzn1ltvZb/99sM5x+abb85mm23GSy+9VNPYRRpdksLSCu99ExAAvPfrA9V3Xysi0iAGDRrEkiVLKt5+/vz5fOMb3+CKK65giy22aJ+/44478sorr/Daa6/x0UcfMX36dPbZZ5+SaW288cY8/PDDALzzzju8/PLL7W2eRKQySQpLlwF3Ax/33v8YmAX8pKZRiYj0IkOHDmXs2LGMGzeOc845p+ztp0yZwqJFizjttNPYfffd2WOPPQDo378/U6ZMYdKkSey8884ceOCBfPrTnwbAzNhmm2148803GTduHCeeeCIAp556Ko8//ji77rorBx54IOeeey7Dhg1L78OK9EEuScdk3vutgInx5ENm9kJNoypTa2trWb2rNTc357arar9ppaOYFFOjxdTc3FyzftmK5ff58+ez8cYbd7mNhjvprNgxq/d5U6t0FFPt06plns+CpO+TfgzIPYpbq3bhiIiIiGRLt4/hvPfnADcAQ4H1gOu89z+sdWAiIiIiWZCkZukw4LNm9m8A7/3FwJPAj2oZmIiIiEgWJGngPQ9YM296IPDPmkQjIiIikjFJapaWA3O99w8QtVnaC5jlvb8MwMxOrGF8Da95aNSYDg0ALiIikklJCkt3xz85M2oTioiIiEj2JBlIN/nQ2SIifdAHH3zAXXfdxXHHHQdEY7qdfvrp3HDDDcyaNYvLL7+c22+/nVtvvZWnn36aKVOmdNj+zjvv5NJLLwVg7bXX5pJLLmHbbbcF4MEHH+TMM8+kra2NI488kpNPPhmAq6++miuvvJJXX32VV155hSFDhgAwa9YsDj/8cDbbbDMA9t13XyZPntwjx0GkUWkoahFpOO2Pt1PSuqh0nzMffPABU6dObS8sDR8+nBtuSH6fuemmm3LfffcxZMgQHnjgAU4++WQefPBB2tramDx5MtOnT2fEiBFMnDiRffbZh6222oqxY8ey9957s//++3dKb5ddduH2228v70OKSJc0FLWISJXOP/985s2bx+67784555zD66+/zrhx4xJvP3bs2PaaoTFjxvDWW28BMGfOHEaNGsXIkSNZY401OOigg7j//vsB2G677dh0003T/zAi0okKSxnTPHQozfEgmiLSO5x77rmMHDmSRx55hAsuuKCqtG666SYmTowGTHjrrbfYaKON2peNGDGivSBVyuzZs9ltt904+OCDeeGFTA24INIrdfsYznv/KeA0YLP89c1sjxrGJSLS58ycOZObb765vfao2HBUzpUeVWK77bbjmWeeYdCgQTzwwAMceeSRPPHEEzWJV6SvSNJm6U7gSuBqoPoBkfJ47/cBLiUaSuUaM7u4YPnRwM+AN+NZl5vZNWnGICKSBXPnzuWkk05i2rRpDI1rl0eMGMGbb77Zvs6CBQvYcMMNS6azzjrrtP++1157ceqpp7Jw4UINpitShSSFpZVmdkXaO/beNwG/Iuq3aT4w23t/r5k9X7DqHWb2vbT334iy2GdTFmMSSdugQYNYsmRJxdvPnz+fb3zjG1xxxRVsscUW7fN33HFHXnnlFV577TWGDx/O9OnTueqqq0qm9fbbb7PBBhvgnGPOnDmsWrWqvfAlIpVJUlj6nff+O0R9LS3PzTSzRVXueyfgZTN7BcB7fztwAFBYWOpWbpTkntquVumkmWaaMaV2nHJf2EUeLXQr9+QhpBxTFo9Tg8dUrWKxLFiwgKampprtszDtwun111+fnXfemV133ZU999yTb37zmzjnaGpqol+/fkV/z0/rZz/7GYsWLWp/xb+pqYmHH36YpqYmfv7znzNp0iTa2to44ogj2rsUuPLKK7n00kt5++23GTduHHvttReXX3459913H1OnTqV///6sueaaXHfddfTv3/mrvl+/fl3+XbN23jR6nmjkmBqFK/ZMPJ/3/tUis4OZbV7Njr33k4B9zOz4ePpIYGx+LVL8GO4i4F3gReD7ZvZGsXiqiaWuCgoB5NojpFCgyIT8mBrts0kppRvWVKfTWTB37lw22WSTGu6y8bzxxhtss8029Q5DGkct83zdJemUclSN9l3swBZ+Cf4OuM3Mlnvvvw3cAHRqWN7aWroPlEK5EnO529UinWaKl94rSTM/rWo/G9Tu81X72aqNCdI7B9JMq5FiquVdabFYVq1aRVtb100qczU5pdZJIq10shDTqlWrOh3Lep83tUpHMSVIo7DJhHO0Lkr+AKnRa6ISdUrpvd8W2Jq8AXXN7MYq9z0fyL8V3BhYkL+CmS3Mm7wa+GmV+xQREREpS5KuA84FxhMVln4PfBGYBVRbWJoNfNJ7P4robbdDga8X7Hu4meU6FdkfUIchIiIi0qOSdEo5CZgI/MvMjgG2BwZWu2MzWwl8D/gjUSFompnN9d5f4L3P9d9/ovd+rvf+GeBE4Ohq99tXNHrnlo3++aQ8zrmifRJJcSGEbvtrEpHVkjyGW2Zmq7z3K7336wDvAFU17s4xs98T1Vblzzsn7/czgDPS2JeINK4BAwawePFiBg8erEJAN0IILF68mAEDBtQ7FJFeI0lh6Qnv/RCiNkNzgCXA4zWNSkSkDMOGDWPhwoUsXry4aA1Tv35RJfqqVauq2k9a6dQzJuccAwYMUCeVImVI8jbcd+Jfr/Te/wFYx8z+Xtuwsk+dLYpkR1NTExtssEGXy7P01lGWYxKR4rpts+S9d977I7z355jZPOB97/1OtQ9NREREpP6SPIb7NbCKqH+jC4DFwG+AMTWMSyTzsli7mMWYRMrVfh6DzmXJhCRvw401s+8C/wYws1ZgjZpG1QcMvGwg/WcWlFVbAE6rRzgiIiLShSQ1SyviQW8DgPd+faKaJqlC22fbWPvYtVfPaAEOgaj7qfpS7UTPax7aXJPjneteoZyeeEUqpe8OaVRJapYuIxpEdwPv/Y+JOqT8SU2j6gNW7raSpdcuXT3jEGAawIz6BCRVa6S+n5qHNnd8FCJSgUbKE9K3dVtYMrNbgMlEA9q+BRxoZnfWOrC+YOVuK1dPnABMqFsoItLL9KUCrQpdUm9JapYA3gZmAo8Ca3nvd6xdSL1TJRm5Q5ulS6bAL1oKls9k4GWXVRta1Rrti6qvXGDS1GjngIhIOZKMDXch0TAj/2T1k+hA9HacVKj/zP4d2yxdOAZOPYRoNJln6D9zJmsfeyxLr722XiGKSCzNtjhq1yPS+yRp4H0I8Akz+6jWwfQlTU81sfTapQw+YHA04wcTgGlwypcB2gtKK3fbrX5BpmYKtHTsaaL/zJk0PfUUy088sU4xZZcaZYuIZEuSx3DPAUNqHUhfs/zE5R3bLEFcYFoWLT/mmAYpKAGMgUMOaZ/K1Zq1ffazdYxJJBv0iLO2GrltVyN/tqxJUrN0EfCU9/45YHluppntX7Oo+qqW1W2WBl53HSt32y1RgWngZQNp+2xbwdzx1Kvf0Fw8qwuDE+CMXK3ZsrJqzYp+tvb+qH6WbuAiCWWx9i+LMUnP0jlQO0kKSzcAPwWeRf0r1U5LS4fal6XXXpu4UFG0zyamEXfc1ONy8XToGuGiCcAGwGtl1ZpluT8qyb7C9kG6mIhIJZIUlt4zs/q/ktXoZs+GadNgj6jd/MrddmPptdfS9NRT3RYscn02tbd/OiT3z4xaRtxtPB0KOWe0wCmvAeXVmhX9bNOAPWakEqsuniIi0p0khaU53vuLgHvp+BjuyZpF1RdNntxpVtICRbRuQZ9NF85IJ64KrdxtJcuPWc5aP18LaIGLKqs1y6XVTv1RiYhID0tSWMq1wt05b15DdB3QSLUKHfpsugKiNksz6hILRPEMvG5gPDU7brNUfq1ZLq12l0yBIXqzTkREek63hSUz0318nmINjqOLef0GwO3UZ9M0YI/6tVnKxbP68dnk6DWBvAJc0loz9UclImlqpJtk6TlJe/CWWLEGx9F0/Roc5/psikxeRiONAAAWt0lEQVRhdSvoqAamp3sCz8XT4fHZNKjk7byOn42oe4WfTwNeBBqtP6r6G3jZwI41eZD39qE0Kr2C3nd1zPNTopeN8vJ8VkaSqDcVlspUbADcaHpGvUIq6LMp16fRDOBnZfVplNaFsmgfUhOgklf9s9gfVRYLFGl94entQ0nFlCkdukKB5OfgwMsGFpk7HhXYa6Njnh8DXzkEDmwBZqtPvDxdFpa89wfH/4/quXB6h8IGx50u5nU1IXqrLlZOzUuvuVAW9EfVf+bMHt19Fo9TqS88IPEXXrGbgahWcEa6AUumldtJZqcbiDHxOcjXgPI6oi3er9o0Mvc91CA65vkJEKaBi264VXO/WqmapTPi/3/TE4H0JoWNqTvVMtTbhNXNzMqpeekVF8ou+qPqyQJTFo9TqS88oKwvPL19KOXqdAOROweZDpR309bx5nNKXOhffS7X67FQIz+q7HDMT5oAJ54ANNpIEtUpdZVf6L1vAUZ57+8tXNgbe/BOYwDLYo2p1z54baJq4oyosCdw6AUXyir6o0pTFo9Tpy88ToALL4yXJT82evtQylW0P7TfToA9VgDVXHTHwMpDgPcAMvVCRyM1FO+Q5y9tAXcFUP71o5GVKix9GdgRuAm4pBY7997vA1wKNAHXmNnFBcsHAjcCo4GFwNfMbF4tYkmq4wC4U4AxLL32cww+YHVj6vpeSCrvCRyKdEGQgUJAB1X2R5WWLB6nrr7womUz9fZhg8jqEECdbiCo/KZttQnQfxqwN7BCj4VqoGOeb4lqpMM04AKWXvt9HfNYl4/hzOwjM/srMM7MHgaeBOaY2cPxdFW8903Ar4AvAlsDh3nvty5Y7Tig1cy2AP6LaNiVuiremLqFchtT187sDm2W8mteulO0C4JDIFO1ZhVKs1F2p+N0UO5Rwfi8dXr2UUHXX3hRTEkfVertw+zLYps5KFJY/0plj8s75dPfTgD+AyivhiqLL2JkUcc8PxvunhYf8zFlXT8aXZK34T7uvX8KeA543ns/x3u/bQr73gl42cxeMbOPgNuBAwrWOYBobDqAu4CJ3ntX9Z6reFOjo6gx9drHHgtk5UIyuUObJYgKTElqujpdKCdQ8Sv/WZO7wLR/eVZxgel0nA4dE7cP+jhQXmPWtJT6wgMSf+Fl8e3DesriBTeLbeY63UAcOrtDYb2ci27TU00Fc1qA/wZ2KeuFjqwWKrOmY56Prx95by8nvX40OhdC6QY83vtHgbPMrCWeHg/8xMzGVbNj7/0kYB8zOz6ePhIYa2bfy1vnuXid+fH0P+N13stPa86cOVW0QhKRtI0ePbr6m5ouKL+LZE8t83wWJKlZWjtXUAIwsxnA2l2vnlixA1v4JZhkHREREZGaSfLO+yve+7OJGnoDHAG8msK+5wOb5E1vDCzoYp353vv+wLpAp1cPNt9880Q77PQ2nIvKYstOPZV/n3lm4sDb03v6aTjkEBZPncrgAw5g8T33VPworrm5uUNMlbxh0eHzpZVOS0v7m2erhg0r+7PVJCYqSyv3qKDfwn6wHvGwMPU9TjWNCSo+5u3p/HRK1GdO/NlaFy2q+0sMSfM71OB4nA1MSDFPVBBTh3MG4CGiNnMfRo2g04opE+dfLq0K0+k/s//qN/Q+NiV6YeGUys7ltD5bhzTj7/3W1tbKtk8xprTOgUaVpGbpWGB9og4zphN9pR+Twr5nA5/03o/y3q8BHAoUdlFwL3BU/Psk4CEzS6dmKY2ODePX2HNfSmk0hmtdtKjiE7R1UWv69W4V9tmUNfnj1QHpNl6vou+nlbutZPkxy6OJjHRB0MHkytvAZUoV7RQ7D1KdRp6oPJ6ibQt/OwH4XNkxZbFNVlpKv9lZn7aFOY3cZ1OjSjKQbiuQ+jejma303n8P+CNR1wHXmtlc7/0FwBNmdi8wFbjJe/8yUY3SoZXsq9Orti0teb3L3lH26/Xtcq+x590VNFyfFFX02ZQlncaryzVe32MMVTeMraLvp/4z+zPwunh4h4x0QQBxwRtopkG+0MeM6VCgTdoFQtE3RA9sAQYAK6rIE3E8RXrb787yE5cXmdsCPAaUl08buRF0x25eiF9UmAanfBnIygs50lt028C7N2htbS35ITpVW39rCtw+Bj68AJhR8aOF/CrU5qFD61odW5hOKtWxD8U1Ju9F7ekrecyYpcdwHdJK4fFSWo9T2r/QUzgv035UUOn51NzcXLPGnt3ld1h9g9R+oQzAL1riC+WyxI+qOqXzUHyj9cFE4I6y8kTXaX0SeIzF99xT2aOzKvNph0dVeY+CG+ExXKmYym1+UctHXo3wGK6WeT4L+sRAup1etZ0+Oa62npG3TnWPFhry2e7syvtsyrwuahrq8bp/e21XBrog6Eo1j4froWiNyUUTgA2A5I+qOnWlMDvuloE7gPLyRNEhQT46gVyNUMU1HFXm0yz2Rl8zFTS/aORHlZJcnygsQR/7QkhLo7RXKWZC5QMOp6XThXjChA4XYj0mqFzRvojOaAFeA6pop1hFnugU04EtsEbHXtYrUmU+7dQmq6XLVXu3CtsWdirk+ikdBqmG6juhbR46tKzBizsV4KZMiWpO8wpw9RpDr1ElLix57/fz3v/Ne/+09/47tQyqFvrMF0Kst9UE1EUWG69nMaZeqkNB9IstcFF9B2DuGFNLNObZ3R0L7D0dTyP32t9JhTVwnQq5t+dqgGcA9akB7lSA659rvP6nusXU6LosLHnvty+YdSSwM9F4cSfUMqi09akvBEkujTci01ZlTK2LWtsbZ0fTfbfQ3OEG6Tez4Yz6P1JeHdPseMyz1YXjesTT8c26KUBLh177G6p2ospawXYnTehUyO3pGuBOBbiLcsMSPVO3mBpdqZql73jvr/LebxhPvwH8GLiAzv0hZVojD+PRm1TbLUJ+IaBqVbzuXzNZjKmX6nSDdN/kuM3S+PZZPf1IuWNMcbvJvJu2ejzizv5Yl9lQm+4jqtOpackP6h9TIys1kK4nGujW4k4pzybq/uxxYP+eCS8dRce7yhv7RmqnJn0/pSGLjdezGFMvlcUbpCzG1FHcji8usKt2IlK6+4j61Up3KsD9IoM15Q2kZJslM3vGzA4AnibqIHK4md1rZsU6+hDpPbLYeD2LMfVSWbxBymJMnUyYACdErSzqWTvRXpOcgRutToVcWuI2SwcB9akB7lSAO6OlQ4ebqpVOX6k2S9/23j/lvX+SaCy4fYBm7/0fvfd9+1ZD6q4vt8URqZmWFrgiekMvS7UT9czvaXYfkZZOBbiVs+M2S/+vbjE1upJtlszss0SNuk8zs5VmdhlRL9pf6ZHoRESkh7R06FU8jdqJhrypyUANcKcC3OTJcZul1bWU5cZU7OUQWa3UcCdveu8vBNYC/pGbGQ9/8oNaByb103BDXdSIjpPUU/rnX9xmLi4IlDNsj0ijK1VYOgCIhrGGB3omHBERqUT1NQGTO3XWW+64d1m8gchiTNL7lCosDTWz35Xa2Hu/oZn9K+WYRERERDKjVJul3yfYPsk6IiIimdCQ7aik5krVLG3vvf+wxHIHlFoukkmti1prUiWvL+DGpUc5koaBlw2k7bNtHWe2D8qboS4kpJMuC0tm1tSTgYiI9BYqGEslOo3p1kLci/vsLraQrEg8kG4jUnVsMjpOtZfqUC4iZUp9OCEpqtOYbvtOiTqUjAflhQYbj6+B9OnCkoiISE/q0D/SV8fARavHg9R4fNmlwpKISB2p5rZv6TCm2/0T4IzV40FqPL7s6rLNkvd+aKkNzUy5W0REJKGig/IeMgHYDHitruPxSWmlapbmAE/E/78LvAi8FP8+p/ahidSe7ur7Fv29pZ46jek2gbjN0jtAtsbjk466LCyZ2Sgz2xz4I7Cfma1nZsOAfYHpPRVgmtSIUUTqTd9DvVOxsdPKLXh3GtOtpSVus7QMSGc8PqmNJG2WxphZe+eTZnY/8IXahSQikg4VTCTTZs9uH7gYOo7HJ9lSqlPKnPe89z8EbgYCcASwsKZRifRhekwk9aZzsIdMntxpVrnj8UnPSFJYOgw4F7g7nn4knlexuPH4HcBIYB5wiJl1uv3z3rcBz8aTr5vZ/tXsV0RERKRc3RaW4rfeTkp5v6cDfzazi733p8fT/1lkvWVmtkPK+xYRERFJrNvCkvf+U8CpRLVA7eub2R5V7PcAYHz8+w1E3ZcWKyyJiIiI1JULIZRcwXv/DHAlUXcB7SMAmlnF3Qd47983syF5061m1mmESu/9SuBpYCVwsZn9toskS38IEelproZpK79L75bLHbkz2cUzurke1yyddNQyz9ddkjZLK83sinIT9t4/CGxYZNFZZSSzqZkt8N5vDjzkvX/WzP5ZbiwiIiINp7BMVJ9CUp+QpGbpPKIes+4GlufmV9ODt/f+f4HxZvaW9344MMPMtuxmm+uB+8zsrsJlra2tZZ0hzc3Nue3K2axm6SgmxdRoMTU3N9fsLrPc/A71Px6Kqb7pZC2m5qHxg5SCGqFK30LMwnGqZZ7PgiT9LB0FnAY8SvQoLtezdzXujdPNpX9P4Qre+2bv/cD49/WAXYHnq9yviIiISFmSvA03qgb7vRiY5r0/DngdOBjAe/854NtmdjzwacC896uICnUXm5kKSyIiItKjkrwN9zHgB0Tth77lvf8ksKWZ3VfpTs1sITCxyPwngOPj3x8FPlPpPkRERETSkOQx3HXAR8C4eHo+8KOaRSQiIiKSIUkKS58wsynACgAzW0aDvyIoIiIikpOksPSR934t4nb73vtPkPdWnIiIiEgjS9LP0rnAH4BNvPe3EL2VdnQtgxIRERHJipKFJe+9A/4BHATsTPT47SQze68HYhMRERGpu5KFJTML3vvfmtlo4H96KCYREZGG1boo6vCxmbgDyAo7o5Sek6TN0l+992NqHomIiIhIBiVpszQB8N7714ClRI/igpltV9PIRERERDIgSWHpizWPQkRERCSjkhSWfmRmR+bP8N7fBBzZxfoiIiIiDSNJm6Vt8ie8903A6NqEIyIiIpItXdYsee/PAM4E1vLefxjPdkRDn1zVA7GJiIiI1F2XhSUzuwi4yHt/kZmd0YMxiYiIiGRGt4/hVFASERGRvixJmyURERGRPkuFJREREZESSjXwHlpqQzNT/+wiIiLS8Er1szQHCERvwBUKwOY1iUhEREQkQ0q9DTeqJwMRERERyaJSj+F2LLWhmT2ZfjgiIiIi2VLqMdwlJZYFYI+UYxERERHJnFKP4Sb0ZCAiIiIiWZRkIF2899sCWwNr5uaZ2Y21CkpEREQkK7otLHnvzwXGExWWfg98EZgFqLAkIiIiDS9JzdIkYHvgKTM7xnv/ceCaanbqvT8YOA/4NLCTmT3RxXr7AJcCTcA1ZnZxNfsVERERKVeSHryXmdkqYKX3fh3gHarvY+k54CDgka5W8N43Ab8iqsnaGjjMe791lfsVERERKUuSmqUnvPdDgKuJOqpcAjxezU7N7AUA732p1XYCXjazV+J1bwcOAJ4vXLG5ubmiOCrdrlbppJmWYurZdNJMq9FjqlY1sWTxeCimnksnzbQUU99Sqp+lXc3sL8D3zWw5cKX3/g/AOmb29x6IbSPgjbzp+cDYLtYt1su4iDQm5XcR6VGlapYuA0YDjwE7ApjZvKQJe+8fBDYssugsM7snQRJdDbMiIiIi0mNKFZZWeO+vAzby3l9WuNDMTiyVsJntWWVs84FN8qY3BhZUmaaIiIhIWUoVlvYF9iTqqXtOz4TTwWzgk977UcCbwKHA1+sQh4iIiPRhLoTST7a899ub2TNp7tR7/xXgv4H1gfeBp81sb+/9CKIuAr4Ur/cl4JdEXQdca2Y/TjGGJWY2qMo02oBn82YdWM6jyjiNANxsZkfG0/2Bt4C/mdm+FcT0FWA68Gkz+0e529cipjiNqo93mmmlcZzidM4iKsS3AasAb2Z/qyCdjYne/tya6C3V+4DTzOyjMtMJwC/M7JR4+lRgkJmdV2Y6uXN7ALASuAH4ZfxmbK9U7XmTxfwep1HVuVyLmOJ0UsnzWcrvcVpV5/ms5fd424bL82lK8jbcAu/9mcDI/PXN7NhKd2pmdwN3F5m/APhS3vTviTrCzKplZrZDlWksBbb13q9lZsuAvYhq0ip1GFGnoYcS9WWVhZiyqOrj5L3fhagGdkczW+69Xw9Yo4J0HNEX+RVmdkDcbcZVwI+B08pMbjlwkPf+IjN7r9xY8rSf2977DYBbgXWBc6tIs7fLYn6H6s9l5feE0sjzGc3voDxfUpJ+lu4hOmAPAv+T9yPpuR/4cvz7YcBtlSTivR8E7AocR/SlUPeYsijF4zQceC9+WxQzey8u8JdrD+DfZnZdnE4b8H3gWO/9x8pMayXRF+/3K4ijKDN7B/gW8L34i16qk1reSvFcVn5PJo08n+n8HsekPF8gSWHpY2b2n2Y2zcx+k/upeWS9w1re+6fjn041ZWW4HTjUe78msB1Q9mOc2IHAH8zsRWCR937HDMSURWkdpz8Bm3jvX/Te/9p7/4UK09mGgnaBZvYh8DqwRQXp/Qo43Hu/boXxdBL3d9YP2CCtNHuhrOV3SO9cVn5PJo08n/n8HsekPJ8nSWHpvrjtkHS2zMx2iH++Umkicb9VI4nu6Kp57HgY0Zce8f+HZSCmLErlOJnZEqLuNb4FvAvc4b0/uoKkHMW7xehqfndxfUg0dmPJN1Yr0NfvMLOW3yG9c1n5PYGU8nxvye+gPN8uSZulk4AzvffLgRXEf1AzW6emkfU99wI/Jxq0eFi5G3vvhxFV724bN/prAoL3frKZVdo/VVUxZVHaxymuQp8BzPDePwscBVxfZjJzga8WxLkOUdcZ/yw3ptgvgSeB6yrcvgPv/eZEDVrfSSM9qT5v1SDPK78nkEKez3x+j2NSns/Tbc2SmQ02s35mtpaZrRNPq6CUvmuBC8zs2W7XLG4ScKOZbWZmI81sE+BV4PN1jCmLUjtO3vstvfefzJu1A/BaBTH9GfiY9/4bcbpNwCXA9Wb2fxWkh5ktAqYRtdOoivd+feBK4PIqCt7SURp5K+08r/zejZTyfKbzexyT8nyBUsOdbGVm/+jq+a6ZPVm7sGorfjV2eb3jyGdm84FLq0jiMODignm/IXrFdWadYgLSPd4ppJXmcRoE/LePxk5cCbxMVD1fFjML8avNv/ben010E/N74Mxy0ypwCfC9Crddy3v/NKtfI74J+EWV8dRN1vJ8Snkr1TyfVn6H9I53xvI7pJDnM5rfocHyfNq67GfJe3+VmX3Le99SZHEwsz1qG1rteO+3B642s53qHUtfkObx1t9OKqHzpmeldbz1d5Os6LJmycy+Ff8/oefCqT3v/beJGsKdXO9Y+oI0j7f+dlIJnTc9K63jrb+bZEm3PXgDeO+3JeppdM3cPDO7sYZxiYiIiGRCt2/Dee/PJXo7Ymui56pfJOoJVYUlERERaXhJ+lmaBEwE/mVmxwDbAwNrGpWIiIhIRiQpLC2LB9JbGfcF8Q6weW3DEhEREcmGJJ1SPhG/Jnk1URftS4DHaxqViIiISEaUbOAdD6C3sZm9EU+PBNaJu8YXERERaXjdvg3nvZ9jZqN7KB4RERGRTEnSZumv3vsxNY9EREREJIOS1Cw9D3yKaPybpaweSHe72ocnIiIiUl9JGnh/seZRiIiIiGRUoh68RURERPqqJG2WRERERPosFZZERERESlBhSURERKQEFZZERERESlBhSURERKSE/w/YAGfzxS0xJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatplot.myformat(\"neat\")\n",
    "fig=plt.figure(figsize=(12,2))\n",
    "\n",
    "trendmon1a=trendmon1.reshape(-1,12,4)\n",
    "trendmon2a=trendmon2.reshape(-1,12,4)\n",
    "\n",
    "col1,col2=\"magenta\",\"red\"\n",
    "for i in range(n_clusters):\n",
    "    r=regseq[i]\n",
    "    pl = fig.add_subplot(1,3, i+1)\n",
    "    x=np.array(range(12))\n",
    "    pl.plot(x-0.1, trendmon2a[r,:,0], \"x\", color=col1)\n",
    "    pl.bar(x-0.1+0.01,trendmon2a[r,:,2]-trendmon2a[r,:,3], 0.1, trendmon2a[r,:,3], color=col1)\n",
    "\n",
    "    pl.plot(x+0.1, trendmon1a[r,:,0], \"x\", color=col2)\n",
    "    pl.bar(x+0.11,trendmon1a[r,:,2]-trendmon1a[r,:,3], 0.1, trendmon1a[r,:,3], color=col2)\n",
    "\n",
    "    pl.axhline(0, color=\"0.8\")\n",
    "    pl.set_xticks(range(12))\n",
    "    pl.set_xticklabels([\"J\",\"F\",\"M\", \"A\", \"M\", \"J\", \"J\", \"A\", \"S\", \"O\", \"N\", \"D\"])\n",
    "    if i==0:\n",
    "        pl.set_ylabel(\"rainfall trend [% of mean per year]\")\n",
    "    else:\n",
    "        pl.set_yticklabels([])\n",
    "    pl.set_title(regnames[r])\n",
    "    pl.set_ylim(-1.0,1.0)\n",
    "pl.bar(x+0.11,trendmon1a[r,:,2]-trendmon1a[r,:,3], 0.1, trendmon1a[r,:,3], label=\"till 2018\", color=col2)\n",
    "pl.bar(x-0.11,trendmon2a[r,:,2]-trendmon2a[r,:,3], 0.1, trendmon2a[r,:,3], label=\"till 2015\", color=col1)\n",
    "    \n",
    "plt.legend()\n",
    "plt.suptitle(\"Trend in monthly composite rainfall \"+fy+\"-\"+ly, y=1.2)\n",
    "fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.3, wspace=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trendpyramid(_ts, _how=\"analytical\", _minwindow=10):\n",
    "    # _ts is a time series of annual values\n",
    "    # minwindow - is the minimum window (number of years) for which trends are calculated\n",
    "    from scipy.stats import mstats, kendalltau\n",
    "    from arch.bootstrap import StationaryBootstrap, IIDBootstrap\n",
    "    from statsmodels.distributions.empirical_distribution import ECDF\n",
    "    _nboot=100\n",
    "    _nts=len(_ts)\n",
    "    _nlevels=_nts-_minwindow+1 # number of \"levels\"  \n",
    "    _slope=np.zeros([_nlevels, _nts])\n",
    "    _slope[:]=np.nan\n",
    "    _pval=np.zeros([_nlevels, _nts])\n",
    "    _pval[:]=np.nan\n",
    "    for _window in range(_minwindow, _nts+1):\n",
    "#        print _window\n",
    "        _first=_window/2\n",
    "        _last=_nts-_first\n",
    "        bs=StationaryBootstrap(3, np.array(range(_window)))\n",
    "        for _block in range(_first, _last):\n",
    "            _x0=_block-_window/2\n",
    "            _x1=_x0+_window\n",
    "            _subts=_ts[_x0:_x1]\n",
    "            x_var=np.arange(_window)\n",
    "            if _how==\"analytical\":\n",
    "                _trend,intercept,CI_low,CI_high=mstats.theilslopes(_subts, x_var, alpha=0.95)\n",
    "#                if _trend<-7:\n",
    "#                    print _subts, x_var\n",
    "#                    plt.plot(x_var, _subts)\n",
    "#                    plt.plot([0,9],[-_trend*5+100, _trend*5+100])\n",
    "#                    plt.show()\n",
    "#                   print _trend, CI_low, CI_high, np.mean(_subts)\n",
    "#                    sys.exit()\n",
    "                _tau,_pvalue=kendalltau(x_var, _subts)\n",
    "            else:\n",
    "                bs_slopes=[]\n",
    "                for data in bs.bootstrap(_nboot):\n",
    "                    ind=data[0][0]\n",
    "                    res=mstats.theilslopes(_subts[ind], x_var[ind], alpha=0.95)\n",
    "                    bs_slopes=bs_slopes+[res[0]]\n",
    "                _trend=np.median(bs_slopes)\n",
    "                ecdf=ECDF(bs_slopes)\n",
    "                _pvalue=ecdf(0)\n",
    "                #this makes sure we are calculating p-value on the correct side of the distribution. That will be one-sided pvalue\n",
    "                if _pvalue>0.5:\n",
    "                    _pvalue=1-_pvalue\n",
    "            _slope[_window-_minwindow,_block]=_trend\n",
    "            _pval[_window-_minwindow,_block]=_pvalue\n",
    "    return [_slope, _pval]\n",
    "\n",
    "\n",
    "\n",
    "def plotpyramid(_pl, _slope, _pval, plotparams):\n",
    "    fy,ly=1900,2018\n",
    "    vmin,vmax=plotparams\n",
    "    ny=ly-fy+1\n",
    "    empty=np.empty([110,119])\n",
    "    empty[:]=np.nan\n",
    "    xx,yy=slope.shape\n",
    "    empty[-xx:,-yy:]=np.flipud(slope*10)\n",
    "    ax=_pl.imshow(empty, interpolation=\"nearest\", cmap=plt.cm.bwr_r, vmin=vmin, vmax=vmax)\n",
    "    #m.colorbar()\n",
    "    empty=np.empty([110,119])\n",
    "    empty[:]=np.nan\n",
    "    empty[-xx:,-yy:]=np.flipud(_pval)\n",
    "    _pl.contourf(empty<0.05, 1, hatches=['', '///'], alpha=0)\n",
    "    _pl.set_xticks(range(5,ny,10))\n",
    "    _pl.set_yticks(range(ny-10,0,-10))\n",
    "    _pl.set_aspect(0.65)\n",
    "    _pl.set_xticklabels(range(1900+5,2018,10), rotation=75)\n",
    "    _pl.set_yticklabels([])\n",
    "    _pl.plot([119-8,119-xx/2-7],[109,119-yy+3], lw=2, color=\"black\")\n",
    "    plt.grid(alpha=0.4)\n",
    "\n",
    "#    plt.title(\"rainfall trend [mm/decade]\")\n",
    "#    plt.savefig(\"../figures_trend/pyramid_\"+suffix+\".jpg\")\n",
    "#    plt.show()\n",
    "    return ax\n",
    "def plotpyramid2(_pl, _slope, _pval, plotparams):\n",
    "    fy,ly=1900,2018\n",
    "    vmin,vmax=plotparams\n",
    "    ny=ly-fy+1\n",
    "    empty=np.empty([110,119])\n",
    "    empty[:]=np.nan\n",
    "    xx,yy=slope.shape\n",
    "    empty[-xx:,-yy:]=np.flipud(slope*10)\n",
    "    ax=_pl.imshow(empty, interpolation=\"nearest\", cmap=plt.cm.bwr_r, vmin=vmin, vmax=vmax)\n",
    "    #m.colorbar()\n",
    "    empty=np.empty([110,119])\n",
    "    empty[:]=np.nan\n",
    "    empty[-xx:,-yy:]=np.flipud(_pval)\n",
    "    _pl.contourf(empty<0.05, 1, hatches=['', '///'], alpha=0)\n",
    "    _pl.set_xticks(range(5,ny,10))\n",
    "    _pl.set_yticks(range(ny-10,0,-10))\n",
    "    _pl.set_yticklabels([])\n",
    "    _pl.set_xticklabels(range(1900+5,2018,10), rotation=75)\n",
    "\n",
    "    _pl.set_aspect(0.65)\n",
    "    _pl.plot([119-8,119-xx/2-7],[109,119-yy+3], lw=2, color=\"black\")\n",
    "    plt.grid(alpha=0.4)\n",
    "\n",
    "#    plt.title(\"rainfall trend [mm/decade]\")\n",
    "#    plt.savefig(\"../figures_trend/pyramid_\"+suffix+\".jpg\")\n",
    "#    plt.show()\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:91: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "image/png": 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QhBUkPf07fv11ATVq1GXLlj947rmH8P7jZO7cIDfc0JQdO7aV5vIFQRCEk5RjJUZMEIqFSbZq0k2YIHxw83+ZNm9MWIsWbgoL0z53rnZXDhkyjUqVavDQQxfy9ddTady4JXff/Tjp6UF69/YzderXnHJKVXZ4suJVrlw61jFBEATh5EKEmHBCUjAwvyBz5wZ55hm3PTcXevWaSO/efiZM6EpcXAwTJ/Zn9OgvOPvspkf/AQRBEISTAnFNCscV2dm6QHdWFmRl6YB7g8mon529i507NzN27AdhEeYt8D1vnhZhgwbpwP38fB0vdt11d9K69VPk5eUyZswTdOlic/rp54Xzk+3f7x6CIAiCUBKIEBOOeVatSgsfv/wS5KGHrgqLLqUIlyYySVnLl6/I+ef/nXPPvYzcXN1u7p83z909eeGFvvB1c9+FF95AbGwcjpPPBx+MIyYml9hYnXHfcdxDalIKgiAIJYEIMeG4wcR0de36fJH3bdr0B5UrVzto/4O5K9PTgwwc2IY+faZQpUoN5s37DtvuVVLLFwRBEIRCiBATjguMiOrfP8DZZ18edk0aS9aePTlha9Vpp9UjLo6IY/Zs3X/QIFeEGWtYTIyOKXvmGT8DBgS4+uo7ePbZd4iNjeXNN4fzySfvsW9fVniu3FzC8wuCIAjCX6E0E7q+CtwEbLVtu0noWmVgKlAPWAO0tm07w7IsBYwFbgT2Af+ybTs92riSR+zkGX/NGu36+/lnvXtx4MAAzZr5Iu6pXl2LtDfeeJXBg18HIndSgpvCYuBAvXvS5Agz96Wnf8fTT99J//66QLhpe/vt0Ywd+yQJCYmkpKTy6quzqFYtsha92YFZv/6R76I8lr8DGd9F8ogJglAalKZFbBJwfYFrPYGvbdtuAHwd+gxwA7qsUQPgYeDFUlyXcBwxZ44rwlq08BVqnzkzSMeOfu65p0vU/o7jsG7dKgYPfi9q/7lzg/TqpUWYNyM/QJs2T9CihY+srH3Ex8dTsWJqCTyRIAiCILiUWvoK27a/tyyrXoHLrdBljwBeA4JAj9D1123bdoAZlmWlWpZV07btTQXHNf96LS5xcaWboUPGL73xV6zQKShefDHAJZf4AL17EfRuyVmzgnTp4uf//i9A06bnERur21TIbrFu3Wrq1j2d9u0fwmv4NZawn37SIu+FF9zxTd+4OFi2bBGrVy+kVq3TWL9+DcOHt2fkyDdRoZtmzgzy5pvjGTnyjcP+vfRyLH8HMr4gCELpcrRjxKobcRU6m4jqWsA6z33rQ9eEk5CNG5P49tvf6dDBz9ixrkgCwqkkZs0K8sQTfl5+OcCll+oUFKZNKUhP/4UdO/6MOn5ODvz4Y5BOnfyMGxfgoot84Z2RJmYsJyeXRo3OZerU73n77f+RmJjExx+/zeuvjyc3F2bMCNK5s5+2bTtSrlwCW7YkhQ9BEARBKC7Hyj8Fo8VeRI0FO9I4kdKKL5HxS378L7+cT69etzJgQIB69Xz86dFT+/bpFBT9+vnp2zfAOef42LULNm92C3xv2rScatWakJRUMZwN3xs39uOPQfr08YfH37IFypePXENMjB6scuVzqFgRBg16lS5d7mLo0CfZuVPxxhv96NcvQN26PjZvBq9BLC1NfkdPxPGTkkRkC4JQ8hxti9gWy7JqAoTOW0PX1wN1PPfVBjYe5bUJxwALFy6kV69b6dMnQOPGPg4cIOJYuFCLsH79dMyYyQGWna13Mc6YEeTpp+9h//5csrPdJK5m9yTkMmvWJwwZEqBpU1/YimaIj9eHNwFsXBzccktrbrvtCXJzcxg/vjOdO7/M2WfrAuLZ2Vog7tsHa9asO9ijCYIgCEIhjrYQ+xB4IPTzA8B0z/X7LctSlmVdAuyMFh8mnNjs27ePDh060KdPgObNfYXa581zLVkFA+sB5s8P8uyzfh5/fBQpKdGTrcbFxdGp07CoecQOxcUX/zOc7PXDD58nLy+30PwTJ/Yhz6vsBEEQBKEIDuqatCzr9mL0z7Jt+9OD9H8bHZhf1bKs9UBfYAjwjmVZ/wbWAv7Q7Z+iU1esQqeveLC4DyCcGHz99W4efbQlffq8SYMG2tJk3H0HDmiRM2CAK8IOHNBtxqI1Z06Q557TljKvyDLpJYzXKStrH3FxiThOpDuxYEqLXI/Gys3VgfmDB99Njx5v8+KLj7FgwbdMmtSH9u2fA2D58iD9++vdnb/9VhWAhg2lMLggCIJQNEXFiL2CtlgVlTvnb2gRVQjbtu8+SJ+ro9zrAB2LmEc4gdm7dy/t258fzni/a5e+bsTTwoVBBg/206tXgCZNfOTkuMIpNla7I597zk/v3jpmzJtoNaaAzTc+PtHzsz47jkNuroq437uRbsYMvTHgP//RlroqVU6hW7erCQSG0KDBJSQlVWLYMB2z1rixj337SurNCIIgCCc6RQmxz2zbbldUZ8uyJpfweoSTkGAweNCyQ14R1rRp4faZM4M89ZRuL5jsFbTIMukmDkZR7QsX/ky3bn7GjAlQq5Yev1mzK3nggSFMnNiNkSPbEhcXz4AB70V1pwqCIAhCURw0Rsy27XsP1bk49wjCwcjNzcWy+pORUZsmTdzAfMOcOVqEPfOMtkR5i3Pn5ur2xx/3M3q0FnEmuN6koFiwIIhlXUVGxu6IeU1AvrcEksEE32dlQXr6TJ56qhWjRgW44AJfxNy33PIUjRv/jQMH9lKxYhpnnHFhuM2MMXnyEoYP/4iFC6U4uCAIghCdQwbrW5bltyyrYujn3pZlvWdZVovSX5pwojNo0CBatmwVdjeao3x5WLo0yIgR2tLVqJEvXNvRHLNm6Zis4cMDXHyxL6JuZFaWtpT95z9+7r23H7GxFSP6FtxJGRfnijMTczZ3bpAePW6iXz+dxywmJnIn5YoV37Fu3WJOOaUOmzf/zujRj7B/v0NWlhZhc+cG6dPnNlJTT5OalIIgCMJBKc6uyT62be+2LOty4B/ojPhSgkj4SziOQ+vWrYvcHXkwd+SiRUGGDPHTs2eACy8s3L5gQZCBA3XM2JG4C02esn79ou/ONO7SZ555l/79P6N8+USCwcl89tlL4fUNHXpwd6kgCIIgGIojxMxe/H8CL9q2PR048nouwknPV1/tYvr0deTlXRp24xnmz9cirG9f1x1p7snO1u1Dh2p3ZYsWvnBZI9DWsIUL9e7KHj0CnHWW6640Fq/4eChXTh/G+pWX57ocZ87U8/fpE+Dcc7U70oyRm6tF2uDBOnD/ggt8VK9+Dh06/B8Ar7zyONOnT2DoUD1/48aupW/JkjSWLBEXpSAIghBJcYTYBsuybKA18KllWeWL2U8QorJ581rq128W4R7MzobZs3UesF69tIgxwikhQR+//hpk+HA/nTu77sqcHC2ksrO1JWrAAN2/eXMt0kyiVa9r0sSiOY57xMTAtm0bwikymjRxY8LMPcuWBRk2TIvApk21yEtIgGuvvZvrr+9EXl4Or77aiYcffoUGDSLdrfv3w4oVy8r61QuCIAjHGMUpcdQauB4YYdt2Zigjfre/MqllWY8D7dGpMV6xbXuMZVmVgalAPWAN0Nq2bUnEdIKRn59P06ZXFLq+YIG7OzKaO8+4+x5/XIu0g/Xv10+LtILMmxfkvffG0bfvVKBc1LX99NNn4Txle/dGts2aVfT6WrS4mS++eJH8/Fw+/3w8F1xwM+Ca6xYsCPLxxy9y++0vRZ1bEARBODlRjhO1pCMAlmXFAAtt225SUhNaltUEmAJcBGQD/wMeRQuzHbZtD7EsqyeQZtt2j4L9MzIyDr7gKMSHkkWVVp06Gb/448+ZE0NyciX27HHbY2K0u7F/fz/duml3YEKC2wbw889BRo3y8+ST2t2ox9Vt9erp/l266JiwZs0i84jFx2sR9MILFi+88D2VK1cP15X05hjLzYWtWzeQnKxrzXvXuG2bTpFhdm8C4VxhubmweLG21LVrN4FJkx5j586ttGrVC8saBESm4DAFzJs2df+NcSJ9xyfy+GlpaUXnQREEQTgCinQx2radDyywLOu0EpzzbGCGbdv7bNvOBb4DbgNaoTcCEDrfWoJzCmXMgQMHSE6uVOi6yZhvRFhBFixwRViTJoXb58wpOo+YsZSNH/8DlStXL3KN1arVKnRt0SI9/siR0QP/Fy/WuzufeCJAy5Z+OneeglIxTJ8+mJkzPzpkHjRBEATh5KY4rsmawBLLsmYBYYeNbdu3HOGci4FBlmVVAfajSxvNAaqb+pK2bW+yLKtatM7x8Ye3TyAurjiPeOTI+MUbv2LFitSsqa8Zw8PMmUEGDdLJUlu08IX7mDJDJo/YqFHu7kjTZlJE9O7t56WXAjRs6MPkZTUB/LNn692VY8YEOPNM99cp2iMb65i3xNGsWVpkvfhigJYtI92V+fm6fdQoP8OGBbjoIr2+hg2vYvv2wUyY0JNhw+4mLi6eESPeC6/f/Pp6f49PlO9YxhcEQTh8ivN/oGdLckLbtpdZljUU+BLYAywAcovuJRzP7NpVnt27y+OthT1zpk7GOmxY4RQR+flahPXooduNOw8Ij5GeHqRXLy2SLrrIx7ZtkWWPZs3SlqwxY3S7d24jsn788X+0a9ed1NTKYfFmhNiMGa4l7Ior9Pw5OZHr797dz5AhOpmsd/x//as7P/30MQsW/Ejt2jU466yLConEzZvLhcVYtWqeLLaCIAjCSUWRMWJHA8uyBgPrgccBX8gaVhMI2rbdqOD9EiN2/I2/ZUsSf/7pWsLmznXzdJ1xhg8Ab5WhuXO1palrV+2OTHTLQ7JvnxuT9cQTAW6+WVvCVq92rU2rVml3Z58+rqXN+3iLF7vtxt3oLfo9f767e7NZMx+1a+u21av12eQx69rVjVnzsmRJkJEj7yA+PpEdO9bzt789QJcuE1FKkZKix2/evDGVK2sr3Zln7g2t8fj9jk+G8SVGTBCE0uCQFjHLsi4BnkfHdsWjt4LttW075UgntSyrmm3bW0OxZ7cDLYHTgQeAIaHz9CMdXzi2yMvT1qT8fDdZav/+2hJmAuvNedEiLcK6dQvQoIGP7OzIoPpffw0ycqSf7t11TFm5cm5aitxcnZF/3Dg3BYZXYEHkxoCGDd0C3UbERRNpxoqVk+PGhHXpokWYGd+s38zfo8e7xMZWoV+/i/n++9do1Kgl115rMXu2drd+/PEGybgvCIIgFMs1+QLQBggAFwD3Aw3+4rzvhmLEcoCOtm1nWJY1BHjHsqx/A2sB/1+cQyhDli/XyUurVdMC6cABbSnq10/vbjz77MjdjWb34YgROjD/7LN9YfFkzosXaxHWu3eAunW1SPPWd/z9dy2C+vRxA/dzQ07v/ftdS1aXLjrFhdcAkp+v201ZJRPzBZHu0LFjdQqNc86JHD8+Xq9v3Dh3/NxceOihV5gw4V4mTuxMTIzDlCl96NcvQGxsfPi5MjKSAEhKKh2LjyAIgnDsUqwoVdu2V1mWFWvbdh4w0bKsn//KpLZtF0okZdv2duDqvzKucOxidkf2769FVkGMCOvaNXqeMNNuRFZmZmT78uVBXn5Zi7iD5SEzZZHOPDN6+/DhOkVFtP6zZrki7GDrM7s7ve2XX96WX3/9mS+/nMDLL3ekf//3opZNEgRBEE5OiiPE9lmWFQ/MtyxrGLAJSCrdZQnHO97A+dmzXXffOee4li7DggVaZPXsqd2NZneicRfOmxdkzBgdE9aggXYnmlxj5crp8W3bT6dOOubMuBtB37dggVsWqVkzXzhH2P79+rxsWZDnn9ci64wzdLt3c+7s2Tpw/6mn3BQaXmua647U6zfjmzEuvrgV33zzMnl5ubz//gRatLiJ/Hw32WuubFURBEE4aSlOqaL7Qvc9hk5fUQe4ozQXJRy/rF2bxtq1aeEyQunpc3jiCV070huTZUhP1yLNBL7n5OiYsJgY7S5cuFCLsCef1CLH1Jw0LslZs/TuSSOSYmPd2pD5+VpEDRqkxzdlkcwYBw5okTZunBZxjRrpjQGJie49CxbMoEsXvXvTm8fMtK9c6bojGzTQ45v1JybqjQPjxrWlW7c3SUmpSnr6F7z55rPhe7Kz94XXumFDWvgQBEEQTg4OaRGzbfsPy7IqADVmuS+2AAAgAElEQVRt2y7RVBbCic+YMb0ZMyZAnTq+iGz1EFnWqGFDX6G+XneficmK1j50aIAqVSJjvkz7iBEHTxa7fHmQl17y88gj0d2lZn0jRugC37/9Ftm+bFmQF18s7I40FEzmmpJShd69r+OttwZw7rkXc/HFN5CQkFionyAIgnDycEiLmGVZNwPz0aWIsCyruWVZH5b2woTjE1Oou3x5ffz3vx/RsqXe3aiUPrKyXHdlz55aZBkLUUyM7r9ihQ7M79JFuxNNcXDX0qZjugYPDnDppa4lKzER9u7VechMgXDjrjRHXJwe/6WX/HTooEXU3r263549+pgxQ1vSunTRKTC8Bcrj4uC334JMmKDHb9jQLRCem6vbly/XIqxbN23pi4+Hiy66mrZtBwDQv//dfPTRpPBuz9xc7So1hyAIgnByUBzXZD90XchMANu256MLcwvCISlXrnCBbVPA28RURWsfPvzglrBly9zA+fPPj97+/PPa3RjNUrVkibakdehw8DxgRZVVWrTIjVkrKnA/miXuzjt7ctZZl7J//26mTh3CgQOiugRBEE5miiPEcm3b3lnqKxGOWzIz08KHiZ3ykpPjWnmMCOvaVbsDc3KIiAtbskSLsG7dXBFmxszO1v3HjdPtLVpoS1tMjLZC5ebq3Znjxvl5+OEA9eq5ljA35kuLpE6dAtSv78acJSTowySTffRR3d/rTs3O1hsHhg3TeczOP98XzmFm1r9sme7fq5cuy2TGNSxb9j0bNiynSpVT2bjxV8aPfyzqO92xI40dOyRWTBAE4USnOLsmF1uWdQ8Qa1lWA6Az8JfSVwgnFt5SfWanoNkZGROjdzZ6dy96LUUml1hMjGsJK2hJ2r1bn01MVufOOgVFVpYWcUppsfXbb0FGj460VG3dqvvGxupksK++6qd9+wCnneaL2BlpRNT48X7atQtQu7YvPK8RlgsXFrbEGZGVlaX7T5ig3a3eZLKgReKCBUGee85P377vkpCQxlNPteSLL17l7bdbcuedD0VsZDBrq1y5+N+DIAiCcPxRHCHWCXgGOAC8BXwODPwrk1qW1QV4CHCARcCD6OLiU4DKQDpwn23bkuHyBGHdul8ZOFAnY23QwFeo/WAizOB1N0YLrPcmY61Tp3C7EWHt2undkdHGf+EF3R5tfd5krtHckUaEdegQff0m8N9k7M/Ohscee4mRIx9g8ODHqFAhkYsvvqdQP0EQBOHEpjhCrL5t28+gxdhfxrKsWmirWmPbtvdblvUOOnP/jcBo27anWJb1EvBv4MWSmFMoHbKytOssWok+Y+kyhbIXL/6JHj10TJbJEwauO3L0aFeEmZJGZozFi12RY8oOefvPnq1FXNeuWkRt2+a2Z2drS9nkyX4eeEC7G82aUkJFupYu1SKvffsANWv62L8fKlRwx5g1K8h//qPXZ2LGjMsyLk6vf8IEN6bN64oE7S4dPFiLULP+mBi49tr7WbbsZz791OaZZx7gs8+up1IlbQIzucUyM133ZGpqRuEXLQiCIBzXFEeIvRRK6DoJeMu27cxD3F/ceStYlpUDJKKTxP4dMCaB19CbBESIHcMY92NclN8ib8LV/Hy4/PLrKF/+VMAVZ6DdfaNHa0uTycNl+sbEuCLMWKKMQDH3zJsXpHv3SHdlcrI7/qJFWoS1bh2gRg0d82X67tsXmcLirLPcjP0mpu2334JMmaItWdWruyLS1J9ctUqv/5lndIoKcEVUXJy2hA0c6OfZZ9+jadMrwqLVuB59vtv5/PP/kpubyzPP3MvAgR8TExMTbve6T1NTi/gyBEEQhOOS4uQRu9yyrIZo9+Ecy7JmARNt2/7ySCa0bXuDZVkj0PUk9wNfAHOBTNu2TY7x9UCtaP3jvX+ZikFcNJVQgsj4RGTKN3UZzWbJpCRwHGjc+NSwuDFxT3Pm6N2Hw4cHIsr+mL6zZun2oUML744sV07379nTz4QJOkVFQebODfL667qskjdPmRl/5cogr7yiU2CY+U2cluNoETVlip+xY3XtyZ2eLSsxMW5g/4gRAVq2LDz/nDlBRoy4l2nT5lK79mkR7yc2FnJzc1m06FOef34yzzzTkVmzPmP69AF07Ng3LG69lrnD/d03HA+/Qyfy+IIgCEVRnF2T2La9EugN9ACuBMZZlrXcsqzbD3dCy7LSgFbA6cCp6HJJN0S51TncsYXS58CBpPCRl+cKC4PZhWhyhiml7zG7I01w/dy52pI1ZIje/ei9PzcXZs4M0qOHn+eeC3DJJXp3pNkhGROjRVr37n7Gj9fJVr07K3NydP9evbSlqkkTX3iteXlaBC1eHKRPH23patzY3f1oSE/XecR69NAiKzY2cvdmeroef/ToAJdd5ovIMQbaXfr666P49NOV1Kp1Go6jxZ15RtACoFevMbRqdRfjx7+FUooJE57l++//F35e089xICcniZwcqS4mCIJwInHIfwpaltUUbQ37J/AlcLNt2+mWZZ0K/AK8d5hzXgOstm37z9D47wGXAqmWZcWFrGK1gY3ROmdHC0gqBkfaT8aPJCPDFQLRXJNGzBj3nBFWmZmwa5e+Nn/+9wwY0JrevbW7cMOGyHqL6elu7cdKlXysXeu2md2VQ4bo9vr1fWzfDqtXE3YregPzU1J8EW2gLWFTpvi5554A2dk+Zs1yBWVSknY3Tprk5667AuTm6v4AS5fq86pV2tL2yCPaXfnHH1Cxojv+4sXp/Pbbarp3n86ff6rwur3vyvu89erBBRdcx7339ueNN/rQtes9JCenU6NGvQg3q3FNVqsm/w2UxfhJSSKCBUEoeYpjk38BeAXoZdt2OPukbdsbLcvqfQRzrgUusSwrEe2avBqYA3wL3IneOfkAMP0IxhaOA5o2/Ruvv76aChWSCtWeXLy46GSsJg/ZwXYvekVYtN2PJuarTRst4gqyalWQ117TIuz00w/e/uij0ZPBAjRo0IIGDVocdjHvu+7qxfLlM5g9+xP697+TMWN+BBIO2U8QBEE4flGOc/Q9gJZlPQvcBeQC89CpLGrhpq+YB9xr2/aBgn0zMjIOa8Emrqa0/jV9soxvdkiavFygywmBLjlkMPFXRmBVqaLbt2xxrU67d2dTrlx8aFz3/qVLdYoIy9Iix8SSmTGNJaxr1wCnnuoDoFEjbZlbtkwH7k+e7Oe++3TgPrgWqPx8V0TdfLPOI+alYkVYvTrI1Kl+7r03UsQ1bKjPn3+uLWX/+leAK67Q7dWqRa4R3OeMlhcsWjhS9er6vG4d7N6dQceO57N582puuKE9zz33cvg+s8uzRg1C7654uyiPld+h4338tLQ0VSoLEAThpOagFjHLsl62bfvhojoX555o2LbdF+hb4PLv6FJKwgmOEWFejAh7/HGdYqIgXhHWpImPHTsi21es0CLs3ntdEebFiLAHHgiQnFy4ffVqbSm7777ogf+LFrkiLJqlraSoWDGN//znXZ544lI+++wVLr64Jbfe+mCpzScIgiCULUW5Jm+1LCuriHYFXFXC6xGOUYz1y1hlwI358mLSOhjLT0yMvlaunC4CDpG7LGNiYPXqxYwdqzPin3OOL2wlM+dly9zalKbskVlPfDz8+GOQl192RZJ3XfHx2h359ts6pqtRIx+bN+u29ev1eePGIF9/rS1llSv7yMhwrVTgukNbt9YxYbt2ufMnJcHWrX9Qt24dYkKBYMY65s0nVtDY4o39Mu/DXGve/Dwee2wCo0a1Y/DgDtSp05yGDc8Lv1vzfEe4iVIQBEE4hihKiHUrRv8fSmohwrFJXJx2SXprLhqM680rKozgMPFReXnuTkd3TPfnjRszGDr0fh5/XGfMz893BYZJ9jp2rFub0sxpzjNnBunfX1vC6tTRIm6/p4725s1B3npLW8Jq1dJ5xDJCHr38fC3CvvnGz3XXBahSxRcWWKa80erVQaZN02WLEhJ84XHNMy9cqEXa++9vjnjGgs9p3osRo94dmpUqRb4zgFtueZCVK3/h449foU+fO5g0aS61akV+F6mpbrLXmBhJ9ioIgnA8clAhZtv2a0dzIcLJx549O+nU6RyefPKtqO7AJUt0HjFvRnsvy5frPGC9egVQyhdhaQP4448g06drERbNXWlE2N//rkVaQYy7sndvnax15crI9qVLdYHxHj0CxBpzVQnSqdM4Vq1KZ/nyuTz77H289tqHYaubIAiCcGIgmQyFIqmYrPdGZGXpOGVjMQLXKpRVhAPbcbRlKCHBvc+47BISKjFx4q8kJCRFWNxMRv0xY3TZIJMx34vJiD94sHZXLllCOG6sfHktoj74QO9+NBn1DWlpuv3bb/3cdJO2pG3frttM0tb167WIa9VK5zkz6zLMnq1F4BNP6N2V3sB8846878rkDjNVBbyi0bwPr/syNRWSkxPo338aDz10Pj/99Aljxgzm4Yfdjcre9UjWfUEQhOMTEWJCIbwurwMhcWD+6HsFjREXXpFkrpmUSzExWozl57tjRKasSCIrK1K0LF48gxEjdOB+o0a+Qm7RFSu0CGvXTouwnBwiErJmZGh34n336Txke/ZECp/t2/XuyKuv1jFhe/e67tDMTG0p+/ZbP7fdFqBuXV845susccUKLcLatYtuqYtmHDMZ8k2JJG9KKrPL0uviNW7Nhg3r8dxzb/LYYzcyfvx/OOOMi7jmmuuAyBi0+HhT91NclIIgCMcT4ucQjjnOPPN8Ro2aEzVP2IoVQWz74HnC/vjD3T0Zzd25dq0WYXfd5abA8GLclUaEHe78pcFll12PZfXFcRz69buHjRv/OCrzCoIgCKVPcTLrN0QH7tf13m/b9t9LcV1CGeINGjeWJLNb0mvNMkHm3iLeJs+Yd4ekya5vrE5eF5yxAnndbPHx5UhJqRveHWjmNO7IBx7QIis/X1vbDFu2aHfiXXfpmK+sLHfOrVu1yPrqK+2OTE31ReT+ysmBdev07skrrtCWNJON3zzf6tV6d2anTq5I82bs37ZtLampNYmJ8QwcwmTeN5Ywb+41YxHzWrjMd2De+xNP9GHevJnMnPkZTzzh58UXf6BChfKF7vda1QRBEIRjn+K4JgPAS+js+nmHuPeQWJbVCJjquVQf+A/weuh6PWAN0Nq2bfGzHEViYrR7y+tqNELGuAe9gsnc5xVW5n4j4PLzdTqHuLjo9xvh4HUdGgFm3Hh79uiM+absUM2abkxWdrYWMsuWBXnnHT/33x+gQgVfeGekETnr17uB+VWr+ti/X8eKGWbM0O1XXqljyozIBL3++fODvPCCnw4dtLvUCB/zLMuW6QLgw4bNo2rV2kBkwW5zn7nm3dlpRGu09+gK3xh6936D9u3PZ9my2Ywf/wQDBrxY6D2meXy8GQXLFgiCIAjHHMURYrm2bb946NuKh23bK4DmAJZlxQIbgPeBnsDXtm0PsSyrZ+hzj5KaVzh+MSLsX//SIqkgixZpd+P99+vA/g0bItu9IiyaO3L16kiRVpD583WKjA4ddAqNgqxcGeS//9UbC6pUqX1kD1kMKlWqwoAB79Kx42UEAi9x/vktufXW+0ttPkEQBKH0KSqzfqjADB9ZltUBLZbCDhXbtndE7Xh4XA38Ztv2H5ZltQJ8oeuvAUGiCLH4w8xiGRetpkwJciKNb9x8BdNAgJuktEoV95qxkpV3PWRhC5SxZiUkaOtOpUruuKZ0EbiB7V5Lm5njlFNg0aIZTJ7sZ+DAAM2b+8KWJGPsWbcuyPDhfp55JsAFF/gAtyQRwM8/B/nyS52HzMScGctcUpJOkTFtmp/u3d3Af+9zLFsWZOBAPyNHRmb8Ny7GmTODTJyo13feebrdWL28GxDMr615V973aO73BvkbN6V5j6DfW71659O//wv07Nmevn0tmjZtRuPGzcKbJA7gfhnx8dpsdyL9jh6P4wuCIBRFUcH6c9HFuB9Ax4j9HLpmrpcEbYC3Qz9Xt217E0DoXK2E5hCOY1avXka/flqEFWTx4iA9evgZNizAuecWbl+0KMj48X46doxeIHzJkiCjR/vp0sXN2O9l2TLdf/jwABdeWLg9PT1I375+nn3WFWFHgzZtHqJ163YcOJDFo4/ewc6dmYfuJAiCIByTFJXQ9XQAy7ISbNuOyOJkWVZC9F7Fx7KseOAW4OnD6XekhX9Lq2Dw8T5+VpY27ezZUz5slfIaHY0FylzzxjZt2aLPXouYCV73xpTFxhIuKwSRZZLMnN64tM2bIScnm6FD7+eqqx4hL8/H3Lm6zWwG+O23IJ9+qpO91qnjY+FC10qWmaktZZ9+6ueqqwJs2+bjiy/c8ePiIpO5btzoC8dnGavdmjVBPvpIlz2qXt3H2rWwerU7xqZNbsxYaqqP5cvdNlMI3Bt8b66Z5/Vav4w1y7tJwsS4eb92Y2HbtQs6dHiBhQvnsXz5PDp1up8pUz4gJiYmIpt/+Sw9oDGqHa+/o8fK+EnenCOCIAglRHHSV/xczGuHyw1Aum3boT/nbLEsqyZA6Ly1BOYQDkG5cvpISNDJTHfu1ILAHPv26cN8zs93j0qV9BEX5x4pKfpITdVHYqLun5np5vryjp+QoI+CYyxa9CHXXfcIzZrpskPeY8sWLbJuvFFbsvbu1clczfhr1wb55BM/N9ygY8YSEyPn3LpVi7DLL9d5xLKy9PoyM/Wad+wI8vHHftq00XnCzDsw72f+fJ1R//77AzRr5iM+nojj99/XsmNHDrt2ET527NCHWUP58oWP7Gz3MO/Y2276pqRAtWoVeO65aVSsmMr333/E8OFDyczUAtgcecmVyEuudOhfAkEQBKHMKCpGrAZQC6hgWdZ56CLfAClA4sH6HQZ347olAT5Eu0GHhM7TS2AO4TiladMryMqqXuj66tVBAgEtwurU8RVq/+MPV6TVrl24ffPmID/+qGtLpqQUbv/9d12b8q67dMb8aPNPmeLnwQej5xFbtizIhAl+evT4ioYNmxXjSY+cWrXq8+yzk3nyyZsYO7Y3TZtexG23XV2qcwqCIAglS1FRqv8A/gXUBkZ5ru8Gev2VSS3LSgSuBSzP5SHAO5Zl/RtYC/j/yhxC0SQk6NwNxp3ndQ2a9BHgpkUwbjOv+8y4yry5tIxrzIyXk6MD37OzXfecN4jd5NPyBqVnZkJMTPVCBb5XrdIpKlq1cgPn4+K0u3TnTu2O/OorP9dfr3dH5ue764iL0+7EH37QKSpSU30R7yMlRVvSPvpIi6xTTilcu/L3391ksGedpfuboP74eF17csIEPw89FKBq1WYRbkIzlnl2r/vXXFu3zr1m3Jpeb1jBCgMVKsC11/4Ty+qDbQ/gqafacOGF6dSuXQeA2GztR04KvdzscoXzmwmCIAhli3K8GTGjYFnWHbZtv3uU1nNIMjIyil5wAcwuy9KKLzlex8/PTwuNrz97SwRt3OjeV7VqZD/v7sbEKHZRs0wjztLStIDYtMkVcdU82zCixYht26bPRhBu3apTWLz6qp/WrSMtVeedp0XY1KlBvvhCi6zTTnPbzZyZmUH+9z8t0uLidLs3+em2bVrE3XOPHt8rgBo00IH/Awa4ljiz69HUeNy2LcjLL1s8/LAdttR5hZiZq3You4X3vdasqc9/eBLmG/EZLZ7OtJm58/LyuO++G/nxxy9o3vxi3n77O8qXL0+9erpd7dcdMrxZZEuQ4/W/gcMdPy0tTRV5gyAIwhFQlGvyyWg/G2zbHlXwmiCUBkaEtWunLVUFWbpUp6gwyVgLsmlTkO++0yKsdm1fxMYBb/s110R3Ry5aFGTIkIO7Q3/9NUhW1q+MHr2UmJjYCIsiwIED+0hOLglvfnRiY2MZMeJNbr/9fObPn8mgQU/Sv//4UptPEARBKDmKck2GirLQCLgQHcMFcDPwfWkuSig9jCXMWFXMjseYGNeK5bV6mfuMa62ghQwiLWN//qnPxriQl6fdbMnJrhvSa3gw43rdbubnrCwdc/Xqq7p2ZJ06vrCVae1afZ49WwfOX355gCpVdB6wyCz9WmT97W86JmzXLjcnWmqqdmd+/72fW27RljTjajTv4Ndfg7zxhp8ePfTuS4MxJK9bp9fXufM0cnJiI97p/v26NiXA1VfrvsYCaaxZ4L5jrwXN3Od1BZtrxrrmfe+VK1dl3Lhp3HPP5UyePIGWLVvSwbo74iWnbXX3v2RUk+wwgiAIxwLFcU1+Adxh2/bu0OeKQMC27euPwvoKIa7Jv0ZWlhZiBWsT7tvnCiRvvJZJo2BilryuMiMEvC4+42I0VqcqVbSA2LnTFUhe16fBKzjMGLNmBXn+eR1z1aiRL+L+9et1iokPP/Tz6KMBtmzxhfvt3KnP27cHWbBAp7CoVs3tb1JHbNniprBo0UK3GxFYubIOzJ861U///jqP2c+evcI7dmgR9r//aZHozUNWo4Y+r1nzO19+OZY2bUYSH69VVvXQ/gPjNgT3nXrds0aUGTctuO/bJMT1vjNz///9n03Pno+QkFCBr76aSePG55KWHMpS6zHVZcQUZ8N08Tje/hs40vHFNSkIQmlQnP8bnwZ4/w+Vja4HKQilRmbmFp5/XhfYLijCQIuw997TecRM4LyX7duDzJunRVjNmoXbN206dNkjE5gfLZmsyVN27726AHk0qlWrT9u2Y4mNPXqZ29u2fRi//wGysvZz//23s2vXzqM2tyAIgnD4FOcvxBvALMuy3gcc4DZ0gW7huMGtbm3cYMbCZT5nZBAudO2N6TbWJWO18br9ChYE92Jcb4mJ2s2XmKitSEChGCqItO7k58P8+T/w0EPaXegNnN+wQSdznTbNz7XX6pguk3fLuFb37Qsyf76fli0DJCf72L070mpn3JU33eTGfJn5lXJFlt8foG5dXzjhqmH1at3eqpVbgNxrKTRjRdvMYKxZ3ndgio97xzDt3sSvpt08yw5PkTHzvvPzFcOHT2Dp0vksWbKAjh3/xUfvTUUpFZF5Ny2UmTdDyvsIgiCUKYe0iNm2PQh4EMgAMoEHbdseXNoLE05uzjrriqiWsN9+03m+rr02QK1ahdu3bw8yY4afSy6JdEcaNm1y84xFC7xft04ng/X7D55HbOpULcK8uzOPJRITE3n11XdJSanEJ598wLARI8p6SYIgCMJBKGrXZIpt27tCxb/XhA7TVvmvFP22LCsV+D+gCdrK1g5YAUxFuz3XAK1t28440jkEF2+pHfOziUcyRhLHcWPEvIHkpqSRiVXyFuz2ljEqiLHelC+vrVXx8e64p5zi3rdihT5782opBUlJbjJXYxX69dcZvPWW3j0ZG+sDdOB9Xp7uv3u3jgm76CIduJ+X58a7lSunY8J++sm1hFXyJJ3ftg3Wrw/y+ed+brstQFqaz2Nh0+ctW3QeswcfdEXcqlXuGlev/o5A4B7atZvKGWdcHk5VAa4l0cTLe9+ZeR/eUlHR8o2Z78ycvd+FscKdUtUJneszYcIb3HvvLfTq04dmLS7h+n9cFb4/p3zIrLZH/hMTBEEoS4qyiL0VOpsi3+YoiaLfY4H/2bZ9FtAMWAb0BL62bbsB8HXos/AXSEtNJS01NaLsjWHbNn2YskLx8W45Hu/9pryOKbnjLUVk7jE5yLKy3DJE3hJHubla5Jnxt293D1M+aO3ajXzxxWusXbuRvXu1gEpK0seuXbBq1SpGjLiFO+/UIstbaik3V8eMzZnjx+cLkJjoC48RE6OP3buD/PyztqSde66P1FTtgjXHpk1ahLVqpVNcKEX4AJ3C4rXX/Dz8sO5vyh0lJ+tj1aogU6bcye23v8l5511OSopbPqpcObf009at+jDriolx7/E+kymXVLmye5hyUKZfeQ6ED/OdeGs53XjjzTz5ZC/y8/O57742LF6yke07FNt3qHBJp7SEhPAhCIIgHH2KKvp9U+h8eklOaFlWCvA3dNZ+bNvOBrIty2oF+EK3vQYEgR4lObdwbPLrr0EmTtSWrkqVTi3UvmbNbF544Ubatw9QqZKvUPvy5W7G/Bo1CucJ2749yKJFOk9YtMB8b1mkaO5Gk0esffvoGwfWrQvy2WcHd2eWJU8/3Z9582bx7bdf0a6dn+nTg+FdgoIgCELZU5z0Fa8DPwA/2La9/K9OaFlWc+BlYCnaGjYXeBzYYNt2que+DNu20wr237t372Glr4gLBSPneqPBS5BjeXylkkJjuNcKZr43hpA9e1zrj3cqEyhv3GHeHf7R/p4b96MJKFdKuz0dR1vAAHbvdu/ftGk/ffu25dprO3Puub6IcU0Q+623nk7v3hNp0cIXHsOs8c8/g3Tr5seyAjRu7It4NoCVK4NMmqRTXBgRZcaNiYHFi4OMGOGne3dt6TJrM67BxYuDjBrlZ8gQt6wSuO7S2bO1SOvQIcDZZ+t2k6IizfPba96LCcL3vuPTQ//Uyclxrxm3acWkAnWWgF17tCE7JdnTFvpinPKuZUvl6gHXbMjkiivOZ/36dTz4YCcGDBgXzqXm3VCglCdvyWFwLP83UJLjJyUlSfoKQRBKnOJsmZoEXA48b1lWfWA+8L1t22P/wpwtgE62bc+0LGss4oYsMeLj3S2GJj4qWpyREWfmj39Wlhu35L3f6HQj0ky8FLh1Fr0xZRUq6LOJiYqJ0XPk5LhzR1baqUDPnm+wc2dSOB7NiJBduw4wbNhDdOkykTPP1MlYzbj79+uM+s8/7+e553TtSLPD04iklSu1O9GyAmGR5133smVahHXrpkVcXp6b7NVxtAgbOdLP8OEBLrjAF1ELMiUF5s/XIqxr10hLmZnfG/PlfW8F28wzeXdIVkwOvfgDHuUb+tKSk0NflFc4hB5K4RS6PyXlFP773wA33XQFEyc+T9OmLbn3Xp3s1euurpGqF7DXvCBBEASh1DmkELNt+xvLsr5DZ9e/CngEOAcd53UkrAfW27Y9M/R5GlqIbbEsq6Zt25ssy6oJbI3W+UiTOpZWMshjbb6w17AAACAASURBVPy4OFeIGWHjTf9gLD5mOCO0Nm1yhZjXSuJN+Ao6kWrBNi8mSN8bjJ6To9disu57k5TqDPlJ4aB9gEaNYOfOTQwffhn33fcqMTE+Fi3SbUY4LFyo3YndumkR9ssvbqLY7Gxd+3HOHD+XXhpg/XpfRLqIihXdFBW33x7gwAEfs2dHvrMtW4J88IGfW28NULWqjzVrYN48d4xdu3RG/VtuCbB/v57fcNpp+nzmme41I7bMe/daKaOFZ9UMJYWNEFshpRY2YnsFkxk4Ss6MvXvh7LMv5vHHxzBiREeefvohzjrrXBo1ahJh4ayRrOfK9prmDoNj5b+B0ho/yfsfkiAIQglxSCFmWdbXQBLwC9pFeaFt21FFUnGwbXuzZVnrLMtqZNv2CuBqtJtyKfAAMCR0nn6kc5zMeHNLFZWd3bSZv+XJyW42fO/fcm+mee9ncIWPd/eemd9YyZRyA9DNfV7XobmvTh33Wnr6TCZPvol77tG1Jb1zJibqFBaffebnn/8M0KSJjwoV9Nhm3MzMIHPn6rJGJibMq1mWLNF5xG6+WY+/d69rCUtO1oH/77/v57rrtMgzbeb9bNwYJBjUyV6Npc1bjWD+/LmUK5dIcvLZ4WtGmJrKQt7cZEYce8eoXFnfUD3FYyYLmRJj92eam9w284CeX4CcFF2ZvGKoWNkttzzKwoW/8MUXk7GsO5g0aTbJyW7ysp01jLKWnZSCIAhHi+Jk1l+IzqbfBGgKNLEsq8JfnLcT8KZlWQuB5sBgtAC71rKsX4FrQ5+Fk4xVq4JMnnwTbdoEqF/fV6j9t9+CTJ588DxgmzfrwP0rrii6APiVV0bvbzL2X3dd9DxlGzfqjPx33XXwPGOBwPXs3XvE/1YpNZRSdOtmU7/+uaxdu5IBAx7kUDGigiAIQulSHNdkFwDLspLRiV0nAjWA8kX1O8SY84ELojRdfaRjnuwkJ+vIcK+1ybgJvRYxk9vKuAmNpSYzM7qLzMSLGdeeN9DeGGS8GeENZh1JSdqQk5npes+8bkLj8kxNhaysPXzwQUeuv15nxDcxWVW0YYc1a4K8+65OMWEC8xMTdRqJLVu0O/G77yJFlHmmbdtckWZ2V3o1SHy8O/5ttwWoXt0XbjPuyoyMIN9+qy1xNWr42L/frSuZm6tF4tSpfu6+O8Dpp18Z8d5PDW0GNevxvgPzHXgNXNGy8rNli7tYM6nBuBM9wWfGYumN+UtISGTgwHd56KEL+Pbb9/jgg5G0b981YrgqO/TCM6JVeBcEQRBKlOK4Jh8DrgDOB/4AXkW7KIVjkGhlcryxXEYcGHFjhFBysisIzN97gJo19dmIkepuntUwXneomctbMsgkizXXvGNExrEl8+STk8nPPw+A9HTdlpenLVFffaVFVlqaLyxojNtww4Yg33+vk7V6U1CYsJ6VK4P8+KOfq6/WMV9ARJqL3FydUf+223RZowoem+++fTpFxqef6pixunV9YSFrNhZUr57LihW/M2jQPBIStNqd48m2Z1zB0QqlmzZvMXTzfKee6i6kovmCzJfm7WAUoQfjBjU7TU3i2FNOaUDnzq8zZMitDBvWkzp1LqRFiyvDcWxVjFr3ViEXBEEQSoXi7JqsAIwC5tq2XTr7xwUhRP3654Wz1RuMCLvmmujuwqVLg3zxhbZUHczd6C3wXTAme8sWXRbpn//UIqsgy5cHGT/eFWEF2b79N2rWrM+VV7YDCu+QPHAgA2+9z2OBiy5qxW239eD994fSu/ddvPZaOlWrFs7hJgiCIJQuxXFNDj8aCxGODJMRfXvI+uXdrWgsPt5SO8YiZqxTJpA7OdkNxPdag4yL0YgXY0nz4jXMFOwXG6vXtGOHu3PQWzjcBOt7rXBmZ2ZWls4TNnu2rh2ZkOALz2+eY8YMncLippsCtGjhAyJ3JKanB5k+3RVhZlzQLrvNm3XG/Ztv1iLOPHtGKF593Tqdcb9z5wD79vnCfc17y8nZSfXqZ0SUS1qzxvtuguTl7Scu7gbAFWley6XxJkbLy1Yx3pPrw3xpxg3p/bJDP+/Mcl2TxlJprIbGigfaOta580D++GMW6enf0qtXa2bN+pZy5coBeiFpHt9qRrQtsoIgCMJfpjgWMeFYJqS2Uk/TWUG9sUdGgHldcMblZcTO+efrs+O4AskrZH7/PbKfdwejGd9rYVoeSvlrRMWBA1o/bN3qjuHNl2VcnxmejXrGhbZmjd792LBhgPx8nTHfm7Ns40Yd89W9u05BYdZtRM6KFUE+/NBPmzaRgftmvevX69qTl10WAHRMmnFlOo6b4qJXL707cto0d+46dXRG/q+/fotrrx1PSkq5cJtxCa5erXdXtmnzXjjezWgpr4aqXz/ynem16XNqqiusqpuBzRfqNb2F1PC+BLcQhvk+jTvUm79Nf3dx9OkzhfbtW7Bo0U906NCdPn1GU7my/oISa3i2skpNSkEQhFKhOLsmBeGos3q1djeaFBIFMbsXO3aMTNZqWLEiyCuvHHx34+bNrgjzBuYbjAi78cbo4//xh05x0bjxPcTGlivUnp29j59+GsFddwWoV++KQz9wGZGWVo1nnw0QF1eOiRPH8Mkn75T1kgRBEE4qihOs3w5d3ujXo7AeoRik6SyompA5JTZGbwHMzHQTVBkLkTeY3lh8ou10NBYrbwZ5Y2GrV0+fvRYpY1na6snUYIw1ZizjSszMdOc0FiDv2rzuzd9/17sPL700QFKSL2KNmzfrZK3z5/u5/voATZv6qFhRW6GM92zevO949VVdu7JaNd3fG3e+daveXXnhhbp2ZVaWG3S/ebMWed9+6wbuG0uSefb167VIvOeeDzjjjMsinht03HxCQiLt23+ECiUMM1+ZsQBGc016XbamPWL3ZHYB16TXhBbalrnd81+p+a6NFdMY1LzUrg21a7ekV69R9O/fie7d29G8eRMaNWocMXxa6EvOiDaIIAiCcMQUxzVZD7jXsqy66LqQpu7k/NJcmFAE3hwVBYK+UlLcoHDjuapVy719yRJ9PussfTYuwa1bXYHkFVsmyagRW14BYcb3/m02sV5Ll7pt5crp/kbUebMimDFMeodly7QIu+uuABUr+gAi4q+++SbI77/rmDGlfGGBt3Onu4733uvEww9Hlh0y+U5Xr9Yi7PbbA5Qr57YbEbRggRZ5rVppS5lXwFWt6lrqbrwxQErKZWGhZFyymzb9QEzM7zRvfj+nn+6KYvOcy5YdwHHyqeAJxDMZ+KOJY+/GhcaNtaotf0pIkHl/D0Jqq27dwukrjBvU+72arkZgP/10R2bP/pnPPnub+++/g8mTZ1GrVsXw/XVNuQDZSSkIglCiFCdY/z8AoSSu7YFuwBggtqh+RWFZ1hpgN5AH5Nq2fYFlWZWBqWjhtwZobdu2BKacROTmZvP2213D7kRvHi7QKSp+/91P/fo6I/7BaNfuLWrValLouk626u5+LLjJYPNmLcKaN4+++9L09/sDVK5cuH3DhiBffqnziClVuD50Xl4uH354KVdeOQk496DrLwuUUvTt+worVy7kt9+W0K/fv3n55alRn0MQBEEoOYrjmuwNXAYkA/OArpRMHrGrbNv2/qntCXxt2/YQy7J6hj73KIF5ThjSZs3SPxjrBLimnJA5Jb5w/HZEgL1xGRq3ogmcj4tz3YTewHmTnsq4qbyB+QV3YIKbs8qMsW+ftohlZMB5Oj1YhBvPrC0xEWJi4nnwwVfYvv08tm1zLWfp6e7uyfr1A6Sk+MJWvtRUbTGrWdP12NWp44owY4lau1aLqDZttDvywIHIBKo//hhkwQI/F1+sRZ73HZQvD3v2ZBAfD127riQxMc0T8O+O/803fq655n3OOedyINJ4pN97HG3b/kJsbHxE/U+TWNZrsTJ9vaWZwpsozJfhNUWa79/zXZjv/9yQ5jM528D9FfIa1eLjkxgx4j3atr2AL78M8M47LenUqYtuDL3INJPcDci4IFpOZkEQBOFwKE6w/u1AFeAr4D3gQ9u2N5XCWloBr4V+fg24tRTmEMqA7Oz9h74pRN265xW6ZkTYhRdqEVaQffv2FLrmxXEctm9fxd13vxc1cH/dOi3CmjWLbmnbu3cnyclpnHGGj8TEwvnAjAj7+98D1KhxeZFriY2NkqPiGKJu3Yb0+v/2zjs8qir9458k9FASpEhvAhYUREVA0SjKFrEbe1tdOeLalnVdxe7u2rtYjgquPwso2HtlFAEBqaJgoUjvoQUCCZnfH+e8c89kJskkkxASzud58tzJLeeeuXeS+85bvu/w/wEwfPg/mTjRazd7PB5PZZKSSK85pVQj4Gj7czawWmtd8hOn5PEWYToLhwGttX5OKbVRa53h7JOjtY556uXm5papOV4t60YoKKgcLdrdOX76ggVmpetOEZEoyYp3Mqw3bzfbXI0uSU1aaU1pyU/ati3wZrm5ShKZkmHdxH/BbVYtSML/+vUhbrvtIm68cRI9erSz7yXYTxx67luSdTt2wJw5Ie69N5trrjFtjeRc4v3auTPEPfecx0MPTaN9+7YxY4lHzJWLkFy1cNh4uq666gAuvXQM3bplRc4t4//2W4hXX83mtddmk5ISCJ5KbtjHHxux17//fSwHHZQVdQ3cRHvxvomny1We6NaNGMQb6Hog5U810/5VuFFD+Rik7sqPrFu13qyUe54fbKJZE/PL+s2xFZ8bNsADD9zICy88SIsW+/LppzM46CBTZVB7feDOzLViajXpb6wk0tPTfZzW4/FUOImEJntgWhwdi+kPuZTkQ5NHaa1XKKVaAJ8rpeYnOV6Npa6N/9XNyYkfH5Snsi3tK6wfWCHysHfaD0YMDRlKDIMtW4LXrgCsID0m3VCWazAJYhzk5RnF+6efzuaee8aSkdEuEu6T5104HKZJk5So8SFogTR+vBFrdY0cCd/l5wfjP/jgWDIy2kZCd271oaxzL5kYLQsWrOfee7O48kpjhEFgaDZoYNoivfLKBbz22nT23bd11BzXr4ecnFU89ZSR0Dj88KzINnmfbpGBGENFNVnd+biGldwf973I/ZSQsFvV2KKpGThna2BYFW1jJcYXQEGK2c/9Hibnql8fbrnlHn78cSqTJ3/NlVeew4S3Xzdir86HKd1+GHb4npQej8dTbhKpmrwf+AZ4Apimtc4vZf9S0VqvsMs1Sqm3gT7AaqVUK631SqVUK2BNvGN3Fu1PkyDlPa6qx08PJN6DBC/36VxE8TzcJEh82rTJLIu23IEgt0meqytXBrlbIrHgIg//X34J1olR4eagiedp0qSf+OCDCxg27E0yMo5h0qRgW16ekYiYM+cRzjvvVerWbRT1lrp3h02bVvPII9mceOJYtmzJ4rvvouezcOE3fPppNsOGmXDi998HeU9uZwAxEt1rkJcHhYW7GDnyBnr2fIp1646J5FOJJy8/P8TUqdn07/8JO3a0Z/HiaJmO33+HzZsLOOGEL1i3ridO6hTLlkFu7goOPTTwoInnUcb4/fdgf8l3cw0xUe53jT8xgov2rQRokRmOeZ+yXXLDmtQLLnI4NXZ8uQdmjFo88MAYzjijN1OmTODm22/noeHDA6vRmVCBtY6r699YouOnu65Wj8fjqSASDU3WASSA8nMyxphSKh1I1Vpvsa8/B+4GBgLrnWT9plrrG4sen5OTU6bQZB3rNqisf+KVPX7mvHnmxa+/BvoS7tNW1slTtHXw8M8pME9zN2lcDDAJP4phMH9+EA4TZXuAI44wSzFUZjmiJXPmmKWrlC/GnxgBhx1mvC7ffw9z55p1q1aFmDEjm969x3LAAVlA9PO9d2/44YePKChoQJcuWZEwKkQbidu3b+TIIzNYvhzGjw+MHbcNk7x2Ow7I3GQ+EHio5s834dRZs8z8mjXL4vTTzTY3gV+MVjGK3GssBpVr5BxyiFlKGFI6FkBwC12DVtaJvAQE905aKLk2uLx316DtsK+xQvNTjbXthmfjfVxF60w+Qr//DjNnTuSyy7IoKCjg5ZfHcmH2ycEB9mS5dlld/8YSHT8zM9OHJj0eT4WTSGjyWOD/MJISKUA7pdQlWutvynnOlsDbSik5/2ta60+UUtOAN5RSlwNLgOxyjl8jyHznHfNCLKEWLQIDTEoZIXBVSTzReTpLwp1bpSjeIjHAZMiNG6FXL/PazRGTZ5PoWblaskWNEYDNm9dTu3YjOnQwD7dGjcwDfdkyY0Bs2RJiyRIjEZGRERhZUoAXDhfy5Zef07Hjn2jXzjz3XB00CVsuWgQpKRnk5xvDJzU18NC5oVipOnSdGdJz0TVkxDBKT1/D8uXfcMIJU2jYsHPUfjNnBvuL4SiFi6KbBkG02I3YyRhF2w5BYMimximdcUPBYgyLQXbggbHzP7avEyeWuW4yn5GctGBCci7X9pA8NtnWpg20aXMUd9/9EMOHX49Sf6F9+2l07WpE6FptNF8S0m08N/2XX8g5zdfYeDweT1lIJDT5CDBIa/0zgFKqGzAaOKw8J9RaLwR6xlm/HuMV81RT1q6dybvvDmLw4PFArI7Xli0hFi82nqZ99smK2b5jx2ZGj/4zRx/9nyrRr9q5czP16rXgkENuj+sx2ltR6lomTJjMxx+/zl//egYffTSV9HTfBNzj8XgqgkQMsdpihAForX9RSsWWWnkqFslKF4MkNTVwX7hZ2kVdW06MLMWua9EiiNVJmpl4osSjs99+gdfraKceVnLCJFQmYTEIvDxLlsDatd8wadKZHHvsWBo06MHy5WZb69bGK7Zr1zSWLDFG2NKlWZFcrCDBPsQ335zNMce8QZ06psG3eI2kC4DZzyzFKdikifEode1awMiR19Glyw3UqhU0vpb353qn5JyuY3HDhjApKYEr0A0rmvPu4sMPb6N167+Qnt41ko8mHjpX0ktuieuxEi+W3EJ3m3gppesBBF4ptyJV7p3c/vnzY7d17hy4A9u1sN4x+5nITA9iq6vzYmU4WjY2yWSbdpoJZW4OEtnuvPMFfv55Dr/+Oo+hQ//Kv/89mlYt7Unls+qExT0ej8eTGIkYYt8rpUYCL9vfL8C0OvJUMJlvvRX8Ik96SV7Kywtihq7kvKyT2Jsbh7RP5zRHx2vNmvpRQ3TvHuwuOUpuvpMYXhLuc4eXMX76KcT8+dnsv/9Y9t8/K2q/zZth/fqlvP322ey331jS0rIieWQAAwbAhg2mt+OBB45l586siAEm+VFuaFIUPMQYSUszIcmff/6Stm2zady4U5Q8htgI7nsqmh8H0KKFMXjFUHIrHn/9NYdnnhlIq1aPkJ7eFQiS6UUaxA19yjlde1ly1OL1kIzn/JOQpJsOKAakLN32R3/8Y+wYkZsnsVIn9inXQ/LIzMnMyiYF5oOwq22HyKadS+Huu99CqSP44ovXOf74/vQd0Dt63FWryLzsMgByRo2KMyGPx+PxFCURQdehwI/AtcB1wE/AlZU5KU/1obBwV8QIy8jIitk+f36IO+/sTf/+L9KkSez2DRuMmOqBB44lMzN2e6K0b390iW2Pykte3ibuv/9ATj31kbhtjfYmOnTYnyeffBGA22//BxOlWsPj8Xg85SaRXpM7MHlij1T+dPZyXLVUSb4X90edOoHnwXUpdbBeC/Gcud4ycc04JYPt23ePOpWE+goKgsq7SZOCIcSDIxWGbjhvzRqjmn/44aa6EIKE8oICo4g/blw2F144lvnzsyIVjz//LFMOMX16Nk2ajGXlyiBxXzxJ4glzdc3EUegWCmRkQMeO6ZEQ38SJ8t7yadzYRNEldOe+B9djJevESxYk/Dfhrrt+pV69hkgBKxAJvcr1cas+ZY5upabcCrk+7rmlHsN9n99/H7ufhIIlTOxuk2IBt2qyXV87EYlvOp+vDvuag3cQaH3UrWXdgbYiY2udoHxW7kWnTmcxZMgwnnvuEc6++25mfPQRLaUiol696Diyx+PxeEqlWENMKfUDRvk+LlrrQyplRp5qRZ06DSNGmIu0JRo61DTQnl9Esjc/P0RurjHC6tSJPX7r1nnAAeWe19at86ldOxNTpJsc9er5xHSXm2++j1mzpjJ16rece/XVfP7wwxF1eo/H4/GUjZL+ew62y7/ZpZsjFkci1FNeMiWfJl7XZ0lW2rUrcKe47hc5RiwdV5NBcoT69o2sEi+N5F+JF6lu3eCUchoInCiSXO/mQkkek5sI/913kJsbYvnybPbddywNG2axfbtx4kkOWvPmIRYuzKZr17H88ksWEO1pq1UrxIYNY+jS5VkguiWSnF9yuQoKzOWoVy9QiW/cGBo3Np4ZSZJ3+1OLyKurNyYSEpJv/tVXwbbeNhXKvT0igSEeMTdZX26B7ONuj1dvITlirjNTPFzufnIbRarC7f0uuWSuQ2pXHXNz02Sj+7mxF6auO4h8XuyFcT8HBzSwifvhNKgF7zz9GL1PPJHQ5MkMf/BBHvjLX8xn0Lo7My+4AICcV1/F4/F4PMVTrCGmtf4dQCl1lNb6KGfTTUqpiRgRVk9FIA/KpoEqfiQTu0ePYJ94QlPytJTYmxsPixOubNk2Wp2/sLaJwTVqFDyH3Yf5Bx+YpRhACxdu57ffXqR79yvJyDDzcadVr16IBQuySUsby4YNWeTkGCNv6VJjhBQUhCgoyKZPHxPOlBCjJL2HwyE+/zybQw/9JnIJXCNNDEixH5o2NW+5Vq1gnWuLvvaaWbraaHKZJcQHgYEkxpYbJpT37ibwi7ir6Kq5Irhyfld8VoxQOberrN/JFnke4viY5V64HQXktST6Dx4cbJP5u55HMZT3288YVrULHcvQVckV5DNk47KdnffEZntSmxfWCnjjlls47sYbefDtt+l7+OGc0bFjMPEuXWLH93g8Hk8MiSTrpyulIoIGSqn+QNK9PpRSaUqpmUqpD+zvnZRSU5RSvyqlXrdq/p49jE8/PZaMjANJSYn96GzYMI8ff8zmoINMdWRRCgpCbN+eHZVT5hIOh4BsDj74A9LTyx+W9OweBvTowQOXXw7Apf/9L7+4JbUej8fjSYhEEjsuB0YppcQfsBG4rALOfR0wDxBfxf3Ao1rrMUqpZ+15n6mA8+yxZA4bZl4cZrVxXW+W6EpIovX69YG7xpWOF2+X5Oi48TDxSriZ6hKrs+xqa9wxhYVBQr6EISFwuDVsCLt27WC//R4jNbU/a9ZAV6PkEEmO//HHJ6hdeywLF2ZFwpz5+eZn3boQaWnZtGkzljVrsqKkIwCaNAmxaVM2mZlfc/jhRmRLHIWuh0uS0SXKlpZm1hUUxG9dJOvcty0aXm7YTzxgcqwrdyFjuHaGhBPllrhhTvFOuV44ubXxnJqy7ddfg3Xi2XIbqsut/vOfzdKVtjj4YLN0751438QxWtuNNcrArgaGFZDLTTXaHOmzpsS+KfdCFhby9759mTx3LuMmT+bMhx/muyuuIL1OnYjLL9MaagA5I0fi8Xg8nmgS6jUJoJRqDKRorTeVunPpY7UFXgL+CwwDTgbWAvtqrQuUUv2AO7XWfyh6bG5ubpl6TUoScYGbaFSBJDN++nvvmReSoOQ+uYtWTa5YESQwuQlJ8nAVC8UtmxNrpaWTsC4xNXk6S9Xljh2sKzRPbreBtYS3xo+fCsABB/SJbBMtLTFKVqyYx7p1xpMljaaPPhp+/DHEo49mc9JJY2nbNitqii1awKJFIcaMyea888bSuXNW5C1LKNAN8YlxIXlpTZoY42bz5iD85/ZslNdffx2sE8FaN+Qp5xBDxp2jzGPatGCd2MdiWEU14G4RfRwERp8Ixbq2dBD2DdaJ7Szrtm/fzNy5O6hfvzkHWGdhu3bB/lJ5uX59sE7eu1TDtmzoqMNKLNhNTLPW5ObmxoBvvNHpZyUDu5ah/extadGCIy66iJ8XL+b8QYN45c47SZGyUueN5h5/POVhT/kbTk9P970mPR5PhZNIr8m6wJlAR6CW7RGJ1jqZHLHHgBsB+yhnH2Cj1lr+Ey4D2sQ70LP7+e23aeTnb6Nz56xi98nL20rr1gdEPdfBiL2OGJHNwIHGCCtKUSPME8u8eZ9Rt24j6tfvV9VTiUuj9HTeeugh+lx4Ia999hn9evTg6n575lw9Ho9nTyOR0OS7wCaMmn5sR+EyopQaDKzRWk9XSmXZ1fG+acb1fO0sZxPA8h5X0eNn3nln8Iu4dyTB+Ywzgm2hkFlKud/y5UFWt+uaEc/WokVm6WbaS0mkbIPAIyYet27dzLJOHb60wv6ujtjGjbBjRxfGjzdzPeWUYNuECbNYvDib9u1fpGFD42aS8JrxxoSoV88YYR9+mBU5Thx/BQUhdu3Kpn//seTmZvHDD2a9aGiJl8f1XB15pFmKx62w0HieduyI5JFHRWIlwX3WrGCdaGK5njY5VjyArodLonGuV00Qz5kbyozncRPPWVEHJgROzy++CNb172/Ech9++G9kZp5L48b9IiFM8ZJdf32wv3QciNeUPdI9wY1lSgdz941aj1jj1fYmupn/clPcz/ns2WZ5++0c2KYNIy+7jHOffpphjz/OYTt30q9jx6heTulXXAFAzlNPUR6q+m84PT3p1FiPx+OJIRFDrK3WOl4DlfJyFHCKUurPQD1MjthjQIZSqpb1irUFVpQwRvXFDT/K01nWycPOXSfGVEZG8GAUAU0IwpryEInXy8etkJN4VdEqy9xc+vQxsS43lejzzwGaRuy16dNlmG9YtOhMOncey5IlQXNKOeXWrSHAGGGtW2fhYk5ptrdrZ8RcxegCI5mxYUOITz75kGbN7qVLl+BjKs9Ceb43aWJyyPLzg5Q49+3Kfm4bxPHjzVJCdhAYYK5EhSAdglzDTRCD0E2dkv6cro1TtBrTtaWlElSihQDffgvhcCqHHnoX9eqZ0LLY7bNmQThcyPffBwlnEqqVsSDQ/ZX57OoSlEG2lAviGmdy4+VixNMG+/nn2HX2uHMa+utZ0QAAIABJREFUN2bygAE8PmEC2aNHM+PJJ2nhWsVuPy2Px+PxAIlVTU5SSh1cUSfUWt+stW6rte4InAt8pbW+ABgPnGV3uwTjifPsgWzZEooYYY0bZ8Vs37kzBGQDsUaYIdienh67XdoepaefRErK3isUmpKSEjHCXHbunEhu7i1VMKPSeXDwYI7q2JHl69dz3v33U+B+afB4PB5PDIk85Y4GLlVKLcKEJlOAcCUo6/8LGKOU+g8wE6hRJVaZw4ebF+JagiAkKW4SN1tbhKncFkfi2nDdHhKTknFdL4a4adzQpIxrz1mYYdws4SZNmfNB9LQgaOUjoqavvhoiPz+b2rXHsmRJFhDthMvLCwHZpKaOJTU1i7S0aAcehEhJyaZBg7HUrp0VJZMGsHbtTGbPzqZXr7H8/nsWO3dGN8WWfGrxDqWnmwT4NWsCHTH37UrivFutKN63eKKt4lkSQVUIqkNdrTAJLf74o1m6njTxhMVzKImzyfWIScWlXKe8vF/ZurWA+vUPiGrmPWGCWR566EHUrn1UVMGjVJa61ahShyFO1Za1nEx+iZvKDQYiPZzENefeOIndTp0arDv/fLMU19uKFdQ+5hhev/tuev/jH3w1eza3PfAA90o8e+FCCsNhRjVtytlAOyDHbevl8Xg8eyGJGGJ/qqyTa61DGPcIWuuFQJ+S9vdUPQUFw6hdO75OmOvpSk0tfrsYYUUpLNxFamodDj/8E5o0OSxK9HRvorBwJw0aHFTs9tq148RP9yDaNGvG6yNHcsLpp3Pf55/Tt2NHTrVqtYXhMNkYI8zj8Xg8JfeabKy13gxs2Y3zqbmIW8L1AIhbp2iuGATS6+ICcl1D4hmDwDUj7hfX9SMeNre1jWRzWzdP6vbcyPiHHJIZtQsEaUOrVsGOHato2/ZJ6tc/KmYarhEGWVEeKzcnDExiviBOu/nzQyxa9Hd69pxM374mr0gcMzNnws6dEwiH88nNNRII4tCpVctc2lWrAm+W63QUD5TrRJTXNnccCJw/4tlyFULkkjp555FEePGWuV5BkXJzHZyuin/R+chY4klr0OCgSGGA62kTuTm51R99FDuGO8fTTjNLkc6YvSwQO2vb1rzex+1PJflf8gZcUTLBrTKQnEX3pNZjljVsGPfeeSc33nYbF7/6KtP79WO/evWoBbTv479veTwej1CSR+w1TL/J6ZgKRreyMQx0jneQJyDzMkf3VhoFulnd0tNGLJ+GcZpLizXyyy/BE9iNSQ0aZJayzS15lAdrG0cJRB6aBxmPS16ayX7Pr5UeiT65ye6iVaX1K6SmdmTr1iAxPyCEa4RBECLbvBlWrIje7hoXixfDjh0htmzJZv/9x5KaWi9iB4j9uGVLiG3bsmnUaHrEAJOCvYwM6NXL2LRi4/bqFYwvxpCbrD9mjFm6kTd5nyK/EU9jzNX+knHlvbjaZaIV5oYmZW5yjd3wrxhYEybkkJJijGEx8KQoFoKPi8jPuQKzYvi6Bp7Ucci2b78Ntkltxz6bnVCjxFm/+Sb2BMKhh8a+KTHmOncOPueTJnHD4YfzXY8evDV3LmfecguTe/WigUzKktm0KQXAFh+i9Hg8eykl9ZocbJeddt90PHsiO3duJS3tMNLS4rUdClHUCHNZsSLEl18Wv33HjhAbN5q2SBkZsdvD4TCFhQtp2PArUlPbx2yvKezalR8xwlxEcDklpWQt0XA4XOo+5SE/HCansJDM1FRql3H8lJQUXjz7bH5YtYo5K1dyZWoqL/XqFfWNbjZQB9i3mDE8Ho+nppOIoOv/AROACVrr+aXt73GQcCQEnjDX6yVeAAlJuqrlcqy4h377LYhvuS6los3B3fHFneJ64SQsZNfVs96yerV20bmzOafrCDFhuYb07GmMMNerUpoRBsYIEx0xeY5LqGznzhA5OSaxf+PGrEgYUbxpRog9haVLA8+iJNiLKkLz5sbjM2NGEJJ0w4RH9jLXdFNe4M4Sj9nVVwf7iZdJtrnRM0nkdztQyTpxZrpSFYJItkHQOkm8Ze6tNh632rjC7o0bQzi8i2++OYlatR4iNbVHxNkkS7le+fkb+fpr85lwvXASUhUnlhv5fuMNszziRqfmRsTWbPjxl1WrOIri724EcaH+9FMgomY/KI0bNOCtiy/myCef5OXly+nXvj1DnbhvT+uhzcHj8Xj2ThJJ1v8fpnLySaVUZ2AW8I3W+vHKnFh1JvOCC8wLN0Ym1Y2ueJUYSEXbGUFgDUl8bvHiIF/MzcmRnB1RLnUTk8QicfeXc9l5rN9irKKtW4NKQXfaEsZzJc4MIUozwkRHbP/9s5g2LTAE1qwJGoDDWAoLs6JCe82bGw/PunXGcnPDbfI2xRjJzDR5bHPnBj0Yo7TAbJhtVp0TY2YoITsIQp3y3l1dXNkvXlRZ7GRXjkuQWw7RgrIQLToruXZu70tzrjSOOWYstWqZBhSSkiVVn0EuX0bEyHVTBGWO8lFyo9YR7WC3PPTDD81yzhwmA6fg3F2J1W5yOpxJvFduUJ8+QVWlWJ61a9MDeP7ww7lg8mSumzKF3t26caR8YbCfw0xrRedEJx56PB5PjadUHTGt9VeYnpC3AS8AhwNDK3lenj2aEIkYYcXpiIkRVr9+8b6WksNsy0vYVrMQI2x3Mp0iRlgFcH7Hjlzdowf5hYWctWABa93kN4/H49mLSSQ0+SWQDkzGhCiP0FqvKfmoEserB3wD1LXnH6e1vkMp1QkYAzQFZgAXaa0rt6dJZSHdsEV2HQKxKFc+XVxEEmMSbxUErha387XEz9wSPPEsFAkrRW3b4hS+Sja6df00rhXsKs46N4Ql4T6JfH7/fYhEjTDZvnmz8YIddRTk5i5mwYLzSU83EhbiBJRLAJtYtMi8Z5G4uvzyYHTjaGkTebu9e5tL+uWXcMwxZp3r6WpkXUSyDYJcdGmXBPDPf5rlgw+apesRE4ePW41ZH3NvB59kXFuTv4s1HN3rKM5J8WK5jlGbBha5rdu2TWLJkrrAYVG58dICSq6VJPlDUOX52WfBOnFYiYPW/dhIKDX3kGMj69IHDACg1/jxTAeiMvLErebGrc86ixhcDxsE2mTAw0ccwfQ1a5i8Zg3nr1zJJwMGkCZ/KyfGeiw9Ho9nbyCR0OQc4DCgB6bn5Eal1GSt9faSDyuWHcDxWuutSqnawLdKqY+BYcCjWusxSqlngcuBZ8p5jioh8+yzzQvpD+mWxtkqxah4lVg3gtsxWxKM5Mk9c2bw9HbjTxJvEsvENeZkfDfhyT6xV240+WBSxLZlSxDBfOedYHep8luwAPLzQ5TVCANj5DVrJpejI40b/0pKSjrhcHTelTm+Pps2GQtJwoRffknUWBDYA/n5Rrj0oIMCY6RLrUCAbO0hAwFonhvEPjt3NoO4UTAxCOWcBzkyXlJdWf/7CcFKOZmtGExNDaQh5DaKwQfRkiAQXfh6zjlmKSmD4XAf+vUzEwoM1GAMuf0SnoUgTcuV3ZCiWYkSXnJJsC0z1YYYZ8wJVr7yCgB5FDHCLJOBfm75qQi1ysSmTw9O6ibqWerk5PDGoYfS+9tv+WLNGu7IyeE/Uq5q48mZl14a2T/nf/+LMwuPx+OpWSQSmvy71voY4HRgPfAisLHko0ocL6y1lqdibfsTBo4Hxtn1LwGnlfccnoqnoGAKubllN8KC46eTn28cqSkp8Zony/Et4mzbu6jKtk754TDF3Z0hFTB+2/r1GXPBBaSmpPDfr77ifTen0ePxePZCEglNXg0MwHjFfgdGYUKU5UYplYZJRdkPeApYAGy0Db8BlgFt4h1bx81oToBa8frMVCBR40u2uPTCcZscS2jSjXkV3bbeaUEj7ilJ0N++PYgtufuJC0c8Ya441gFWbiIqpmY8Ya32MVFfSdavVQvqp5l1/foF11hCWF26HMzmzd+xalWXmOmLREW8Bt8DBsBvv4XYsSObrl3fplWrFkGiOMaZEn18oJYihaPuW5IwpRQP2GgaBxwQ5JGvrNMhsn+BdczkNQqqSdttNnpZ+Z0Ct5c4G/9k+0jMmBGcU2TYmh3stFyVPko21+nI7sF3k127jHfHlcwqGrFz6dnTLN1InyTkT5kSrOvf3yzFiyhRa4B//MMsXc+bOEnl4+U2c89sbss2Mx3JjMceozbA++9HzW/S6tVkf/YZ7w0aBC2d3pdS+ul+zuUzJ2Kw7vj2Rh5/4on8Nz+fm198kYu++orpF1xAF7nITohS/tZ369+wx+Px7GYS+Q9UH3gEmO4YSkmhtd4F9FJKZQBvA/EEqsIVcS5PxZCWVptmzbrEaHyWZIQBzJsXYsSIbE46aSwtWsSKwW7Y8GOJx9d0tmxZDHSs4lmUzIEZGUw+5RT2cy2/JPnX2Wfz3fz5vDt5shF71Zr6rmKux+Px7CWUaohprR+srJNrrTcqpUJAXyBDKVXLGnttgRXxjtm5s3z5++U9rjTSn3oKgLrvvx/khknvmRNOCHacOdMs3UxyQZJ+4rlNpOvzqlVBfpmIQLlIZrgrVSGJTm7emPUyiCdsn0yT3L9PRphfF5p1n34a7P7TT1BYWMDo0U6bJMvmzSEkHPnhh1mxcyJEvXrZnHjiWN55Jyvi3HPzmNasOQiYx4cfNotzvMGVoxCFBcmdatDA1CeMHg1/+INZN25csL84KetNc5y41kvjeto6tzHenZ+t3tjYscG2iAdvvDOGuN/svdverWdk04gRZvn228HucVKmMAG/V2jY8HlSUlKiUgQffdQs58yJd5zhaMeulVv9n/8E6yRvTD4S7nXn/142S9eFJiJxYm1bF1qG/QGi8w2lc7lcoLfeitXpcPMZ5diOHUkBXjr9dA5fupTZv/3GVffdx6hhw6KqZdNthUWuTbarrL9hobTx09PjBW09Ho8nOXa7T14p1RzIt0ZYfeAE4H5gPHAWpnLyEuDd3T23ciGhxtzcoNJRWr64T18RjnJVO8XCkDhbJ6eJgTyJzz/fLDt0CISkLJJd0xmCeJX74BNNJ7FQgPyWbaOmQ25uZK6bN5uQqvu8MZGoWhEZKYmObtgwgalTi88Ja9DASFT8+c9j2WefrKi3bQRbFwOtadGiDtAsIuIaEAaeBs5j48bAeBUD7K9/NcvevY2x2LQp3Hdf9Ftyueas/WLWdf3JqQKoZ8K33ZeZDP7bbx8Y2TTB2l9/cg3rTz4xS1vKWN8J//bvb2Kq48cHu8d2CwohRqwYH64ArLxPV2+sqDHniuvKR8m51Uiuu9j3jzwSbLv3KBtOtAn6QFBBMGxY7AEi9ObeSDG6JI5a1AiD6CpeeW2rL5oAb95xB32vvpr/ff45/c48kyGHOAKz8aoyPR6Pp4ZRarJ+JdAKGK+UmgNMAz7XWn8A/AsYppT6DdgHGFkFc6sWhDGJdcuomoaf+fkbmT//75SUuC86YW3bxt8ORwDr4mwD2Iqxzw/CqJnUNEKUXH1aPagIJbBDunRB//3vAFxz7bVMKymZzuPxeGogu90jprWeAxwaZ/1CoE/sEXsmmeJ2kZhQ8+Zw++3mtYQTXX0EcSnVdkJ8EosSfTA3rHiaLRoVL0JBAYwZw07gJOAWwJHGCrxwktENkST9Xa2C0OR8+5w7uIXRM8trYpKv82kUka1o5kQJJUxp2g3BK68sIDe3bwlirCEgm3B4LNu2ZUVJqbnbjRHSuoh8BcBqoBcwOu74Il8hLYbatzc/HTrAVVeZda72ljgstzRsFVnXaO5kO5VQsKO45GwY94i2QefzUK49dmOcYmHrinrpjaCd1ddfm2VBsRmVYeB9TEQ++Ei4NohIWRQ/Briat198YZbtHd2Jfv3MUooG7rzTOXiIjb26XqyLLzZLkV1xC0tEZsLGW1divlGVCfkbcFs39O3LRX378tb8TbzzzjOcddNNTH/gAZo1bhzpTJ5+xx1m+fLL5Mz3XdY8Hk/NwpcLlZO1dc0DO9M+W8Ltu1D71FPNL5J85Cp6ikHlxv1E3FX0mKSfEAT5ZVLeb3v7zMUYYVlFJ7RuHduABm4fHmvYpU0OYli19jk6am4SyaxVK7ADXf0ryc+WZ2h+fjZt2oylQYOsSLhNwmc7d4bYsiWbVq3GsmxZzAyJ5wmScJuE1sLhpmzaNJP4baDDbN1qrI+77zZrLrzQ9Ixs1CiospR0PAjS9VzdrqFnWD+ia1g98YRZ3nijWTohuyxr4en3gjwwdUj0/LpkEINbZOmGKeG4qP1EZD42PFsybm67XEfX9n/sMbOUj5zbW/N5Cfv93/8FK0UNVsKD114be1JriMUzwr4BfgCuAuL2RZAvHK5Im813vOaaR/n55+nMmzeVC0aN4qORI0mTNyjaZWJZejweTw2iKkKTniTYj+L9UA/vhvO3bv0uDRrEzmDnzhCbNhkjLN72RMNxKSm1iW+EfY/JK/PsiYRWrOBMTDC5pOZUxVGnTl3+/e9xNMvM5LNvv+XuJ5+s4Bl6PB7Pnon3iJWBTMdlcd6dpvJu9Eu20mrXLhCPmCQ5u+V+4npys7ZHjTJL6RjtJtqLi0NaxNjYk+NjixDGhCmzIDqcJOFNJ+P7gJ2m2m/mfOPqEm/MggWBR8Z1zEk4S9Y1atQuZvgGDcKsXl2XlJQPeO89p2+QZcWKEKUZYfGiftEchvuIv/JKs+zd24QCJ0wILpkbspPQqtviiA8+MEtxl0Fw8AMPxE7o3HOB6J7s4b7GOyPXxY3wyaHRXrCS2bVrJ8bQ7FbKnrFThs2YgPWb9OoVlEaK8r44lERzDYBbrSdMvLEQeKyGWOnWCy8Mtg0aVOw8QitWkP3ll6VnvEmlh6vOb12tR2fMhQxo8tJLDDr1VO4eMYIj992XP/fpEwi5NWpE5mWXAZAjfzsej8dTzUkJh6uXXFdOTk6ZJiyikBVR+j5xYiBOOfhPJvw4Y7ZJwFm0KJAauOs0GxuTBz4EyU1uXpIkAkn5m33gA8ET/oorzPL55xObpNvE0Mbv8s86L7Kq9rjRAMw92KyzEU+++ioQFnVbHEmXJFHOcHs1i3yC+1x97TWixj3pJKMzlpdX2mM6D6gXZ/1WoGHMWsmFOu88055p1KjAbpg4MdhP7FgRagX46FVbnihyIxBYT3JPXOQeOG/+5n1fBEAiwa7dJnq+L74YrJOo2mSbnuZq7B57rDHERo1KTKxYDM3gT3cHpulF66j9xHb6dMSv5oXb51QS06TSF4L3KTfdfQPyub3ooqhzhIDsevUYO3AgWaItUhzyN5CVFayTxD6xZM89l/8+9RS3PvwwTZpk8uab0xkwwFQT79oF9dcZodichrGfifKS6P+IzMzM8jj7PB6Pp0R8aNJTiQRir/GNsLmY9qXLiG+EQTwjrCaSlhbPCJsXZ1086lLUCNsdhLB+zoEDyWode/4pMWsS4+ahQzl54EA2bcrh2mvPZHtsxYfH4/HUGHxoMgHmzDGeMDdtZXAvU1X37LMmaf/554P+25Fv/m6yvmSLS/jHRfoIrStOziEBRCzTVe08+WQAan/gKIvaeOJTVipKKiSnTw+kse66K9j91lvNUkJ7boRKEvjd5Pigyi8ElKSYb7bDmxSp/0wI0SHdsMF4iHbsCHRFX3ghdn9prG1OHQoOFkqPjeL2ZrrvlOhNrpNHHKHuOvEQyrrAMbqDY4+NpygfAh7HNJ6IJvCEvQAcDcRpm0WgqxYpqfz888i2x499C4DrVg8PDpCbK57ZkY6CzJRos2ouTrA5jhEWAi6lSFafFAG4lcMi0mYT839P7QSp8J9HxvH1gMP46aeZXHnlNTzwwAts2ABbtpjQ+NGPmHuRM9Kr3Hg8nuqN94h5KhwT7v4deKsUI2ws8Y2wvckDUpwRlg1cV8qxZ1CcEVbZNAW+ouT27y8nMX6TJhkMGvQmaWn1GDNmJGPGeIPL4/HUTKpCWb8d8H+Y0rhC4Dmt9eNKqabA65jGe4uBs7XWOcWNszu55x6zdKUBzrjWeMLOPNP8npYGw61zYf/9uwLwzBNXBQdIrx03L0kU9UX7SzwXZUG8aZLf4rYz+tvfzFJyfoBddYzGg3i4xFOzalUgzu86hySXSSQtROjfHdatPzASaiksWHBJZHpSi2AIUXLi/lyMvMN0oH2c7bGEw+ZH1BbOPjvY9pZx/HD99cG6S5baxtJuwrfbibw4nMT2Z581bikpGnBT/4R4/enlYxBvf7uFxMVeSxa7vekms/z0YZulf1XwebzuLtMRYFHDeyLrOu1bxAB2XcCu2xMTCI0XDA0RzH5A0Y3yQXB7S71szTWbe9Zh0ujIprZtz2PgwGf57LNLGT78b0yY0IsuXQ4DIONuc2PbsEf8i/B4PJ5yUxWhyQLgH1rrGUqpRsB0pdTnmEjGl1rr+5RSNwE3YdT2qwxJzRd5JdFphaCPoG01Se/ecJh5RgTVda5hJU/eeAqdX30V9esuIC3RSUbF3IgWhZW4oghKEVRBSrK7pN9s3gytrDjUQw/FDicGh1tkJ9N2qxQl51pk06JrQUKUbGR8C5xutwdGWEltflwk+usW+0l0OCryKEn3bnFEIohgL4HcWEls2RK8lmLMeJHpgELMNRgHHFu2uVnE+ALHtnzuObN0+0Taiowz33bEzjBG+oyefzG/fvxxmc4dohQT0vb4jLoI8kWiUSOzdO7J1q+gfftL6NFjEnPnPseHH57F0KHTqV+/KT3q2gIEJ5qf06z4fqUej8ezp7LbQ5Na65Va6xn29RZMRnIb4FTgJbvbS8Bpu3tuewrxjLCpmH5Q1ZepwD8pqS1SYITF216z2b59LebP8VaKN8KWAtuK2Va1hFasqLSmTcce+zgtWhxOYeFiPvroQsLhwtIP8ng8nmpClcpXKKU6YgS5ewBLtNYZzrYcrXVm0WNyc3PLNOFa1j1VUFKvmGJIt+rqz6cqAKbFsYREm2nChFiJgsGDg/1OqWfdauPGBStNR+1oWYE4JwjNm0f2o48WW50GBJ4E932KTpbTSHlCV6PDJN4skXaaMCFoheNGjkRZ/xITaYxIM0Dg7XLbFEkHGmlg3bWrkb6QnOx4rFgRVFfGyyk74IDg9bwihYTu9Y/Hc08Z79eq9UGCuCTz35oahOUibX3iISdZtCiyaubJxjv2zDPFH+YydKhZSij455+DbeJJLe49FBYWMGXKP+nQ4dRicu4C5H4BPHjTevNi+XKzrF/f2fggAOvueS6ySkLrEopvNnxIieeKMGAAUxcsgFmz6OMWi5QFqfxwKkUW/25crRMnwrp1v/Ovf/Vmx44NHHbYXbzzjrn+kQIZ4KST4nR7T4BE/0ekp6d7+QqPx1PhVFnVpFKqIaZk7nqt9WalVFVNJYr0NMcfZeNw59oiyHiGmIv0CpSHodvJhUfjxKRKMsAs0xYu5LfVq5l9xhm0ll41bvKRiH/ts49ZupaBhC3lSQ8sed8s5dksslBdu0anTAkSkuzSzuSgTZsdnLtLl+ixIAhTLjVyT5GqzHA4TEpK7HOsNCMMYo2v0nDT8Jg7F4BtTYIGlJE8t/sWl2nchRcGockty0rY0WK1R4FALHfFCrPclqBjKy9vHR98cBz9+z9ZohEmtzrKTrdlk/MuM0bXAZOddkZHHQWAbeMYRbP3X4xdWQp9unQJ3lx5sKJ0S5cFnxHRgysshKZNO3D88aP5+OM/Mn36nVxxRR/atftj1BC9epm/jzZtymeQeTweT1VQJYaYUqo2xgh7VWtt06lZrZRqpbVeqZRqBcTtvFdeYdZEj0t3S+ttYlFeLZM8VZKm6vPPBzlWgpv/3UXEMRN9AmOCdTOOPJK/H3wwKaKUCkFeDQRJW+JRcCcp2fRO3ti33zaO2k2Mhd9+i//+/mLThbq0Nm4yaX3pnvLHH4N1660T5t13g3VLlsALL8RzJoSQrKIPP8yKsz1x3Llv2hS8HtJ8MQBrW8f0madzoiK5lrXdAjFTMQ5LGsJVspeCBttaMarwQ4gdaxNwAIlcnyij33KA9eiu+KM1xFyXm3V7jhp9SWSV5N89tyNkXrh9KBOhyBv4HeiQ6LHduwOwoWWgjyI6x+Kh/fjjQdSrdxd5ebfzyScXYAo6Okb2v+ACs2zevHL+R6S7fWI9Ho+ngqiKqskUYCQwT2v9iLPpPeAS4D67fDfO4ZXO2u2BgOiF15uY2Kcnj7Brro5zRMBKIy0W8SK5idNfW88Mr74arLzttmLHCmFNlGbNYj1JrjEnVZIShnTdQTYTf/qylpFVzzxi1j37rAlTjbZFav/7X/x5SCXiNFs1KVV/EHE2RSKsEDSiPtJ2OurUyTjwjj46eLAWeYfEzyraCMTppJ0AUikJsPqJ0818JsXqcUWE0yC6EqMYjuwb3If8CaVHyKWPOECvXmbZsaNZxjPEYplF8ddnMa4RMmOGWV5X4HQcveEGAAb2NnHiRZ1jrcafnI+gdAl4fIZJ1byuBEOsgNL/eSRshEHE/dVz69bIqrw8466TVk05OTBu3C3Ad8BHwFmY4gZTzSEabfGaI3g8Hs+eSlV4xI4CLgJ+UEpJh77hGAPsDaXU5cASzFN6t9GwoUlHc6N+Ur0/ohQDrCgilaB1sO7nnaZNS3e3lK4YQsCTmMdNl+JywgRpaSTWn2NcTMn4AwBrnIjRL78YA0xSytyqSaFTp+C1iJNutxV1jRoECWSffWbCuPHaFUruWbNmphdk2YywpUDLOOsT4zSnzEOqJVvGk6eIpy+RIOLtEmM7Ip7qIOok7uuypVAdQlC76zIHyIwYdwAv9bcftitviKy7aqgxFp+eaG5i/yucpEXLysFXRF7LbR9QimdoA0WEM6SstWFDcAyphJCbZRMOZ58WxEpDdpPkrh14IIwbl4pRKOuB8YhdC5g8N2ljlXn88ZExcopUJHs8Hs+exm43xLTW3+J2b45m4O6cy55ICBgGTKL4pj/Vn9coub6uXTHr9zbiGWHzgIMp/k+o8ilZvaxk5HNHd2ZLAAAbwklEQVTdO6kZzALuxBhhzwP9gL8kNaLH4/FUFb7FkaX204/bV4Ga+TXXRO8T3hgkH6VkNKE49rdi5+Gvxgf7738cAPPn3x9Z113EpSzfEfiJSjTCXFeII9IJwOuvR17eutR4xCS8CEGienibcYUNuc6ppLO87UTxUq3AiXSSuXposE08Ya4sVNOm0VPcd1/jFevYMQgZbd4cVOpF8wtGPyw5E9QtTJWE7xVuCau4+ZJoBC86aSNs1FoqZiHInXs7TjRUkvbrx172BAhh9OxNM3fRbAPYcr4pdmkknlHg6SNNiPGXbiYPzK0+HW8/mrOvDsKVPXsVMe5c3bGpU4ufliSXbd1qBPUgiJUWmX02RiUtgnSYt56xnhu/jmxa9IMpMvlurkkXCApbewDHY/59XQ5cBfTi449NHuA/bwjEZ4d7wVePx7OH41sc7SHMBU5mb1XRAnMFZlC6EbZn6mhVPnMxpkycMsdqwDyCLxnlk6p1kfjuZcBfgTzgTPBGl8fjqYbs1R6xzKZBkKVundKTr4feVLwXzEUSsunaNWZb9zF3xaybCpxEGYww17UhbhGrnv5l5yDn54sT7NIR+JfXQ4fFumTEmdJzQ+DJG/2T8eSJOsa8XwJ5DynedJOj77jReNoGDDLjn3yykfNo1apkqS7j5ehRzDbJStoKNCxmn/iseMq6pc74oEzHRTLEXRzRqpRU4z2a81fzuZm0JVCoT5n8Q6nDby9zO82Srg80amy9WVK0AZEqxocmGo/Y+PFFj4Ke95wTu1IoyQtWHC3j5/Y9QSmfbytfEdU64eKLARjVzFRfxK9QfRJjwM9gn30u4uCD3+Ohh4Lvl4sXm/Duc895I83j8eyZ7NWGmMuOvuZ7+h/qBaERaW0kPPtsYmOJwZHSLuj7GF5qS9JaDg92tP2GumNqv7onOtnRo2PXDTHim+OuDAwxUbxw+0MK8l6mTDHL445zNjpGyHnbjB7F6M+MJeZWAkpRgttZ5uclxgA7wRqBYjPm5QVCt2UjhPGllOkKRci8zFRNJvoYnvKdMayOLHQm+2LxulrPx5HlkGsbRAl/w7Qv6pbgLMrOJRfbLxJjgnUvTTbaJOcYFYsoQ0by678cEoSyB4q2Rjyk79UNNxS/DxTbFulajBBHsci4p58erHOVhYulHibYeRjr139IKHQPpjuBQcLUzxUXDfd4PJ4qxocm9wCaUB4TY29gAkFAqzpfoZaUzwgrvcK2uhDPCCtjfWUJdAJexRQw3A58VvLuHo/HswexV3rE3JBkBNub57O4MrKxnH12GU/azlYCxgt5JYMkR9u+NM86cljxPHjiqRL67DS6En22BT13Vm++PPK65TLTLmDaNOMRc5PMpdPAbZkjIus6DDJSH2OsZ6ZFC5PoP3p0ELItOUQpTMQoUf1IkBMUnxNOMMoJjz5qfpcoFzhqHglGNOX2hOkfWTfkCuNteq5/8ZWK4cIgtP3BKUW3Nkrs5DEkfpxIfoWfDTRTuk4ywnbHvR67//brbzYvbvoidiPmqh+IU5spifsNnQtZVqkKh28xdzfmtjjyLilffA7AFVcU3Skef8IYYXcB52PCle0DSQvnbz7HC415PJ49iL3SEIvLmgQtMItEcSTk+Nw1OfS+xOQJzZwZu39qinlQF35XwbIDtjptQgNTIRmvstMNJ7oVlADLOxmrJSfjaHoMNPk9Ld1Yo602vM3qgv3738EmaY904ZPBOgmDPvaYWQ4cCBkZRndWJKPcCJgYi72j9AxCGE/Yh0AfYsnDTer/4ovosFv/wIYivWHZrrfo46YsCwyrROwAyRkDGPSEOfaDYtPSNmH8oBVPypWxrcIk7OwWjp48914A3v8+VgBtG9CGIgIZxxxjxie4LuGrbVnxjh1lmmMesB+wb7yNX8Q3DBPjdmAK8AlGCWcuH39sFYbL+Pft8Xg8u4uqanE0ChgMrNFa97DrmgKvY+TCFwNna619hu1exxpgKCYcGc8ICwH/BEpp/LnHMhfT3et2qlILrCQa2J/Koh7FGGFJkwpciQlN/gZcDyTYld3j8XiqiKryiP0PGAG4PVRuAr7UWt+nlLrJ/v6vijph3HBkHMJPBmG2lGsSUNT/9Vez/PFHZs48uNjdCu+w1ZJ3JjSNxLEiXtKeJuWYWE9LUS8YmN6SAG1GGRdXm7feCjpGO/13Rr9hqiTPO82U+U2YEMQm7zZyVlz3a3CdHr/P7JfSwOzXpAk8d886bszewtjvjXb7lDaByn1Kb6cfEWDCkHOA2sQSwnjKPoqzDcJi2DwQd3NCLH3DJOmn9A+EwbpLeppTNRnlditCyS0aS65+LEo3J7VMwqYvtTEFHyn33pPwOADv147TXSAZRAfvuuuK38dtJZCIVyqqTUNZJxTC+C8/Ak4BnmXAgH7st9/FUfMQmVwfovR4PHsCVWKIaa2/UUp1LLL6VILq9pcw/1VjDLE6ZWxLU6uWfYtuoomU8knnZpc5cyIvE8lNeXujiftMW3Ec4bXrABgyvFnsjsuXFz/oySeb5fvvx25zO0fHYc2R5lhpSeAO/5//mOWttxLD/VZX9rlTnGbY0rXckS047zojerpyvTGs7ogjY+UKupKWFjV+z57w6fRmzJ7djBubvmBWOqFPCXUuWeKOGGuErVgR4ssvszn55AlkZOwfWe9eniE2bPYcQ2InmSi2QvKKKwJDTJ7hD08K1v2jhA/HtH8tAOCe17tE1pWUFzdgABQU5BPvfbtqEP/u9aZ58ek6O8fixyw6PgBzgvlEOqMnOoglPCIQwR1ytflMPFfKZzRCY9NwPqqfliVnxw527tpFS6ehvUwtkeE3b17Iu+9mM3DgWFq3zmL+/BFMmDCESZMUzZv3hJ9+Cna2yYTyvyTyP8Lj8XiqgD2parKl1nolgF2WqSufp+aSl7eewsKdnHPOwigjrKawZct6li//saqnUWUUFBYybe1a6iVhEBUWFpCdPZ/WrbMA6N79r3Tr9hd27cpjzpyHSz7Y4/F4qpCUcLh0IdPKwHrEPnByxDZqrTOc7Tla63jN9jwej8fj8XhqBHuSR2y1UqoVgF36MiePx+PxeDw1mj3JEHsPuMS+vgR4twrn4vF4PB6Px1PpVEloUik1GpOY3wxYjelk/A7wBtAeWAJka619WZPH4/F4PJ4aS5XliHk8Ho/H4/Hs7exJockKRym1Zypm7iFU9vXx17/q8fegePy18Xg8ewI11hBTSqVorb27rxgq+/r461/1VPd7oJQapJSqX2RdWkWNr7UOK6XOVEqlFzlHenHHeDweT0VTYw0xIFUpdY67QimVVln/ZKuhd6myr4+//lU/frW9B0qpOsCDQIH9vYNS6p/AZUqprhV4jkeAnfb3Xkqpu4EblFJ/qIhzeDweT2nUZEPsROBaMN9wlVInA/cD/1BK9Ux2cKVULaXUlfK7/XbdVClVIdpnlT0+lXx9Knv86n79d8P9hep9DwYA87TW+Uqp/YGHMc1HewFvKqWK7ydWtnNMtec4APgvpgPSVuB2pdQxFXAOj8fjKZGabIgdi2kiDnCR/dmG6Tl8j1KqU5LjnwBcAKCUylBKXYR5yN2nlDo1ybF3x/iVfX389a/a8aF634PzgTb29dHAQq11ttb6b8CLwLlJjg9wMtDCevL+CPyotb5Ga/0w8ApwVgWcw+PxeEqkJhtig4G2NqdkEPC01vp2rfVwYAPm23UyHA98bF9fgPmnPhmYggmfJOtxqOzxK/v6+OtfteODuQftquk9+AhIU0qtAp4D3B5Q7YCcJMYWPsZch7mYVvEznG37YWR0PB6Pp1Kpkd1u7TfcJ4AzgJ+B5sB1zi4dMf98k+FIYLZSaj/gdODfWuuv7fmPxYRQZu+J4xe5Pr8A+wDXOLt0JInrY8d/EjitMsa3VNvrb+lbmeM79+BUgntwrbNLR/bge6C1fhN40451ELDc2XwCxmOWFFrrT4FP7Tm6AWudzX+gYrxuHo/HUyI10hCzlWLP2x+UUh201kvt666YBuPJdll+DJOD8yywL/Cbs60z5ht2MjyB8WJU+Phxrk93YJ19nfT1seM/Z3+wOT5rKmp8x8g4nuD6LHB2Ser62PFHAMc54y+sqPEtj2LCYZXy+YlzD7oDK+3rblTM38ATmL+BZ4DWVOA1Ukr1AlphjMhlmLwtlFItgce01skakVForX+x46cAjYBbKvocHo/HE48aKeiqlGqI8QTkA5uAVcAKrfVapVQboJvWenwFnq8DsFJrvVMp1QN4S2vdrQLH7wws11rvqIjxlVJNMR6M1VrrD4psawN011p/lcT4vYA6wDKt9Qq7rhGmAq5psuPHOV8nzPXPs9fnTa1194ocX2u9yL5OenylVF2t9Q7n96Kfn6Tnb8cZjPncvGzXpQOFmIT0/Sv4HrTGvIdwsu9BKXUTsD9wIBDGGGK/Au9orb9TStXSWhckOd9eQG1gsdZ6bZFtqVrrwmTG93g8nkSpqYbYG8AuTFLyZkx5+mrgXa31tEo6p5Tu18cYGjOTGKs+xlBab8Mn7vgN7Pgzijs+gfHHYq7J8cDfMQ89gEla68/KO64z/kLgW4w3YyswCxPmeVFrPaUCxj8HmK61/i3OtnSSvz63ARNdQ8Uawxsw1+1ArfX3SYz/KCZU+B/HE5OKMToaYL4olPvzY8f7HPgdOAJ4CpMPtgkTKnwlWUPDfkb/jPk7y8WEDldorTfaL0Jdy/selFKLgaO11suUkZg4EmNUDgbuE8MyyfnPxuSzrcGEJH8HlmitZymlXgZe1Vp/kux5PB6PpzRqnCFmQzAfaa272N8bAAdjwkAXAn9L1thQSp2PCeX9oLVeWWRb86LfsMsx/ktAOtATY0ierrVeYrfV0VrvTGLs/YDXtNZ9rPdrBvBvoCXm+lyntX4vyfnfgAmrfosxhhsBChOqWgaMSvI9TAQu0FovVkq1B27FPEzHa62/SGbudvx5mF6nc5VSpwPnYbyqy4EntNbbkxz/Z2ARJlT4VDJGXTHjdwXGaK0Ps4bpYuBmjAfoUmAM8HgyxphS6lXMZ7MpxqD/GvgBGJdk2HkfTM/Z+zHGcK6zrTnwLvBHrfXmJM7RGfgOuBrzuW+F+Xvbhfm7vgVjzC8r7zk8Ho8nUWpi1WQ94Del1EClVGOt9Tat9RSt9V2Yh9D1yQxuDb1HMMm8dymlHlSGfvbb+yf2YVLe8bsCB2mtz9Jad8Xk+DytlKprd/lQKZWRxFv4EzDPvu4NzNVaj9Ba34apfLssibGFp4EJwCpboTcVkwO1CsisAEMyzxphdYAXMMZdGHheKTU4mYnbh/QOa4TVxxgwrwFfAIcDtyilyp1baee/TGv9R0y47XWl1Eil1IF2e0X8TXYB1toxLwV+0Vq/oLV+BrgYGJykEdYV4xUcqrU+B1MtWRdjzDxvjeNyobVeDzxu532KUuogpVRr+6VhPyAjGSPMshX4KybU+SRGP2wkJnG/FfC7N8I8Hs/uosYl62utZyulRmMMiu42TLYBEz45EZuUngT9MYnhL2Mqz9oBnTD5LDcBTe3DpLycAPwEoJSqDfwfJjRzplJqOtBEa70xifGnYUIyYKrmhjrb+mBCNEmhtd6mlHoE81AGc23e0FqPUEo1TnL4k4D+SqmjMJ7OHK313QBKqU+BYcAHJRxfGiuAb5RSl2C8bD9qrd+x4/8AjEwyP+mPGA8VWut7lFJjgKuAK5RSL1RAAj3A55hr8wgmJL9OKZWFCUuejjEAk6EzsFop1VFrvRjjadumtb5RKXUx8C/gb+UdXGv9nlJqE8YYuxRYivlf1Qoj7JoUWus1wHvO77nAHGCOrdCck+w5PB6PJ1FqokcMrfX/MFV17YFzMEKWjwNtMd9+k+ETjBTGbPuAfgHjtXrcbv+4uAMT5CeM16sWUGDDYM9hPFnXAskmWE+VUJhNQF+ogv59A4EvkxwfO3au1vp8TDXdhcBndn2y3oyPgXsw9+AhoiUYDiNJ7SetdR4wFpOP9Gegm1LqX0qpPpjP0cKSjk+AtQTVqrW11gsxn51CYIJS6vIkx0drvQtT9Xm11voSTFXjWfY8x2GM+3JhcxW/ACYC1ymlHsd4DSXc3xrzXsqNUupETKGNwhTdPI2Z++nAqGTGds7xB6XUn20RictIomU+PB6Pp1KpcR4xpVQTAq/DcCANIw+wOpmQmGBzwlY6v2/HPpxtqCyU5CkmAmnidbEVYt8ppU4A7sYYZMmQbsN364CQ1jrfnqcFRoU9KUPSerwGA+sxRuM9mNytSUnN2mKT2/9tz9UUqK2C5tbHYwzjZM8xQSk1C2O81AK6A8dgvIl3JTn8u9bYQ5vWOqnaSKv8wyaJJ+PtBCL34ARgvVLqd631J0qptRil+q+01lvLO7a9zruUUiMwn8V0QGO9fEAWVjKjHPPuAdyBEWvdH+iB+dt6DZPXuK28845zjvVAN+BlpdRqjPH9gr0XHo/Hs9uoUcn61pvQB/NPNhuTiDsJ83B+ryIMMWvo/ZkihoyzXYyC8o7fEPOA21h0fKXUcOCh8r4P5/qsA87EeC9mAs9rrV8p75xLGf9bzIP6E1eyIYlziKG3lmhDsiEm9Px+MqFDe39PxnjWJmqtdyVbIFFk/IbAKRSZf0Xh3IMNGMHeVpgcvcd0EamSJM7RGONZWwHMsB448Za1w+TAldkrppT6D9BQa329s+4EjFd7OXBXMn9bJZzjeOBszBesu5M9h8fj8ZSFmhaaPBfjcRiOeZiOwrRK+RNGydyVgSgz9iH3AOab+pMYj8PXSqkLrTeMJI2wyzE5ML2KjH+JDVXem6RBINfnFozq/ShgHJCljBJ6UtenmPE/xRgefZId316fB4GDMKG3yPUHcrXWbydphMn9PQBjvOcopb4AzlBK1SvvuEXGfxiTM+fe34tsPmBFIPfgZkxYbxQmH+rMirjHzj3oi/FU5SilvrH3IE1rvSSJQoBmWOFWwVbBDsV8fi4s77xLOcdXmArKIzHhZ4/H49lt1BhDzBpCjYHpAFrr+cChmOa9b2DyWZon+W23WEOGCjD0Shh/AHCUNmKZ5Rq/hOvzKiYsc20y16eE8V/GXP/rK/j6i5Eh1/8YO4+Kuv6nEBgxJ1IBhqQz/q1E399jgX7Jjl/K38AYkrzHRd7DzQRfdsZi7kH/JN/DHUBzpdRdygiuCqkYmYwY3bhKOEeyhQwej8dTJmpaaPJi4ApMnlNtoK/W+k9220Ktdeckxq6DkWQ4RWu92q77GpNAfAQwBLhSl1NDrLLHt+NV2vWp7PGr+/XfHffXjlmd70EqJs/vMox3Kh2j97UaSNdaJ+0R2x3n8Hg8nrJQ05L1x2EePoMxD4wLAJQR5ZyVzMDatJ95ChinlJKH3Dat9QbgU6XUM8k8RCt7fEulXZ/KHr+6X//ddH+hmt4Dmwt2FbAN+FRrfb5Sqh3GwFuttZ6YzNx31zk8Ho+nrNQYQ0wp1URrvQlTfj7Srkux34C3kbxsBVRjQ6ayr4+//lU/fjW/B/cDd2L6kSqlVG+t9XXAUqXUmUqpA7XWPyU1891zDo/H4ykTNSI0qZTaFyNW+QumZc9nmDL97Xb7zcCzWuucJM4hDzl3XQqQghWK1VpP3xPHr+zr46//HjF+tb0HSqlWGA/VIc66b4H/aa1fUKYv5Fla63Lnb+2Oc3g8Hk95qCkesUGYB9CNmCToYcB9yjQPXgScq7W+t7yDy0NOKRXvIRdWSvUGnt1Tx6eSr09lj1/dr/9uuL9Qve9BJ2CWMn1hd9rK1yHAI8ron22qAANpd5zD4/F4ykxNMcR+wVRuTdVaT1ZGKb4TpufefZiWL8lQrQ0ZKv/6+OtfteND9b4HkzGttcJa6wJldNt+UkqNw4jDvp3k3HfXOTwej6fM1AhDTGv9HabySX7fpZRaoLX+TSl1GUbLKhmqtSFT2dfHX/8qH79a3wNt5DSWO7+LVt6bGKMv6bZbu+McHo/HUy7C4XCN/hkyZEjfIUOGpFfCuCl2+fqQIUMurm7jV/b18dd/z7i/1fke2LHrDhkyJK2Sr0+ln8P/+B//43+K+6kRyfpViVKqL/CD1jq3Oo5f3anu178m3N+a8B48Ho+nqvCGmMfj8Xg8Hk8VUWNaHHk8Ho/H4/FUN7wh5vF4PB6Px1NFeEPMs0eglMpQSl1VieNnKaU+qKzxPR6Px+MpD94Q8+wpZGD6ACaM076nRqGUqhGyMh6Px+MpHf8P35M0SqmLgRuAMDBHa32RUqo5Rmm9vd3teq31RKXUnXZdZ7t8TGv9BEaLqotSahbwudb6n0qpfwJnA3WBt7XWdyilOgIfA+OBfsBpSqnuwF12vwXAX7TWW5VSfwQeA9Zh1ODjzb0e8AxwOKYH4TCt9Xil1KXAKUADjFbW21rrG4scOxC4Wmt9uv39RGCo1voMpdSgYuZ0O3AyUB+YBCitdVgpFbK/HwW8Bzxchlvg8Xg8nmpKjfMmeHYvSqmDgFuA47XWPYHr7KbHgUe11kcAZwIvOIftD/wB6APcoZSqDdwELNBa97JG2CCgq92nF3CYUuoYe3x34P+01ocCucCtwAla697A98Awa2A9jzF6BgD7FvMW/gagtT4YOA94yR6LPe85wMHAOUqpdkWO/Qo4wBqdAH8BXlRKNYs3J7vPCK31EVrrHhhjbLAzXobW+littTfCPB6PZy/BG2KeZDkeGKe1Xgegtd5g158AjLAerveAxkqpRnbbh1rrHfaYNUDLOOMOsj8zMd6s/TGGGcDvVkkeoC9wIDDRnusSoIPdf5HW+lerqv5KMfM/GnjZzn0+pg1ON7vtS631Jq11HvCTHTeCHfdl4EKlVAbGQ/dxCXMCOE4pNUUp9YO9dgc5Q75ezBw9Ho/HU0PxoUlPsqRgQpJFSQX62abQEZRSADucVbuI/zlMAe7VWusix3fEeMHc/T7XWp9XZL9excwr3nmKI5F5vgi8D+QBY20fw+LmVA94Gjhca73UhmnrObt4QVSPx+PZy/AeMU+yfAmcrZTaB0Ap1dSu/wy4WnayhlFJbAEaOb9/ClymlGpoj2+jlGoR57jvgKOUUvvZ/RoopboB84FOSqkudr/z4hwL8A1wgT22GyZv7edS5hpBa70CWIEJRf6vlDmJ0bXOvq+zEj2Px+PxeGom3hDzJIXW+kfgv8DXSqnZwCN207XA4UqpOUqpn4ArSxlnPSaUN1cp9aDW+jPgNWCyDeONI9pQk+PWApcCo5VSczBG0P42nDgE+FAp9S0m5BiPp4E0e47XgUu11juK2bc4XgWWaq1/KmVOGzF5az8A7wDTyngej8fj8dQwfIsjjydJlFIjgJla65FVPRePx+PxVC98jpjHkwRKqemY3K5/VPVcPB6Px1P98B4xj8fj8Xg8nirC54h5PB6Px+PxVBHeEPN4PB6Px+OpIrwh5vF4PB6Px1NFeEPM4/F4PB6Pp4rwhpjH4/F4PB5PFeENMY/H4/F4PJ4q4v8BrvLjooMxJ88AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatplot.myformat(\"normal\")\n",
    "formatplot.myformat(\"neat\")\n",
    "\n",
    "import matplotlib as mpl\n",
    "import pickle\n",
    "regseq=[1,0]\n",
    "\n",
    "yvar=prf_year['1900':'2017'].apply(lambda x: x/x.mean()*100)\n",
    "pyramidata={}\n",
    "\n",
    "fig=plt.figure(figsize=(15,3.5))\n",
    "#for i in range(n_clusters):\n",
    "for i in [0]:\n",
    "#    pl=plt.subplot(1,19,(i*6+1,i*6+6))\n",
    "    pl=plt.subplot(1,3,i+1)\n",
    "    print i\n",
    "    clustind=clu==regseq[i]\n",
    "#    slope,pval=trendpyramid(yvar[names[clustind]].mean(1).values, _how=\"boot\")\n",
    "    slope,pval=trendpyramid(yvar[names[clustind]].mean(1).values)\n",
    "    if i==n_clusters-1:\n",
    "        plotcbar=True\n",
    "    else:\n",
    "        plotcbar=False\n",
    "    _ax=plotpyramid2(pl, slope, pval, [-10,10])\n",
    "    pl.set_title(regnames[regseq[i]])\n",
    "    if i==0:\n",
    "#        pl.set_xticklabels(range(1900+5,2018,10), rotation=75)\n",
    "        pl.set_yticklabels(range(10,119,10))\n",
    "        pl.set_xlabel(\"centered on year\")\n",
    "        pl.set_ylabel(\"window width [years]\")\n",
    "    pyramidata[regnames[regseq[i]]]=[slope,pval]\n",
    "    \n",
    "#pl2 = fig.add_subplot(2, 40, 39)\n",
    "#cmap = plt.cm.bwr_r\n",
    "#norm = plt.cm.colors.Normalize(vmin=-0.5, vmax=0.5)\n",
    "#cb1 = mpl.colorbar.ColorbarBase(pl2, cmap=cmap,norm=norm)\n",
    "#cb1.set_label('trend [mm per decade]')\n",
    "fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.1, wspace=0.1)\n",
    "plt.suptitle(\"observations 1900-2017\")\n",
    "plt.savefig(\"../figures_trend/pyramid_\"+dset+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7xVAYbuszPukGunkpGZddghiM5Lbwd93hK5dPTzzuDXcI6VTvJ5h5JFOJLBBb5ThGNs/qqa+SWyhpt0FVrh/we6V88X0URTQNya/i9dh4HLluRJPb5JwmiGwjp4W/vNDo5qUik9ir3z4dKsxzzHdbUDa3J6ooQnvltlvcVuFOaxIeQwCw6YBzgDm5345I3jzye1YU5gl1vB6P0F71XUUzkHA/G0ntFolUHqBSjVxKEIOdnBb+Xd3O/uhpI93u/CmVjsVdwyZIi6Dm9u5rkGcVSbWwV5Cf/dwqMUro3nCH0Pb7lu4SuqqzOybcY/muRmHzl2rycjATKYrlPIJUZblb/CKCGOzktPCXkbXlVJGrr9svumfKduVUH2fWVqMxUXfVj1o07p2E51IvyTc3V8+/rDtkmYmY6/x51QEhveNoG3YeNRZs1SyPkBY9n6xt+HCXuABsdQ11Hywy6i5LEP1MTgt/N9fOVF0/ZeSjGN1IxYvGrSmyMHMrn0nBJns92eEU+fNIS5d1wddUIqYolgVeuW/k70rfxWxXHnA3+/x781HM+fVy/GszbQojsoOMHOPIGLsYwAMAfAAe45zfK+XfAOBXAHT19Pec88e0vOsB/FC7/jPO+VOZaFNPcLOTy3788qKqG27+7zIdSXjsJMJuk5OljOlzdzRzdiLZxm+H28xE1uTlDW2KVFbYEawoOGtiBd7b4T4IJULuv7v+oe6O/v4/PsUlxw/p8X0JYqCQtvBnjPkAPATgAgB1AFYyxhbZHMT+Iuf8VqluBYAfAZgN9W94tVa353+1KWDR9F2U32WS6WDFntRMCany67d2i/dPMlTyYEQW3rK3T0zKFwYPRYH5q1MUIJjnPKmV+1J26UzlDGNAPWXtza3H8I3TRyHoz+kJNTFIyITmPwfAds75TgBgjL0AYAEAWfjbcRGANzjn9VrdNwBcDOD5DLTLFVkAWM08YlrWaK3aqnQ/l4BobgvM8rGTTjuSfR4gKspDx7YCqQu4TGJ9F+OzIqVjNp5NcnlhD4Q8ONggZ3d0p2f20gPKFQZ8WHjayLTuRRB9QSaE/wgAe03pOgBzbcp9iTF2JoBtAG7jnO9NUHeEXDEUCmWgmVYURRR+Xq9PSAeD+UL6SWlRNRgUwyMU5BcI6Qumj8AbW42wCvn54v3yAmJ9j+y2IiHX9/kN19GK4iCa2iPxmP5y2+SBKRQKodF02lh5qNyS35vp8nLxeWVlZfHPXp8fpaVGOhAIIoJuoWxzzFgALi0rQ36BsbheVl6OoiLD+8nu9xMIBh3bag6t5PYuZmobuxEKhdAdjaG+rQvVJfkJyw4UeuvvazCSS32RifmpnfooS7B/ABjLOT8BwFIAul0/mbq9hqzpp+ob72Z2GVYm/uGn+2Jum9KcyqZ6797GurhuzpQ1edEkp35voupvDg+hKO7v45a/+1ibY/4H249i7J2vYU2taKFctE7dxX3lH5djzs/fxCcH6ZQyYmCSCc2/DsAoU3okACGOAefcHFXsUQD3meqeLdV9R35AONyzJQC3UdwS+bJbjHXT3i76zst0dYlmoNZ2MX5Mc7Po6tku5Xd1ymYkZ4nU3iHWj0SM4HBKLIaAzwM9XI/cNkUBRlcUorZeFWr19aL3SzjcIKXDvZqul9INDcbzI90RhBsMG3x7Rwc6TBvQwg2NaDSdohZuaMTSTcZegvpwGC2tRiwju99PZ2dnwvxk0tc8tgIA8MWHl2HtHfMs+av3qHVeXbUb7PRRGIjofx89/fvKJrK1L5xkYCaE/0oAkxhj46B681wF4GpzAcZYDedc/+ucD2CL9nkJgF8wxvQWXgjgrgy0KSkctU+kHprY9XlSOtX7ux3WZd5HYPGmAXD6xCrUflRr35a+m3Cpz3fpe3P7vR7nBWFAEY5rlN/EblDtsxO8smhRnsgu0jb7cM67AdwKVZBvAfAS53wTY+wexth8rdi3GWObGGPrAHwbwA1a3XoAP4U6gKwEcI+++NsXyAJAXqCVY+q7sf2IaCpw+7tPJkyBcD+nG1rCF8jPEk0lloGkj4WUdbCRvHtMOXPHiusDsuunvMlLjQVkup/N8/vqdSOavWrr4VY8umwvHRtJDBgy4ufPOV8MYLF07W7T57uQQKPnnD8B4IlMtCNV5D9D2eb/j43iWbP5eV50RMy2ZbH80q3WmPlOpKr5OwkODzyYM6YUr3+itsFW4AkCM7X1jYzjoPnHJJt/nteDc6dUYpF26pbqzSPeKugXZz3y4FAY8KKtS1wX6AueWrEft545Blc9uQ6AunbBzhiYZiAit8hph2SLmUdS9M+bLMbiuWRqVa8+P93yE4cUCulLpxmbkeRFUEUBZo4oMaX72OzjkJaFd0xREPR5TfmS3z+Ar54y3FReHMhjioL5M6oz1PLUkDcGPrvKOaw3QfQVOS38ZWRTRL60UUiOzSMfvShjkadprinsOCqZlRyqKwpQXuA3pRXB3VMBMKzUcHdMdSBKF/O7zxpZajXBWfz6ZT9+I19RFBQFfEJaXCOwPr+/zC/6YPDKxwfx+/f29EsbCAIg4S9wtEU8WvFQk+QxI5VPNgRyIiYNKUqpvLzD2IwH7oOBrE0HfCZTSUotSY1540SbfWWRGML5nEkVQvrk0aWSZi/uUpDDO+jXjPLShje4h9YYW1GATOC2bU4Po/HzJTvx+If7UBt2PmGMIHoLEv4ONMvnt6aoubsJ1FGh9DYAOa0P29n05UVRBdKFnrZDSo+rFAWpeQYCABdPrRI1c4g7eMdVFtqErzanncM/yGsGdt+TfCVTR1jOGVPmmC/vzUi0TqQoisVkRBCZhIS/A6meVSsTbhNnEpZjIS3ePsm1K9HzLdqxpOk7ecikI2dkc1ieT0y7etvYmXUkzyS5rU7hIFRvHzHtFu4i2dd3+45cz2SQ0mv2qpvADjR1YstB45CcG57diHMe+EjYvEYQmYSEvwNeOf6+lO8mMP9PCswmk+oZwTJDS40QDj6vR2igKkBNz1LE58Vg9ZjJFHJMIjuEgckmTxTm4rxlX2OnoNkfa404Bn6T3922PUn2gNv47LTr2o5IVG3rZx9ZjaufWo/Dzerms/X7m9HSFcUezSxU39qFekmZMNNJgwSRIiT8HXCPzuj8h97U0e2Y71R7aEnAIRe4fs5wHDfUWDO4fNZQm/sbT/B6xMFBkUwjmVz/lIWU3b1l4S6bceTwDuZ7PLtyv9B3S7YctbH5Jx7o9Gcmao8TbpGvU+3GaEw07+ypF3eVe6AO5Of9fhXO+91K23ts2N+MU/9vOX7jomwQhBkS/g5k2iPEzfRgZvZoZ9txSb5fqF8U9IvePHYeLsKzrcesT5JcRZPFzTYds+zIFVtjMVFBjuIpttUDUVh7PeIGPTkKqGV9A6kL6Z4yY3ixY340pghKwiJpb4kHHnHDms0X+6cVasDBZ1aSGymRPCT8HXAKOQCIduWeYBFIpgspR1u2W+B1aL9sN8/o2qKLpi8Le7Vt4mfZZCULe/O7eDxWm79sBrIst/TSaCB/bWX5fjS0JzbXfLyvOW73B4B/bpROCpNumMwBNXvq2/HVp9cL5x4ThExOC/9zJlU45jsdNZgRJAl01kQjCFMyi82CgJRuJ2vax9WUOJ9+ZW1ORpG9b8zjprzAK9vsY1Ljzp5UIXw3hXk+y6YvMQqo3XqNbPbJzMvLITpiimrXj+fDXYloN53g5pUGtoNNnWjvimLWfcsw675ltm346b93YNOBFtz68hbbfABYtjOMD3ektiOdyC5yWviXFThHt5D/SOVFtW63o78k9jaI9lzz3auK83CCacetLPzNu3V1InIYYylfMAsF/JJ2rcRDQQBAXdg5gmkqFAZ8lvUEixnGId/qzSOafYaVBoX6p4wps3gLOZ78hdTjMPWUaMx63nBdQ6eQlgeep1cY5pvNB1sFs09ndwwPvGtsDltV2yh8ry2d3cLgsf1IKxRFwT82HsYbnxwFAKze24hbXt6Crzy6PF7ujU+OYv0+NQrt0q3HcN0z69HoMGMhBj8Zie0zWHFT9uRYP//afFRIbz7YilSQ6z/zkfFHPqHS2d5eki8eNKNAwf3v1JrSIrKHi91GKTOrUjxs3ozk2YkxFfmWWYbzDl07N1VxcHDy+9frmPPdTFqjQvnYeaxdqJMJumMK2kyb/1q7ooLL72cmhCzHf5p/Z36vRxDef/n4EHym2UQkquA/JtPPo8vqhN3Nf113SPhddnYreOaj/bj/HXXAeGt0GW768ybh+T9evB1/36CuNay9Yx7+99WtAICzH1xpCVdNZA85rfmnetRfptnXaGiASvx/prRDW+zSTq6bPfHuSfYs2tEh6+7YqLwAK/vdm9sGRTpA3hrbRxwcrMc6ioui1tg/bib+dBb3O0zCuq0rKszwSvP9WGwa9MPtEcHGD4ht744pgunI71Ujgprzzb8bAHj7UyMQbkRyR/J5ERf8gHX2qihKXPAn4ukV+zDrvmX468eHHMsRg4vcFv4u+bUZNIWkilvbrPniFTk42p76Nou3j9P9FEVBtcnd1Ek42uUoknA2x02SNf+YAjz90T6xvJTv5Lcvu4pazT7yzMFqI0tnnO8yCdw8r0cYyBQFgtlnw/4Wy9nJsvXQbE5s6YzixTXGQTXy9xCRFgxGSKfHeSQDot9rXZNwQx88frpkh2072ruiaE1ibwcxsCDh74Cbn34mURRF0OBc3UKTmQmY0v/v1Y2uM4vtpsBxteEOx/JiU6y5clRNy2AgCee3ttUL5S3eOhDry2YgeWYh7vC1GQwc3idVzJp7aYFfSAfzvBYBLLNsl+iVY/b1l02P8uKwnK4ukc+FFvPl9YdUN6UBwE/+tR1XPrkuPvDMu38FzvjtCsEcRQx8clv497JZx4mSoGzDV93+EmH1yrdq7uZr506usNFujQstUtyixg5xcU8O0eAkI+z60SKcHYS5AkUUQopo6rAIeygWs46g+dvmm9/FugCczm/BfK/q4oAQ7qKqKE8QuJedUI2yfHGp7U3TwHflScPwvkmIDi0J4jMTDC8weXHY7XchC/9MnFb36vrD+PRIG+5ctE24/q1XVO+izQdbcM1T67DO4fdM9D85Lvz7T/qPlYKfue0pSMbm/8khQ2AG/T78ZZ1oo126xbDtPmCyAwOQbO6qeUA2rSRCASyeIbLmL2zCgnVwEGz6AO59Y5eQ77ygK60BxJyFvTwYqM/s+W9BNlGZvchiCnDcMGOjV0nQjzljxQ18lxxvnBMxoiwfZ5pcfs+YEBK8shSIisNFx6V2xoT8lj3R/HXe2lZv+7u44dkN2HywFV9/fiMAoK6hA8+vPoD2NKPgEpklt4X/AHq4RZg7F7dJK/hgZ4OQljEHCfvPTtHjZMbwEiFtZ1px4remwcTWLCMIZ9lGL97L4oMv+SpZtF/FOtiYPWYAMSxDuj79TqEhZBPThv3NKDSdC7Gv0bqOZA7lsWjDYeSbFtrlo0VjMUU4h6EgT5xBWtvq3HbZrJQqcu1INBZfdI5EFTR3dOPzfA1+uXQXfvP2bqEc0b9kxNWTMXYxgAcA+AA8xjm/V8r/LoCbAHQDOALga5zzPVpeFMAGrWgt53w++oiBFTHXxQzhMlikO5JVFOUJaVlAOgoJRdXuzG0za5TRmGIzs5FukDDPbnCQvXkUS3iHV9cfFsqbhd6RZtFbxqYJAvIOXTm+j/neizYewY2njoynPz3SJrzPW9vq8bnp4qli5vfbfrQNl88aGtf2ozEFC2ZUxz1ySvL9wqKtxeyTxAxReBe3YEUuyN9NY7toTjSbfnRz1uMf1uH379XimWtnYLqkdBB9R9qaP2PMB+AhAJcAOB7AVxhjx0vF1gKYzTk/AcArAH5pymvnnM/U/uszwQ/0r9nHIrtT1Pxl5FPFMvFq5lu8t11czHOKxy/Horczu5hDDzgPDOoF+Zo5Yqqs+ZvNJIAqQM2D0crd9VYh6LAmsfuYeOBKRHKXlHVYt93DbiY9czTZaExBqNDQ0YYUBzBrZKlR1/JsMS0PDnJbg3npiQD5XeRIuOaBygN109nv31P3pzz8/l4AwN5wBxZvOtKvf4+5SCY0/zkAtnPOdwIAY+wFAAsAbNYLcM7fNpVfDuAG6XaxAAAgAElEQVSrGXhur1NRmOcYRjeTyD/7JVvEDWFufxiPfVjneD832iR7bEwRo3Pul8wV5kNIFEUeDNT4Mua0WegoCvDO9sSeTVbhKS5QxxRFCBsdU4DnVhrukG9KB6Qs3nRE6I9oTBSK+xo6LOEgzLRHRJHZYeMr79Z+p7T5UJ/jhhaJfv/SeoZso0+m75zaWhhITwRYBi7Zu0i6cNB0Op4+4M7/4xoAqpPBGRNCYC9swvmTK3Hd3BFJtWHp1mOoKsrDTG1QbO+KIuD3Ws6ZIEQyIfxHANhrStcBmOtQfiGAf5nS+YyxVVBNQvdyzl+VK4RCIflSRvDn5Tnmy3FaMonPJ9pqj7Q4DzKBQFBIB/ODCUqqFBamFqHzmVXSBp68QnSYhF4wX1yg3tFgCGOP1wuvz/gpeX0+jKw24ib5fH6UlBjaal4gAK/PEN7BoPxuoq96fkEBfvKPuC6BggLx3YqKisTBziNqs49+WIfzjjNCXkdjMfj9xnff4QmKg0OeeP/CIvG4zZJSccG2pERMF5veFQCKio36c8dVoLDQSJ85eYjwXc0dXyX0dSCQj0DU+G3kFxQiL2D0fWlxEapLgvFzAIqKxCiixcWiWaW01DlabHm5eOSm/LdXUCy+W5lUvqxMTBcXG+3xeL2origzpX043Gn8bnaEuxHd3YYN+1uwYX8LvnPxdADqgJXob3F/Q3t8R/Luey9FU0cE8+57HVOGlmDJbWc6vqsdvSVrBiKZWPC1+1ZsFU/G2FcBzAbwK9Pl0Zzz2QCuBvBbxtiEDLQpKdxmmekuhqWCrFnLuNl2ZTbvb3IuILHlgFh+x5EWIW2ZeVgWdBUh/bPXNgtpWWN1WvBNxubvlN7XIJppFAVYusUY3GTNX5GeeahJ/C4s6x8O7yKnpwwtEWYVfp9HyC/M81lmTcJ6iaJYFrPNJrWA34txVUVCvhkFwKzRhkB2+924rYOZ718S9Fu8vMz5Fx4/VEhHY+K7NLZH8Kdlu+LprmhMWAhu7ohAURSM//5ifP53/wEAdEdj4O/uwMd7VYeF+lbxnO0NdWqYkq2H1LWGru4Y/ueldfjXBnVmqCgKNtQ1oq3Lfg/P1oPNuPbxFdi4T71PRySKFTuPoTsLF6gzofnXARhlSo8EYAkszhg7H8APAJzFOY+vuHHO92v/7mSMvQNgFoAd5rrhcM82j7iN4p1dXY750V78wiPdqW0ge2mVaNZp73AeLB77zy7HfDdaW8W4Ra1tokA1Pz8ajaI7YrxPpLsbH2w3YgV1RSL49zpTiIHOTkRM5Tukd2lrF5/V2ioGYWttE9vW0iIOVG4cbGxHV5chtJas2yuc19zaIvqnNzaJ969vED2lGhqNd60qykNDozGQRrq70WRqX1dXBM3mdKQLLab3a+/ogLnrW1rb0W4SVC2trWjvMBasm1taEfQaArWpuQUnjiiJL7Q2NjYhFjVmWea22tHU2IDSfH98g2N9fb2Q39lq9I3HAxw4YuSfPakC4bDRNxUFHnSYvqtYLIZA1Gj7uIog8mC0rb6pDdUFhi75/LLtKNXOrdiwrxGHjx7D86sOxHccr/neaThSb7QnHA6jqUlMv7r+EP6ypg5/WVOHtXfMw5tbj+H2V7dixvBiPH3tCdgb7sDPl+zA/1x8POaMq8CNT67A/sZOrK39EO//91x8/x/b8K/NR/H1eSPxzc+Mduy7gYiTDMyE5r8SwCTG2DjGWADAVQAWmQswxmYB4ADmc84Pm66HGGNB7XMVgNNhWivobWQtSJ7C9Kbin+6te3tSsqZOnAlYIpKaNX9YbfpmYgqw9VCrdM2kzbp6rIgX3pAWdF9aexCp8OBb24UYOP+R4t77vB4hWF2V5Akla/5CXCGpvfJ6iOXgGsW6T8CsHUelxe5ozBo3SZyhKvjqKcPFfKm8jryRT6cwyUXg8gI/RpvWKxTF6tU1zbTHIdwWwQTpwKCAz3iWvL5W3xoRHAPaIzFhF3x3TLF89y3S2pV8jra+VrVhvzoA37d0J1bsacQV/MP4MwHjKFI9GOPfNe+xN7cewxcfXYtdx9QBe+WeRvxq6S5hxpKp8OC9TdrCn3PeDeBWAEsAbAHwEud8E2PsHsaY7r3zKwDFAF5mjH3MGNMHh6kAVjHG1gF4G6rNP2PC3zVwm5Q+Z7IY378vzT6p07tt+4sUxEs+ZEQ+NUyOrSOUVRRhkVRRxIiocjfLEUZ314szgY/2NDqmk8G8m1re4BaJKsgzCSXzZ8DZ7GPZ0yB7QsHaV4o0kponnNGYNdSF6EkF/NcZo4T0+VMqcaIpPLj8O55Qpa4pvHyzfcROc2mzrT3fZlCQbfHy31yBKeKo7FXq9XhQEDDu2R0VQ5yMCuULcZMa27vFxfCoYomUq4et1lm0QfzdymvAh5rE2b83gUT0awPl7a9uxa76dvzi9Z0AgG+8sAl/Xn0g/vfyf2/twrkPrrQMOgORjPj5c84XA1gsXbvb9Pn8BPWWAZiRiTbY4Sa7U91Fm0l2HW13L+RAfwadAyTtVYrCadH8YQ1nbebFNaL2Joe5+Nt656iT6WIWQIB1o5Y1vo6UFjR3WdOWZwKSdixp+rImL++RiEptK8jzYlpNCc6aGMK728PxsnecPw6tXVFMGFKI0aECbNEG25iioKoogNauKMoK1BnNjJpibDhgmKKS/d3La7DyDFBmZLm4sO/1AAtmVON376qun6eNK8fYyvz4YF5ZlCdo1G1dUUERiMQUzBheHNfiAesZHeOrCoQ6sgdQsmtpcj05OurBJtWc9azmdfbPjUdw7ZzhWLThMA40doJpA3RzZze6umOoLHI+o7svoHj+5rSU35vTN9ldMFXMgdD6A8nSYNl0ZcZuEXIgcdzQIkGAKIoYqVMW9vKZxRb3S/NnxXqesNPZBjHF2NU7a2QprjhpGJ4yHe4SUwB2+ihcMWsYRofyUaEJET1SqD7QTDWZW+6dPxnbDrViV307FAX4w1XTAAChkLpQ/MOLJ+DWl7fgtnPG2PROYuwC1lUXG0KtslAUcEOKrQLPfBbB/BlD0NQRFfLMQjaqKDhuaBFW1qomyUg0hmLJVTXcJq6lDS8TB5zyAtGEJ/+JJzqPWo6GKqflWnr2jxZvBwCcPbkCU6qLcOZvPwIALPvuXNfd2b1NVod3cBMybptxBtYO4IGFGKLZasc2s0U69CadeDI6Q0t6rjkFpHMKzJumADXmvhl516rF7COdJSBr/rJnk2zjT/S7O3VsGUaHCiweM2MqCjBzZGlc8AOGFp6waz1G+2QmVxfh9Vtm45Ljh2j36OH3o6ga8kOXT8Xnpg/BNbNrhGx5wXRIcQB+k0mtKCgK8mk1xZhQZawR1JQGhTAkkaiCPL8ohGWToeyzUVWsCn+5bfFXSPDqsrCXw3K7KZINkhmoNtyBls5uPLG8Dg+9V4v+ILc1f5cLs0eXYvnunp9wlU3MGVMm2NZX1xoLwgoU7DLtgt11zNmkZbbr9pTpNcU41GzcZ0RZ0HLISSK+c94k/GrJ1ni6S5qFyQeivLlNXGCWtUPrbmYjT5EGRvlIScsagcmmr5sazNpxIuEka/4yQ0sC6OyOJbXx6YLjqvD86gPCmdJ2yGafGk3Lnjc+hHnjjbq/+Pwk7DzajtmjxT0GV540DH6vB/OnD4HP64Hf68GI8iDmjinDiPJ8eDwe3HbOWEwbVoyJQwoRKsxDpWnxfVhpEHmm94kpikUoy0et6t+trgDIvZWo/+R+k2cxlmiqlvuK6XBrBKPL8/G7d2uR5/Pgm58Z1av7iuzIauEvf5EnjyrFatMpSm6jdSY01GxBXlT91HQGrqIkni5nioumVgm7nuWnVRTlOQr/UKE/bhIISeaIrqjzH27AZcHXPFjIC7rqYfNyvvr5kuOrcPfFE+J2YkCcCegC5/bzxqEgz4fHPqxL6IRw/pRKTKgqwPgEx4E+cuU02+t2fOfsMThlTBnmjlGFtT7wzxsnbuDS++nZ62bg7xsO45Yz7V0h9RkFTOXr2yKoLlEHi59cOime5/V44mYpnQunGpFLvzxzGHbXt+PcyZUAgNPHh+Ihse3+XhdvEtea9IE+oC3gjirPx65j7Zg7TnX2OG9KJV7/5Bi+f+F4oZ6u+c8aWYq1dU340syhQr7+tQwrDeBgU1dC55H/d9EE1DV2YO7YMng86oAXiaoDfp7PgyeW12FsRUH8/XqT7Bb+KZaXp7sra1PbKJWr9IVTVMDnPM2Wv+xxFQXYVW9/Rq8C9Q9NF9ry9y4PZLJCJucLESpNmvzcMWX43vnjsGiDOcicofkXB33Iz/Ml3ERmVjZnjSzB9XOG48QEgdAumppaaGcngn4vzplkCK/7FkzGki1H8VlNiJ8wvATr9zfjLK3MtJoSTKtJPkBbKmVlAn4vvn+hsQ90wQnVuOff6rag7piCMRX5gstoq+T6qQ/0ugfXEM18+LkTVfdYXfvWZ1v670g3M+rftawQ6Nx+rrrQHiqQAyWq/35RGjTyfB50xxR0dSvYdKAJv3u3Fl4P8NebZmFMhfV41EyS1cLfjb707slm+qLbrAHLpHzT56tOHoYPd4kbsZxMMW6nY8nrC2bX0AlVBcJgYNb8dc090VkChqnG9B6Kgv86YzSunztCMPfIppS+pLwgD1eeZNjIf3f5VCzf1YCzJ1U41OobvB4PfrlgMhRFFeg///xk3P/WbtxwqhoXaP70IVhkclPWhbe+x0H/LgPxtJj/hROH4jdv746H0b5m9nAcbu6Mm7h0dNfa86aIGvstnxmNQ82dmDTEfkYW8HnRHomhKxrDiSNKcKs2expTUYDmjm688ckx+H0ezJ9RbVs/HbJa+LuZdexi3hOp0xebWtyDpxnpPK9XCKlQLh2tqEj3cwtfXZYvanEvf2y4pr6ycBaWCRFKDVdMu0VYs43fyBcXhIuCPhQF+9cTxInSfL9giulvLjAdaFNTGsQvL5sST980bxQWbTwS9/qJ2/w1zV0fuP1eOa1+OdecUoOvnlITnxFcfLz43h/cNhfRmILCgP33ddO8kbbXdf58wwnwez0ozffD4/Fg4WlG+caObvx0yQ6MKAv2ivDPam8fGadDONQ0DQbJYrb/tvTy4d3Taoqx2LRPwOuB3Uhu+ij6wl8+a5hYXBGHffnAFIs3j/SwEskrRdb8dW3S77Vq9uqsQzPraFZz8+NOGiV6HhHpoVtn9O8gVOjHmIr8uMtnfCagLQDfeOpI/HLBZEyrUV1lvR6P40JsYcCHknx/jyOIDi/LR3VJ0La+PvPrrb+v7Nb8UwyGRrI/eWTXt95EHrTPGB8ShPuQ4kBC7VpPi4ODyQZ74lCMDIlRRK07eMX2LDxtJHYcbYubPeTzh2Xt0Tx4FAZ8Fs3f41HL3nyG6r9PZI6hJUEsvXV2XLjefMZo3HyGsTD9+enVmDG8BNOGq4Ouar4ZGAfMlOb78ex1M1Ac7B0xnd3C383sM8A3Hw1k+rKv7JR887VZI0ss7qWyWUfYl2AS1j+8aLwlnLbb4SsBnwfPXHdCPC27esqumnr2l2cOxQ8umoCnV+wDYNj8v/mZ0YMyaNhgwOf1OO6mPWNCCGdMCCEUKk5Ypr/weT1pLY67kdXCX+ZIixjHw+2gCyIxfdlX1oV5xTF2iqIYIRfGVxZgVCjfsrFKR53SyzZ/8X5ui82njSvHn68/AVc/tT4+q/B6DI+SuJlHE/ZXnlyDy04cKvioE0Rfk1PCf7/kB+7iLUg40JdbIOxmcHJgONmXXhe4f7hqGoYUB3DvG7vi+bG4MNbT4v1ls09x0IfTxpbjw90N8fuL+X5MHFKI4oAPeX4PLp02BJdOGyIMkD6PYeYJ+r0I+nNquY0YgOSU8JchV8+es0xypdQDi+mcM6kiIzt5Afe1G7MNXy9vuFOq/9pFHfWY6puRhf/4ykI8fOXxuOThVTjY3GU768nzefH+beIBdvpC4ZUn1QiukgQxEMhq9cN9gdd5YY9IHtnmvtIlzPKZExL7rI8sDwoLn0l9j5YFX93dUrO7m0/H0txAPQlCIuhlS/P9WPLN2Zhcrflok5WGyCKyW/i7GHKsuST9e4ocYnp4ufMZw1OHiefimjfBxBTgzgvG4fGr9TNcxbp2UULl3by6rPfZmHZkP3zz7WaOKIn72FcW5aG6JBC33etRLGmGSGQDWS383SCzT+aYM6YMT14zPZ6+YtYw3Hy6ccjI+Epxq/rC00bi6pMNU4g5DntMUQ/sLslXhbACBb++bEp8F6brTMDk5+/1eNRgaqZ8XbOXzT7Dy4J48qszMHNEKbwe68Ef8cHC+fEEMSjIauHvJiTW7xcPDck1s8+VJ2XOp7ymNIiZptDIfq8H7IxR8fjut583DuXSQRtfP93YzSgfcAIYm6AURd02/8CXppqzjeI2g7hZu7fY9CXvG72+LuwnDCnE6u/NwysLZwn14oNFjv1OiOwkq4V/quSaq+edF4x3L5QkcrAzPaVry2MrC/DWt04Rdr0WaodZ+L0ey5nAamXEy5rTAIS4MnZeW+b4Odad3OL9SvN9uOUzo4Wzb+0wNP/c+p0Q2UlGvH0YYxcDeACAD8BjnPN7pfwggKcBnAzgGIArOee7tby7ACwEEAXwbc75kky0CUh9em4+yo5IjQ+kQ9Dju1i1tKKZcsymE7NZ5Uszh2LikAK8vPZQXNjLZhnzvX7zhSmob4vgWGsExUEf3jF7FimiNm8e1F+5+TSUFwbw4Jufxp9fVpDnGoMFAG6cOxItnd2W06AIYjCStubPGPMBeAjAJQCOB/AVxtjxUrGFAMKc84kA7gdwn1b3eABXAZgG4GIAD2v3ywi5psn3JcVBH964ZXY8LZ92pUtsOS6KWYDD9PnSaUOw8NSR5qoWTTvunaN9riwKYHJ1EYaX5eOhy6fGF41Vzd8w7egDUcDnweyxFajWIjTaHUPoxBdnDsV1c0egND+nPaSJLCETZp85ALZzzndyzrsAvABggVRmAYCntM+vADiPMebRrr/AOe/knO8CsF27H5EBJlaJYWQvPSGxr/kpo0vxk89OFK49fe2MhOWLAz5U2ZzJqjOuSl3glSNbygJc/2wuq+PzelAU8MXNQ04293njQ7hK86WPKQrKC/JQXuCHxyMOBOb6fXxwEkEMKDKhwowAsNeUrgMwN1EZznk3Y6wRQKV2fblUd4T8gFCoZ3HMmzoShwDIBZbefg7G3vlaPP3Q1SfhtfVG2tyvwUAA1585JX7gNACcOW00gA229/Z6vUL90oI8hEIhTB9Rio37mlBZXoZQqBw+zU2ytLQUoVBRXOCWl5cj6Ne9edS2dHpVd1GPx4NQKIRQKIRN9xh2+NKw6qDv8/ttfxNFReoCfiAQwMofXhC/3tbVjbKCvPiuWnO4hZ7+trIJ6gODXOqLTAh/O/1J1s0SlUmmLtEHpKsFP3njKQAAnxYX3dhFK2nbprSsybu5UtqZjIT8BIeUFwb8WPejC4VrJUE/SvLJdk/kLpkQ/nUARpnSIwHsT1CmjjHmB1AGoD7JugiHw/KlpPDmD7xIfX2JW7+Z8yORiKW8OT1zRAkWnFCNn/xLPTIvFoshHA7jg9vm4mhrF0aXqOVjUdX239jUjHAYULRTVRoaGxH2dUEX7eFwAzoDXuFZjVrgPf3eMi0tLVpbu23z29rUc4U7OzsTvnsoFEJ5YQDv/fccyzvmGrqWm8t9oJOtfeE0k8mEzX8lgEmMsXGMsQDUBdxFUplFAK7XPn8ZwFucc0W7fhVjLMgYGwdgEoCPMtAmFZpDJI3b4uek6kJcdoJx/ugc7XDvwoAPo0PGBi5Ds5dcdvR8B3dJNz/6pGcGCfIJgjBIW/hzzrsB3ApgCYAtAF7inG9ijN3DGJuvFXscQCVjbDuA7wK4U6u7CcBLADYD+DeAWzjnvXssFGGLm9lHF8j6QeFThtrPqrySgLaYdmBd8FXzFdc2uA0Op44tx+8vn4pr5zj76xMEkSE/f875YgCLpWt3mz53ALg8Qd2fA/h5JtohM1A243z1lBpUFwfxxw/2oqUrisqiPBxrNRajhxQHLGcN9IT75k/GHYu2pX0fOwo0j5szJ4SQ7/difFWBbbl4IDU5fo7urqkXtInMaXx2i8lknz+0NIihpc4xhQiCUKEdvn3ASaPKcO2c4fFgZrKGmymPwwunViU8XjHVBd1Tx6pmnfvmT8acMWVYeJrqhPXZaUPw489OxKljy23reaVFV0swNIeZgbvZh4LrEESmyOrdKgNlj5dsi/ZK4j6TBzr11GtHrqf7xF84tQoXaqaeZJAPSHHapQsAlcV5iEdkdmm816PVJ/98gkib7Bb+/d0ADdkF0SLsMyn806x/xaxheGntQVzrEucm4fMTmH3kHb/6d/PGLacYdfWiCb64GcNLsOaOeT1qF0EQImT26QMsXigJtGyd4mDGIly4onvtXKxp93deMA7vfmcOTh1nb9ZxQ7bphwrzUFWUB83931HAk1WHIPqO7Nb8B4jdx6r528e70SkJ+tHSmVmnp0Qzgge/PBW7jrVhSrW+HuFJK3bN3ZdMQEckhmHawutjV08X8p0EPFlzCKLvyGrhP1CQfd99kvCXB4N01gBUs0ryg17Q78VxCdw2e8LwsvzkCjoMzANl0CaIbCarzT5bDza7F+oDLNqui82/NwKODRRx6qj5S+sBBEH0Hlkt/P/+sSVSRL8g27mtmr9UPg3pn5dJ16FewOkc3ER7AAiCyDxZLfwHCnGNVvaA0fPhvAaQCsX59ovFA8WS4rioSwu+BNFnZLXw768dvmMrxN2vujCPaf/Kmn8iH3s3nrv+hPgBJm74BsiMwNHbx/QfQRC9S3YL/35SIQsDUrfGNz5pceTtsxOmEzG8LBj3qokjvXNRQJ0JVBapB6/cO38yAGB6TT9FPHWw7RQH/Vhzxzy8f5t8HARBEJkmu4V/Pz03kStnIlfPydVFOGV0qbWCidNswinYhXKISi/Nrzoes0aW4k83qiGMZ44owe3njsV1/RT8zMnmTxBE35HVrp6xXpIwE6oKsONoe8J8iybvcnzgt84ajeFl+Zj3m+Voj8Qs9T+6/VQ0d3TjvN+vil+bOqwIxUG/xS3yypOG4ffv1eKyE6oBANNqSvDENdMRCqmDy9DSIK7p4e7dTPBfZ4xCeySG4mBW//QIYsCT3X+BvaRdutnkEx1arg9Go0MFyPN6sX6/6Ioaj/0j1c/zeeN5oUI/HvzSVExIYOu/8dQRmDeuHJO0TVsDjS+cONS9EEEQvQ6ZfXqALPtlG7/Fm0fa4bvwtBF46toZGFoS0PJFNxdzfbt4+NOHl8RDLH9x5jAAwHmTKwCoA8fUYcUJo3sSBEEAWa75Z2qn6PHDirD5YGs8LWvm02tK8NGeRlO+/X3iC76Wc2219mr/CsJf+1wY8OGWz4xGQZ440JwzqQKv3XwShpZQHHuCIJInu4V/hu4jm3Esm7JcylsOFk8Y01489NycVxjw4aZ5I23bl3RIBYIgCI2sNvtkCrmTZM1f9qGXBwOvFLbAOOpQPu0KQlr9TOYbgiAyT1qaP2OsAsCLAMYC2A3gCs55WCozE8AjAEoBRAH8nHP+opb3JwBnAdBtJjdwzj9Op01mMubsk2LsnUQzg7jZJ0Gwn0TeQARBEJkmXc3/TgBvcs4nAXhTS8u0AbiOcz4NwMUAfssYMzut/y/nfKb2X8YEP5A5V085/EJPY/PIwt1O01efRxAE0bukK/wXAHhK+/wUgMvkApzzbZzzT7XP+wEcBjAkzecmRaYU/2Ot4uHqlnAMLmYf+XQrr+z3r5VT5JmBzbMIgiAyQboLvkM55wcAgHN+gDFW7VSYMTYHQADADtPlnzPG7oY2c+Ccd8r1QqFQz1qn7OpZPYl9jWKTAnl5QjoYCIj5ATG/tLREfQePOtaWl5UhFCqMDwrl5eUIlQTjg5Xfb3wtU2tKe/7+NmTyXoMZ6gcD6guDXOoLV+HPGFsKYJhN1g9SeRBjrAbAMwCu55zrMc7uAnAQ6oDwRwB3ALgnlfs60VuB3eQFXjezj3UmoP4rm33kBeGX2GmYM64irbYSBEHY4Sr8OefnJ8pjjB1ijNVoWn8NVJOOXblSAK8B+CHnfLnp3ge0j52MsScB3G5XPxwO2112pbfix8Si3UI62i2nI0K6pbkZ4TDQHVWPZmxuakIYnYjF1DGwsbERvkhevL1RvVxzM8LhzNh9dI2mp32ZLVA/GFBfGGRrXzjNZNK1+S8CcL32+XoAf5cLMMYCAP4G4GnO+ctSXo32rwfqesHGNNsj0FPhX1mU55jvduyiJbBbPKqnWF62+essPG0EfnzJBIwOkf8+QRC9Q7o2/3sBvMQYWwigFsDlAMAYmw3gZs75TQCuAHAmgErG2A1aPd2l8znG2BCo8u9jADen2R6Bnpp9ZgwvwTuf1ifMl4X90JIgzhhfjv/sbABg560jH+Yi+v3rg8OU6iIoUPCZCWTqIQiid0lL+HPOjwE4z+b6KgA3aZ+fBfBsgvrnpvN8N3p6gIlcbXxlAXYeazfliwVOG1eO7547Fl97bgPW1jUnjO3z9dNHob0rGo+xb+zoVXnhxhN71F6CIIhUyerwDkNLkzObnDu5Am9tMzR9ecgYKwn/RMLdMOvYL/heMUtcN//xZyciElVQGLA/epEgCKK3yOrwDieP6ZnbljWWj3M4B4vffpLHMp47uRIXTa1Cni+rvwaCIAYgWS11kl3wtcbicc43pycNKUShFmkzHqvH7QEEQRD9TFabfZJd7rV67zgfsK5r/udOrsD/feE443kuZh+CIIiBQpZr/smJf6uZRk7Lg0GC2D0J7kchGgiCGGhktfDXOWlUqWO+Nf6+i+afQJjLrpzx+km0kSAIoi/JauGvK/5FLt40Vk1fTiep+UubuOLlSfwTBDHAyGrhryPL6rMniZuoEh2+kgh5h66OfDJXwtiukkoAAAuSSURBVAcQBEH0M1m+4GsNkaymxXJup2Ul67ppuHqq+cVBH75+2kjXcBEEQRB9TXYL/wRmGPfYPFJaum+incPzxpdjbGUBZo0sgd/rwdyxZbjk+D45uoAgCCIlckL4u568JdVzsvH/7HOT0NKpRvGUfYm+fdaY+OcvzUy5uQRBEH1GVtv8E7leyrh59+jpE0eU4NJpQ1BdLB7eQhAEMdjIbuGvqf6JwjEkwm3TF0EQxGAnu4W/9m+qNv5kD1RPdhMZQRDEQCOrhT/iNn/xslvgtkThHZRk7UgEQRADnOwW/hpuNn1ZtXebCRAEQQx2slr4m0/yMgt0+aXNedNqihEqFP3yE+3QJaMPQRCDlewW/ibpbDblWGPvqOma0iCeve4EnDVRPAcgbvZJFLKZIAhikJGWnz9jrALAiwDGAtgN4ArOedimXBTABi1Zyzmfr10fB+AFABUA1gC4lnPelU6bzJhN9GZ5n8iV0xDu6oURZUG8cOOJ+ORQK15cczBTzSIIguh30tX87wTwJud8EoA3tbQd7Zzzmdp/803X7wNwv1Y/DGBhmu0RiIdbgKitJ1zglew4Ab8XxUG/cdIW2XkIgsgS0t3huwDA2drnpwC8A+COZCoyxjwAzgVwtan+jwE8IpcNhXp2HKOCJgBAfn4QXVFDcgeDwfjnmrJ8VJYWAQC8Xi9CoRDKutRu8fl8CIVCKG1Wy/r8foRCIRQXq5OTPH9ej9vWXwy29vYW1A8G1BcGudQX6Wr+QznnBwBA+7c6Qbl8xtgqxthyxthl2rVKAA2c824tXQdgRJrtETBs/qKm3xGJxj9/eNd5+Mrc0Wp5S317VZ9s/gRBDHZcNX/G2FIAw2yyfpDCc0ZzzvczxsYDeIsxtgHQ1HIRW2kbDluWEZJCv1lXV6dwvbPTSIfDYTQ1qelYLKal29R0VE03N6mqf3d3N8LhMFpaWwAAkUikx23ra3SNZrC0t7egfjCgvjDI1r5wmsm4Cn/O+fmJ8hhjhxhjNZzzA4yxGgCHE9xjv/bvTsbYOwBmAfgLgHLGmF/T/kcC2O/WnpRQ7L1zChIc7pIwPn+ik7t63jKCIIh+JV2zzyIA12ufrwfwd7kAYyzEGAtqn6sAnA5gM+dcAfA2gC871c8EsvAuzRfHPF2IH27psi1vuV+G2kUQBNFfpLvgey+AlxhjCwHUArgcABhjswHczDm/CcBUAJwxFoM62NzLOd+s1b8DwAuMsZ8BWAvg8TTbI5BIM5d38LZ3RW3L6a6fxw0twpJvngx/gjj+BEEQg420hD/n/BiA82yurwJwk/Z5GYAZCervBDAnnTY4Ybh6enDH+eNw39Jd8bQTcn6ez4vqkqClHAV2IwhisJLlO3w1m78HuOrkGtx8+qh4Wi5jX9/+OsX6IQhisJPVwr87pkpv3VyTbHgGEu4EQWQ7uSX84wesG2WcDDduRh0y+hAEMVjJ6jN8P3/icJwwsgyFUL144q6bmlVfgTogJBTiCTNoakAQxOAmq4X/iPICjCgviG/cMA5jUbX/RIKfzD4EQWQ7WW32SYQ50JvioPorLoYdcvYhCGKwklPCP77g67HG9Dfj7gpKEAQxuMkt4W/y+zdf8yXYvEWaPUEQ2UpW2/xlKosCmFhViIrCPJhD+I+pyMfFU6swOpQPgGz+BEFkPzkl/K+eXYOrZ9cAAO5bujN+3ePx4P+bP9lSnhR/giCylZwy+9hht8OXNoERBJHt5Kzw1xd8HTd5kepPEESWkrvCX/9gI+CT1expcCAIYrCSs8IfpgXfRCTy8yerD0EQg52cWvA1s2BGNbq6YwndPAmCILKZnBX+d14w3r1QgmnB0JIgvnBCNcZXFWa2UQRBEH1Ezgp/J5x2/wLAhCGFuPuSiX3UGoIgiMxDwt+G0qAfd10wLuFB7wRBEIOdtIQ/Y6wCwIsAxgLYDeAKznlYKnMOgPtNl44DcBXn/FXG2J8AnAWgUcu7gXP+cTptygRFQR+uOKmmv5tBEATRa6Sr+d8J4E3O+b2MsTu19B3mApzztwHMBOKDxXYAr5uK/C/n/JU020EQBEGkQLrCfwGAs7XPTwF4B5Lwl/gygH9xzttSeUgoFOpJ2zJWP5ugvlChfjCgvjDIpb5I189/KOf8AABo/1a7lL8KwPPStZ8zxtYzxu5njAXTbA9BEASRBK6aP2NsKYBhNlk/SOVBjLEaADMALDFdvgvAQQABAH+EOmu4R66rn8SVKvoo3tP62QT1hQr1gwH1hUG29oXTTMZV+HPOz0+Uxxg7xBir4Zwf0IT7YYdbXQHgb5zziOneB7SPnYyxJwHc7tYegiAIIn3SNfssAnC99vl6AH93KPsVSCYfbcAAY8wD4DIAG9NsD0EQBJEE6Qr/ewFcwBj7FMAFWhqMsdmMscf0QoyxsQBGAXhXqv8cY2wDgA0AqgD8LM32EARBEEngsYtnTxAEQWQ3uRvVkyAIIoch4U8QBJGDkPAnCILIQbI2sBtj7GIADwDwAXiMc35vPzcp4zDGRgF4Guo+jBiAP3LOH0gUc0nzqnoAwGcBtEGNpbRGu9f1AH6o3fpnnPOn+vJdMgFjzAdgFYB9nPPPMcbGAXgBQAWANQCu5Zx3aZsJnwZwMoBjAK7knO/W7nEXgIUAogC+zTlfYn3SwIYxVg7gMQDToQYm/xqArcjN38RtAG6C2g8bANwIoAY5+LuQyUrNXxMCDwG4BMDxAL7CGDu+f1vVK3QD+B/O+VQApwK4RXtPPebSJABvamlA7Y9J2n/fAPAIEI+59CMAcwHMAfAjxthg3Of+HQBbTOn7ANyv9UMY6h8vtH/DnPOJUIMO3gcAWt9dBWAagIsBPKz9lgYbDwD4N+f8OAAnQu2TnPtNMMZGAPg2gNmc8+lQFcGrkLu/C4GsFP5Qf6zbOec7OeddUEf5Bf3cpozDOT+ga2mc82aof+QjoL6rrqU9BXUPBbTrT3POFc75cgDl2l6LiwC8wTmv16KyvgH1Rz5oYIyNBHApVI1X3ztyLgA9aKDcD3r/vALgPK38AgAvcM47Oee7oAYhnNM3b5AZGGOlAM4E8DgAcM67OOcNyMHfhIYfQAFjzA+gEMAB5ODvwo5sFf4jAOw1peu0a1mLtpdiFoAVSBxzKVG/ZEN//RbA96CavwCgEkAD57xbS5vfKf6+Wn6jVj4b+mE8gCMAnmSMrWWMPcYYK0IO/iY45/sA/BpALVSh3whgNXLzd2EhW4W/3VFcWbuhgTFWDOAvAP6bc97kUDRRvwzq/mKMfQ7AYc75atNlp3fKyn7Q8AM4CcAjnPNZAFphmHjsyNq+0MxUCwCMAzAcQBFUM5dMLvwuLGSr8K+DuqNYZySA/f3Ull6FMZYHVfA/xzn/q3b5kCl0hjnmUqJ+Gez9dTqA+Yyx3VBNfOdCnQmUa9N9QHyn+Ptq+WUA6jH4+wFQ36GOc75CS78CdTDItd8EAJwPYBfn/IgWU+yvAOYhN38XFrJV+K8EMIkxNo4xFoC6WLOon9uUcTR75OMAtnDOf2PKShRzaRGA6xhjHsbYqQAaNRPAEgAXMsZCmrZ0IcToqwMazvldnPORnPOxUL/rtzjn1wB4G+oZEoC1H/T++bJWXtGuX8UYC2qeQpMAfNRHr5EROOcHAexljE3RLp0HYDNy7DehUQvgVMZYofa3ovdFzv0u7MhK4a/Z626F+mPdAuAlzvmm/m1Vr3A6gGsBnMsY+1j777NIEHMJwGIAO6EuWD0K4JsAwDmvB/BTqIPmSgD3aNcGO3cA+C5jbDtU2+3j2vXHAVRq178LzSyi/UZegiog/g3gFs55tM9bnT7fgho3az3UU/R+gRz8TWizn1egunNugCrv9NDxufi7EKDYPgRBEDlIVmr+BEEQhDMk/AmCIHIQEv4EQRA5CAl/giCIHISEP0EQRA5Cwp8gCCIHIeFPEASRg5DwJwiCyEH+fxTCtPnX4RFmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan,        nan,        nan,        nan,\n",
       "              nan,        nan])"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.plot(slope[30:,:].flatten())\n",
    "plt.show()\n",
    "slope.flatten()[12000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#with open(\"./data/pyramid_\"+dset+\".pkl\", \"w\") as pklfile:\n",
    "#    pickle.dump(pyramidata, pklfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:91: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "0\n",
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "0\n",
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "0\n",
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x252 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatplot.myformat(\"normal\")\n",
    "formatplot.myformat(\"neat\")\n",
    "\n",
    "import matplotlib as mpl\n",
    "import pickle\n",
    "regseq=[1,0]\n",
    "prf_seas=prf_mon.resample(\"Q-Nov\").sum()\n",
    "for ii,se in enumerate([\"Dec-Feb\", \"Mar-May\", \"Jun-Aug\", \"Sep-Nov\"]):\n",
    "    print ii\n",
    "    yvar=prf_seas[prf_seas.index.quarter==ii+1]\n",
    "    yvarstd=yvar['1900':'2017'].apply(lambda x: x/x.mean()*100)\n",
    "    \n",
    "    pyramidata={}\n",
    "\n",
    "    fig=plt.figure(figsize=(15,3.5))\n",
    "    for i in range(n_clusters):\n",
    "    #    pl=plt.subplot(1,19,(i*6+1,i*6+6))\n",
    "        pl=plt.subplot(1,3,i+1)\n",
    "        print i\n",
    "        clustind=clu==regseq[i]\n",
    "        slope,pval=trendpyramid(yvarstd[names[clustind]].mean(1).values, _how=\"analytical\")\n",
    "        if i==n_clusters-1:\n",
    "            plotcbar=True\n",
    "        else:\n",
    "            plotcbar=False\n",
    "        _ax=plotpyramid2(pl, slope, pval, [-10,10])\n",
    "        pl.set_title(regnames[regseq[i]])\n",
    "        if i==0:\n",
    "    #        pl.set_xticklabels(range(1900+5,2018,10), rotation=75)\n",
    "            pl.set_yticklabels(range(10,119,10))\n",
    "            pl.set_xlabel(\"centered on year\")\n",
    "            pl.set_ylabel(\"window width [years]\")\n",
    "        pyramidata[regnames[regseq[i]]]=[slope,pval]\n",
    "\n",
    "    #pl2 = fig.add_subplot(2, 40, 39)\n",
    "    #cmap = plt.cm.bwr_r\n",
    "    #norm = plt.cm.colors.Normalize(vmin=-0.5, vmax=0.5)\n",
    "    #cb1 = mpl.colorbar.ColorbarBase(pl2, cmap=cmap,norm=norm)\n",
    "    #cb1.set_label('trend [mm per decade]')\n",
    "    fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.1, wspace=0.1)\n",
    "    plt.suptitle(\"observations 1900-2017 (\"+ se+\")\")\n",
    "    #plt.savefig(\"../figures_trend/pyramid_\"+dset+\".jpg\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:65: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x252 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatplot.myformat(\"neat\")\n",
    "import matplotlib as mpl\n",
    "yvar=prf_year['1900':'2018'].apply(lambda x: x/x.mean()*100)\n",
    "\n",
    "fig=plt.figure(figsize=(5,3.5))\n",
    "pl=plt.subplot(1,1,1)\n",
    "slope,pval=trendpyramid(yvar.mean(1))\n",
    "_ax=plotpyramid(pl, slope, pval, [-10,10])\n",
    "pl.set_title(\"Observations\")\n",
    "if i==0:\n",
    "    pl.set_yticklabels(range(10,119,10))\n",
    "    pl.set_xlabel(\"centered on year\")\n",
    "    pl.set_ylabel(\"window width [years]\")\n",
    "pl.set_yticklabels(range(10,119,10))\n",
    "pl.set_xlabel(\"centered on year\")\n",
    "pl.set_ylabel(\"window width [years]\")\n",
    "\n",
    "fig.subplots_adjust(left=0.05, right=0.9, top=0.95, bottom=0.05, hspace=0.1, wspace=0.05)\n",
    "#plt.savefig(\"../figures_trend/pyramid_\"+dset+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculating trends\n",
    "fy,ly=\"1981\",'2014'\n",
    "trends=[]\n",
    "for i in range(nstat):\n",
    "    xvar=prf_year[fy:ly].index.year\n",
    "    yvar=prf_year[fy:ly].iloc[:,i].values.flatten()\n",
    "    unit=\" %/year\"            \n",
    "    mult=200\n",
    "    try:\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=100, autocorr=\"boot\", CItype=\"analytical\")\n",
    "        trends=trends+[[res['slope']/np.nanmean(yvar)*100, res['pvalue']]]            \n",
    "    except:\n",
    "        print i\n",
    "        trends=trends+[[np.nan, np.nan]]\n",
    "trends=np.array(trends)\n",
    "\n",
    "with open(\"./data/trends2017_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([trends, lats, lons], outf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#trendspd=pd.DataFrame(trends, index=prf_year.keys(), columns=[\"slope\", \"pvalue\"])\n",
    "#np.round(trendspd,3).to_csv(\"./data/trends2017_\"+dset+\".csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mult=500\n",
    "fig=plt.figure(figsize=(6,8))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "sizes=abs(trends[:,0])*mult\n",
    "sizes[sizes==0]=10\n",
    "colors=np.repeat(\"black    \", nstat)\n",
    "edgecolors=np.repeat(\"black\", nstat)\n",
    "alphas=np.repeat(0, nstat)\n",
    "\n",
    "sel=(trends[:,0]<0)\n",
    "if sum(sel)>0:\n",
    "    colors[sel]=\"red\"\n",
    "    edgecolors[sel]=\"red\"\n",
    "sel=(trends[:,0]>0)\n",
    "if sum(sel)>0:\n",
    "    colors[sel]=\"blue\"\n",
    "    edgecolors[sel]=\"blue\"\n",
    "sel=trends[:,1]>0.05\n",
    "if sum(sel)>0:\n",
    "    colors[sel]=\"none\"\n",
    "    alphas[sel]=1\n",
    "sel=trends[:,1]<0.05\n",
    "if sum(sel)>0:\n",
    "    edgecolors[sel]=\"none\"\n",
    "\n",
    "m=plotsimplemap()\n",
    "m.scatter(lons,lats, facecolors=colors, edgecolors=edgecolors,  latlon=True, linewidth=3, s=sizes, zorder=5)\n",
    "\n",
    "#m=fun.plotmap(pl, lats, lons, ext, colors, edgecolors, msize=sizes)\n",
    "x,y=m(lons,lats)\n",
    "#for i in range(len(lats)):\n",
    "#    plt.text(x[i]+0.03,y[i],names[i][0:10], fontsize=10)\n",
    "\n",
    "ls=np.array([.5,1,2])*mult\n",
    "l1 = plt.scatter([-10],[-10], s=ls[0], color=\"none\", edgecolors='0.3')\n",
    "l2 = plt.scatter([-10],[-10], s=ls[1], color=\"none\", edgecolors='0.3')\n",
    "l3 = plt.scatter([-10],[-10], s=ls[2], color=\"none\", edgecolors='0.3')\n",
    "labels = (ls.astype(\"float\")/mult).astype(\"S12\")\n",
    "leg = plt.legend([l1, l2, l3], labels, ncol=4, frameon=False, fontsize=11,\n",
    "handlelength=0, loc = (0,0), borderpad = 1,\n",
    "handletextpad=1, title='trend ['+unit+']', scatterpoints = 1)\n",
    "tit=leg.get_title()\n",
    "tit.set_fontsize(14)\n",
    "\n",
    "plt.title(\"trend in total annual rainfall\\n \"+fy+\"-\"+ly, y=1.0, fontsize=15)\n",
    "#fig.subplots_adjust(left=-0.1, right=1.1, top=0.92, bottom=0.02, hspace=0.05, wspace=0.3)\n",
    "\n",
    "fig.savefig(\"../figures_trend/map_trendannual_\"+dset+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculating trends\n",
    "fy,ly=\"1900\",'2014'\n",
    "trends=[]\n",
    "for i in range(nstat):\n",
    "    xvar=prf_year[fy:ly].index.year\n",
    "    yvar=prf_year[fy:ly].iloc[:,i].values.flatten()\n",
    "    unit=\" %/year\"            \n",
    "    mult=200\n",
    "    try:\n",
    "        res=fun.trend_CI(xvar, yvar, trendtype=\"TheilSen\", n_boot=100, autocorr=\"boot\", CItype=\"analytical\")\n",
    "        trends=trends+[[res['slope']/np.nanmean(yvar)*100, res['pvalue']]]            \n",
    "    except:\n",
    "        print i\n",
    "        trends=trends+[[np.nan, np.nan]]\n",
    "trends=np.array(trends)\n",
    "with open(\"./data/trends2014_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([trends, lats, lons], outf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "trendspd=pd.DataFrame(trends, index=prf_year.keys(), columns=[\"slope\", \"pvalue\"])\n",
    "np.round(trendspd,3).to_csv(\"./data/trends2014_\"+dset+\".csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ToqKiWD2cECKNxfT8KCMjg1GjRsXyIYUQaSjmHTOZmZkUFBTE+mGFEGlkRHqEs7Ozyc/PH4mHFkKkgRG7FOV2u8nNzR2phxdCpLARvQaek5MjdXuEEH2MaOJRSpGXlyfTKoQQPYz4qD+lFAUFBWRmZo70oYQQKSIuw42VUhQWFpKRkRGPwwkhklzc5jl0jW6WqoVCiLhOsOpKPna7PZ6HFUIkmbjP7DSZTHg8Hmw2W7wPLYRIEgmZUt6VfKxWayIOL4RIsITVsjCbzXg8HiwWS6JCEEIkSEKL6FgsFjwejxSMF8JgEl69y2q14vF4pJCYEAaSFJ92m80m67ELYSBJkXgA7Ha7JB8hDCJpEg+Aw+GQKoZCGEBSJR7QqxhK8hEivSVd4gF91YrCwsJEhyGEGCFJO4gmKysLTdOorq5OdChJxe+HrVsdBAKKsrJ2nM5gokMSImpJm3hAL6Hq9/upr69PdCgJ5/Uqli0rZvnyQmpq9BHfLleAefNqOO+8cvLy/AmOUIjIKU3T+t1YV1fX/8Y4CQaD7Ny5E7/fuB8sr1dx4YUT2bgxfE2j0tJ2Hn74cwoKjPsaieQzZcqUfi9RJ2UfT3cmk8nwq1Y89JCn36QDsGuXnd//fq84RiTE8CR94gH9SpfL5Up0GAnh8ylWrBg88a5Z46aiQibditSQEokHID8/35CDC7/6ykl9/eAJJRBQrFsnta1FakiZxGOxWMjLy0t0GHEXCESebKPZV4hESpnEA/pVLqNVL9xrLy92e2SXzCdObBvhaISIjZRKPF0rVhiJ2x3g6KPrBt1v//1b2G+/1jhEJMTwpVTiAX0yaXZ2dqLDiKsLLthNfn5Hv9vt9iD/+7874hiREMOTcokHIC8vz1DFwzweHw8//DlTpjT12TZxYiv33vslBx3UkoDIhBiapB9A2J/m5mYqKysTHUbcbdniYMOGTAIBxb77tnLwwZJwRHIaaABhUk+ZGIjL5cLpdNLWZqwO1XHjvIwb5010GEIMS0qeasG3Hc1GHNsjRKpL2cQDer3mnJwcAEP1+QiR6lI68QDk5OSQnZ1NMCjlIYRIFSmfeJRS5ObmyioVQqSQtPi0ms1mRo0alegwhBARSovEA+B0OkP9PUKI5JY2iQcgNzfXcHO5hEhFaZV4lFKMGjVKLrELkeTSKvGAfondiOUzhEglaZd4QK/dI4RIXmmZeOTSuhDJLS0/oTKKWYjklpaJR1o8QiS3tPyESuIRIrml5SdULqcLkdzSNvHIlS0hkldaJh7Q1+ESQiSntE08LpfLsKuPCpHs0jbxgN7qkY5mIZJPWn8qjbr6qBDJLq0TD0BWVhYOhyPRYQghukn7xKOUorCwUC6xC5FE0j7xgD5jPTc3N9FhCCE6GSLxALjdbmw2W6LDEEJgoMSjlJLEI0SSMEziCQaDtLTIcr9CJAPDJJ7W1lYGWideCBE/hkk8zc3NiQ5BCNHJEIknGAzS2tqa6DCEEJ0MkXiUUlit1kSHIYToZJjEk52dnegwhBCdDJF4ADIzM2X0shBJwjCJx2w2S5kMIZKEYRIP6BNGhRCJZ6jE43A4pCSqEEnAUIlHOpmFSA6GSjygdzILIRLLcInHYrGQkZGR6DCEMDTDJR5ATreESDBDJh6n0ymdzEIkkCETj1JKLq0LkUCGTDwgY3qESCTDJh6LxSIVCYVIEMMmHoBAIJDoEIQwJMMmHk3TJPEIkSCGTTySdIRIHMMmHr/fn+gQhDAsSTxCiLgz7Cg6STzxp2nw7rvZrFqVg8+nOOigFo47rhanM5jo0EScqYGWfKmrq0vb9WBqampoaGhIdBiG0dxs4pJLJrBxY89Jurm5Hdx999fsv78U4083U6ZM6bfkp2FPtaRzOb5+97uxfZIOQF2dlUsuGU9bm2HfioZk2P9tp9OZ6BAMo7zcxsqVOf1ur6uz8u9/58UxIpFohk08LpdLir/HyaefuggGB36tP/5Y6iQZiWETj8lkkro8cWK1Dt55bLNJB7ORGDbxgFQjjJepU5twuQbuU5s1qz5O0YhkYOjEk5GRgclk6JcgLjIygpx55p5+tx90UDPTpzfGMSKRaIb+1CmlZK2tOFm8uJzzz9/do+VjMmnMnl3Hn/70NZL/jcWw43i6+P1+6uvraWpqYqDXQsRGS4uJtWuz8fkUBxzQQmmpL9EhiREy0Dgew45c7tLa2kpjozTz48XlCjJ7tvTnGJ3hG7hSDEyI+JPEI4lHiLgzfOIxmUySfISIM8MnHgC73Z7oEIQwFEk8gMPhSHQIQhiKJB6kxSNEvEniAaxWq0wYFSKOJPGgj2CWVo8Q8SOJp5MkHiHiRxJPp2BQyjIIES+GnjLR1NREU1MTZrOZ1lap+StEvBg68ZjNZrxeb6LDEMJwDH2qZbVaEx1CSpPJ/GKoDN3isVgsKKWkHEaUPvrIxd/+5uH997MxmzWOPLKexYvLGT9eWo8iMoZu8SilpNUTpTVrsjn//Em8846bQEDh85l44408zj13Xz7/XFbuEJExdOIBmZ0eDU2Du+4aQyDQd7Bla6uZe+8tTUBUIhUZPvFIiydyX37pZPv2/ue1vfdeNo2N5jhGJFKV4ROPtHgiN9hqn5qmaG83/FtKRMDw7xJp8URu4sS2AZepGTPGS0FBRxwjEqlKEo8knohlZARZsKCy3+1nn12BzLUVkTD05XT49spWR4d8U0fi5z/fTXu7iWeeKcTn07+3XK4AP/lJOT/4QU2CoxOpwvDL2wBUVFTIlIko1debWbcuC4tF4/DDm3C5ZK6b6EmWtxmEzWaTxBOlnJwAxxwjy9SIoTF8Hw8gyxgLEWfyiQMCgf6v1AghYk8SD5J4hIg3STzo66cLIeJHEg/S4hEi3iTxIIlHiHgzfOIJBoNSb1mIODN84pHWjhDxJ4lHEo8QcWf4xCNXtISIP8MnHmnxCBF/hk887e3tiQ5BCMMxdOLx+Xw0NzcnOgwhDMfQiae+XmZXC5EIhk080toRInEMm3jq6uoSHYIQhmXIxNPe3k5LS0uiwxDCsAyZeKS1I0RiGS7xeL1eKXMqRIIZLvFIa0eIxDNU4mlra6OtrS3RYQhheIZJPJqmSWtHiCRhmMTj9Xrxer2JDkMIgUESj6Zp1NbWJjoMIUQnQySetrY2mQwqRBJJ+8Tj8/moqqpKdBhCiG7Segnj9vZ2ysvLpaayEEkmbROP1+uloqJCko4QSSguiUfTNJRS8TgUoPfpVFRUoGla3I4phIjciPfxaJpGZWVl3EpQtLa2StIRIsnFvMXT1taGyWTCZrMBUF1dTUtLCy0tLWiaRlZWVqwPGdLS0sKePXtG7PGFELER08TT/RTHarVis9l6lJ+oqqoiGAzidrtjeVgAmpubqaysjPnjCiFiL2aJp729nT179oROcTo6Oujo6OizX01NDZqmkZOTE6tD09jYSHV1dcweTwgxsmLSx6NpWlRXkGpra6mtrY1JP0xDQ4MkHSFSTEwSj1Iq6iRSX18fav0MVV1dHTU1NUO+vxAiMWJ2VctqtUZ9n65TpGiTT9fcK5ltLkRqilnisViG1l3U1NREZWVlxMknEAhQU1MjS9MIkcJi1rk8lBZPl67L4KNGjUIpRTAYDHVOd3R04Pf7Q7/LSGQhUl9SJB7QB/7t2LEDTdMkuQiR5pIm8YB+GiWESH/DTjx+v5/GxkYaGxtjEY8QwgCGnHh8Ph8NDQ00NzfLvCghRFSiTjzt7e3U1dXJ2lRCiCGL+nK6xWKRvhghxLBEnXjMZjMejweHwzES8QghDGBIAwhNJhPFxcU4nc5YxyOEMIAhj1w2mUwUFRVJ8hFCRG1YUyaUUvj9/ljFIoQwiGGN42loaAhbc0eMoECAnFWryFm9Gs1kou7oo2n87nchjjWthRiuIScev98vs8PjTPl8jL/sMrLffz90W8G//kXtMcfwzS23gCntl0kTaWLI79RYFfISkSt89tkeSadL3htvkPfqqwmISIihGVLiCQQCPWopi/jIe+WV/re9/HIcIxFieIaUeMxmMyUlJZjN5ljHIwZgamvrf5vXG8dIhBieIZ9q2e12SktLYzIrXUSmcerUIW0TItkMqzfSYrGQnZ0dq1jEIPaceSYd+fl9bm8vKaHqRz9KQERCDM2wL4PI5fT46Sgu5vOHH6b6+OPxZ2Xhd7upOvlkvnj4YQIxXC5IiJGmBroyVVdXN+hlq927d+OV/gUhRC9Tpkzpd3CZtHiEEHE3rMQTCASkRIYQImrDSjzS2hFCDMWwEo/P54tVHEIIAxnWJNFIE4/b7SYrKwuv10tLSwter1emWwhhYMNKPE6nE7/fT1tbW9hEYrVaKSoqwmazAWCz2cjMzKS2tlZWpRDCwIaVeFwuFy6XC03TqKqqorm5ucd2v9+PqdeMaZ/PR0FBAS6Xi6qqKqnnI4QBxayOQluYeUROp5Pq6upQaygQCGC320PbRo8eTUZGRqxCEEKkiJisJNrW1tbjsrrZbGbUqFE4nU68Xi8+nw+bzYbJZEJ1K1hlMpnIz89P7FI5mkbmhg1kv/cemtlMw4wZtB5wQOLiEcIAYpJ4LBYLDocDr9eL0+lk1KhRoZnrDocDTdN6JJzurFZr6L7xpjo62Pvaa8lduTJ0W8lDD1F9wglsu+46kNn3QoyImJxq2Ww2PB4PJSUlFBcX9ymX0V/S6ZKZmRmLMKJW/MgjPZJOl4J//YvCZ55JQERCGEPM+niUUjgcjkGTTDiJGohYsGJF6Pe6OXNoOOKIb7ctX56IkIQwhJicakViz549+P1+LBYLBQUFPVpFCenjCQaxVVaG/tx6ww1Ya2txn3wyALY9e+IfkxAGEbfEYzabaWlpob29HZPJRGFhIaC3dhLS4jGZ8JaV4di+HYCJF1yAqduASO/YsfGPSQiDiNuyBN0vo+fk5IQusYe7DB8vlaedFvrdtWkTzs2bw24TQsTWiCceTdNobGykpqYG0BPNjh072LVrF0BCa/lU/ehHVCxahNZtkGPQYmHXhRdSN3duwuISIt0NuxDYYCorK/uMaO4yduxYNE2jpqam333iwVpRQda6daAUjdOm4Q9TXlQIEZ2BCoGNeOLx+/1UVFSEnVDq8XhCa683NzdTXV1NMBgc7iGFEElgRCsQDsZisVBSUhJKMN11P83KzMxk9OjRYfcTQqSXuHQum0wmiouL+wwU7N2/Y7FYKC4upqCgYEjjgYQQqSFuV7WUUhQWFpLTbTUEr9fb51K6Uors7Gw8Hk+8QhNCxFncEg/oSSUvL4/8zs5bTdPYtWtX2EvqUlZViPQV18TTxe12M2rUKJRSBINBysvL+xQGS+iMdSHEiEpI4gG9M7m4uDhUKKy6urpH7Z6uMhpCiPST0E+20+mkpKQkNG+rsbGRiooKAoEAubm5lJWVkZeX12e2uxAitSW8SWGz2SgtLcVqtQL6yObdu3fT0dGByWQiJyeHkpKS0HYhROpLeOKBb8f6OBwOQO9Y3rVrV2hQ4c6dO6WzWYg0khSJB/TZ68XFxbhcLgCCwSCVlZU0NjbKUjhCpJmkSTygDzQcNWoU2dnZiQ5FCDGCkirxgD7WJz8/n7y8vESHIoQYIUmXeEBPPjk5OaFiYUKI9JKUiadLVlYWxcXFMm9LiDST1IkHICMjg5KSEkk+QqSRpE88oJdNdbvdiQ5DCBEjKZF4AHJycmQEsxBpImUSj8lkIjc3N9FhCCFiIGUSD+idzTabLdFhCCGGKaUST1c9HyFEakupxAP6VS6pyyxEaku5xAOEKhgKIVJTSiYem80WmskuhEg9KZl42tvbE7oCqZFt85k45ak1zLjzKZ7b3Z7ocESKSsnEU1tbm+gQDKk2aOHHdzzC9v1m4f3xlfzx7/+X6JBEikq5xBMMBqU+T4JkqABWux0tpwhyR+EzSVVIMTQpl3hMJhMej4fCwsIRGcnc3GzitddyeeaZAt5/P4tAIOaHSFkOpVE6egx88QFoGoEOH/IdIIbCkugAhkIpRVZWFhkZGdTV1fVZGmcoNA0efriYZcuK8Xq/TWilpe38+tfbmDq1adjHSAdnHHc0N91zH9q046Gtmds+ruSag0clOiyRYlKuxdOd2WymoKCAkpKSYY9ofuDiObXLAAAgAElEQVQBD0uXlvZIOgC7dtm55JLxfPKJa1iPny6+l9WO5m3TM/U5v+GVV19JdEgiBaV04unicDgoLS0lPz9/SOUzamosPPJIcejvsWPbOO64GjIz/QB0dJj4y19KYxZvKnMojX2nHoFp3atQOJrmjoCcbomopeSpVjhKKdxuNy6Xi5qaGlpaWiK+78qVOfj9eg6eNKmVRx/dhMUC27bZ+fGPJxMMKtavz6K62kJBgX+knkLKmDF5Ep/f9GtY+TRzfvBjpFSSiFbaJJ4uFouFoqIiWltb2bNnT0RXwOrrv30ZpkxpwtL55157tePx+Ni1yx7aTxIPnLm3i08W/YLjJ4/luMK0ewuJOEiLU61wMjIy8Hg8EZ16FRf7Qr+//XYOjY16P8/69ZmhpGMyaRQWytpeAJkqyL2zxkvSEUOmBmoR1NXVpfzZe3t7O+Xl5QSDwX73aWkxMW/eQbS06AnH5Qqw115eNm3KQNP0xDV7dh1/+MOWuMQsRDqYMmVKv9/6advi6WK32/F4PJhM/T9VlyvI5ZfvCP3d0mLms89coaTjdvu56KJdIx6rEEaR9okH9ORTUlIyYPI56aQafv/7LYwZ03MO2LRpDTz88OeUlcm8JCFiJe1Ptbrz+XyUl5cTGGA4cjAIX33lpKnJzOjR7RQXS7+OEEMx0KmWoXoHbTYbHo9nwORjMsGkSW1xjkwIYzHEqVZ3NpuNkpISWbFCiAQyXOIBsFqtlJSUJDoMIQzLkIkH9OSTkZGR6DCEMCTDJh7Ql8sRQsSfoRNPRkaG9PUIkQCGTjzAgGN7hBAjw9Cfuvb2djo6ZJyOEPFm6MTT1CRVBYVIBMMmnmAwGFXNHiFE7Bg28bS2tg44Y10IMXIMm3jsdjs5OTlYLIaaNSJEUjDsp85qtZKXl0dubi7t7e00NzfT0tIy4ARSIURsGLbF00UphcPhoKCggNGjR8u4HiHiwPCJpzuz2cyoUbJG1EACAfj4Yxdvv+3mm28ciQ5HpCjDnmr1x+l04na7aWhoSHQoSWfnThv/+7/78PXX385xO+aYWpYs2YrDkValm8QIkxZPGHl5ecNeIDDdtLcrLrlkQo+kA/DGG3ncdltZgqISqUoSTxhKKUaNGjWkxQHT1TvvuNm2TT+1UkpjwoTW0LYXX8ynoSG5+sZUezt5L7/M6LvuwnP//Ti+/jrRIYlu5FSrHzabjby8PGpqahIdSlLYs8ca+n3WrHpuv30Ls2YdQkuLGU1TVFVZcbuT44qgfetWJlxyCfZd3xboL3nwQfaceio7r7gCWYEw8aTFM4Ds7Gyp2dOp+9pjq1blcOqp+4eWAzKZNEaNSpI5b34/4y+/vEfS6VL01FMUPPtsAoISvUniGYBSioKCApnBDkyf3sjYsXotak1TbN7sDG074YQasrOTo7XjfucdHNu3AxC02yk/5xwaDz88tL3oyScTFZroRj5Rg7BYLBQWFiY6jISz2zXuvvtrJk5s7XH73Lm1XHnl9gRF1Zfzq69Cv9fMn8/uX/6SzXfeGbrNsW0bSioSJJz08UTA5XKRnZ1NY2NjokNJqNJSH48/volNmzKoq7MwZkw7e+2VXOuN+d3u0O+ZH32Efft2statC90WcLnQZJpMwhlqXa3hCAaD7Nq1S+r3JDlLTQ0HHn88pn7+n6p++EO2//rXcY7KmAy9hHGsmEwmGdWcAvz5+ey87LKw29pLS9l9/vlxjkiEI23OKHTNaK+vr090KGIAVQsW0D56NEWPP07GZ58RdLmoO/poKn7yE/y5uYkOTyCJJ2pyhSs1NB5xBI1HHJHoMEQ/5FMUJenjEWL4JPFEye/3JzoEIVKeJJ4oSeIRYvgk8UTJ6XQOvpMQYkCSeKKUk5OT6BCESHmSeKJksVhkzXUhhkkSzxBIq0eI4ZHE01swiKqpgQEum1utVjIzM+MYlBDpRRJPl0AAx5134t5vP3ImTCBn3DicV14J/UwMlVaPEEMniadTxlVX4bz5ZkxVVQColhYcDz9M1sKFEOYSus1mw+VyxTtMIdKCJB7AtGUL9kceCf2tdVtby/L++1hffjns/aTVo2sOKp6uVrRp8nYSkZF3CmBZvTr0e8e0adTv3k37T37y7fa33w57P7vdLqVRgV0+E7efMJ2Zd/yDuoC8pcTg5F0CYP22kLlqbsa0e7fewdxlgMJR0uqBSY4AV7y0Dja+zRnLXqY2kFwrTojkI4kH6JgzJ1SVzvLpp7gPPRTbCy98u/173+v3vg6HA4dDVtT82z+XQ0EplZ98wNx7niEoJeTEACTxAJrHg/eqq8Ju8514Iv5Zswa8vyQeOHbad5h35k9ZuPgCbN4majWpuCL6J6VPu2ga1ueew3HffZi//JKgx0P7WWfRfv75PU7Fwqmrq6Ouri5OgQqRGgYqfSqJJwYaGhpk4T8hepGayyNMqhIKER35xMSAJB4hoiOfmBhob0+utaWESHZy6WEAmqbR3NyMpmmYTCbsdjvWXh3NXq9XVp0QIkrS4umHpmnU1tZSVVVFdXU1lZWV7N69G5/PRyCgrxMeDAap6pzbZUTvNcDPXt/EANcnhAhLWjxhdCWdhoaGHrcHAgEqKioIBAIopfB6LaxalUl2tp+pU5swUlePpsEv734IfO2s/p/JHJUdTHRIIoVI4gkjEAj0STpduoq9t7QozjxzAtu364MHTzqpmuuv3xa3GBOtGTM4szAffCQf7armqOy8RIckUoiBvqMjF8lKEmvWuNm+3cFVV23n2GNreeGFfBobjTNHqSZohkAHgYOO4tnXVtIsM9NFFOTdEkYkiSc7W9/no48y2bbNgcMRxGYzxulGUIMfXX0TfPMpavk9tG7/it+/902iwxIpRE61wogk8Uyd2sSJJ1bzr3/l43AEufLKHTgcxuhlNSl45fZryVF+2jDz9y9rOGq0O9FhiRQiUybCqKqqoqmpKaJ9GxrM2O1BwyQdISI10JQJafH0omlaVAMC3e7ACEYjRHqSPp5uNE1jz549+Hy+RIeSVj5qUTywuQm/NApFJ0k8nTRNo6qqitbW1kSHklY0DS57+BkeevM9Zt6zgnrNOFf+RP8k8aAnnerqapqbmxMdSloJanDrZ3W0WZ0ET7uG4EEzOfsfq2iVS++GZ/g+nq5RypF2JovIXfXuVtZs/Az/6b8GIDBlLnvamjn6zn8wqiCf8+bN5vhR4d+C2zrMBIIa4+zGGKJgNIb/6qmvr+93lLIYuv/XbuE/q97Gv/Bqus8l8U87gYBnHLsc+fz2/kf5x7ZvT20DGvz5iwbu3ebjlFPP4M73N7P43xt5var/VV1FajJ04mloaJCSpSOgLmjh7AU/IlBQinnFX7A+eiO06Cuymh6/iSMn7YVz91cEf3wFdz36D65c/TVz/vwsN37RxmMXnsojDz4AO77g/VVv8VG7nbuefSXBz0jEmmFPtVpbW6Vc6Qh5q9KLZer3+M74Mnz2DLZbcqh/+SH8p1xGsK6S66aU8MGYH3L7v/6PusZaVqpimDGBNzashce/Blc2nHY1uAth11dMypbLYenGsInH6XSSm5vbo8XjcDjwer0JjCo9nFJsYeqvfk5F0MYvbvszuNxo04/HdM/FHDf/eNwEOLbIxmOFBdQ9vRp2fAHfPQl/9S7MVbtgr33BszeBsn0xL/8z00+em+inJGLMsIlHKUVubi4Oh4PKykoyMzPJy8ujqqpKrm4N03N7Atxy1rF6yyW/BJrrwdvKWSefyEX7fTuL/dq5h6PNf5Orn36d9uZG7r7hMp77opwV6z9He/MpuOVfBDraOdqTCQw+jUWkDpkygV7QSymFUgqfz8fOnTsTHVJKqw2YeaOynbfWfcSsqYfy0eebWTx9X8ZHMIn2L1/Us+yMY2DBFViycvBv+ZTf/eoqjsszxFsxrcjyNlGor6+ntrY2LsdSSoXKqWqaRiAQIBgMhv4NBo13KbleM7OuUWO0y8aZN9yOafo8cup389KZR2FVhns7pjSZqxWFlpaWEXtsq9WKw+HAbrfjcDiwWq0o1e//DZqmhRJQ76QU7t90mOqRowIc44YGrQM+/S/B7Dy8eYWYkKSTTiTxdOP3+2O2YoTZbMZut4eSjN1uj3oZHKUUZrMZs9ncp8h8OE1NTWlTA9qtAry44jkcKoiDIGZp7aQVSTzdDHWellIKm80WSjB2ux2LxTJga2YkZGVlYTKZqKysZKBT6FRRbJKBg+lKEk830Z5m2Ww2CgoKsNvtcU8y/XG5XBQXF1NRUZEWyUekJ0OPXO7O6/XS1tYW8f6ZmZmUlJTgcDiSJul0cTqdlJSUyAqnImnJOxP9FKu8vDzi/QsKCigsLEzqD7bdbqekpASLRRq1Ivkk7ycnTpqamqI6LSksLCQ7OzvpWjnh2Gw2SkpKIuqYFiKeDJ14vF5v1FeBnE7nCEUzMiwWCyUlJdjt9kH3bdNMtEmtHBEHhn6X2e128vPzI96/69J2qjGbzRQVFYU9NWzUzFzxYS3fuflRZh5+GN974KUERCiMxtAdAEop3G43FoslokvQyXT1KhotLS1UV1f3GAm9ts3G0pXr+fjD9fD8XyEYZPbTG7h5bw1ksJ4YYYZOPF1cLhcej4c9e/YQCPS/aoTD4YhjVMPn9/uprq6mtbUVTYMv/XauW7uTb+69Dr5cr++04ApKL/kDd/14DvvYZMUMER+SeDo5HA5KSkqoqKigoyP8wLVUmTulaRqNjY3U1tbypVfxs4dfoNXXQeA/z0P1TsjO57jHV5PjdDC32M4Btg6UkqQj4kcSTzdWq5WSkhK2bdsWdnt9fT1KKXJycpL6lEspRVtbG5qmYVaKpvp6yMiEQ2dD+RaW33M7Y0xdU0NkdLCIP5mdHsa2bdsGPOVyu93k5eUldfLp6Ohg586daJqGV1N80GJhc0Mbp5dYscm8JxEHA81ON/RVrf4MNuiuoaGB6urqpJ6SYLVayc3NBcChNGZmdnBOqUWSjkgKknjCiGS0b1NTE3v27Enq5ON2u2XwoEhKknjCiHSaQbIXjFdKUVBQkOgwhOhDEk8Y0cxvSuZ+HtBHWmdmZiY6DCF6kMQTRjSnJ5FMRUi0VIhRGIsknjCiafHYbLYRjGT42trakvp0UBiTJJ4wokk8ydx56/P52LNnT6LDEKIPSTxhmEymiGah22y2pO3jCQQCVFRUpMxoa2Esknj6UVBQMGhSSdbTrGAwSEVFBX6/LIInkpMknn50H4DXn2RNPNXV1TFbLUOIkSCJZwBut3vA5JKsiSeZ+52EAEk8A1JK4fF4yMjICLs9WRNPqpRmFcYliWcQXdX7wvX5NDc3JyiqgZnNZrKyshJ2/K4R08lcDF8klrwzIqCUIjs7m9GjR/cYjFdbW0t9fX0CI+uf2+1OyHGdTidjxowhOzs7qeexicSSejxR6KrXU19fT11dHaAnH4CcnJxEhtaDpmn4fD7MZvOA5T0ikZ+fj8PhIBAI4Pf7Q//6/f4e65CZTCby8/PJzMyU0zwxKEk8UVJKkZubi9PppKqqio6OjqRKPsFgkB07dgw74YDeehmov6ijo4P6+npaWlooKSnp0efV0dEhLR7RL0k8Q+RwOCgtLcXn82EymZJm9QmTyURGRgZNTU2D7utwOMjMzETTNDRNIxgMhn7XNI3c3NwBWy9Wq5XCwkJyc3NpbW0NvQZ1dXU0NjbG7DmJ9COJZxhMJlNSFoDPycnpk3iUUj1aIFarlaKiopgkTIvFEurT2bNnD62trcN+TJHeJPGkIavVSnZ2Ns3NzdhsNrxeL263m9zcXAKBAIFAYETWCFNKUVRURHV1dUQtLmFcknjSVE5ODllZWdjt9lDhd6UUFotlRNdT734pvaGhYcSOI1KbXE5PUxaLJXTp3+l09jsIciQopeJ6PJF6JPGIETGSrSqR+uTdIUaE2WzuUVqk60oZ6JfaByvXYbfbQx3W1dXVIxqriD9JPGJEmEwmPB5P2G3BYJD6+noaGhp6XGlTSuFyucjOzu5xtdBkMlFZWTniMYv4kcQj4s5kMpGXl4fb7aa+vp7W1laysrLIysoKe6WtazS0VFNMH5J4RMKYzWby8/PJz88fdF+Xy0VRUZEknzQhncsiZbhcLoqLi2UuWBqQxCNSSkZGhiSfNCCJR6Qcp9OJx+OR5JPCJPGIlORwOPB4PFJsLEXJ/5pIWV3JR6QeSTwipdnt9qSsECAGJolHpDyZF5Z6JPGIlOdyuRIdgoiSJB6R8qxWa9IuNSTCk8Qj0oK0elKLJB6R8jRNk8vqKUbmaomU1t7eTk1NDV6vN9GhiChI4hEpy+/3s3v3bllGJwVJ+1SkrPr6ekk6KUoSj0hJHR0dsnZXCpPEI1JS1xLSIjVJ4hEpx+fz0dzcnOgwxDBI4hEpJRgMhtaqH4jVapVL7ElMrmqJlKBpGs3NzdTW1hIIBAB9CR2r1drnx2KxoJSira2N8vLyBEduTIPVSpLEI5JeMBikpaWFQCBAQUFBKMEM9uZ2Op1kZ2dLJ3QcKaXIzs4mJydnwP0k8YikZzKZyMrKGtJ98/LyaGtro6OjI8ZRie66Eo7b7Y5oMUfDnwSPGTOGf/zjH/1uv/DCC8nLyyMvL49nn302jpHF3/bt20PP9Ygjjkh0ODFhMpkoLCxMdBhpzel0MmbMGPLz8yNeQTZhieeEE07gqquuStTho3LUUUexadMm5s+f3+8+H3/8MUcddRRjxozhtNNO63G5NxgMcswxx/DWW2+FvW9FRQVFRUURdZqOpNLSUjZt2sSFF16Y0DhizeFwUFBQEFpLXsRWVlZW1EtWJ32LJxmayHa7naKiogEr3V1yySXMnDmTlStX0tjYyF133RXadv/99zN+/HjmzJkT9r6vvPIKU6dOJS8vL+axR8rn82E2mykqKkrLmd7Z2dmUlpay1157UVRURHZ2NlarNdFhpYWhJPSEJJ4LL7yQ//73vzz00EOhpv327dtZs2YNeXl5vP766xxzzDEUFRWFWgmvvPIKs2fPxuPxcMghh3DTTTfh8/lCj3nwwQdzxx13cNlll1FWVsbkyZP585//3OO4W7Zs4YQTTsDj8TB16lReffXVmD2nL7/8kkWLFjF+/HhOOeUUvvzySwB27tzJ0qVLufnmm/u977///W+OO+44tm/fTkFBAR9++GGP7Y8++ijjx48PPd/PP/+chQsXUlZWxsSJE1m8eHGPhe42bNjAySefzPjx4ykrK+O4445j7dq1PR4zLy+Phx56iEWLFjF69Gh+97vfxeqlSGpmsxmXy0VBQQFjxoyhrKyMwsLC0GqlIjomkynq1g4kKPH8/ve/5/DDD+f0009n06ZNbNq0idLS0tD2JUuWcO211/L+++8zZcoU3nzzTX72s5+xePFi3nnnHe655x5eeOGFPh+W++67j/33359Vq1ZxySWXsGTJktAHLhgMctZZZxEMBnn11Vf585//zG233UZ7e3tMntPkyZNZtWoVfr+ft99+m8mTJwNwxRVXcO211/a7WmZTUxP/+c9/mDdvHmVlZRx11FE88cQTPfZ54oknWLBgATabjYqKCo4//nj2228/Xn/9dZYvX05LSwtnnHEGwWAQgObmZhYuXMhLL73EG2+8wYEHHsjChQupqanp8bi33347xxxzDGvWrGHx4sUxeR1SjcViISsri1GjRsmSOUPgcDiG9JolJPFkZ2djs9nIyMigqKiIoqKiHmtmX3311cyZM4exY8dSUFDAXXfdxUUXXcQZZ5zB3nvvzcyZM7nxxhtZtmxZj0mCs2fP5rzzzmPcuHH87Gc/Y9y4caxevRqAVatW8cUXX3D//fdz0EEHMW3aNG655Rb8fn9MntPdd9/NCy+8wGGHHYbNZuPSSy/l2WefpaOjgyOPPJJTTz2Vww47jKuuuqrH6eObb77JPvvsw9ixYwFYtGgRzz77bKjMwxdffMG6des488wzAfjb3/7GAQccwJIlS5g0aRKTJ0/mvvvuY8OGDaGW0pFHHsnChQuZNGkSEydO5LbbbsPhcPDmm2/2iPmHP/whixYtYuzYsey1114xeR1SmSyZE72h9psl5eX0Qw89tMffGzduZMOGDT1OnYLBIG1tbezZs4fi4mKAUCujS3FxMdXV1YB+KuTxeBg9enRo+5QpU2L2Jttvv/148cUXQ3/X1dXxu9/9jhUrVnDNNddw4IEH8thjj3HKKafw6KOPhloYL7/8Mscdd1zofvPmzeOqq67ixRdf5Ec/+hFPPPEEhx12GPvvv3/otXjnnXcYM2ZMnxi2bt3KlClTqKqq4pZbbmHNmjVUVlaGXqudO3f22P+QQw6JyXNPJ13Jp7y8PNSCNCqHw0FWVlaoVdPVsun6fTitw6RMPL1XDQgGg1x11VWcdNJJffYtKCgI/d77XFMpFXrzxLt8wvXXX8+5557L2LFj+c9//sM111yDzWbjpJNOYvXq1SxevBi/38/rr7/e4zK91Wpl4cKFPPHEE/zgBz/g6aef5pprrgltDwaDzJ07l9/+9rd9jpmTk8OWLVu49tpraW5u5txzzw0l23PPPbdHnxjI6gz9sdvtlJSUUF5eHholbRRdp56ZmZkj2vmesMRjtVoj/k896KCD+Oqrrxg3btyQjzdp0iTKy8vZuXNnqNWzfv36EflWW716NZ9++il/+tOfAD1ZdJ3S+Xy+0DH/+9//kpGR0aeFt2jRIqZNm8bDDz9Mc3MzJ598cmjbwQcfzIoVKxgzZgxWq5X6+nrefvtt1q1bF7osX19fz2GHHYbFYuGbb77hrbfe4oADDmD79u2hfjMxMJvNFmr5GCH5uFwu3G43drs9Lv1cCUs8ZWVlbNiwge3bt+NyucjNze133yuvvJLTTjuN0aNH84Mf/ACLxcKmTZvYsGEDv/nNbyI63qxZs5gwYQK/+MUvuPnmm2lra+O6664bUo/8QLxeL1deeSX3339/6LGnTZvG/fffz0UXXcSTTz7JggULgL6nWV3Gjx/PtGnTuPHGGzn55JPJzs4ObfvpT3/KY489xk9/+lMmTpzIjh07KCsro66ujltvvZX8/Hxmz57NZ599xqJFi2htbWXlypV8+umnnHrqqaxcuZInnniCCRMmGOIDNRw2my3U8olVX2AyysvLw+12x7VjPWG9aL/85S+xWq1Mnz6dCRMm9Ol/6O7oo4/mqaeeYs2aNRx77LEcc8wx3H333T36awZjMpn4+9//TjAY5Nhjj+UXv/gFV1xxRcwHld1+++0ce+yxPfpPbr31Vr766iuOPfZY9t133377d7o788wz8fl8oU7lLkVFRfz2t79FKcVrr73Gyy+/zPPPP4/L5QpNK7jnnntobm5mzpw5LF68mDPOOIPi4mKys7O55ppruPrqq8nJyWHlypV88803MX3+6cZqteLxeGL+BZUMlFIUFxeTk5MT96t5aqC+j7q6OsPXlbzwwgupqanhqaeeiunjfvzxx5xwwgl8/fXXYc+l7777bh5//HE++OCD0G1er5d7772XlpYWFi9eTElJyZCPr2ka7777Lk8++SQnnngixx57bGjbrbfeygsvvMA777wz5MdPN36/n/Ly8qQY0BoLFouF4uLiEV2PLDc3t99sln5pPEqNjY1s3LiRb775JvTGstlslJaWsvfee6NpGm+++SZjxozh3nvv5cQTT4zJcTs6Orj99tv7JJ3m5ma++uor7r//fi6//PLQ7V6vlz/84Q+UlJRw6aWX9hh+MBRKKY444ggmTJjAH/7wB3w+HwcffDDTp0/H5/Oxzz77DOvx043FYsHj8dDc3IzZbKatrS1li5E5HI4+Q1jizbAtnvLycp5//nk2btzIAQccwD777ENpaSlWq5X29nZ27tzJ119/zaZNm9hvv/048sgjmTBhApmZmSMa14UXXsizzz7L97//fR566CEsFgvBYJA77riD/Px8zj333Jg3i+vq6rj55puZP39+aDyPzWaL6lTWaBobG0NDNbrLyMggNzcXpRSapvX4AfrcFslPW1tbTC+C7L333nE5tRqoxWO4xBMMBnnllVd46aWXmDdvHrNmzRpwblJ9fT1vvPEGq1atYsGCBcycOTPu58OvvPIKGzZs4JprrhmxwW3l5eXcdNNN3HDDDRQVFY3IMdJJS0tLj2kqFouF/Pz8EZnn1tHRQUVFRcxO81I+8fh8Pj788ENqa2vx+/24XC4mT56ctG/cYDDIgw8+SGVlJeeffz6jRo2K+L7bt2/nvvvu45BDDmHBggVxSz7l5eXcfPPN3HDDDVHFOxTxSHDpwu/3U1dXR2trK1lZWeTk5IzoaxYMBqmqqqKlpWXYjzV27Ni4/P8OlHjMS5Ys6feOXq837MaqqipeeOEFHnzwQRoaGrBarQSDQSoqKnj66af57LPPQtMhkmnuyxNPPEFVVRVXXHEFbrc7qvu63W6mTZvG8uXLaW1tZeLEiSMUZU8PPvggM2bM4OCDDx7xY40bN45Vq1Zht9vDjowW3zKZTKGxLxkZGSP+PldK4XK5MJlMtLW1DeuxsrOz45J4nE5nv2Ndou5c/vTTT1m6dGlovlTvb2Gfz8fatWt56qmn2LBhA2effXZCO7G6fPLJJ2zYsIGbb755yJfQMzMzueyyy7jhhhs48MADR3x+U2VlJVu2bOGXv/zliB6ni8lkYt68ebzyyitMnz49LsdMdfH8YlVKkZOTg81mC02FGYpkWAQxqrT3+eefs3TpUi666CIWLlwYtulvs9mYMWMGN954I9XV1X0mciaC3+9n2bJlnHvuuTidzmE9Vl5eHqeeeiqPPPLIiD+vlStX8t3vfndEL3n2duihh1JTU8P27dvjdkwRnYyMDEpLS4f8vkiGOWgRJ5729nb++te/csEFFzBp0qRB93c6nVx88cVs3bqV9957L+w+X3/9NXPnzuXwww9n7ty5bN68uc8+t956KxMnTsriO9UAAAjDSURBVOTII4/kyCOP5Morr4w05JAPP/yQ/Px8DjjggKjvG84RRxxBa2trKN7rr7+eQw45hLy8PD777LOw9wkEAlx55ZUcdthhTJkyhccee2zQ46xdu5aZM2fGJOZI1NbWctppp/HKK68wf/58Fi1aFPbKTWtrK+eeey5Tpkzhf/7nf2Ja10hExmq1UlJSQkFBAZmZmRGdVZhMJnJzc5OiAFrEp1rvv/8+Y8eO7TMDfCAOh4Mf/vCHvPTSS2Gb7ldccQWLFy9mwYIFPP3001x++eU8//zzffZbuHDhsApVvf322/1W/xsKk8nE7Nmzefvttxk/fjzz58/n/PPPH7A06j//+U+2bNnCunXrqK2t5aijjmLWrFmUlZWF3b+xsZHW1tZhDRKMllKKiy++mMzMTF577TWam5v5zW9+wz333NNjv7/85S9kZmayfv16Nm/ezPz581m3bt2IDzUQPZlMJrKzs8nOzkbTNPx+P16vl7a2Nrxeb2iah9lsxu12x61vJxIRR/HWW29x9NFHR32Agw8+mNraWrZt29bj9qqqKjZu3Mgpp5wCwCmnnMLGjRvDfsMORzAYZPPmzTFr7XSZPHkyX331FaDPxRpszMvy5ctZtGgRJpOJgoIC5s+fz4oVK/rdf+vWrey1115xfaPk5uYyY8YMxo4dGyqxEW4qy/Lly/nJT34CwD777MMhhxzCG2+8Ebc4RV9KKaxWa6ioWVlZGWVlZRQXF1NWVjbiV92iFVEktbW1VFdXc+CBB0Z9ALPZzPTp01m/fn2P23ft2oXH4wk1Ec1mM8XFxezatavPYzz33HPMmDGDk08+uU8Jz8FUVVXhdDpj/m1cWlpKTU1NqGDXYHbu3NnjStHo0aPZvXt3v/tXVFT0qMoYTzk5OWiaxkMPPcT3v//9Ptt37drV57mE+38TiWWxWOJyxW0oIko8zc3NuN3uIWfM3NzcIQ8v/8lPfsJHH33EmjVruOiiizjzzDOjWo2hqakp6kvnkTCbzWRmZsZkXEU47e3tCV0VYePGjTgcDs4777yExSDSV0SZxGQyDasnPBgM9klapaWlPWqdBAKBsN/yRUVFoc6w2bNnh5ZgiVTX0PWREAwGI/42GT16NDt27Aj9vXPnzrj230Tj+uuvp6Ghgbvvvjvsl01paWmf55Ko1plITRElHrfbTX19fZ8KdpGqrKzs0+ooLCzkwAMPDFXfe/bZZznooIN6VBQEepyOfPLJJ2zfvp3x48dHfOzc3Fxqampinnx8Pl9o1GokTjrpJB577DGCwSDV1dW89NJLA044dTqdtLa2xirciN10001s3LiRadOm9agD1N1JJ53EsmXLANi8eTMffvjhkPr/hHFFlHiysrLYZ599epRoiFR7ezvvvfce06ZN67Ptzjvv5IEHHuDwww/ngQce4M477wRgwYIFocLlN910E0cccQQzZ87k0ksvZenSpVFNyegqMNZ9gb1Y2LFjBx6PB6vVyjXXXMPkyZPZvXs3J598cugKXvfnsXDhQsaOHct3vvMd5s6dy5VXXhkq8B7O6NGj4z6WZtOmTdx1113s3LmTVatWMW/ePM466yxALyBfXl4OwEUXXURDQwNTpkzhtNNO449//OOQlxgWxhTxXK0NGzbw0ksvcf3110d1gNWrV7Nu3boeJR7i7d5772XfffeN6bfyM888g8/n4/TTT4/ZY3bX1tbGxRdfzNKlS+M+8nvt2rW88847XHrppXE9rkgvA83Viri3+JBDDqGlpYWVK1dGfODa2lqWL1/eb5W9eJkzZw5vvvlmzE63/H4/q1evZvbs2TF5vHCcTicFBQUJqRD4xRdfDKu+tRCDiTjxmEwmLrvsMlasWMHbb7896P5VVVWhMqD77bffsIIcrn333Rer1cp//vOfmDzeSy+9xN57743H44nJ4/VnxowZrFq1akSP0Vt7ezvvvvsuRxxxRFyPK4wlquvjRUVF/OpXv+LFF1/kjjvu4MMPP+xztauiooInn3ySJUuWcPTRRzNv3ryYBjwUSil++tOf8vTTT1NVVTWsx9q2bRuvv/46Z599doyi69/MmTNZv359XCvdvffee0yYMKFPJ78QsTSkejxdM9Dfeust6urqKC4uxmKx0NjYSE1NDUceeSSzZ8+msLBwxAIfitdff5033niDq6++mry8vKjvv3v3bm6//XZOP/10pk6dOgIR9vXQQw+RmZnJqaeeOuLHam9v57rrruOcc86JamqMEOGMaAXC3bt3U1NTQyAQICMjg7Fjx8Z1NnW0utYTX7x4cVQfrrVr1/L444+zYMECZsyYMYIR9tTY2Mh1113HxRdfHNUwgqF44oknaGpq4uc///mIHkcYg5Q+7eXjjz/mkUceYdKkSXzve99j7733Drufpml88cUXvPzyy+zZs4fFixeP+Ic/nLVr1/Lcc89x4403DrusR382bdrE0qVLufnmm2Wyp4gJSTxhdC1099Zbb2G1WkPF3m02G+3t7ezYsSO09MycOXM46qijEtqSW7ZsGeXl5Vx++eUxn0qxdetW7rjjDi644AI5xRIxI4lnAMFgkG3btrF169awy9uMHj06KSbZddWLrq6u5pJLLolZq+Tzzz/n3nvv5ZxzzpGljUVMSeJJE8FgkKeffpp3332Xc845p8+a69Hw+XwsX76c//73v5x33nlDqjwgxEAk8aSZTZs28fDDDzNu3Lgea2FFwu/3s379elasWEFJSQlnn312v3OyhBgOSTxpyOv18vrrr/PWW2+FCniNGzeO0aNH91nnu6Wlha1bt7Jp0yZWr16Nx+Phe9/7HoceemhSnEaK9CSJJ40FAgE2btzIBx98wNatW6murqagoAC73U4wGKSlpYXm5mbKysrYZ599mDlzppSwEHEx5MQjUs+JJ57oAvYBHEAAaAS2/P927pgGABiGgSB/OuZXqWsROJVyh8DTj05yRofBQ3iAun/en4E1hAeoEx6gTniAOuEB6i4Vyqx+CKqjJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mult=500\n",
    "fig=plt.figure(figsize=(6,8))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "sizes=abs(trends[:,0])*mult\n",
    "sizes[sizes==0]=10\n",
    "colors=np.repeat(\"black    \", nstat)\n",
    "edgecolors=np.repeat(\"black\", nstat)\n",
    "alphas=np.repeat(0, nstat)\n",
    "\n",
    "sel=(trends[:,0]<0)\n",
    "if sum(sel)>0:\n",
    "    colors[sel]=\"red\"\n",
    "    edgecolors[sel]=\"red\"\n",
    "sel=(trends[:,0]>0)\n",
    "if sum(sel)>0:\n",
    "    colors[sel]=\"blue\"\n",
    "    edgecolors[sel]=\"blue\"\n",
    "sel=trends[:,1]>0.05\n",
    "if sum(sel)>0:\n",
    "    colors[sel]=\"none\"\n",
    "    alphas[sel]=1\n",
    "sel=trends[:,1]<0.05\n",
    "if sum(sel)>0:\n",
    "    edgecolors[sel]=\"none\"\n",
    "\n",
    "m=plotsimplemap()\n",
    "m.scatter(lons,lats, facecolors=colors, edgecolors=edgecolors,  latlon=True, linewidth=3, s=sizes, zorder=5)\n",
    "\n",
    "#m=fun.plotmap(pl, lats, lons, ext, colors, edgecolors, msize=sizes)\n",
    "x,y=m(lons,lats)\n",
    "#for i in range(len(lats)):\n",
    "#    plt.text(x[i]+0.03,y[i],names[i][0:10], fontsize=10)\n",
    "\n",
    "ls=np.array([.5,1,2])*mult\n",
    "l1 = plt.scatter([-10],[-10], s=ls[0], color=\"none\", edgecolors='0.3')\n",
    "l2 = plt.scatter([-10],[-10], s=ls[1], color=\"none\", edgecolors='0.3')\n",
    "l3 = plt.scatter([-10],[-10], s=ls[2], color=\"none\", edgecolors='0.3')\n",
    "labels = (ls.astype(\"float\")/mult).astype(\"S12\")\n",
    "leg = plt.legend([l1, l2, l3], labels, ncol=4, frameon=False, fontsize=11,\n",
    "handlelength=0, loc = (0,0), borderpad = 1,\n",
    "handletextpad=1, title='trend ['+unit+']', scatterpoints = 1)\n",
    "tit=leg.get_title()\n",
    "tit.set_fontsize(14)\n",
    "\n",
    "plt.title(\"trend in total annual rainfall\\n \"+fy+\"-\"+ly, y=1.0, fontsize=15)\n",
    "#fig.subplots_adjust(left=-0.1, right=1.1, top=0.92, bottom=0.02, hspace=0.05, wspace=0.3)\n",
    "\n",
    "fig.savefig(\"../figures_trend/map_trendannual_\"+dset+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getCIgamma(_xvar, _avar, y0, n_boot=100):\n",
    "    import scipy.stats as stat\n",
    "    sel=~np.isnan(_avar)\n",
    "    _avar=_avar[sel]\n",
    "    c,m,sd=stat.gamma.fit(_avar)\n",
    "    res=(1/stat.gamma.cdf(_xvar, c,m,sd)).reshape(-1,1)\n",
    "    sourcedata=np.copy(_avar).reshape(-1,1)\n",
    "    bs=StationaryBootstrap(3, np.array(range(len(_avar))))\n",
    "    loc=np.where(np.array(_xvar)==int(y0))[0][0]\n",
    "    #n_boot=100\n",
    "    for data in bs.bootstrap(n_boot):\n",
    "        ind=data[0][0]\n",
    "        bootdata=sourcedata[ind,:].reshape(-1,1)\n",
    "        c,m,sd=stat.gamma.fit(bootdata)\n",
    "        temp=1/stat.gamma.cdf(_xvar, c,m,sd)\n",
    "#        print temp[loc]\n",
    "        res=np.append(res, temp.reshape(-1,1), 1)\n",
    "    _CI_low,_CI_high,CI_med=np.percentile(res, [5, 95, 50], axis=1)\n",
    "    return _CI_low,_CI_high, CI_med, res\n",
    "\n",
    "def getCInorm(_xvar, _avar, y0, n_boot=100):\n",
    "    import scipy.stats as stat\n",
    "    sel=~np.isnan(_avar)\n",
    "    _avar=_avar[sel]\n",
    "    m,sd=stat.norm.fit(_avar)\n",
    "    res=(1/stat.norm.cdf(_xvar, m,sd)).reshape(-1,1)\n",
    "    sourcedata=np.copy(_avar).reshape(-1,1)\n",
    "    bs=StationaryBootstrap(3, np.array(range(len(_avar))))\n",
    "    loc=np.where(np.array(_xvar)==int(y0))[0][0]\n",
    "    #n_boot=100\n",
    "    for data in bs.bootstrap(n_boot):\n",
    "        ind=data[0][0]\n",
    "        bootdata=sourcedata[ind,:].reshape(-1,1)\n",
    "        m,sd=stat.norm.fit(bootdata)\n",
    "        temp=1/stat.norm.cdf(_xvar, m,sd)\n",
    "#        print temp[loc]\n",
    "        res=np.append(res, temp.reshape(-1,1), 1)\n",
    "    _CI_low,_CI_high,CI_med=np.percentile(res, [5, 95, 50], axis=1)\n",
    "    return _CI_low,_CI_high, CI_med, res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from arch.bootstrap import StationaryBootstrap, IIDBootstrap\n",
    "fy='1900'\n",
    "ly='2017'\n",
    "yvarpd=prf_year[fy:ly].rolling(3).mean()\n",
    "ny=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROBBEN_ISLAND\n",
      "S_A_ASTRONOMICAL_OBSERVATORY\n",
      "VRUGBAAR\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: divide by zero encountered in divide\n",
      "  if sys.path[0] == '':\n",
      "/home/wolski/anaconda3/envs/py2/lib/python2.7/site-packages/ipykernel_launcher.py:12: RuntimeWarning: invalid value encountered in divide\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WORCESTER\n",
      "HOPEFIELD\n",
      "DARLING_-_THE_TOWERS\n",
      "PIKETBERG-SAPD\n",
      "ALGERIA_-_BOS\n",
      "MERTENHOF\n",
      "VANRHYNSDORP\n"
     ]
    }
   ],
   "source": [
    "RIwith={}\n",
    "RIwithout={}\n",
    "CIrange={}\n",
    "CIlow={}\n",
    "CIhigh={}\n",
    "for key in prf_year.keys():\n",
    "    print key\n",
    "    yvar=yvarpd[key].values.flatten()[(ny+1):]\n",
    "    event=yvar[-1]\n",
    "    ytheor=range(0,2000)\n",
    "    CI_low,CI_high,CI_med, CI_dist=getCInorm(ytheor,yvar, event, 100)\n",
    "    CIrange[key]=(np.log10(CI_high)-np.log10(CI_low))/np.log10(CI_med)\n",
    "    CIlow[key]=CI_low\n",
    "    CIhigh[key]=CI_high\n",
    "    RIwith[key]=CI_med\n",
    "    CI_low,CI_high,CI_med, CI_dist=getCInorm(np.array(ytheor),yvar[:-1], event, 100)\n",
    "    RIwithout[key]=CI_dist\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "aRIwith={}\n",
    "aRIwithout={}\n",
    "aCIrange={}\n",
    "aCIlow={}\n",
    "aCIhigh={}\n",
    "for key in pr_year.keys():\n",
    "    event=yvarpd[key].values[-1]\n",
    "#    print key, event\n",
    "    pos=np.where(np.array(ytheor)==int(event))[0][0]\n",
    "#    print key, event, pos #RIwithout[key][pos]\n",
    "    aRIwith[key]=RIwith[key][pos]\n",
    "    aRIwithout[key]=np.nanmedian(RIwithout[key][int(event),:])\n",
    "    aCIrange[key]=CIrange[key][pos]\n",
    "    aCIlow[key]=CIlow[key][pos]\n",
    "    aCIhigh[key]=CIhigh[key][pos]\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hasrecent=~np.isnan(pr_year['2017']).values.flatten()\n",
    "hasrecent=np.isnan(pr_mon['2015':'2017']).sum()<5\n",
    "print hasrecent.sum()\n",
    "\n",
    "retiwith=[]\n",
    "retiwithout=[]\n",
    "cirange=[]\n",
    "cilow=[]\n",
    "cihigh=[]\n",
    "for i,name in enumerate(names):\n",
    "    retiwith=retiwith+[aRIwith[name]]\n",
    "    retiwithout=retiwithout+[aRIwithout[name]]\n",
    "    cirange=cirange+[aCIrange[name]]\n",
    "    cilow=cilow+[aCIlow[name]]\n",
    "    cihigh=cihigh+[aCIhigh[name]]\n",
    "    \n",
    "retiwithout=np.array(retiwithout)\n",
    "retiwith=np.array(retiwith)\n",
    "cirange=np.array(cirange)\n",
    "cilow=np.array(cilow)\n",
    "cihigh=np.array(cihigh)\n",
    "\n",
    "cilowrec=cilow[hasrecent]\n",
    "cihighrec=cihigh[hasrecent]\n",
    "retiwithoutrec=retiwithout[hasrecent]\n",
    "retiwithrec=retiwith[hasrecent]\n",
    "cirangerec=cirange[hasrecent]\n",
    "\n",
    "with open(\"./data/retint_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([retiwith,retiwithout, lats, lons], outf)\n",
    "\n",
    "\n",
    "with open(\"./data/retintCI_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([cirange, lats, lons], outf)\n",
    "\n",
    "with open(\"./data/retintrec_\"+dset+\".pkl\", \"w\") as outf:\n",
    "    pickle.dump([retiwithrec,retiwithoutrec, cihighrec, cilowrec, lats[hasrecent], lons[hasrecent]], outf)\n",
    "\n",
    "\n",
    "#retiwithout[retiwithout>2000]=2000\n",
    "#retiwith[retiwith>2000]=2000\n",
    "\n",
    "sind=np.argsort(retiwithout)\n",
    "plt.fill_between(range(len(retiwithout)), np.log10(cilow[sind]), np.log10(cihigh[sind]), color=\"0.7\")\n",
    "plt.plot(np.log10(retiwithout[sind]))\n",
    "plt.show()\n",
    "\n",
    "plt.fill_between(range(len(retiwithoutrec)), np.log10(cilowrec), np.log10(cihighrec), color=\"0.7\")\n",
    "plt.plot(np.log10(retiwithoutrec))\n",
    "plt.show()\n",
    "\n",
    "plt.fill_between(range(len(retiwith)), cilow[sind], cihigh[sind], color=\"0.7\")\n",
    "plt.plot(retiwith[sind])\n",
    "plt.ylim(0,1000)\n",
    "#plt.plot(cirange[cirange<1000000])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1.0*np.sum(hasrecent)/len(hasrecent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(6,6))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "ext=[17,21,-35,-31] #extent of map\n",
    "mult=0.3\n",
    "nstatrec=np.sum(hasrecent)\n",
    "sizes=abs(np.array(retiwithoutrec))*mult\n",
    "sizes[sizes==0]=10\n",
    "colors=(cirangerec/2.1).astype(\"S\").flatten()\n",
    "edgecolors=np.repeat(\"0.3\", nstatrec)\n",
    "\n",
    "#colors=np.repeat((0,0,0,0), nstat)\n",
    "#edgecolors=np.repeat((0,0,0,0), nstat)\n",
    "#def plotmap(_lats,_lons, title, color=\"blue\", cmap=plt.cm.RdYlBu_r, msize=4):\n",
    "    \n",
    "#m=plotmap(lats, lons, \"return interval\", colors, edgecolors, msize=sizes)\n",
    "m=plotsimplemap()\n",
    "m.scatter(lons[hasrecent],lats[hasrecent], facecolors=\"none\", edgecolors=edgecolors,  alpha=0.8, latlon=True, linewidth=2, s=sizes, zorder=5)\n",
    "#m.arcgisimage(service = 'World_Shaded_Relief', xpixels = 500, verbose= False)    \n",
    "\n",
    "#m.shadedrelief()\n",
    "x,y=m(lons[hasrecent],lats[hasrecent])\n",
    "#for i in range(len(lats)):\n",
    "#    plt.text(x[i]+0.03,y[i],names[i][0:10], fontsize=10)\n",
    "\n",
    "ls=np.array([50,100,1000])*mult\n",
    "l1 = plt.scatter([-10],[-10], s=ls[0], color=\"none\", edgecolors='0.3')\n",
    "l2 = plt.scatter([-10],[-10], s=ls[1], color=\"none\", edgecolors='0.3')\n",
    "l3 = plt.scatter([-10],[-10], s=ls[2], color=\"none\", edgecolors='0.3')\n",
    "\n",
    "labels = (ls.astype(\"int\")/mult).astype(\"int\").astype(\"S12\")\n",
    "leg = plt.legend([l1, l2, l3], labels, ncol=4, frameon=False, fontsize=11,\n",
    "                 handlelength=0, loc = (0,0), borderpad = 1,\n",
    "                 handletextpad=1, title='return period [years]', scatterpoints = 1)\n",
    "tit=leg.get_title()\n",
    "tit.set_fontsize(14)\n",
    "\n",
    "plt.title(\"Only stations with 2015-2017 data\", y=1.05)\n",
    "#fig.savefig(\"../figures_attribution/map_reti_\"+suffix+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'anom' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-45-d5b094897fdf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtrendanomcorr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpearsonr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0manom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhasrecent\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrendspd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhasrecent\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;32mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrendanomcorr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mpl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'anom' is not defined"
     ]
    }
   ],
   "source": [
    "trendanomcorr=pearsonr(anom.values[hasrecent],trendspd.values[:,0][hasrecent])\n",
    "print(trendanomcorr)\n",
    "\n",
    "fig=plt.figure(figsize=(7,4))\n",
    "pl = fig.add_subplot(1, 1, 1)\n",
    "pl.plot(anom.values[hasrecent],trendspd.values[:,0][hasrecent], \"o\")\n",
    "pl.set_xlabel(\"2015-2017 anomaly [%]\")\n",
    "pl.set_ylabel(\"1981-2014 trend [%/year]\")\n",
    "pl.text(0.8,0.9,\"corr=\"+str(np.round(trendanomcorr[0],2)), transform=pl.transAxes)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.2981322414228185 118.61724635068673 32.999379260569825\n",
      "459.9199460260565 459.9199460260565 459.9199460260565\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(3,5))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "xmin,xmax,ymin,ymax=18.9,19.4,-34.1,-33.1\n",
    "sel=(lats>ymin) & (lats<ymax)\n",
    "sel=sel & (lons>xmin) & (lons<xmax)\n",
    "selrec=sel[hasrecent]\n",
    "pl.boxplot([retiwithoutrec[~selrec], retiwithoutrec[selrec]])\n",
    "nin=np.sum(selrec)\n",
    "nout=np.sum(~selrec)\n",
    "pl.set_xticklabels([\"elsewhere \\nn=\"+str(nout), \"WCWSS \\nn=\"+str(nin)])\n",
    "pl.set_title(\"Only stations with 2015-2017 coverage\")\n",
    "pl.set_ylabel(\"return period [years]\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "print min(retiwithrec[~selrec]), max(retiwithrec[~selrec]), np.median(retiwithrec[~selrec]) \n",
    "print min(retiwithrec[selrec]), max(retiwithrec[selrec]), np.median(retiwithrec[selrec])\n",
    "\n",
    "fig=plt.figure(figsize=(3,5))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "xmin,xmax,ymin,ymax=18.9,19.4,-34.1,-33.1\n",
    "sel=(lats>ymin) & (lats<ymax)\n",
    "sel=sel & (lons>xmin) & (lons<xmax)\n",
    "selrec=sel\n",
    "pl.boxplot([retiwith[~selrec], retiwith[selrec]])\n",
    "nin=np.sum(selrec)\n",
    "nout=np.sum(~selrec)\n",
    "pl.set_xticklabels([\"elsewhere \\nn=\"+str(nout), \"WCWSS \\nn=\"+str(nin)])\n",
    "pl.set_title(\"all stations\")\n",
    "pl.set_ylabel(\"return period [years]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROBBEN_ISLAND ROBBEN_ISLAND 6.520179305598915\n",
      "S_A_ASTRONOMICAL_OBSERVATORY S_A_ASTRONOMICAL_OBSERVATORY 46.55316924613239\n",
      "VRUGBAAR VRUGBAAR 725.6939625239881\n",
      "WORCESTER WORCESTER 31.231770577054434\n",
      "HOPEFIELD HOPEFIELD 63.253514636580064\n",
      "DARLING_-_THE_TOWERS DARLING_-_THE_TOWERS 35.04415532265123\n",
      "PIKETBERG-SAPD PIKETBERG-SAPD 20.71770298816577\n",
      "ALGERIA_-_BOS ALGERIA_-_BOS 157.79499802693024\n",
      "MERTENHOF MERTENHOF 36.487531561037414\n",
      "VANRHYNSDORP VANRHYNSDORP 11.996743934057145\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reti=[]\n",
    "for i,name in enumerate(names):\n",
    "    reti=reti+[aRIwithout[name]]\n",
    "    print names[i], name, aRIwithout[name]\n",
    "\n",
    "fig=plt.figure(figsize=(6,6))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "ext=[17,21,-35,-31] #extent of map\n",
    "mult=1\n",
    "sizes=abs(np.array(reti))*mult\n",
    "sizes[sizes==0]=10\n",
    "colors=np.repeat(\"none\", nstat)\n",
    "edgecolors=np.repeat(\"0.3\", nstat)\n",
    "\n",
    "#colors=np.repeat((0,0,0,0), nstat)\n",
    "#edgecolors=np.repeat((0,0,0,0), nstat)\n",
    "#def plotmap(_lats,_lons, title, color=\"blue\", cmap=plt.cm.RdYlBu_r, msize=4):\n",
    "    \n",
    "#m=plotmap(lats, lons, \"return interval\", colors, edgecolors, msize=sizes)\n",
    "m=plotsimplemap()\n",
    "m.scatter(lons,lats, facecolors=colors, edgecolors=edgecolors,  latlon=True, linewidth=3, s=sizes, zorder=5)\n",
    "\n",
    "#m.shadedrelief()\n",
    "x,y=m(lons,lats)\n",
    "#for i in range(len(lats)):\n",
    "#    plt.text(x[i]+0.03,y[i],names[i][0:10], fontsize=10)\n",
    "\n",
    "ls=np.array([50,100,1000])*mult\n",
    "l1 = plt.scatter([-10],[-10], s=ls[0], color=\"none\", edgecolors='0.3')\n",
    "l2 = plt.scatter([-10],[-10], s=ls[1], color=\"none\", edgecolors='0.3')\n",
    "l3 = plt.scatter([-10],[-10], s=ls[2], color=\"none\", edgecolors='0.3')\n",
    "\n",
    "labels = (ls.astype(\"int\")/mult).astype(\"S12\")\n",
    "leg = plt.legend([l1, l2, l3], labels, ncol=4, frameon=False, fontsize=11,\n",
    "                 handlelength=0, loc = (0,0), borderpad = 1,\n",
    "                 handletextpad=1, title='return period [years]', scatterpoints = 1)\n",
    "tit=leg.get_title()\n",
    "tit.set_fontsize(14)\n",
    "\n",
    "#plt.title(dset+\" stations, return period of 2017 event\", y=1.05)\n",
    "fig.savefig(\"../figures_attribution/map_reti_\"+suffix+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROBBEN_ISLAND ROBBEN_ISLAND 5.78866702822\n",
      "S_A_ASTRONOMICAL_OBSERVATORY S_A_ASTRONOMICAL_OBSERVATORY 49.5664219445\n",
      "VRUGBAAR VRUGBAAR 745.21110864\n",
      "WORCESTER WORCESTER 24.1288157959\n",
      "HOPEFIELD HOPEFIELD 71.8268279229\n",
      "DARLING_-_THE_TOWERS DARLING_-_THE_TOWERS 60.2376261767\n",
      "PIKETBERG-SAPD PIKETBERG-SAPD 17.0572360559\n",
      "ALGERIA_-_BOS ALGERIA_-_BOS 134.162644732\n",
      "MERTENHOF MERTENHOF 61.9159998506\n",
      "VANRHYNSDORP VANRHYNSDORP 15.9160581538\n"
     ]
    },
    {
     "data": {
      "image/png": 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j/Nh6LxgSLua/tiyrrCuCAECmM7PZjHq9LpG858+ey9QIIAiCMoIU4IdrHNfFNG2Ojh6RFLmMDHmWEccxr1+9otlsolSeUNd1bM8jiWOOj4+J45j1ei1TyOmkrBNF+jMcDun3++wfHLBcLMpIatvyhulVTdeoHIHwVII/EVC8gMPFDRW1G4BS/UwgWOI1qqrK9Fr8Kw6joigomiqjmUhRkqqGEMhrURQYhsHF2Rmnp6ekVc00Gg4hK5iOJ9RcjzevXqGqSkVzNFktFuzt7HL06CGnZ2dM5zOiOEJNCxqNBvVGg1arhWlZpfeNQgaDAScnJ+zs7DCZTNg/PGRvd5d6vc7pyRtWqwWu6/H8+XMG+wckUcRysWK1XmO7zjto3O3tLZ7n8eTJE05PTwEkt6rrOo1Gg1qtRt2rMZ1O6fV68uALTrDTK0Gvra0tvvzyS8nxFUWBpqqSP9OqmqkoYDgccvLmDZ1mi5fff1+me2m5n/PZDMdx+Pbbb2WZI+pusXdFVQZBWXfd3NzIc5dV57jf7xOGoeRERQQXWYowXHHmO4OdHwVD3hvRkjgmzTKiKEBTNGzbJggC8jzHcZySGNR1VqsVeZqhGzqGYaJqKi23xenZKbquc/ToCb1eD1XTCdMUJSnh67rrMby7RVPL1Gpvd5c/fvGHMpo9fUqUJgRRxHw+Z7VaUavVpAFlSWkUon7b3t7mt7/9LR9//DEHBwe8fv2a5XLJ/v6+PNCdToflekVS1RZZluG6rgQGGo3GO8DFphEpFTol1g8jmjBSQRFsFtaWe/8zKGs4kYoKekPk/mmaslgsaDbrjEcjPNNmeDcsDWJnl/PTMwZb29xeXWOYOrZtc3N7yzrw2drawql5mLbFH37zOxqNBrpp0u508MPyEPX6ffI855NPPmE2m9Ht9UjjmNvZjIuzc0zTYLCzR7/Xo9npEVcOU9M1+r0tsuoaVE0j8H22BwOZTn72Z3/GarGgWd3HKIpI07TkKpcLZrMJjx495OzsjCiKePjwIbv7e2i6TqFpTO7u8DyvBEo0DTSdXMllGj0Zj2m1WkRhyGg4pFGvE6zW9DpdTFVnuViWnK/j8e0335DlOWdnZ7TbbXq9noySYv/SNCUIAhaLhcyObNumLJTu91gYl3i9bdsYhiEzBoFVvG8p72v8PPniD0WWJ6gmKIWGgibD5vn5Oe12m9VqVfJEhi4h46xSFjSbzTKKtNsoisLNzQ1JUpKarutydXHJaj5HVRTJjYxGI371q1+VF99pc356ytOnT3nz5g2DwUBGAn+1Jk0SmaKMx2OJWPm+z9nZWw4PD4miiO3tbXq9Hl9++SUfPH9OnGYEvo/v+9RqNdI0JYqi8gZW9WeSJBKdE/WcWtwbi/COUrGiazKSidcIasQ0TemghFELXswwTVBVVBQ0TcUwNJqtNv/1//pLXNdjf++A8XjM7e0tz549I89zjo+P2dvbY7lY8OGHH8q6+MGDBziOw9/+7d+yt3tQ8pX1WgmctFtElYIjXC2xXAfNMvBqNV5++x3r6YLlZEpra4ufffoJUeXJBdHtOA6WbZNW0V1kNrquSxVLliSyhg+CgK+//hrXdRls9zh79ZLReMze/iG3d3comsHDR4/LDEIpedrQD8jTDNe2S4MxDEzLxqgi3GKxkIc7TVMowK6I+VarxXw+p9VqsVgscDyPZqtJo9EgCAJWq5VEe+v1ekl6V+WFYRjyb1qWVVIt1d6KmleUDyIbESXCJh/35NNf/POUIYUChmlhmApFoaCgyTpNQKW6rpdokYJE0FRVpdvtUq+Xqo/z0zN83+fw8JCiKHj5/QsODg5KAKHK4UUt+L/9+3/P9du3DAYD1mGAYRjc3Nygqiq3t7ey7ul02izmC5bLpbzgPM8JgoCiSk2F4uHk5ITVasXW1ha3N9eMJxN0Xafb7TKblgZKkZHEIXlmSAJZpJfiX103pIFsokyaplFs5P0CyRRRShiuqqqSDxTASZblqIpCnCSoqoJTa/PFb38rucvZbEatVmM8HksQan9/n+l0yt7eHqPRSHrtzz//nN3dXUl71Ot1gjAoAYPlEsu2Wa1WtOt1ers7vHn9it7WNmmcoOkau/v7tPt9hsMhSQUqCcGBoijlz+yyzjN1gxSF8ah0Ao1Gg3arTpaaDO9uuLu7I44CbMvg/O0pk/GEVqOJbZi0my3CKIYsw7QdCr0k713bQVNU4srId3d3efX6DVaa4vu+JKBF9lCv1VAKcBxHnsPxeMz29jZUapPT01MJzAh1inB4Yn9ENBKgV66UjnRT2SMMTzhWYZziHPxjhPV7I9r5998VmqqgVWE2z8uLFFFFeIF6vU5/sM3l5WXpLZIE3y9TmTKfVak3Grx+/VoqEb755hv6vR7L2UL+rF6vy4I4jmMurq+o1WoSkZvNZliWRa/X4/b6BtuyaDQaEv25urqi1W5zfXVJt9spU9oKOXr6/DnhasWLly+wbEumdmWKCI1GkyIHzTCra71XggigRFdUmZsvl0tpUJqmEaWJBDU25VtCibFZC26CLgWQZBlKAVAQhT5xEKLppeHOZyX41G63ub6+5vnz5yiKguM4vD05waruwXQ6lQTt2dkZ7Vbp6GzbJkxiGq0m0+m01DLGEe12mxcvX5YRYD4nz3M+ePYhrleXmcdsNmN/fx+454qiOGI0GqEqClEc8+EHH7D34AGz8Yjb6yvq9bpMDV3XBWA2GePqOigKWQ6dbpedvX2iKMG0LFRL4/b2lv3dPcbDEXe3t1ABMU8/eIbtuQRhSFadNUVRyswpTZmOJ3Q6HcnRZVkJPLk1TyKycRyX0H9lEK7j4K/W74AjwvjyPKfeakp+TaDRImqLMyHAoE1Bw8OPP/nRiPZeeD8tclAUkiQjiu49uLDq2WxWhla7hH+PHj5EVdWSfNU01us1y+WSPE15/fIlDc9Do+Du+ppGzSNYr6QsK4oiZrMZ19fXqKrKzc0NjUpTNxqNiKKIfr/Pzs4OURTR7XZLiVijwdnZGa9fv+bu7o7JeMzV1TWj0UiqPhqNBhdv3/L27VuKPCcOA9aLBYvZlMloSBJFaICqIgtdUTyLf8WXQMJ+KM0SOf+mbEp4X6E5FNcqKAABjAjjNQxDkuuO4+A6JW8oInWapvQGA+bzOVEUsbW7y9XVFYvFAoB2u81oNJIomKglHKcs+g3TxPM8XNfl/PycZr1Ot9MhTRJsx8a0bbyaR7PZJAgCBoMBrVYLy7LwPI/A98nThJ2tLVTgwf4+O7u7jK6u+ParrzF1ncvzc4LVCrUoiIOAuudi6AZuo05a5CXiS6mTPbu84A9f/VFqIZfLJbVaTQIPW9vbaJrG2dkZcRRhVoqeFy9eSEpktVqh6zpnZ2eMRiMpAjcq2D4IAkk33fNqkay5hBMR9ZjruhKpFj8XyKkQQXueV6a1pikd6A/1r/8kQ0NVSLOM1WrFYrGUsqU4jmWx2263mU6mrFYrvv/uO4neiNfats3FxRlRFNBs1ikU0HWV9WqJ67glAVkZg2maJZ9WpVV7e3tsbW1JMtOyLABZMDdbLS7Pz2XUEjfryZMndDodCZwoisLZ2Rmu69Ko1zENHde16XbaaKpKt9PBcSzJ6QlDEIYljEAoGTahXkE1CAW78H4i3RRgQKfTkWT/JjmqqprkeDblX5Zloemlmv/P/vzP2draYn9/H3+1YjweM51OOT85oVarlYoZ3+frr7+WaFmv1yvrqDxHVVR5f8R1PTg8xLVtJrd3RFGEU/NodFpoui7TrwcPHpRgS7WnAO1mA0XJgYxut82Lb77i66++ZG9vwNdffUkchezu7gAF9brHdDolyxJuJyMsz6XR69DqdbmZjKi3mjx59iGKonBSRefT01Pm8zlpmrK9vS1TYNu2uTg/5/PPP5dOajwe8/HHH2MYhjwT33//fambreiVoihYLBbv6Cvhvi4DpDJI7LNwhpuvE/sjjEoYGPCOOPzH1ntTx2+/+bbQsxgtTjFsi2anze3tLf46IE4itvp9DK08FGilhqzVajGbzVgsFgRBwNHREd9/+0e2tweMR2PSLGNnMEDXjaqe06lXXJrrujIS7e/vk+SZvKmGYTCZTKjX65yfn6OhSOBjvV7z5MkTgiBga2uL+XyGqiqy7hMp22KxwHFtrq8vK02iztHRA6l5VBQV221I9cKmCFm0yQgtnnAmUslQtW1sqsOzLJNtN+v1GkCm3MIbxklCVhTYpoVh6KiKEMGmJEm5uf1+H9d1uTgtvbZA3tbrNf1+nzdv3vDRRx9J/jFNU+q1ksZIsxRV11gHAUqlbIjiAIMS4g5Wawb7e7R6XYazCS++/o66V+Ph0UPOz8+pNxpcXl7Q7XYZ3t7RajW4vbvlF599xsnJCbW6h2VZ9Ht9fv/b/14S07c3dLtd9vf3OX51jFevsXtwwGQy4Wcff0yeF8wWC25ubhmPJzw9OqLIc05OTkqwDYXBoOz48BpNtra2JCYgFEMCqIIyInm2g2KaXL59y2w2oz/YlimmWUVyUYNlWUapdCyXXomlhWEWqiIlWELlI4xMlAaCOjIMQ5L/Tz/75Y+mju/l0V5cL37tWjqeHpLnBXFekOY5hmlzeX3FBx98iB/4pFmKopQFomhxEVKjm5sbDNOmv7WNW6vT39rGdlwur65ZLFfUmw38MCBOElAVxtMJW4Ntrm9viOOY3d1doihiMpkwGAykbMdfranVavT7fQ6qTRwMBtzd3VVsf8H19TWHh4dcX1+zv7/PaDTiwcOH7B0+wPE8Hj15wnS+4G40plBUPK9OGiVEQUiWpGRJimWYJREaRQASCBGEt+xLquoxRVGkDk7UdgKp2lSmF0UhpVe6oaMbOpquY5gWKCq6YVHoGppjU6gq63VAEITEfsRyNidNUn7+6c9Zr9c8e/aM+XyO7/tMp9OK/yuF0rFQtOgalqgPLQvVMPCDkHq7XVI08yUnx68JlmseHT1ktVxxd3NLkWW4tsP+7l5J9yQZ9VqDyXhKzavjOTVcp4almwyvhwwGu8xmCz788GdYtsvB0SNQdFqdLlGUsFqsifyQ5XhGt9lGzQt2tne4vb7l+YfP6W1ts7u/j2k7RFnGZDym2Wzy5s0bJpOJhOkB3HqNOE8YHOzz6rvvaNQ85vMZtWYdy7YxDZNGo/GOJlXUx4VSUhSmbZEXBVES49VrhHEkMyrxWiHN26R6RIkhIpmqqnS2Bz/Ko703ov2ff/V50bYVDrsejhJhZAnD4Zg4TXj2/COMypDSNKPmuVJAK1oaGo2GRGYE8SdSLJGC1mo1yWUZhsFwOJSqEyHnEUW+6BkzDAMViMLyvQQSKWBlVVVLz1uhYQLt6/f7pJXyoNVqMZ1OS9VDs4ltWWi6jqYZMr2DewWEAD1Ebi8KZRFBbM+VqYmoOUXDqEDLRNEs0moBhghaQihXkjgmimO++eZrPnj+DNswmU6mzCYTlLzAsWxUYDKfsLe3x9XVFev1msePH5co7/k5g+1djo+P6fX7uDWPnIKoQhKTrHz/mlsS5Y5lYeoGp6enPHn0GN2y+Parr6Rj6HQ67Bwc8N1XXzGpENsPP/xQXsvd3V0p0xqNSLOMrUoAnhU5i/WKeqMBqsJwOEQpoN/v41k2b9++5eLigv39fSzLYm9vj1UY4Ps+tm0zHI/Ik5Rutyvh9DzPmU6ntNttTMdiNB1zc3FJp9bg6QcfcHNzgx+F5AU4tiNbkcT5UBSlbPupAkEURbLhVpwlIfkSpQLctzQJoGuTkxNO9fEnn/0zwRDNZplbvJlEBIXNYh0QxiGtZh1DhySOsCwHs+KLhMqh1+vJ0C8OmBDYqpUaW1AAopZwXZf1es14PJb6RZGndzodtra2pPax2WzS6/WJ45h2u8329rZU8E+nU1RVlTn/arViuVzieR6j0ag8KIrKzeUVkR+QJymLyZTpaIxWQb+b5KPYCEBC9AK6hzI61et1eY1CAfI/620Tef1mD5aomQQd8erlSwLfZz6dUnM9pqMxb968YTabStBl5a9JKn7n/PxcHtLJZMKLFy+ks2k0Gkwmk3dEtZ7ncVsJboXT8H2fm5sb6vU6URJzfXXJYrUkyVLCOKLRavLlF7/ndnhHkqXsHz1CLQ6nAAAgAElEQVQgzTNmizlv3p6wWC2ZzmcEUQSqws7eLnFakvK2YbKq6CChIhHgjmmabG1tSUnVYrFgeHdX6lKriDEYDOhtbcm6VfCeuq6jKirb/T7ddofhcIjluLx69Qpd07DM+7pLqkFkXay+UxIIwbnIloRD3+yPE5jEarWSTcxCO7n5uh9b741o//t/fVkogFLktJSAp32PftujaevoasHJ23PitKDdbePZNpPJRBb09XpdggtCD/ezn/2M8/NzqbAHpCcRubAQnApoOYoirq6u6Pf7OI7DxcUFrVaLIstRqsMriNX9/X15wbPZBEC289ze3vL06VN0TSOsDqJQjCRxgmEa2I5DFKfvbITo9N1MFYVCQKQYpmmS5O92UW+iUZuF8qbyHUqvW+Q5hllKvybjCaPRiG63S7ffK5X21ecJhUQozSjyHFMvnZZQNojGz1qthmU6TKdTvFoN0zJpdTtlh7ZdqvDn8zmPHz4qhQfNFqvFouShZlPJWxqGwf7+vkSYRZ/Yer0ulRqTMqKKe7F/cIDXavGf/9N/4pe/+CXz6bQU22oqg73dkgtUy3vmWTYnJyeyyff169d88tlnRELwq8DuwQFZFDEajri+vuZXv/oVX331Fev1mq2tLUzLpNGsc3L8mpplc3Z6ysHhIYZtgV72Am62N22Kxjej0yaCLBymAE8EuCUMVUiuBEAn9lRRlPfC+++t0b54M/o1QKGo5FlBlqSYhkkcRfirOZfn5+wfHKCoKvlGD48gZEWDpeu68nCVhHIh6xkBiYtD3Ww2CcMQ27ZZr9dcXl5KQel8PsfzPOI4xrFtXMfh5uZGchy2bVcpacR6vWZ7e5v1ek2apgwGA5nCqbqGpuuomlambjUP07IogDi+h+dF0Ssi0maqIfqU5I2sPKdAZAXhDfdSns35FOJv6qqGrmkUedl8qGkaqqJwd3dHmiS4NQ9D14mjCEVVS4i+5mHbNovZVBK1AuIXKVGalvKyRqOB63nESSI/Y5pl1Go1RsMRcRwzm05Ik1TyXkePHpFmGZ/+4helEzs/5+c//zlvXr/m9vaWB0dHks/sdDqYlsVisaDVbbOaL6BKq4NKkNxpd2h22mX6H4bYloXn1aQiSFVVjo6OOD87YzKdsFgsyq7vbpfbq6t3dLXHx8c8ffq0Eh/cMBmPub685HBvn1azyc3tDZZjM53NUaszKOpky7IIgkBqFzf3WTg+YVACfRac7iboIWD+zb1VFIX21vaP1mjvNbQ/vhn+WlEKFFQy1SSMM2aLGa5lkEUBrWaLfr+PoRt8//13+L6PpmmSu5jP5/Jw+r7PkydP5AWKQwxIcEHId0RNNBwOJcR8eXmJaZrc3t6WF62W0e/i4oJnz55xcnIi204Mw0TXy3aT1WpVimorlM92HQpNJUpiVF1DNXS0ituxTAtd02Xhq2mavCbTNKXSREStzdQjze9HEgjJzqa33CTIN+kIVVEwq5pVoKuu60qnoSkqSVRqThuNRqm+iSOWiyWmppUIZEWzCNV8t9vFsCzq9VrpVDQN23HIswy96mCv1+pcXlxwdHSEv14zHpVG9+SDp1IxH4WhbL1ptVq0u112d3ZKtDeOmU0mXFxe0qjXy1krSUKjUQ7LKfIc0yiRZbvqds/SjJrnoSgKk+FIOtr9/X3+8Ic/0B9sM55M+OSTT3Bcl+ura968eiWR5Xa7zaeffsoXX3zBo0eP+P7F9+zu7vLxxx9x/P33XF1eUhQZo+GQR4+f4FRIo+idFKmyIK83I9vmfv5QZiWiWJZltNttPM9jPp9LRPtPMbT396MpKqBSluwKuW4SFxbjVQpmDbvRoqgUGbqu0+v15OwNobi2bRvTLNGf09NTZrMZvu8TxzGLxULyaCI9Ey0rIu2cTCZkWcbBwQF7e3v3hGHV6appmpxhIUTHvr/GsiyOj4+lOkNIeJIkJU8LVDRUNJKo/G+lUAmjWKKGAsL3PE/OrBCbEFUIJNz3JomIHUWRTK2kQaKgFkCWo+QFuqKiFmCoGmrVRqMaOqqhU6gKqqHj1mtohs7dzS15lmFoJdQ8Xy4Ik5hCVUjSnDBKKFC5uLymQGU6W4Ci8eb0LXbNK2mXygmEYUgSx8RhhOW61DyPLE3xajW8ilB+9epVeXA0lXUcMl7MaLZLDerZ27dEfsDXX/6R7V6f+WTKw4NDRrd3ROtS0UKW8/vPP+fy8pIXr45RDZ3Fakm09rE0nTgIsfSSqhkOh2XHwvUFzz56jh8E7B0csFitiZMMw3LI0pxffPoZz5//jKvzC778/RfYhsl8MqVZqxEECy4u3jKej9EtFV1XabcbWKYh0V+BHAoYf1NCJbjFH6KK4tzMK9WM67pyxoz42SYf+o/VaO8f3bNpdHk5rUhRVfwoxnKbOI5BHEWMx2MOD/alGkSkVAIKF1FORIPNqLBZTIqUDMq8t9FocHFxUUKnnY70MGmakuYxaZKyu7vLy5cvparadV1UVZOt89PptCLcyy7gZrtDWDWAihxcCoeThMnal15MbJAYQrRJVqqqKqNdlmVQ8XbC8OG+03pz0A/cpyqbgMoP6QDLshjs7FB3PDRDJ6u4QNMwUVBw6zXUJJNc4kcffcTNzQ15nnNdTQoT3to0TUajEdvb2zICT+/uZH01qqLZ0dGRnGym6mXjqjh4SRSxXq0Ia3VWqxV//P3vabfbXFxcyLSu2+lLEKrX65GmKT/76CPWqxW6osrIIkbgDYfDcuZLs8bp6Rlb2wOiat+KoqypTMtkPBqxXq/5+S9/yW/+9m+lVG+wvc3XX/2Bbr8nwSDb89je3iZOYpnhiDLl+PgY27ZlJ7dwhj/slBc1dRiGUhEiNJJif0Tnvtizf2y9N3X8w8lY/lJRSoJTV0twZNBrEYc+ugqzaTlARfR+iZEHop4RB014ADEeTPzMqBoxBQ8E92MU0jSl2WzKsC7Qq2ajievcD2AxTfN+YIplMhoOZe0mImvJjagU3KtLNhX4YRTRbrXeSQkF0ui6roS2xaYsl0s5+Umr4H9h7MLT6bpOUqWFPyTBhfpjc7NEiikcj9eoc3p2JltwsizDdRyiMCRPy/RbdDEHQcBkMiHPc37553/OerViOBxSq9U4ODjAtm2Oj4/RDYPVcsn19TWz2Uw2656dnUmuMklTUMrxBKqi0Go06XY6TCdTHhwd8fDhw1LOVtEUvu9zc3cr+SfHcXjw4AHfffdded0VrSKAouFwKPdlNBmVlEy7XTknHdf1MG2znIx2e1u2OFVprGjwPT89o9duEwURluPi1ev0BgO8ZgPddulvbfPf/u7vJC0j5GRC9iacpjAeEckWi4V0UILWEbWaQCSFzG0TJHtf6vgnRzRFAVVTSdIUlYIgTlDiGKOATrslDWxzSKjwAoIzExKkTe8tyD8Rqmu1miQkhZhWpHNCcf3o0SMmozF2qwUgKQORhorUVEQhgYT6vo/tlto7cTjgnivb7D/rdDqyCDZNk/F4LF8rorZAnTZTB3Htm5C+uA+bzmazk1v8bvO+2LaNVrXYfPDsGUpRsFqtyNIUv7oe1yoFy5uyq4uLi/JezOdcXV2xtbVFr9cro1uVAiXVfoj5j0Iy1uv12N3dZVyhx7brcH19Tc1xOTh8wPXZmcw0hOzMtm0WiwU7OzuswxLNffjwoYS/P/roI6aTCZqiSvg8z3Pa7TYPHj/m5Pi4Oszg+37Fe+qoqoLrejx79pyv1uuS72w0WK1WPH/+nG63y/GLFyzns3Lcg6bT7nXxag0s2+L3v/sCzyk7s0VE2wQ5xF5uRirR8S5AoW63y2w2k/u0aZxCcLDJtb3Xft73ov/jv7yQvywoo5qSpZhKSkOPedBrYsZzVHLSvPQSQnApIoUoQEW6CLyjGRQX6vu+vMhGo5RBiZ+JCxRRab1eoyuq5H8cx+Gzzz7j+PiYZrNZNXGWcyN7/T6vjo+JoqjcKD/ArQpyQSqLSBNFEf1O9x0HIaKISIHX6zVhGJbkd5X+5XmOatyngSLFFN9rKHIQD/DOGDTNKFXtm8YmtHe1RgPV1Hnz8hV5npElKUWWYxkGhmGSZuWhrdVqkh+DkhCeLcuuiNPTUw4ODri4uJAaPnF/7+7u5KGybVt2R3S6XQoFln4p8VovlsRRzPfffEOzXgq9Pc+j2+3y8uVL9vb2sCyr7BJoNFgsFnIwq4ggplZOqRbi8DjLMDWN3/3ud2RkPH78mCwHx/NQVQ3TtHl7dsp6OuVgb1c6rtFoJDMnVdd49OQJhlEir7PpFFXV+PLLL2WUFjNEoRxrIPixTRGwSPGFIxBndb1eS6MUe7c5gVp20FdG/D54/0+v0YqiNDdFoVB0oiQgiCMargNphI4mo4YwJNM0JbwqUgaRA2/WD5sEoaiL0jRlPB6zs7MjI5nwOs1mkzgIZe308OFD1uu1HMRj2xZJUqpRXh0fs1qtpJJjZzAgyTKpzhafVdM0bMtiNBrJ4aKPHj2Sg2bOz88louZVhgr3E5RU7ptBRbos1AOiJvuhsBcgywsKchnNhJHVGw002yKMQubLBYamU3NdNBQ6rTaTyQRVLcdyi4E3EgGt+sfERKowDOl2u4xGI3Z3d2U0bTabUpEjYHahO9WMcpzcYrGALOf25ga3mut5dnbG4eEhy+VSSuRqtRqqUY42WK1WPHz4UPKnqqpiGyaXl5c0m03+4R/+ge3tbS4uLkp9oVrSPVGckqUpmlk6r06nQ7hccHFxIQcWif6vLMv45V/8G8IkZjGb0+50+frrb+i02mRhTOuwiVU5UTE2QYjSNzMYYTybkL84p2I2qODbBKgmzvbm3/jH1p9saBoKBQWZYuKjkugGr8ZrMBq4iomZly3vNctEoxzIs4pjsrzA0N8FQEQrv4gqQspkGIas15IkYbvXJw7KA5SEpZj06uqKVquF76/kwR0Ob6viNGE4vCUIAsm9CC8uDDYMAtI0Y39nl/l8Lt87DEPiPEK1bCig3WpxfnVZpsRFwe7hAXl83zYhIrUY5uJa5aYqKCRRSbqqBaXypPKkoitZeE1FUVA1lYL7OSSbWcBv/v43aAXs7e9TqzkoqkqYJoyCJREZelrI6Uti80XLiOmU6OymsuXg4ABA9vyJkW9C7XBwcMBisSgPWaWsaG5tsRgOoSjodjrsDnY4Pz0rZyNSTo4SLU6FqsjZH3d3dxwcHEj1ShqFUsm/1e+hkGNbBq1Wk2ari2k4ZHmIbhol6KaDV3d58vQJ69WC6XTKfDXHa3hs9bdAgdVsxtdffVWCHvM53VaTi4szOp3OOyWJqLGEc9u8/+JLlCsC+BDOfjM4CAe2WdPdB6F/IUNTySgKhUJJydEp8pwcjeFsRbdm0rMMXNdDIUU3dQpNRSkKijijGsEg06nN9hPhKYTRbAo4Ra1SFIWcQry7u8vOzg43N1dS4tXr9Wi32/zDP/yDTAGE4tv3fVoVwHF9fU2jcV9PlpybIfu7er0ewdp/Zxqt0N1FcYxa3dDlckmv15PzRcSmiqglCFeROorhrZvc2ibSWIA8BGJm/tXVFZZl0arXGY1HxFlCr7omtSgfRJFlhUy3N1ttbNumqP5bePHVaiUR2/l8Tr1el9TFYrGg1WpJjy48uWmahIsFr169kvSMV6+z//ABd5MxeVGwWJdToNu9Lre3t7IRuF6vMx6PCYKAJ0/KmTFxHJdGl2Voqspgv5zPaJk2mqFjKRbtrS3evj3h6OiIxXLJ5dk5lq6hoTAcl1F8MZ3JrEMggG/fvpVliyCVy3LnfnzcJrooDESkkJv7Ib7EcxiEkf0QRf5TDEysP7lGM/KEgoJc0cmUSmirKhRJgKdlPOnZOKaCaxTE0ZqCnEJVSZIUR3XfYdzFh9zUoQkgRYTpoihQ8jKlECO9Z7MZu7u7nJ+fc3i4z3xeDl0VD22YTCayjhOHTFVVyYmVoMkKRVHlPPowDGWLThiG920/CihGqQd0Kh2epd3XYUL9IoxMkJy+79PpdMiq9DSOYylslnXZhjYuzTPyapOFYW+OMROonkgVm5VBaJqGqWpSHC34SjnLQtfekRjB/XMBRF0qqBWhOxQ1mgA7bNvmq6++wjTNkhrQNEaTMbu7u7Q7HU7fvpVoaJ5l5Tht5X6QarPZJMtzojBCMyxsx2FWjZsTjanL5ZLB7hbffPctT5484eTkhMlkwv/yb/8tL7/7nni5pN0qnePp6Snj8Vg+e8C27RKcq1JmIVLP8xIzYCOt26SORI0mjFCcO2FswuEDEjAT6iZhmKJ220wd/9kd1ptrs39UoQybWQHoFiE6t4uAEIMYFcOpoao6WZLKm7/JP23WbHA/J3GzuU54/dPTU0zTZDqdYhgGy+WyGkAaEQQB9Xqd4XCI7/usVisZWYRXrdXr0pjLkXU+nudJLkZA4wLkEEilUC0I+Fc8UkrUdXo1+sz3/Xc+twBPROohHMzmeIN3hcv3aK0wKjHUU9M0dMPAcV0Ju9uWhaaWj9ASA2tEXScyAfElUh1hZPfyrFSmfFEUsVgsmM1mUoMqXiv6And3dwHK0XeUwMBsOpXXF8flswREr5gYCiuUL5qu0e40efXqBZPpiFrdZTobU2/WaLTqfPnl77m5ukDXVZIwwDENxrc3nJ2Uki/xtJ8kSXj8+DEfffwx7Xab3WqO5P7+vqRLRKfIZloozt8mOiwQ7na7/Y6jFM5IZEub4ylEyrn5yK0/df3pYIiisRn7FAooFApUMkVn5PtYQYqh6qwWM/Qipe7aBH6I4iiytoF3uaJNJn7zw+d5+dCBZrNJHMeycIeyeF0s5hwdHUkoXdM02hUPIwbKXF5eSi8mlP6KUr7/3d2d5GP29/dptVqytpOTnNIqx1dVMlUlWPtyQwS6KVIzYfSbxLxdzazYHEctIvnmtRiFIY1x8zV5URClCYqq0Gg2efj0KSfHx0R+ObX3+voagAcPHkjDFu8ZxJEEgPRKRSPmnIjXCCTVNE3ZqiR4TeHdbdtmPB7LhtNms4WKQrPeYDlfoCmqnKURJGtp7GI0QafTob21xXdf/xHHNsnSjOHtDXGckKUJi9mEu5tbFBR+/5v/G6WAVrvFxesTlCSjyAuCVZkZ9NodHj18xORuWHJqRcFhNfnrN7/5Db1ej36/L89TvoH+irMn0kgRtV68eCHRcsGLbT5/YZPTFAYL96m++Jv/YoaWKjoFKioZCgVqIWKcQopGajV4dTNF32rS91poUUARJLiqzbpK20TI3rx4UYOJn72jO1Pun+ghFP6u61aPk3IlOLJYLMjznMPDQ44ePmS9WpGmqZyWvAm+aJom50y0WqVWczKZyKm58yr/vxsOqbXKh0+IGkoYrYgKYuqSMGJhZCKyCY5rU6YjaAOxwjAg33A8ovAOgoAkSzFdhyzLSbOUv/7Lv8SzHXYHO5iGKac/dbtdxuOxlLDN53Ma7ZY02qIopPRN1Eri56vVinoV9QVHJsaqC6nS4eEhe3t7rFdrWrXyyT/r+YJgscQ1LWajcVm7cJ9Si/u1WCx4/folpqHgr9e02x2CYMndzS3BcsJ4MkJXy2jsGgar+YJZHLGcLdBQyHVdCgVub285Pz+Xo8EnVZfDf/7rv6bRaPDpp59yenpaioGzTN5XcR82gQyR5luWxfb2toxmwsltppGb5YwgsMXfEVnDpuH9z9afnDpWsavSPUKuqNWXgqLkaIaCYrtcrFKuAkjcJpmiYhoqda+G5zZQdZskU0vm3zKwfjCh64e6sSxLUFUoigzXddB1lTD0mc0m3N2NWCxWmKbN3t4BjuOyt3fA57/7Pe12V4o+xY0SChFxkIT3F2pux3G4uyv7rWaLOWt/Tc1xMTWdYLkiT1PCJKbWbNBot/CjkPFsih+FdHpdWXeIQlzUPbVaDbRq7qNRjjxwah6KXk7OyrOsnK6FgqGWRX8WJ1i6Qb1Wr8anm2iGyZOnH3D06DGFohCGkXxoxMXFBZPJRKKHop0FkJ5bzEkUUUsYgpjFMq6Gkwr5V1GUA2dXldOaTCa0Wk2GoyGmZco0XTiPzRpcDLwVzzpoNVuQiU7qG26vb1guFsymU1qNFpbl8ODBQxyvxi/+/C/YGuySKgp+lhKnGbv7h7Q6PR48fMzu/iFhnHJ7N0LXTD7/7efUPI+fffIJ52dv+f3n/50oXCGKHUmjVMYixM1JGNHwavzsw2eEa1/qUJX83jhFdN5UMm2WQT+U1r1v/ekSrOrrR40wB0XVSVNYr3yiKGa730I3dRy9NKIgjCqPoJDGMbZlkua8E9E26wuVe9QorR5IF4Yhq9WqeuhBu5xsVRR8+OGHaHo5C7F8AN5C6htnsxli7HOr1SapWkIE9B3HsdRDCtTPcRwGgwHjcemtkzgmiEI5Qk/wVKZpMpvPWVcjHAQIUqvVJEdo2pZEJEU0FNFZQSmn8vLuKG3DMMjIma5XxGGErmns7x8wnUzwVyuiMCTNUobDIbu7u1LcLIxKUVUuLy+l3hOg1WrJDoDJZEK73ZYOTnS0C45TPPzDtm1a1eOyXMct9Y6VkkSMeBOpV5Kl0sOLWrVsqHTotBqs1z6NRhPXdSpie4nj2LRanZJKaDaZz2d88+23OK5LvdlksLMrmzKFkqVWq+FWCGP5BNlynqjl2DTrdT58/oyTk7fohimNTGRURVGQVA5OzKERHSGiJqcCdEQNLqgBoWHdBPU2y6F/EQnW+5ZaqKiFgqqoFIpKoRTM1iE365SWpdHM5wRxgqro6LpGnpcphm6YpWYvf3eK1WaHs1iCINQ0rZrtVx4kwzA4ODgoZy1WDzQQ9ZbQXwpZ1vb29jv1iHhKJCB1dwKOD8OQ2Wwmh/Fs9tWJmy/I+FqtRhYn8qkijx49kt3daZqiF+b/gPxt9rQpUMHRZcNjARUSWUqr8jjBq6LUVr/P8WRClqbM7mY8f/5c1lm6rssHRaqqyu7uLpZlyXpSpJCiJ1B8BpEijsdjiqounkwmuG75rDXxrLnr6yuiIHxH5ydQXZGai05oQduYZqlXvJ5OiCsKxXZcNN2g0+miG7rs+FA1javrazkWL89zkrQchafpGlmelaqR6vnUURQxGAwIgjWL6ZSaU0bi3//ud8RpgWHdD0IShpPnObqmoemGhO593y8jb9VOtQmEiWgmwC9R2vxTgBD4J8D77zc0UPMSLCmUApQMVQUlj9ntNdjXxmiKimNbpHFKGidkWYHluPjB+h11Bmw8SKK4h1Oh9B4CSFAUFYHYtdtt7u7uZPFvGDqLxbzM4ycT4jjm448/FpfMbDaXCg5hHOLpJmLKr23bpZC1Gn5q2zZeo85kMpEpkYjAYVi2fqiqymAwkAOKxAwTRdckGLHZgQ1CoW7Ja/Z9/54Lsi0mqyXdZotOq0We5nzxu8+ZT6cYms6jJ48kJyYQN6lw0Mr5mgLGVxRFGpggzgWaJ95P3OMkSeSg0tFoJGeyrJZLbNOSAIswbKge/evcgwnC0+u6TqfbRVORsiyxp6J2FpHU9/3yAfFeOVuy7CFL5fnYrHPL8wGGpuMHKyaTCev1EsPQCQKfVrtPvdWWSh6RLSRJUqpPqhF8omYWn8E0TXLlXf2qqNU2O0s2I5r4bP8iEqz3raLywoVa3cA8R1MUdN3iarJke79Bmqeo+f3jirKsQFUj+cE3LwrKGQ228T8+Zkd4JZGGiUJZeFgh0xGjFMRhEwz/7e0doMg6RFVVtre3mc/nPHz4UD6kTxh1UZTPfYuiSM4cETP1xedwXRfbKPWL6/Ua3/flwyvg/kF1wgsLtUqWlePmVE2j2WyyWq1khAUIg6A09tmcwWDA6LocB3Hy+jX7u3sUSsHl5WU51GdjKKtpmoRJLKOYmDIsQBjBowmkbVPXKQxTCGyFqHtTcyrG+wEy9XZdt+ylq1I0QHJ2k/EYyN/hpESzrziool/s6OjoHYrCMN594Mim+LvI7p/QOhgMmEzKB1NqWhn1RHYjnJsoIUzDgOLeSASodE8BvNs5Lc7e5vvLs/8nktb/MoYGpFoGSo5SFGiaQk6Bn2So/w91b/Ykx5Wdef5899j3iIxckAASQAIEd1axq6RaTKq2ls3M2/yB8zg9T902TzMyk6ylUomlUnEBSZBYmETukUvsu4ev83D93gyUVJRspFax3AwGEkwkM9z93nvOd75F0/n06JJbrQabORtdSzVbjoWf9kryh5VzHVkKRWGgegY5yAUBiRcKRV68eMnjx49fk5iHYajkMfl8XhnCnJ2dKW+/XC6vmCFASkIuKn5ivV5XqaNyR7dtG8O21Okhof0gVRWHK8GIX0ev5EORw+YgCFTOgCSm2o6jomn9MFCeHL7vU2810W2brO2gpcPyFy9eQBxzfHxMNp9VIYG+7yuzWVlGypJQnsByzCAXnuwVJfVNzgtl1SBzweI4plgsCgfj2Zx2u/2a+ZBk+YxnU3XvQbykklTgZjIEodiIxxMRjBKEAkSJ4kApO+AGhDAMg8XcIwlvQg81sQrUjM7SDMJInDbVahXHcRiPhZGR7DPlJivfjUq5TBQKz831mdjN3DN+baH9LgH5d2d0/5rr32WhQQqUJDcgpg5YuvgvoV6ncz2n3gpxY58oiTDMHItVhOGL+Y9spKMYMtkcuq4RhRGmaZMkAUmi4bo3TPP+cMj+G48wHWExsB63ZDk2RqoOt23BRdzb22OYDlk9z2OSmtGsD58vLy+ZLua0NtssffFyZvLCQnuxWFBJ3ZTlixvHsSrZkiQm1gBDp9YULPVE11iFgSKjapqmGO3SWsFbLslqGoZlM+j2GA6HBEHAD3/4Q2bjKflikYzrEiyXfPnF59Trdfb397nsdCgXBUr49bOv2bt/n5W/IiJBt26igmVfGUWROq3L5bLyT5Ejj5vTBRbzZVpKJkRRfLOo4ohme4OTVB83Go148803OXzxQvizzMRnnE7E+KTRaChrcW+1pN/rqf7Y0HVWUfdehFgAACAASURBVETg++QLRbKp1YCmaSSGThQnZNwMS3xWCw+7YJFECYYpeto4jomB2DIIQ51CpUK/18VybDa3d3CzOSxL9IgXFxeKDFwulwmjSOSqgzpJkzgRzKfkdVBufZGtz+Pkv/9rF9u/20L75y6NlOaoWxBbXPZnbFayWJbBdDYlQSfRTMI4Ul4bpuWoBjqT7v7wulZLTu7L5TL9fl8ltMivM00T4kSVUcPhkFWqBI9jkYazHmy+rgqXGWlSXSxLPqlLk+mY6wJQCYygCTqWPCkljUeyCiqVimq8JTxs6gaj/oBhr8+g2xMvvKbRv+4KHqPjcnZ5pbh8w16fp94XJEnCYjpX33c0GtHebBOkAMt8NmM2mynGzObmpkLO5Gdbpx5J1DKJUf6c8iWSJ6NhGAqFlT3cxx9/fKNkn84VW0XGKMme9uKyo4AFef/krM7NZtBNk0xqeiNQxhxhLO5/MQWnTMNAk1xZU1g/rMIA07GZzRdkczkc08IPPKIwxnUNRb0zDENxOGWJLBn68rOuD6VlRSLfuXWe5DoVS56E8v35vWvh3wMM+ZcuLY5IEnD0CEcL2CoYNHImrhERxoZA2mLhzlQplwmDAM9bMhlNXhNe5nI5hQoZlkkYRepGrTNLNCAKRJk5mUxeK5FkDyQXsCQNh6Gw3r7sCom//DuSk7cOJkhZjxywrxOGZXkrS9l1T36Zxy0Z/3Hay2poqhH/9a9/zRtvvIHv+7RaTa6uxMzJTeFy6W05Ho+plmu8evUK07bY2b2FZdv4KXRfr9Ve+znz+bwiFks3KM/z1M8nNxPHdlVpKQ1FC4UCuq7T6/XI5bNK2xcEAe12m+VyycnJCbVqXRmPws1pEQQBpbJI/pT6QUk4rlarYFvq5c/lcpAiuYHv0+tc8u3Lb2g2m7gy7ioVxEYkzJYLysUSnrfENDSIYlb+EtNyKZVF6MdisaDT6XD79m3F2pHIqWTty8pGLiL5z+unmNyQ1snIEtjS9X+Dgeq/z5WgkRBrOp7mMksy9BcRKywm0wVLb0UUJziZjEg9SUK85YxVWmpp2o39sgQRLMtC02+CB9YhWdHYB2oove5K22w2MQxDZHlVKlRSO+z79+8rzhuIBl+iXnCTSLLOBJAPQfYjizTYcF1dLf+OLM3kQ1QSGV3HcVz1Nf1+n5/85CdMp1N2b99G03Sury4JwwDHtnj3/fcYDQdoQDmlpknUb5rOFpfLJbVaTUDjab8obRjkENnzPPWzAmo+JICk1WvmqvIUdByHZrPByckJ+XyeeqPBZDKh1+upOZQ8wWVFsK5LjKKI3/72tyKmOR2dSBYJmoaTgjIJ0OkIZcaXX37JF0+/JFsooJum8GVJErwgwAsC/FDQ7XKFgliwQLVWVRXKcDjk1atXjMdj4QOZ9q4SEZabpDxpZZyvPHwkOCKftTz1ZRWwfrKtl5j/3PUfcqKRaCSaRoyOlkQ4iYcVe9zbqFBxoVTMs1rMmE0nRL6HZWiEQcgqiAFdeRcqnVqrRRBHar4j9VDSIUvTBLtCLkKZ2SZPRBBK3Ww2q2Zm8t9zxYJyP5Iwtmz45UJcv2fyhZalre/7arAuS5Z1WHhd4WsYBkkk+HxyMUoUTUD1Ftedc5WsWi6XVT/a7/dBt3njjTcwUqcpJ7U/6Pf7VMpl1fOsy47ky3JxcaE8MuVLulwuqVXrgNjhJQpqGIYgX/d73Lu3pyqA+XyuTi/XdZnPFq+dGNVqFdt1+eLJEx6/+QaLxYLJRBAJXNelVqsJH08/oFgscHh4SKlQIozEc/u7v/0lbjZDq9VSz07qB13XJZPLki8U0E2Lv/+b/8FyMcM2TIqlPPliBcuy1f2UgI28D+uLSM7L5CKSz0dSruQGop7ZGkoKqDL0u0Iu/gNONIjSmZdBCFFApFkstCxHowDdtEg0neF4RBTFuI6DZRiYhq7KvPWdRr448gZI7lmz2aRSqagyT6KOlUpFnWLrrlONRkOhidJWTo4GxuPxPxnoykUmH4D8XcLUSZIwm8/pD4bK4lqyGYrFolITSMTyBrI2XmPry9OwWCwShSFh5HN49C2anjAc9ZlMR6z8JYZp0Gq12N7dpVQqM07tA6Rtn5SOyO89Ho9VdRBFkYg8Tk/2UqnEaiUoXbZ9w5CQP6tk5Osp42Oa5o2VSiVl4S5neIJ4XFLD+uvLSyrVijJ4lb4ucvO4uLjgi08+5fjgFZ/+48ckUUT/usvXX3zJRup3ks0LJ7AYYX4bk+BmM+TyeXrdLn/7V3+lWEAyxkqiiTL/QJ5kcAPZS8BI/vl6BSNJ4esn+/roab2PkxXVd13/agrWv+US9K2Ue6Zpgj2im4RRwuVwSqxp5HWfef+cjKUR6ToTPyGOYogFUhSRECUJ5WoFPwzUbq1pmmIRrAcR6KZIUqnUqgyGQ3TTIIpjRpMxq0CESPSHA84vOoRRxHy5IF8svCaRkKWFvPES+ICbsgJEifh//79/yX/9b/+dj377W/7uN78hm81ya3tLcQs1Tah41z0hDcNgNp8RxoL2o+k6juuiGwb94YByqYBtGkoR/c6Pf0yrWmU4HDJfLPjRz/+M0bDP4fERAK12m8loJNJvlh4Zx8XUhQV6tVLhsnNBqVCkc3mhyidZEklicRTHmI7oZb2VRy4vEGDXsjBti8OjIy46Hfb395nOZoTpJhNFEaVyKWW2CHQwk82IP0sScobDZDwhCEPu7t1jOBljZ7OYGZdHDx8SxSFvvvmY46OjlGKVpVatYtkWGmBKzmIcU2u0MG2bF18/5fmXTwhWK9rtFtlcjkwuS6xpxFGiFpi0D5SthQQupIdoNpsln88rZ67pdKpkNJKwIBdZp9NRCoj198OyrO9Mk/mfijrKSxKRARK5q5AQaxBqNmamgBkuaTXqhKFPEMUYtoujacR6IJgWKVUnimOms6kyFJXNaj6fV4tBzqJyuRyvXr0ChL3c9fW1YOMniXLKkiwQXddfs/KWO5g0aJFN8LpSVz68/+ev/wcff/65+oyet+L/+m//nUIux+OH+6/1S+s7q0QgpcZJzmiKxSKZTIaTw1fEgch8i6IILbmRvYRhyNdPv1QP/me/+AVPP/uM937wA64vLljO5mrTkfxN2xZkYHl65/N5BYKAOOkt2xbJM7JciiJBRVv5RHHEZDTgpz/7GcdHrxiNRvi+z507d3Bsh9D36fX7nJ6e8uGHHzKaTGg0m5weH5MxRTyS4VhEUSiQYg226lsMJmMFzOSLBYJIlJ3z+ZxKscBwIvpswzSJ1zbBMApp1Ko0Gi1iEjRD9O9+EOG6zmslIPBaqbduGSdL6tt37nD46pW6p3Ecc3p6SiaToZyW4plMhlqtpspHKSv6l9j7/yEL7fdfOmEU8O3hKaU7FWbzOTknT8XN0hvPCaOYUCqUbUtN5tfnGxJ6lZbassaW5WMURdy+fVtxHeVQWcLL8HowuCyb1j3X5cKTJeI6a33peXz65Zf/7Kf7u3/4Bx49uI+maa8hfpJjJ0sVeeLJEQeIl6Hf77Oz2RTh7ekiDIJA7bgP9vd59NZbnB4e8uS3v+Xe/j6DbpdOp8PO5pYI8ktTeY6OjpR7tJYmiUrWiLxv+XxeNBNRRK5QwDJ1FvM5hWwGq1Tk2ddfc/fWDk8/+wQ0IbgMgoCvP39CsVRCx2KxWPDO48e8+PIrlsslF6+OWCwWtPcf8uLlC3bu3FZl6d7eHqHvc/DsGVtbWyIRJk2MkQvkqtfFsm1lS+A4Dtl00FzM5zm56rC5uU0YR2RTBo/ruoyGQ5V/PpvNXkOlkyRRp5C0grAsi7/+q79SfEfJONrd3VUb2/o9kxo/2b7Izer3v+l/4EvTDKJEYzQLWGkOuVINMIhWK1YLsZubpomGqJ2jdA6STW3HJR1KfK+b4eF0OqXb7QpPihTivrq6YjAYqNmKLAEkG0Ka2cjBNtxAur87W5FjBzmbkdePfvCB+udF+v9ZLBYUCgUqlYoaMUiQYR1ZBbHoZqnxqWWaih8pwxalv8nDN97AyGSYDoe8fPmSNx4/xkrZJ/V6XUHzsk8plUqYpqnUxxJYkKcDiJHEdDKhc37OydER3esrvnnxglqzwcnxEb63YDTsU8jn2Gg2MHWNs5NjyqUCpqbhOg5JHHPR6bDZbuOmi+Lh/j5hHGC7NrZjMZ1N2NnZIgkDPvvkY6VSl1aDsnfyPI9uv4eINBKltWWaWJbNeDji8NtDxcdcrVZ0u118P1DKCdJ3Bm74ihJIkb4y64RrOcbY3d1lc3NTJajKjVhWM1E6VlqPYpYtxe+7/uALDTQizeS8O8bIlMFwWa58wsBD00gjbzW8tKxLpOB0jQIjdxnZA8nyyklTTp4+faqQLjl4lQJSmW22WCw4OztbAwVsdZPXmdzrXL4oimjU61RTiB3gHz7+RP3zTmrtJhUDw+FQDbwlxC5L0vXBqJzdOa6jzGdl7pl8UYr5Al5q4iNZ+p1OB0278buQm4kcT8heVhqRrrPt5ZxwMZ/jOjb37+1x69YOEHPw9VdM0zKxVKlSrdUJo5jxZIrtZDBMi7v37tHr93Fcl1q9znQ2o9lqcWdvj96gz2X3GjSoVMq02hv0rq/5zUcfMeh1lTpChkckSXIjNXIcdFPMWm3HJo5i5rMZg15fSaLk6CabzbK9s81kMuHk5ESBHrLHLhaLarHk83mWy6XS4+npsFyCNMPhUFmda5pGpVpVVnqGYSgPf4nOrvfe/9z1By4dIUEH3WERBBx1+jhahelgyHI6Zhkk7O3dI18ocHF1ST6fF3MxXSdYUylLIESWQdJebDgc0m63lZuRdKeK45jz83OVJSZPs2q1qk4uyZ6QO9b6ySXnLt3Udvx//9/+V/6P//O/vnayVUol/pf//AvFGpAEXanlWke+5O+yPJHk6Pfe/4CnTz7GMAx2d3fTHdun3+8ThgHfHHzFxsYGcRxz8M03AAwGA7a3tzk9Osb3fQGczOfcvXtXDZolQiiHyRJhu76+JlgtaDZrPH/2lYg3iSOOjw8BqNWaWJkcCz8C08a0dYqGQPc63R7bd2+L++wtwDIo1WucX18ymI1xXIur/hVfP/8KDQh8ocdrNvao1zco1et0jo9VmOTt27cJgoCtWzvpPRezvIvzC2q1JvPJRFgppKOH+/sP+ObbQ2q1unLAiuNYnVJytLBarWi1WgpJ7HQ61Ot1Pv7Nb6jVatza2+PF06cKkb26umJrZ4fPP/sMTdNotVqC15kmJUlO6L90ov3HzNG+4zITTYAlkUfB1nm0VUJbjrg6PsDJl3jrzTcI/IDeeEylVuP8/JymlOPHN6Y7koUuy6DpdKqCCOQNAdRLnySJsjSQu1a9XldSClkmrhvASmdiyay4vr5me3sbgMOTU3750Ucslkuq5TJ/8ed/TqvZEGHw6fdfB0MkwCJ3W1n+rsf6ZiyTcqXAP/z93wsX3SDEcTJopsHe/gOWS9ErHB0dKe6mBE56V9eQgGGKF7HVatFIh8yWK/rA9XGHruuCABwHVColhsMhSZQwGPRwbZuMm8F0M+h2Rs2y5JxJ2TXoGoZ+Ix5dLpd88fnnvPHGPpfXl6/NsyTI9P5773F1JYbwT548Ieu4PH78WPFFraxDEIcQweE332LqJq5l0TnvECchmhZy9+490DWqjRaXF5f4QSgYRmklIm0lZFhjqVRiNBoRBCIPQAZZ1Go1js/OiHxfGc2en58DqHfswYMHXFxcqLGQ53nKK+atH/3J78X4/6ALTU9ijDgm1nVEkFKM6495c2+T3slLvMTg5x++zeDqnMnCJ9Qtwiim5GgYpk2c3MhqJGghy0bXdRVrXtqIr/v/r3t5yEUl/64EVuTA23EcxaJY/7pMJqOG07GQbapTQxJ3NU0Yqsp5lCxz5SkrF6G81ku5QfeKKPLwFx6mYRGECZab5a0ffUjo+8wnQ05PT1VJO5lMWCwW7O7u0izVefXqFd5qRblSZmOzzUe//jV37tx57UWXL77v+0ynUyrFIqZpKO8RKd4EcFwXdENxSAFFJxPmriLPrZDLY7su424P0zTp9btki4IckOg6tmOjaWBlMkwnE7zpgsvzDuFyRbDwiLSEMIpYJRGZQp7dnR3OT88wdYNaqczwusdsOiVXzFGpVwjDOB3PlPH9gEKxxCSdG8pnnclkxDA/daKW80a5edq2zccff8xb77xD1jI5Pz9X5IhGs8lZep99X1Qoi8WCfr+vHJTH4zFv/+Snf9iB9e+7Yk0n1E0iDGI0InQC3eKw08Uq1gnNLMOFT6IbQEwc+tgahN4CPf1I6/OR8XjMJFVZS6WwFGZalqWIsOvoopTbS3oOoJDJdbqNLO8knUuGJwyHQ1EKojGbiLFDEsVcX15RqdWxTQvbMri+uiAKfXQtQSMmCn1IIizLVPD++mlmmCbD8RjHzZDLFZjN5oyGI2bTEU9+8xv+/pe/5OK8g++tyGdzjAZCDHr71i696y6ffPoJ8/kcN+OKUL+UY1gslahWq2m8lf6anCab2tr5vs/FxcVNFl1Ke1vn/K1rtCSwE3g+wcqn3+tx8OKFshlfhSG5QpE4dZ7RIrg+vyaa+1wdn9PtXJA1TUb9HgkRehLjOjaVQp6tjQ2Ojo5EfvR0yqvDQwzb5I0336RYLNLrCSK2BDUMQ4xkrq+vFTqbzWaxbZtev8/h4aECh2zbVp9XltwnR0cK0r9z5w6FQoHPPv1UkZHPzs7U55d82OFw+C8OrP/gpaNwrReTNp0IKwmxtBibiDCBt2+VKeo+83EPJ1skikLMaEWoWeimrUoyQDXGckYia/PpdEqj0XiteZW2BZLYOplM8H1fhVcoFe/aCyXLEAlivCZIjSIl9bAdh2a7DXHMoN/n2dMv0XQBnty7d0/sohLBSgQ7RBJ7JRgipDxjTk6OuNXeIlit6Hd7ZHJZssUC4/mMwPPZ2t5Squ6zszOiUAxX9x885Pnz59y9t8diucTNZKg2G3SvrlgtbkoeCUTI8IvpaKiUAuuKCUCEcXDj/BuGIlLLzWQ4fPWKjdYGhqGjazqT8ViUn0mCnXFp72wTeCtIEp5//Qx/saSUllwPH93j2dOn4n6aBrdu77LyfcaTCZrlkM3luL13jxdPnzLsD7i/t8divmA46mOYOp7nU63XMCxRCbiZnFIw5PN5Qfdqtfjbv/5rstks9+7dYzQaUalWefrll7z99tsqwkoIbYeq1JQuYTILz3WzKlNBJrPKTau9//B/rsL6334lijkSoxOgESFezOUqxNY9oihmNBqi6QbVggvRjfGo/F1CsHDjry5JxaVSSVkFSN8HKauXN1W6Yk0mExXbtG49kMlklAeJLLlUCo6bYTIaY5oGru0wuu5yeHgoHpCmEUUh3mJB7+qKYqlIGMcis9pxX0M0V6uVKnnz+QL/6Ud/Quf4BMMwyWRdVt6SVbhCMw0ePnggdtmTUybjsXjwBeH+++3hK1aBj5PJsPA85ssFwZXI+47SE1+WjKPRiFqtppDQTCbDyckJu7u7r5FsEzS09P4mSaLSV05PTlgtl1yfnTOeTrEdh0eP3xD9cxhQq9dZzue4ts233xzgzWe4toPnLXn7nXc4ePoFlmFhOBZ+HGFlMmimRblWwzJdLi4v+eLjT5jPZrRaLQajkSj74hhTE/FZEg22bdF/SomTRF4XKRBSr9ex0v7q4quvKJVKdPt9pCs0iIpmd3eXV69esbGxod6TVquF593krEnUVpbg33X9wReaTojAHtPDU4Mw0UgSjWI+x61b2+jjSyahh2M4GG6GMIrE6ZeeAlKYKQm9sn+K45jNzU3Vf0i1b6PRIIpEHvF0OlUlgKzZhRvTWCmoJXAhb+hqtaK9tYWXar2KxSJJGGGl/ZWXzs/KpRK6prGYjwl8j+2tNldXV/i+p+ZaZiy8FFUJulaC2I5DpVZnPBgxHQ1TjmKGyWyKoVmcnJwoUrAcV8iTuNu/5tGjR4rzaWVdJukimC9X6t4Nh0PVZw6HQ06Pj2g1m9y/f1+NRCQoFMeJYvZIdFba9SVRzPXpOdlsljf29zk9PmE0GfPw8Rt0Lzq0KhVW8xlJsMIxdXI5lyAKefbyK7Qo4e79ffqTEZV2kzCOyRdLBEuRAlOv1TANg0G/z8OHD/nq+TMKhTwxEdPRkGKxrJ6L561A0/HTeCi5EKSlYK1Wo9/rYVkWP/iTP2Ha7yvEGlBjncViwa1btzAMQ5X0crYqy8Z6va7+fLFYUPuO9/w/hOv43VeEvmZkJ3ZPjUTXCH2PbOQRzEa4jk5iWeimhRbr2CnAIWcvkh4jj3G5MGSv5nkelUqFer2uerZ+v0+j0cAwRPMvnLksZrOZ+ruSdGpZFv7KJ05iCsUiuWKRJIp48tlnZN3Ma7o0SdVyXZedO3c4PjxQQ1SJgMmSA8NiFYhStdFoUKlU2GhvkEQh9UYTTdf5+umXrDyPWzvbVCtlev0ecRTxww9/xNXVldhddZ1qpaJEmLl8gcfvvstsMmY+n9Pa2MA2DPHC9vqvGYHKk6zdbqMlUCwWFIopmSUgIqa0NaqRVC1o6RigWasTxhEHr17x7rvvEicx11dXXHQ6DC4vuO5e02o18cOAyXyOm81wa3cHVrBYrWhtbTGZzXDdDLPZnHq1xjcvnjGfTDg5O6ZWrzGZz9l7cJ+l55GxxUC8VCrR3GgJhDeKyGQEd1HTdWF3YFk8e/YMgFqtSnvnFlcXF3z55AlhGCpzpjAMqTeb+N6CZrNBf9AjCiORw5ACK8WieJeKpSL5XF6ZxGqaRmWj/Xu5jt+Dhaan55n4hWaAJh5eqGsEkyllN0OhmAEbAiJ0X8NfrYiiULHC5SxN7j4S5JBHvEQkh/0BjmVh6ga+t2Ixm1PI5ZmOJ6BpBFHIeDxRHomlfIH5dEYYBMwXS/wwxPNXDIc9er1rBleX1CtlGs0NCpUKSRyTKxTwlsK2++unTyEWZaPrOIyGQ7KZDLPplO71NY2NLWLNQNMF4fqTj/+Rl8+/IvJ94lhYOBy8fCmQwNmE4WBEvV5je3ubJx8/IdGg0qhzcXUp+tHhiIzloBkaF2enEMdkHBvbNOleXBD5PlqS4No2YeAzGY+wTZPQ9yGO6fW6aogr9XyyJzNNE1M30BIwNB3HstESIEnQDINAj7CzLu//4H2msylPv/icRYpuLoKAMIFas8VsvhQK6iAiDCIc16VYLt08k/mc1WLBcrHEcnSm8zFBGKCbJuPJmK3tbXKFAovpDH/mMRiNOL26oJwaylp6mkxrWTQbzXR0U2PU77NYTOlfX3F79y61SoU4jFjM5zz76mt2tra57JzjrxacnBxhmQbecsF8NiWJIwwdYs2gXK2KDUfXWPk+i+WSRIN6e/MPSyr+/3dpJHFCkEBvMsOybbxwwWy2IPZE5hqIsgt4TWBp2zbX19eKBSHZIr7vk0/ZIM+fP1do2/Pnz4njmHuNOpO5aH6LhQJXl5evAS2ZXJ5yrUIQhmztbhOtVhgps7vbE/OYly+FYVC9XsUPfEqlAknWJl/IqeD7da6m768I4gQtSVhIda/tMhyPMCyLwUjYNBSKRbzlnOl0jKYndLtdlp5H1hZW2aVSiXZrg8hbcfjtK3IV0ZNutNs8f/ZMnc5S1iEZKvKeyV/VapVcLqf4gXIMIpJ6MrhuRoFK8u/EcUyUxJiOiPO6vr7m2dOvsG2bzc1NhczJEYzspSUaWKnUiJKE7mCAk82Q1R00w2C5XDBbhGzuPmBTS2g0GxDHBKvUwLbfw1+sKNeqNHJZQTSPfKIkxs1kKKTi2Ew+x/nxoQjAWIX8+Cc/4/z4jKOjI95+913odPjZz37GYrGg1+vRbNRYrQLCcEy5XMayNPJ5wSAqpW7Oy+VShatIveN3Xd/jhQa26YCe0Jv3KJcMLNPhzq0muVwR4pgkipRyWA6lpfmOTAOdTqfqhJPztaOjI1qtFt1uV0H1y+XyhlxbFAz/Bw8e8OzpVxQKBba3t7HdDLPFnHyhwJNPP2HUH7BRrTIYjZl7wiG42WjwzcuX3LlzR5SJkwmOeZMgUywW1cueJAnTyZhsvohl22Rclzt39ojjkKurKyazOUEwESdOyji/+847HB59SxiGwjjWdTi/vOD9999n5XkcnZ3jeR45Suzu7jLo95lOp6rRN01TAUMSMa1UKsrGW4pL11NzJBdU+I2IF2pdHyi+TyqoTFJqWqNBHInI3F/+8pcUikVu7+3xxWefKeJvuVwmk80ymIxZpf11rpDHME00Q6dQLdM0HbK5Aq5jc/LqgN2dbSarAaevDhkNh+zu3CbWoFapsPJ9tATVNqxWK9xUVQBCTrW13SZceWqUky8WWRwcKLdq23a4uLykUqsqVHHdZU0SHubzuQLIJGXsu67v9ULTYw3fsghMC6fYIK/F6HHM2cUprmFjmxalUkn5YazrhqT0Rf4yTVPM0ZKEzc1NBZjIslLXdUzHxnRsCvkCw8HgNcCgWq0ymkyp1mtKYrLd3qTX6QgibDLGNg2G/R7t9gbL+ZRXBy9ZrXwqlSIXFxeKiSDtB5rNJueXHRrNiEKpzGIRYTsOtl2g3twg42YY9HtoccRkPKbVavD1l0/xVsIfUcpvqrUay+WS2WTKaDSiVC4rHqBUIbz33nuKZnV0dEQQBLz//vscHx9zfn6uwALZs0mGjOx3ZR8L+mvCW3mPDMskCH3hbrVaoekaruXy1VdfUSyVGE0nnJ+foVsm7YYY8spE1vnCI5Mix5quE0Qhpm6RcR3sTJEwCpnNpiymc46+PeTy7JTtrS3sXZtbuzuMhkMK2RxnxyckhkA6C1GMYZhcz65wHJvlYs7DBw/QHZNf/c3fksQ6b731FufHx8xmM0qlEgcHB2IEs7+vhLPz+Rw/DHEcFzSNq6sronSDF6edmC/W6/XvfJe/1wstWIXMA49MJkuEjm2YxP6cQrGAkejo8Q3VSjKz+0kgtAAAIABJREFU5RFeKBReI/+CEPolUUQ2k1UK3EqlotgVc29JomuUSyKtRKZuyoGk4zhieJvLkc1kGY/HdLtd2s0W+XyWKAqpVktcXV1gGKYwjDEN5eEvxwS+7ysGiW2ZuI5NtVykPxyzmM1xMhlyGGSyWjqaKLKxscHhqwPu379PLp+h0+lweHAClsF7P/yBSNtMmfvD/oDLqyshmI0iptMpn332mSLYZrNZ7ty5w/Pnz6lWq5TLZUajkdqt1xUFN87QQr5bq9XU2EP2v77vY+k6USJKzSiMsEyLIP26KI7ZaG8wXyy4dXtXsfSXyyV+GJB1Xbz0RCkWi2gaaHGCN1ugp7YO3zx7TvfymtFgQN7NEfkRpmXw7asDbMvCtWxm8zn5aplVFLB7Z48wEK7YgoDg84//+I8svTmu4/KnP/053W6X8/NzHjx4QJJ+jkKhQLFY5ur6CstyKJbKTKczzPSEDIJA5ZrLQb4kJ3/X9b1eaI7j4EcRuq3Tn3qUilniICZhRRTr6OiKFW9ZlvJOXCcAyxMLhD3AYj5nNp9xfX2tpBi2bbOzs0MURWxubAmU6ptv0NNZm4SwzQQwdHppVFS48imWKixWPqvlVIWST6dTbt++ja6LheJ5HtVqNSUDh0r71mw2GE+n9Ho9Ek2jVK5SLFWwbDtF31y6S49pkvDV06dAzPnJKaPxkHqtQb3ZYO/BffqDAXEYioG2ZeMHPo16E8fNcH5+zr39ByITYPc2h4eH7D96xGw8FqLXnLAqlwEfhmESxzemNXLmKJBScUrWajWCIFC0NtM0iUPxdX4QCIBE07Adh+VigWlZTOZz9u/fJ18sMl+IMt21HXw0htcD3GwGwohZqmjOpt4v3ctTrq8u0RKddx49FFXBZY/FcsnCWyiu6ioW5bhjOzy89wg3k8XOZFktPWzboljIcxGc09poomsGf/mXfykiqXZ3OT8/V4El6DphFHHr1i6dTgd/KIxpxcDapF6vUimX0TWN8XSqhtzf+znad12rxMcyTKJlTJDJMAghZ+hkPR9fNwkRO7TsOeTuKmdR6zB/HItsaRlDq1smehxhxBZ7D+4rg83epdCsyR2r3+8r2b4XhwS9K66urtlst8lYLnE2xl/5aATEccRq5bG7ewszBWuy2QyViiC4zmbTdAQQKz5hvdEkkyvirTxhehOEzMYjWhsbnH17wDCNC5as/iibkAkjStUa7e0twiiCJGE2mRKuVtQ22qxWK+7fuc351SWaqTGdT5jMZnSHQ7K5ApVSmW7ngmKljGlZmK5Na3sTPUqIY7DSFBahHpaBFVllCTAYDNQz0jRNxeimsBymZeHHPnGSYLoZ0DSqxQKT+ZLPPvucKAiJg5Bmo5mm9IgRSjabpd1uE+kRti60cznTxUo0PG/JsH+VzsJyvLV5n35/xLevTvjgww/46KOPsHSdRq1JuVjj9OiQUq3K4atvuX//Pr1eD80wSTST0XRKrljggw8+EAp8Q8cLfPYe3KeY+p2cnZ1xdXXFu+++q4b489kMQjCA+WzJain+3LKdf1H4+QenYH3XlaQcSCOJyWkr7m1VyWsL9NkVuukqyo0EGiSPUZrjSB6fJPJKoxxpNiMJwoAqPwfdHoCqw8MwpNVqkclkGIxHogzs9lh5HuViCTOl+phWQq1WVX6FUuoitUq3bt1S30/O00zTpNO5pFKuMZlOcVMTVjFML+NmMvhrJ4fniSZeDlIjwNA05ql+KuM4RGHE9fUVuhaLzcRxqTXqtNtb1JsbxHHCy08/ZbaYs/foIUEYMBiNCHwfM9GIophsNqd6NVkd/K6yXO7g60ZFxUpZ8UwBhWpmc8IMVdM0Ql+UoXEUMez1qVQqZLO5f+IALQW3vjfDMsVizufzTCYTdaLu7Nzh9OyCy8tLlY8AwsPl7r09FisxhN/Y2KDVavHJJ5/gui7b29vous7h4SF37tyhubHBi2fPeOuddzg/PeXZs2f84he/4Pz8nCRJmEwmXFxcsLu7S86x6Pd7TKdz6o0mTjZLLl8Q1dC9+7+XgvU9mKN9x5VYaKnfsaZFEHmU8y6GFqBrIv5JKoilY9O6Qal8CSRVJpvNMhqNhBdF6pglAxd6vR66pjMcDKjVaoqqtbOzg+u6TCYTspkMSRRTKhSZTaYs5wtWSw9d08nlMwwGfRaLBRsbGwDKtfiHP/oRQRiKjIJIBFu0NzcZTyboGFRKZeIwwrFtbMsSZVgiFNqGZTJPwyEsW9jLTaZT5osFfhCwStNw5Mwwm8mSJPDo4T4JCdP5go3NNrpukHFc5pMp58fHJAnEJJx3OgzHI0gSbMNkOhWeItJK7neDHWRPIuF9Obe0bZswuknGlBWBbdsilsq0cGwb13GUm5ZhmhSKRQxNV6W/VDMD6SxzSTYnvjYIQ5aex2A4JAhDLq6uGI4mGKbBhz/5U6FRTANX5kuhP5OlpQSgZMbCxcUFP/7xj9F1na+ePlVWF95qhWWagteZzl4bjQZnZ2cEvs9kNEx7yRKmZQlamqYTRiHlRvOPcY4GOkFqGw5hrDGYLTG1mNuNCnq4wkA8DKktkn6DUqIvB68gTqjZbMbV1RV7e3t0u11F4C2VSqLEtC22t7eF9XYa3rdcLjk9PeXtt98miIVdd+CH1BsNXr54QS6b5brXpR4IBCrwI6IwodnY4OXLl+iayWQy47xzQZhSvKIo4tnzlwAEngiwt20bz1/R3mjT7XUZTyfkS0U6x4JKFYYhx8fH2KUi519+wfb2Ns16A5KEi06Hra0tKpUqp0dHQMLHH3+Mbhm0b+0KKle5zHwmcsQ2NzcplMt89Nvf8NY7b1Mslfj6q68UsXhdHAk3PpaFQkH57ktluKwMwjDEcp1/MidMkoSN1gZWNkuv08HNZTn86ise7O9jBT7FSpnRtbAZX7d9SJKE6XSKaen4QSDs5vwV+WKBVd/H81d4XkCxXONPfv5zLk5POTk7ZWNjg41Skbv37rFIZ4HS+6XVaqlE1L29PX71q18pxlCpVCKOIj5/8gTHsAiWK66vr7i3d48vPvmMaqFEo9lguZymoJbYxC1dR9M1sk6W77q+x6WjiPKNMUnQIArJWhDNhrz3YBc7GOOYAh1bdwiWJON8Pq/kG/KhScqR7/vcunVLSSwk0gZQK1cYDAYKqZRCwcVyiR+FIrElCJjP5vSur/nwww95+sWXWIaWzuwEBUh6LE6nE3TLSnmGNg/3Hwp6ViZDIZ8XjktxjOO6XF5c0Gy1mE4mbG1t8clnn/LwzcdcXV0xGg4xTJOHDx+qcjRc+ehoTFJgw1+t8L0VhqGTy7osVkvu7j8EQ2c8mjAajhn2Bty7tUMCnFx22Lt/j8+//IJ3336XwXUX182QJCgUV24MGxsbrFYrFd54fX1No9FgPB6rcs9IDZSkaY30LNF1nWdfPCVXyGM5tgB+0r61XKuir27SXiQjR4ETWkgu5yovldVqxXg8xrIs7t9/yPbtPZIk4e9++UuFAr799tuC0J3OUofDIeVyWRnCVioVkiSh3+9zeXnJ/fv3sVLq3atXr8jZ7muIa5IkvPXWW5ycnLDy5yk3dcz2rVsi5UcTp/B3lY7fA8+Q339pSQwp6dgwTIIwwbCzDCZLDMtWJODJZKKk+fJmr/tgSEEkwHA4RNd1nj9/TjabpVQqUS6XyWazSsuWSflzi8WCZrMpSiESyrUKuYLIpO4PB9y6e4d/+O0/MvUWzBdz3EyGSqUq/PwzwsbsT/70J/zsL/6Cu/fv8ac//SnTxZxCucRoMuaXf/8rLrvXDCZjyrUqiaGzWHlYGZeFvyJMy975fJ4mgOocHBwosu+gP6BarSrIfrPdRibCZLOCL0iSUClXeP78OVdXV9RqNeFp2e/jZjJMplP+7M//nEq1kkLrmmrsZY8l7Q9kKSbl+8pYNZ05rZeYcGOIE0URe/fukXWFI9VoKASr0/mclecpdTzA9fU1nU5H/QxREhPEEWESk8nlsFyHja1N3v3gfW7t3QVN49cffaR+Hrnp3t7dxbQsJbCVpazrOsqT8ezsjEKhQL1ep9Vuc3R0RBiGqqeTv8rlsmL13Lp1S1kkSOtxuYF/1/U97tE0NAxizSDGIEog1ECzHcaLFTUnwdJitfNKazEpzJSSE/kiyDmHjBKSu+N0OuXw8FB5zEfBjc5s3dNxNBRe8d5yyXK+oL2xgZ0OK4vFIo8ePUYzDMrVGnuP3yQKQnqDIY1miygMmU5n6LqB560oFkuMxxPq9Qa5TI5mvUEhV6BYKBKHMUeHR2xtbtHeaFMqV9ja3CLjZtne2iGOEhqNJuPRmCSIWS6WbLa3cLM5/JXgYxZLZY7Ozvjhhz8ik81hmxbDXp84DLlz5zZaIjac0WjEf/rhh2quN5xNCFYBlm4ShSHlUokwENq5wBfMlMvLDlEUommo34PAx7YtDHT0VK9Geg81XSfWNFq7t7Fzee7c22N7Z4eNRpOc63LR6TDuXXB2eohl6CQkFIsFDEPHsC0MwyIME3TdwrJcatUmmmbiOjkuL674h1//Ghn+8f7773N2ekq/38d0HHTbIgLiOOL23V0MQ0fTYo6PDrnuXPD2W2+y3W7z5eefMx0NMTT48Y9/TOesw87OjjI7ko7ZvV6P0XCCadqEUUyt2SQBrIxDDBQr1T/OHu13L9uyCf0lWdNkMBxQbJUVuiflCusee+uiRUmMXSwWyg1J6r5KpRL1ep0oDOldd5WMpt1uU61WOTg4wHVd2u02BwcH6v+xWq2UspdUprFarTg/P+fhw4ecn58zGo2YzGfU63UuLi7Y3NxUPEPXdTFNnel0ymAwUEhkvV4nDEOGoxGLladsEKQMaDGfC8GlYdHr9VQJnMkIHmKv16NcLgsvC9+n1+0qhrlpmhyci8b+vffeI0wSrq+7LBZznIzL1aBLlA9vrBaiSM3YCsUCjx494vj4mCiK2N7ZYblYCFOfIMDUrRumjSGKpTiOicKIq/MOpmFwcnkBJFxfXZLLZvHmc0wEEttut3n28ht0w0DXDZaLhbq/UgM4GAyo1+vKLauZ2oZvbG0RpNKnq6srer0ek/mM3Vu3aDQaeAthaW47LqVikWK2QOD7fPr8ucoz8H2f3/z61yzmgsIXhqFqQaTRqgBAhBOzZVl4qxVJFBPH/zR3ff36o1pociFFoU+o3Zw8UlouoWh5Ukm/CxnrJH+Xp5dMhNza2lKNvQRNMqla+uLigo2dHU5fvRJBD70e9Xqdw8NDCoWCcv+djsaqTKpWqypTW/Yq0suxWK3yyW9+Q6PREAjefEE+DZuYrPnnr5sLScmNVEVLI1U3m+Gtd96+sQxYrZgvF/zpT3/Ckyef8tvf/laxForFItPplOPjY+Ikob29RbFcxtR13BTtlCWhoYl7KZn7ysQnvul16/U6F52OGHsMBsp/E1Kbu7QXRlramQanp6foiFFLznXQ4xgzSRdlIrzvl8slhmmyWvncunOH6+trleS5XC6VEQ4I3ma73Qbgb/76r1UL8ODBAyzboRFH9Pt95tMpji0od74n0OTRYKyAkr29PTRN4+LiQijkXQc3K0xat3a2iSKROFtvNZgvl0KzmDoXZzMZrDRI5buuP5qFJl4uH9MW4EahWFD2AusLbrlcqnmKbK7XffrlrE3SaaRqOgxDotSVSg7AleBvuVT5XRJMabfbjMdjpU72l57K/pI1favVEiEbaf5Xu91mOZ1SqVS4fecOnz95Qru1oeKWZDyufKlGoxHlakXZMqzbnssopvFsqihBlUqF/Tce8fLbAxVJdXJywv379zk4OEAGCOqWSa3ZwA8FCXsxuyER+54niLUXF6mi2FPOXb1el+FYoLESvfN9n62trRttmqYRJyIpVNM09DXzn1qthp7GeOXzWZIw5OTkBN0QnvaXl5dYlvkax3LdpHady/qa+5amsbOzw2QyuclcAwLfZ3fnFpPxCMMQCUPD1ZLhcETgB/z4xz9mPB5TbzSw09CPxWLBbOlhpQqDVSjAkFUYkAQ+bsoHtVK6n8QDvnn5kjd++J9+7/v7vQZD1i/ZpMdJgpEyyddTPoIgULOv9RLStm1KpZJyNZazNum5LxGuXq/HMI2KlQNvaVvgeZ7i+O3v76t5j5zNSTmJZHd/++23YoCbuu7O53MODg5YrVZMJhPm8zmDwYB333uPo6MjdWpJfqaVmnk6jq14hXJTmc1mJEnCeDymXKnQHwzwVisePnqEYYqZm3TjmkwmPH7rLXzfV7Z4nudRa9ZZrjzOOucMxyP81Yr79+8TrXxFSZN2DnITk6dYGIYqPXQ2myl7CHl6LxaL1+Q4tm0TJzGaa+LmM2zstNna26XSrPCqc8z1uI/nebiueIG3traoViqUyyWazSZvfvABg8FAmePKZw689qxrtRobGxvqXlXrNYgTTN3AtWyKuTyXFxcM+wPiMGJ/f5+vv/5anMJJwkd/8zfCDtxxqDUaam43XyxYeh4Xl5cUikW6owGN7S1022JrZwfDMOieX1DJF7/z/f0egyFpNK+mCXgfYeGjJTEZy2Ijr2NpN6pmEDdesgsk02O9n1qXy0gDnvVScvfWLeazuZKyy35DnmK5Qp58Pk+r1eLFixeqZyoWi+gp4RbEblupVMRszPNIQOVYz2Yz9vb2ADGXurzoqPBAGbMkzWBs22GcIn1yo5EvWzab5cXLl+RyOT744AMsx8FeUxvks0Jp7aTavN3dXYXCkvZPm5ub6JqGv/I5OjzEX/nkcnlyOaGGAJSj8Ww2I04S3nj8BpeXl8oQ9vj4WOn6kjhNwIyFvXcsCQOGTqQluDmXMA4ZDfpY2Qwvnj3jvfffw9aF5Xk2kyOKY87ORUkaRjEv0sUgicjrqZzynti2TWNjg0q9zmZqKGtbNr1uj42tLabjEaenJ+L0nk558/Fjlmk/3e/3efXqFZlMhuPjY667XbyVTz+1A5eD+fl8ThRHvPzmG1aeRyGXI44ivvziCyrFEpPJhMbOzu8FQ77Hc7R/elmWpQIo7jdcNvImVrhCC8a4lslyFeEFEdlcFg1eO+3kg1nPIJPXuuGnpRsUy2VeHRyws7OjvNYFwVmUlsOhcEmS5cqjR484Ozkmk82oJJJSqYymaZRKRbK5guq9ZB5ArVbj+PiYrO2STwfkjUaDJEk4Pj4Wc53FnPb2lgIler0eGxsbyupc0zRu377N5eUlIDLQ+v0+tm3z1ltv8ezZM5VF1uv1WC6XDAYD9h7scefuHUZDQb0yNJ3zszMsw8RbirwDGbIhT9nlcsmtW7fop+EPUv0gdVye55FEwqB27/49xtOJcAZLPVwSQ2Njs83Z0SGDXg9vOSPjZuhcXFB2s2lklUN/OKZYKrO5ucXVVZc33npTeUzKHlgCIxJxdl1XgUKr1Yr5fM67b79D97pLq9UiikJOTo4AqNUrlItltMRg6QuTo+OTE0bDIeV8kUIux2wpNtlGo0E+n1eOZ1EUsQzEXHU+m3F8fAxRjJZAPp/nw//yX77vLlj/8iVLE7l7jkYj2sUmiY6Q0us6hqXjmBa6YUC6sCSpWPozygHkunOR7L1s2ybruISpmY/0EZE3WeZlLRYL3nzzTaxUNvPs2TNMDVaeR7Usdvk4FOWgY1kYpk2r1WI8Hiu3qecp2nX/7h6mKVTSy+WSx2+/jdXppOz+phqcShZLt9ul3W4rR6dut6vmXKvViocPHyoxrDQASpJE+VBWKhWKxQIH33xD57wDSQIJ5DJZirUC+VyOwWCgJERSjSBRXRnoIGlYjuNQr9dFxRAKlfvFhSAso90k/ZimyaQ35KsnX2JaJrmMQ6lRZDmbkYQRi+WC0WiMbgkToDCKabU3uLy85PT0lCRJFMdznV4njWNlyo6sWD755BNq1Rrdbpe9vbusVktV1uqmwdVlj0iDcrVCs71BtVYVHiROhsl0olBcGf3k+z56OlNMkoTbd+5wdHgISUK5VBbZ299x/dEsNPnCKGuBFCInick4joj10YVmTZ5ckvy6Hrm0bh8n+w/Jd3Qch8gP6HQ6wp6g22Vzc1M149J2bHt7W/jAX16yv79PLpfj2xfP2Ur//Pbt20zGY3GSpgtUxgRJlkIYinB6PwiYjCfMlwsazQYvnz9nMBpSr9XJZDKMphP12R3HYWtri9PTU0Udk17+2WyW5XLJt99+S6PREGOFdJBfKpWULbjwO5wThRGllBStJVBKB77ztBeSlc5wOCQIAu7evSuSQdPhr/R1lIwc27YZTydYliUMfYIAPwgUZ9CbL+icnuFaLvVGlVIhz2wywZstCaMI23WwnAyG6VCuVDEtWyy4IBRK7LSnls9fAi9yQ5Qn93K5FBvR0oNEuFo9ffoU09Q5Pz/nvfff4erqCi+IaG9tEusalpbgZlxqpQqvDg6oV2sq17tYqXB+ciLAImAxHnN/f58oDMlmc5SLRerVmvis33H90YAh0ptC9k2JrrGKAsI4IkpiEUSnayQpqVRGokq4XzIP1o1R5Ywtl8sp9rdUJEuoe92/zzAM5el3dnZGNpNhNBxycXFBHMdcXlzw7cEBd+/cUfX9nbt36af5Zh999JECcXI5YfKZyWUpVstUG3VOLzrMvAV37u2xc2eXq16XblekrciADymZlx6Ukm4meyk5p8tkMqrsk7D1fD6n2WrhLZYYqSVbxnYgjll5HovpjL1799B1nUePHqlTLAgCao0GaJqyppNIqfzvkhgwmYjgCTtVbEs02DItalUBWFimw2K+JImEeWy2UGCjvc3tO3u0t7cpV6pksznaW5sUU9GrJAOvW5RLe4FGo6FCKXZ3d1ksFlxfd5nP55ycnFAqldA0jXfeeYfJZEKpVKLRaJDL56nX69iOQ7vdxjBNWhsbCskst9vMZjOlvHYdB0PXOTk64vnXXxMEAcfHx3z99dd0r6+/8/39o1lov3uJG+5gWBaWY2OlEpMwifHDQC0OySRft4GTN1LW8+PxWMHLy+WSBw8esL+/z/7+vtpN4Sa7WGZmNxoN6ltb4oX0A2zDpF6p8utf/T3T0ZhGtUbvUiidT09PqdfrXF5eqrGD9OaQfWOxWOT27dtkMhmePn3K5eUlP/jBDxRIIlG+er3Ozs6O2kS63S6WZTEYDBiNRmSzWXq9nnLUbbVa/PTnPyeOY3rdLoPBgN3dXd5/510cxxECzKXHe+++y9dPv6K9ualmhhLR++LJE2ZpX7IONMnZmSQZKxv25VIZJ4VhSKIZoJuYto1hWcSajpVxaW1us72zi+O6mKZNtVKl3GiArnF51WU0Ei5ncoAsDWvXI7o8z1PPTlq/k3IZ/+wXv+Du3h5HR0dsp8PrTqeDpRuUiiVc26HRaOIvVyRRxNnRCZVaTdj2dTr86m//FhC9px8EZFJDIcGZLLOzva0Sa77r+qMCQ9Yvy+/z+O4GJVsjpweE/goviNEtkaHl6qL/kjw3eWlp3yBLRxA92sHBgWAnNFuUSiUVxTObzZTCulStqDjc2WxGsynSOA8ODqjksriOkOucd865vXub1sbG/8fdm/1alt33fZ8973P2mYd77li36tY89MTmIKpJUYJky5QjITYyPAYxEiAO7IfAL/kj/JRACBAbMCwJiGMggQd5oCWSEEWJZLPJ7q6urq7h1p2HM8/7DHvMw9pr16mW2AjylOICLqq76t66t87Za63f7/v7DqiKwtODA2aLBV997z081031ZXEcU65UyGQz+J7P8+fPCYMAPxCZ0g/u3ycMQ/b39ykWi+mMSEpiUBQyCZopxa0HBwdsbGwIBXhyc0ZRxHA45P79+/R6PfyF6Ff6/b7wgrQEiXYyHLF1ZQcv8Hnx4gVf/upXefTwIRsbG8K7vtul2+tx5cqVV4xl01I9iAW7xTSYzNzUY1LVdPKlCkqsEBOgKQpR+NJ3M/RFhFN9fZ1Wq00cw3yxZHtrhx/+4Pvcu383fZ9WWwJ5WErXZfkRBAGaIiwQ5rMZR0eHWFaCPMcBeSfPWw/exl0uODk/Y5jwX8OFh66qRKrCfC68Gy3Lwsk55HN5wigiVxQ9mrdcknMcck6OfqfL8fExX/vt3379wZDPL98o0ht5OCUDX/EJYw1VN1DjGIGPxK9INUAqho20p5AAguM47O3tCQ2WZeJHIWN3msbRFgoFCuWSGDMoKovlglq9ymjQxzY1quUCi5mLaRt0+h3K9SpDd8pWNiO+Jg7ZbNQJ3SkQ4+RyFHUDPwwYuxPawz5GrJAxLVTLJl/Ic9lqEcQRqm0QEZOxbFoXl9TKleSBiZnOXNbqayn74uToGNswqVeqaTkrkdO1tTXOzs5wHAfLymDbWc6bLeobm5ycnnJ1dxe7UCA2TbqdDns3b9Ht9lkEIRettgiSyBe4ceMGQDpbk7ebIAsIoMH3fRbuDNswmU1dypUK4dzFtCwgRlWEP38ciH5LMwwUTWPmupwfH4vUmGqVcbuJHsPJ4ZHIR5i5VKtVNFMXPEY/YJnoD+vr60xGI2azmci6W1ujeXbG2vYmR6fH+H4IkYJlZJjOlrz/6SPWSmW0SOGt2/donl+SWbOF5mziUnBy5AoF7LwjoojzOYIwwHHyzN0ZUbzEdeeEYcynn31GrfrF5jyv7Y0WxFBSXG7VM9jRlEjVyGRz6HGI73lE4YpnfAIkfF5fJQ13ZO8n+wuZ/yX7Nl3XKZZKzOZzojjGX3qoakzgeXTaTUajEblsJoG6Z+zduMH1e/f5+Gc/p1qt0To/JZO1MXSL0XTCV776K8xmc84vLyiUhYDQVnUWU5dPPn7I1s42c2/JvTceMA88wrmHN5vx9PETNrY2sbIZFFUlVxCJlHNXwNFxEBL4PqPRiHKtKnicpRIv9vdTrmW1Wn2F2tVqtej2ejTW1vjS17/OD7/7XXRdp1AopJ4aZ2dnKEA2l+Py5Jjt7e000yCKorQnnEyEWDSXywl1gG2zu7vLixcvWF/OMSLOAAAgAElEQVRffyWHe7XU8pMU1zAIWM4XuJOJAHmCEMM0MW1LzCg1YRyfL4jbZT51UUKR1rrwRNrMxuYGnufTGw5QNZV5wnGMg5C8k+PKlSusbW0S6tC7aNI+u6DXbpLN2mScDE4uj2pliWLRnqAJZUJ9bY0gCLCyDu//6Efcu3+Py7Nz1hoN/KVP4Pts3Ljxmiqsv2DFqkHsTcnpEXlbJ4piTMvCXy5YzFwMw0zZG+nXrPgQSuaCbOZlObI6RgAoFotkMhnhmZ8gS/VaDQXodjtcvSqSOLMJITibdbi6tycI0IG4OZdzIaN55+0v4fk+Dz95xHy+YO/6dYIoYmN7Cy0St5bveWSyGdzZDNMW/vSlfAEFUGLIZLMsfcFsQYFyqSxiaB0HBTg7PaVYLLK1s00URTx79iwFdPb29oQ0fzIRHh+KQq1eJwwCwiCkUavyycNP2N7eTn3lh8MhZ2dnQqEcR/S73fQGk1C/9DiczebpJl0ul6ytreG6bjpYtiwrDZ5YXYomZp26JgIrsjmHcrVCrVYjXyiwvb1NqVwm8APCSPAOL8/PCYMALYaMZZG1bJxMhjgIiYMwLa1Nw8DUdTJ2hlK5TLFUJFcq0Opc8ujjj/EWM7JOBtMyWHgLFENDzTgYlkVAjGHoBH7A4YsDjo+OsJwMnV6HTq9LGEY42QytZpPReMTGld1fOLB+bcGQWNUxbIfB2MWwM8SApoiPbJL9DC+t5lZjb2VPIUWN0qdQbsxKpZLmXYNoxF3XZTweEwYhT58+5eHDh6kW7s6dO694/l+cn+N7HnEUJ3FQgkcojUxv377N7u4u3//+9/F9j/PTE97/6U85Pz+nVqvR6/XEIPryUgAKMaCqnCQwczExkNE0ke3c7/fxk9CFalVA059++im9Xo93332Xu/fupeko5UqF3qCPlbGFX73nsbG5xZvvvsuf/ofvUK9WURRF3NK5XBq9lM/nUZLX88WLFzx//pyTkxMOErL1zs5OitJ6npfmZMtEU/kaSpqctDyIogjf8zATHWEQRdTW1rh64wbZQl7o9OIYXdMwdB3bMIm9gHKuQM7KpEwREOhxr9cTdLypSyHrUK9UyefyDIdDCuUSiq7x7NkzHn70Eb/yta+xd2MPJyfKQ9PJUCiXKBeL+EtPVAhLH2+xZHd3l2+89w3m7oS333yDrGXypS+/Q7VW4da9O0wnoy98Xl/bHi1SVcJAIVI0cXMYpkCmFi5REIBipGkw8laT4MdqaoscWq/SeiSsLYMGVVVle3tbcAldQaNaX1/HyWaZzyYpzC0FkLmcYIB0e11cd4Y/d9m7fo1Op8PFxQXlSo18Ps8bCQ8xmIdsbW1h6wbnZyKRxff9VE8XqzrL2TwdIMvB+3Q6ZTgccu3aNTRVpZ/4nbRaLTRN49PHjzk6OcE0DPRExtPpdChWKyi6lnpL9odD5sMhlVKJxvoGGztbdLtd+v0+y+WScrks5oYXF4Kj+fbb6Ujk4cOHbG1vMxgM6PV6KSlaDthlrphURkgLO4m0ysNNjmLMjE2swOOnnxFFEeVcgdFwSHGe5/joCG/pMXdd1tbW0HSdbC4n4q8MnRC4ced2aqqTtTPpz3Hj9i00XSeKhZ6vtlbj8vyC48MjDF3FztrcuHcLVdHQIg13MBL0q4xNo9EgBpFZ7rpYjXWylk288Pj+f/oT7t29i58oCn7Rem03mqLqeGFErChouoHv+eTzeSpbG4S+R7szeIXtnTLLk5NU/r7cXJIZssr0XyTq30VigFOpVFE1latXr+JOx+iJvq1YLBKHIpVkPl8SxhFLP8T3QxRV5epVEWdr6BaNRoNPPvmE9fUN7GyGQrmIqqn47oKTkxOcjLAB6Ha73Lt3j8F0THVzB9u0aJ6LQbqE7VMX5VJZCDl7faIw5PHz5/z5+z+l3RWOXooC169e5cHt21zd2WZzZ4tiuUTrsgl+yGw0pn9+yaDfZ7Zc8uxgnziO05jet7/8ZY729wUoVChQr9dxZzOePn1KFMfUajV++v77bG9vp0wa6R4lKwqpGZSkZYlaxnGMEsUv1dhBQG/Qp9vrMp5OuURjZ2uLjz76iIKTo5jPk89kKeWLzPylKPVUAz2pPobTCcvAJ1/IQxShahpOxkYzDeZJitD+kydYpsVkMGT36nV2drYxbIPJ0iVY+ijuEi2IGA16XL99CzWGTD6HomlMxwMeffhzur0eFhCHPvtPPiNO+v9ftF7bjWZ4U4zI5+q1HSJ/gK1GZDST4WhEFL3Ursl+DEhdjFcZJhI9k+XHqr4NSHPVCoUCz58/EzfNYkGjvsbF2SWj4YjQg1KlxO5V4aGRzTopHahULrP//Cnr6+tUqxnyWQdze5P+YMCw12EyLBDGMdlMhmUYcP/mdR4/fsyw3QFF4ereHv1Ol2qlQm29BlHM0cEzstkcW/mrPLh7L1UCb25v8b/87/+ET588feW1imPYPzxi//CI3/qNb/DNX/81xp0uGRXsQgabPI8uD8lmoN4oMlt6bGxsUd/c4qc/fp/lYslkOsMyDH71m9/io8S2bbHw2L1ylQ9++jNsO4tuCbfnTCZDGIXEqjCxMQwDdyH6Nz3xDEFTMTN2mhduGaJfVmLQULmyvkUUhjiZLC8SsW1jc4Ni0v/puoGt5Anjl6TvOHkdtXqdQhIMDwqGnXhTWhb5fJ4vv/MOmWyWMJlnHh0dMR6Puba3x+HzF8zHQzY3NuiPliy9OePLEf5pRLffRUMEemxd2cHKOVhOFj0S/fMXrdd2oxGHaIaKqmnEfoymi801n3uEYZSWgr7vp+XWanm4eqPJsk8yDuSStteNRiNFnoZDYc1Wq1QZDYbMkqHzcumxXHrJ/CqkVCpxeXnJfDbj7t27HB0dpSf5lStXKJeEzuzw+ISl7+MmxjEff/xxKq48PT1ltliwtblJHJc5Oj4mDkSZWalUqNQ3aLdajEYjNjc3+Sd/8IevbDJVVcnaNtPELwXgT7//Q3LZHL/5zW+gEtF2XdrNCzw/wLYMmu02127eplAu4fkei+USb7kkXyiSsQwuEt6hJPl+8sknXL16NSVvSy9I+ZrK/lfO21ZFuvIAlBQ5EIdgkISVeJ7HeDBMgRU9Kf2iOEY3dFRNI4jCNBtA5gEUCgWGw2HKZ10sFsRxLEI0ikVaFxc4+Tw/++CD1FxobW2N/efPmY7HrFVFEpCqqgwGfXw/wA8iLMummMvgFPI0Ntb5yU9+IsgHXoipffFWem03WqyqBEFMEMbiv6MQJYyI4ghQUl6cjAgyTTMdQsdxnAY5pLFDiSpgNUtaDrWlz6EVRRSLRV7s71MulhgM+imTfOK6ZLIZdMskiCIGoyE379ymUC7zgz/9E/b29hgOh6kMX9oNFHI5Op0ub3/5XdqdDjdv3kwfyF6vx2yx4OOPH3Lw4gDfm7NeX2M0GtFoNBj0+zx+/Jjf/Pa3+ff/5t/ywUcfp6/Pt37lV7i+vYltW4wmE/7y5x9yeHoOwB9/509pFIsYhpqyZQwrQ284olivsnV1lxiFyXjKvQf3sZ0M9LuMxjOePPoUwzSplMtMp1N+49vf5slHH5HP5/FCMSCXTllA2pNJ5FP2Z3LDyR5N9nKrDB4JSElARFEUhhNBoUJVmC8XyeE6T9ka9Xo9DfcoFouAALMk9e2DH/+Yfr9PlIRqyA2Yy+UolUr0DB3T1GheXLBYeLzz5a8QRhGltXVmkzHjQV+YM/UGXN27ThSEXNu7zmcffvSFz+tru9F838dUFRGErkYYhkIYRaBoREQpN3GVHycFn6PRKFUsS0aFfLOWy2Wa+yXfXPmmvzg4wNB1tre3mUwmwn24JzbbOJHIW7ZNs9mkXq9jWhbj4ZC1tTUGgwG7u7u0Wq0UxXNdl+ViyfbWNrqisrW5ydHREeubG2RzOSq1KhUU1tcanJ6ecHgglNNHHx2wu7vLeLqgXq/TbzZ59PTlTfarX/0Kb966hqZpVGs1lt6cv//3/lv+8e//b7S7wv//vN3mN7/5TVRVJV8q0u12+bVf/01c38PIODz99DHbO1f49OEn3FFinjx+hGWKQ8W2rPSG6Z6diZ+h30fRtVfywgzDSOF8eeN93vNRmiBJ+tTqTSc9OuT7oSgKMTAajxkOh4JKduWK4Csm1UKv10sJ4NI0VaaWLhaLVAQskdFyufzK4VqvVBj0WkRBwOnpOaZp0O8PsEYjgihkNJownk5RNBU9IzxDz45PGYwnX/i8vrYbTTdM4jBkOJ5Qr9lougjF8BdLoih4pUyUpjlBEDAYDOj3+xSLxRS+l+LBVZ2aVDqDED8GCS0qn8+LB2ix5PKyyXQiUMfY0Fjf2BAW0401PE+w14ejEYVSidD3+eSTT2g0GikfT1EUtje2iGN4+tkTpss51/b22D94QTaXo5DLYZs249GI3WvXqJSLTEfjNJe7Xq/z4sULLMvi5Ows/dkb1SoQsVx6rK3Vuba3h1Ou8O1vf5t//od/BMDB8Qn//X93G0XX+JP/8B1yhQIhKoZps5zM8NwF3/uP32FnvcHBZ0+5tXOFUrmCYli8//77qeSk3W6nKKOxgh5Kt+jV90C+rjISWZIDoihKZSafJ1AEQUAQhmK0EEXoyRhgI5uhUqlQTLxQpAva4eEh169fp1arpciydDMDccNKksLGxoYIpywIZHM+m6GrKoPBgFaziWVZHB0dc3x8TCabY+l7qJGIfa5vrFNNDlMNBfuXxTPk8ysWuhim7oSgbGDlHMHej4UXYBBEKQth1QVXPggSfcxkMmmqjCxVJGF2dYgtSb+aKlyrNtbX8Rce7VZLzGgKFZbekk63k7pczRdihjSaTCAUdKhOp0M+nxeuw6aJGouYqL0b12k2m0ymE+pra/RHA97/2RMcM0PeyeF7PjlHBLf3+33K5TLtdjuVimjqyzSTxXxGtXaN69dvEAQhrXYLZ7Yk8Jbp52iasIIbdrr4QUCjsY7u5LnY36fXbtPvdrh38xbucIg7HNJZLjg5OWW69CmXy2xtb3N+LkpRSXsKgiDNWXvlVkpAKdl35fP5VOO1KmOS/MXVzaaqKrqqpKMaGQofRRGWbaW27YeHh2hJ5p0kcI/H4xTNlPxQacijKAqdTofLy8u02tF1HaIQNRZUvRiFa3t7XLtxg/PTc9z5nMlgxN7Nm6xtbxLEYfpzL1Ze279uvb7MEMAPAgxdZ7NgE026RPMZUaSiaRbz8YgoCImjSGiHMhmshC2Sy+XS3kC+qas3mnyzZXoKgGlZ6IYOqoKuCdObZ8+fCTdeVeHeG2/gOE4qr2m3O6iqYDoYGlycnzDpD8iYBoVcAd20aPcHVGo1xqMR7XZblLp+QK/doZIvcP/+AwxD2M/ppoGqagzHY6ysw+nZBW88eJPhYMhw0KPTH3B6cQFAPmPxn/3ef0mmWKPbGxCj8vTJE37wlz+mn1id7+3ucu/WLbK5HKHvY1sm08GA08Pn5GydjKkxdyfopoof+liFHNs7O7z9zjvMphNODw7JOw79QY+vfOM9dF3FX84SbWCc2E+I09/zfVRdSGdQFTRDR1U1FE301rr60oRUBvvJFQQBVtJvW5aVfkRRBGEEfkin1aZ12RQCUtdlOZujqQrudMJyPidjW2K2GkWoQERIEHsE/gLikH7zkmA+w59MKDk55q5LfzqmsXeVjd2r9IdDBp0hN6/fYv/wOf1hn+l4xLDfJ/I8jg8PCZZLrty4+f/nsPj/jyvpnyxDZaNgkdFiQTL1I5aeT+gtX7nFJAImbxl52ymKAE5kvyA9IuSSN6Cm6+K2TJgk2UyGWqXK1uYmiqKQLxVTRfd0Ok03nWVZzKYjAs+jVCjiTl00w2A4HmHZIryBZKjqOA6O49BsNoUzVxJBq0QxURBgmxa9bpdyuUzg+XS6HXxfhKuXSwV+9vARAO1eX/AZPY8njx9DHPPo6TN+mjTsqqLwX/3u70IUMR2NCf0AQ9MZ9Hrkshk67Sa2bVGpCI/E9fV1vCDgstlkNJrQbrZQk1lju9fl1v37tC4vCXxxK5jJzQEKmq6l3iryVhPuWGrqbRkmqKGce67mQUdxjJEceBLBlMGQy/mCTOJQbdt2aiMxnU6xs3ZqeHR5eSlY+I4jej1NZekvUABd1yjkciiQ6OpmzOYzqhsbvPXlLzEcT0XwiBfy7NFj1jYb2JkM1WqVw4MD5vM5paIwEirU6r8cBqqrS9NVVEVn6c247E/YcsBUFdRYIVgKeYRUIcuTUsK9klws1dVydraKNK6y/1O2SBiksUoAQRjQ6/VotVpYWYcgFBt6MZuLzGvdQFM1zk/PqJaKYrMq0On1mC+XrK1vUC4UaDVbqe1Auy1CLdrtNv1+n9nUpdftpsCC73m44yT0MGtTyOWwdI0o9FirVmj3+kRxzB/+i39BY22NcrHI2cUF05WM5S+//RZbG0JtLQNCslmb+dwlaxbI5/Ocn58zGo3SkL1Os8n1m7dYLANM08AyLCqVCqaT4cnHH9MbDsg7QuipaDqKqqPrRsrMCH2hVzMSGNydiL53Op5AwptcHQPIkt2yrCRM0MRfekzHE2qVqgjb0F4a9YDw55TsmNOTU2r1WjqG2NjY4PT0VNgDrtVF66GJGaofLTGtDIZhEfgBtgL333gT3bDZf/YhwcKn6hSZTEZ87VtfT13Nrl27xnw+5+zsjCAI2L599xc+r68te18hIFI0iBVy4ZjrtQzbRQvTskW8z3yWWsatCj8nCUNf0piy2ayY3SRvsPTwl58vvR+9RHmdK+QhErMeQ9PRNY3RaMThyWHq0+55HrVaLfW3+MkPfkChmKPT7pErFti7fpNGo0G7LQi6z549Y2dnB8dx2NjdxXNdPvrwQ5xMlvbFZYrkGYZBvdFgZ2eH93/yYwLEjbmzs4Pn+YzGU/7Xf/bP6SXl4V+3djbW+Yd/77+hXBZzvmKxyGQySTMG+r0OiyQhZjQaceXKFcGKqVYZDEcoqkHWsuk0hY//afNC5BfUqsShQBqdfJHF0sPzAhQtMbZN7AAnk0lq2S7hfkmRk+hwFEVkkgxu6XEp5U2e5+F5njBjVVUajQa5XC5VmUtbh8j3CcMgdSIbDAaMx2Ph4FwqYlgm3kIgzIaqvUK7y5XK2NlMmj701jtvowQhl0fHVHZ2mI3HhIpCrlikfXrKp59+yt/89rfRnPwvnx5NISaOVSJFxVcsvFhH1Qx0VQVdQ01KNzkjk/lbMmZI04TF2WKxYLFYCJg7UcrKRl1uvPl8Tr5QwLIt/CAgawszVT/wsUyTSqXCbDal1+4wm0zZ3d1lPhVJJp1Wm7V6jfPzM3b39mh3uxQrZS5bLZRYIfAD3nrrLY6Pj8V8bz5nkpzClUoF2zAwDRPdNLFsm8j3+fijj7AtEz+KMDQVXdPojsVJ/j//w3/Av/7Od/jphx+xTIjVAHnH4dbVbb7+zpsYqkrz/IJup8OoL0jDuqJSr9eZTqZUKuWUPnVwcMDVq1fRkwScdruHqwiktdPpoGkaN+7cYTgc4M5dMplsCjSZpomiqShRTDGXZ9QXoe6e56EqQBxj6QaRQmqEI0M0er2egOHnC3RFhTBiORN8QiWKyZjCJ0YintLoNc3DM3R830sdtCTKqes6agxzVwzxVVUFTcUPfEzbQtF1FoGPEdscHh4SekuOnz2n07pk4c5YPH+eCl6DIGB3d5ff/r3fY9BsUnV+MfL42t5oeuzhKRaBYmFFc0rRhLd28mQ00HSdyWKeatBWXYpNw8DQhGbq9PQ0/X3ZA6wKQoF06K1qGlEck8vniMMIb7lEVRQaaw163S6ePyebzTAcDlNrOekVP2wKkq9iWxTKZYqlCnN3xrArjHoK5RLZTIZqo0G/3ebw8JDJZEK9VkvJxfJk3t7e5uDggGw2Q7CYMJ5MyOaLmJZNoVhGNy2RvLNccN685Pz8nFIhz/Z6DcswabWabO/ssL+/D5AGyksTVNu2015VVdX0NimXy4QoxLFwGpuOhII70hQy2SyKrhGHPk7WYeEHWHYGXRcbTUNh0O2+AuXLntkwDGL1ZZCENBtKNWthlJb6EgRJS31VoZpUDv3EhzEMQxzHoXVxjpOQs2WvLsMwojjGyRfoJ9Z50yQVxjCFANVHRY1jvPmMXvOSuTtFRXzfySKgXKmwsbFBt9/nK+++y2AwYDAYcOOtd375bjQ1jjDwUVCEz7uis1QMYn+O6i1RJSPBMAkCn6zjMF8uGA5HxMkAVHogyhmLoogkSsuyUhMcSYQtFAqUiyVBtg3nXDabRGFIq9vhstnE0ASaWavViRSVTrcHkUI+n6NQFmLLy3aLWqXGculh6jrubMrOlS3m7hjb1BgP+hwcHeDOXGrr62xsrBMpCicHL2isr/Nsf5/vfP/79Po9FCWmXMhTKxXRrSWN9TUUYD4dMXVd1isVGgUHM25gmRagE6GTy1fpjV1iQwAWw5lwZdYyAp638yVs08CdugxGY0xDp5AvEUfipo8V4ckSEDGdu5i2zdnpKV96913Om5cMRlMy2QyaJkAeJYpRNDEUH49GqKoGqophWWi6OLxMzSAORZ/lJpkJ1XKFTqdNGMWoatKzKQqKpmIkxkcxAtjptNspiBUkJWqn0yGqlHCcfBJQoaEoEARiExuWx8XFBaVSKS03LdtCVVSK1SrL2Ryzvka9JAIKe50W88Wct3evk8kXMLNZ3E8esghDpvMZuULuC5/X13ajxWgocYyiiDdoGcZEqkkmY0K4QDdNLs/OySVI3mI2Z+pOyeVyRH6Q1uvz+ZxRYg23ublJq9WiUqnQ7XZTZ1zpZPzRhx+mgMpkOsHJOVi2zf0336CYyyf+FwG5nEgqCTyf05MTbt+6kRjiXBWRvIlG6/r1PUajAbZtcn5+hqKp7F7dpbq2xnf/5LuEoYiSvWy3+f1/9gd0er2/8jpoqsqdG9d4ezBkvV6lUCgwHvaw1Rhv4TEdj5kqKvXGFkcnQhT6tV//FpPRkJzj8MMf/pCvffPXcMdjAcB0OozH0yQjTk3Y+CrNZkuIRMMAJYmeNZJ+9s0336R5eYmejE9IApE1TRrTCuTXDwIsS0vg/2SsYlkoUSzcpU5OUlvv46OjxO8kQDcsEWqfvBcghtcAR0dHaRSytH3XdZ2dnW36/S6FQolWq0WttsZ8vkDTDGazOZpppM5aa2tr9Ho9SOaqvVabR598wjtvv0Pg+5yfnbF7ZZv9/X0+/ujnFKs1FM0gVnViYqI4xHUXX/i8vraloxqLWU2kaCiEWJHHm7tlCnpI6LnknCydZout9Q1msxkXrSYZxxHoXlISyduq2WwSRRGFQiE1JZWNuSxF2u02W+sbFEtFjIS3p6gq7W4HyzS5aJ4T+oI9stFYZzAY4CR6qG6nw3K5THu+/f19stms8Ho3dSaTEfl8kVgBRTM4PDxEUXUM2+af/sEfMV988Zso19WtDf6Lv/03qVYqdJstUXKpwucyjOH2nbtcubbHYNhlkdhhX799m3biY+n7PjnH4flnT/n6e++hxDG9bpePf/6hYHromriJNC1VJ0hLOUVViVUttTJYtfOTHvmWZTEcipw5Waarqkrki3jkXC6XWkpISpWq62lEktxoq6WtVHBLj0v5fRfulKPjAzbWtxKFhoGiiI2fzWYZTcc0m02uX7+eyo4kOKaoSbBgFPPhz38qdHqNOkdHRxiawq27Dzg4OqGxtUU+n6eYd/jRX/6Ab/3O3/3lszKIFI1QSV7w0EcJ5+S0kKyhEPpLTF1nOBiQtWxe7O8zW7xMxZwlb86q172MiR2NRmxvb6czMJmYUigU6A0GKEm9b5lCaDoejbAtCydjk3OyzFyXo4MX9HtdCvkcmgK6bnB5eZkibjLpRYhKFUqlIv3+gEw2Q7VWx7IsLjo9/ukf/BH+is7JtizevHeHtUqJK5sbaKrGOPHIBxhOppxcNLl7Y49srkg2V8Cdz1E1jVs3bzCfu0xGA3r9HpPxmMl4zPHBAZZpks/lOD46wtBNVBTc6ZTm5aXggOqi+XdyDjGCkiYPIJn4ohsGhVIp7b9We185UpFJmdKsVkZNhUFAoVBI45iA1NFKM4Qb8qqztEQp5ShGbm7ZyxZKJZQ4ot/vYZl2krEWoShikwZhiG7oqeuwnO9JLxVFVdP398r2NhcX5+RyTpI0lOf49ISs45DNOtSqVV48+4xBu831B2/98s3RFFUl9AMsXSVjwHI2o5ApEPsecRhymsxZDg4OWC6XbO1sU6xWREh8UpPLB2K5XKZeja1WK82tzmQyKbs/imPyxQKoIhTi8ePHZDIZ6pUqWctmGcTkikWG/T4P7t8HTefxhx+JNzLRWklj1ulUIJMCCZ2msLXogRReHJ/wh//nv0xZK/mcw+99+7e50qjRqK9xenqM4zjYts3J+SXf+4sf8ezwBICzyxZ/9H//G/7z3/kdFvM5m+sNbt26yenxEb1eh8baGsv5HD8IsE2TRr2eMt6JIvSEi7hKtl7ORC6ZbuhYup4CRtIuYjKZsL6x8TION9kAaWZBohVbnUsCL0cslp26QEvyQOpMTZxuWokiy00r0WPf91OF97VrQsm+nLksFouURCDGNS/tLKJkfCMPA9u2X+oVgwA3CBiNRjxrntNI5FGiTwTLMtnc3KBUqtHvdhh2OsThL1EQ4eqKoghLU1BCD0P3sR0TLfZQIp/QE7zF0POZuy61xPlpkcjpJSNEkl4l4RhIFdUyaF6ifpZtg0Ia7Leb20VXNeZTF3c6JcKju5jR63WYjkWQ+HDUx9ANnHwpZfyHYUi9XhcB8MMh9XqVdrtNGEa0220yTp5/+a/+bbrJtjc3+c33vs6VnS1Ggx6ftj8ll8vS6XT40pe+RLlcZr1e5enhCf/Hv/pjAE4umnz67Bl/93d/l/PzM5xSkfK4SKfTEkyPzU0M02A+n7O7d5XLs7NEVuTTbrfJ5XKpwmAwGKArohoT5AAAACAASURBVEQzTZPz5mXqgKwoImZJVVXGkwmlqp0ana4qrZfLZToHg5fiWskTlOXg53mOEiWWn7sq4pV/DqQbc2NjI4X4XddNf87FYoFhWJCkEsXExMlGBVL/FUls8PyA5VJUMbmslaCXS0zb5uHHP8UwbaGSb2zQurxECwMc2/rC5/W13Wi6EoGi4i097t6+hhO7LHun5HI5TNsiny9imibHSbLneDrByeVSIajsBeT/g3gAKqUSmqqRtTN0E/JuvlDA8z0sw8DUdJbzBZdJkMT6WoNhc0iwnJHJ2BArDLoDvLkHkYJt2oR+SPOyzZUrVxgMB4xGE5ysQ5iLGQ0HBAnR1spkePjJI0Zj4c7rZLP8o3/wPzIZD2leXnLrxh5Xr1/nh9//nohtevpUWJgHPjeubvOlB3f4+aMnAHzy2RN+7RtfZzIZ8+Mf/iW5jM32xjbD0ZAX+/tohijNDg4OuHfvXmq4qmkqZtbGWyw5v7gQQMNokm6IjGVSyucoVSuYps3Z+TnVSg1QaJ5fiHQXJwuKgp3JEIQh+UIBkhtE3pTyELMsi5k7e8X1WN5qQOo8Jof/q1o2uVaTbWRMbrFUFjZzsfgQt5WCqirphpa3ZrlcTr9fEATEUYhtC+9/RTHxooiz8yYz1yVjZdjY3MI0TQ4OjjB1hYXvo4bGFz6vr60LFlGIioIIEw/4+Gfv8+L5M54/e56y2geDAcPJmMlMmHe6rvvKfEiWc3KgXSqVUJNYWTVh6buuK7z94xjLtFImSa1WE5oz26LT7RIp0O31mM3nZHIOkQK5fB53PsddLDBti+nMZTKdUiqXWfoes4WIQnrvvV9luRS38A/f/yD9J/6N3/gWRBFr9TpRELJ74yZ//r3vE3gexaTXuXr1Kvl8ntFkwjd/9StYyaHR7nSZTF0832M2m1EqlZnM5lxetiiVyjx48ICdnR2BwkYRzWaTa9euYeoG0+GYQa/PYj5nOp0yW8yZLeacnp2wsbGW8hJldna312Oa5KWtbgjf9wmjED8QjBFZJciNIstLyQZZ3UCp+jrpq4D0c1aVAat0OUk2kP2foqivZC3oupbqFOX3X/X6XL0tRcsQouk6/f6A2WKBYVlsrG/w7MkTDl+8wMlYxJEok73wl9QzRFFUwigGVWXhBWzt7JKJXFTdwLQyaf2/u7ub2p7l8/m0vvcTufx0Ok399SeTCd5cqHZjSPmFGeelK1WpVErdrmSD/uabb5ItZMnYtmD5qxqT4Yizk1O08Zj1zY2UebK+JYxEzYxJEAe0Om0uzk+ZTCb4ETw/PALE7bpZr1IuFPns8afc3NvjZ3/+Q9bra5yeHLGcCSTyZZ/i8Zu//jf48NFTfvCX7wPwx//uP/Jb3/hV4iRIz7Is3n33y3z86cdcVTQsK8P6+iadTo9crsDp6TmxH0EEjpPlnffe44MPPiBUFe69cZ9Ou4k3c3Gnc0bTCZmMw/b2ThK3pKc3lnyIdV1n4Ymy20zABemZL60j5K0mS8tVWwNJPpZr1RBX/io32uom0XUdTVFRV1BPqaiWYMiqb8zn16qFXRzHVKtVHMcR7ce4R6VaI44ixuNJMoDPpQSHX7Re2xstRiGMY+JY+Ovb2Sx+GDIaTxmOxmlfICk6x8fHaRiEbduC85bPs7Gx8QpTQTr0yuQYGbQnf0+KNmeJD4ek/1jZLHPPYzSesPR9pos5fhzhhSKnWdc1er0uvV6X6XRCvV5jNnPJZrOp50W7+3JOtrFWZzETOdaVSoVqrfbKQyr8GDeFTi5fwA8CfvbBB9zY203/jqnrCoBD13Ech7VGg1gBQzc5PT0TSS5Zh5s3blGr1Vlf38DQdEzDQFVUTo8ELWz32lUu2y16/X5qC6Bpwrb74uI8TZiRqvQ4jl8xStV1PfXFlMprIPVyka/hah6C/JW/pidLn4HPASyrGw9ebr7VWzKKIiGdSjaf/LPVv3vVX0YCVYqiMJvNOLu4ZDyZomjC6g5VI0KMT75ovbY3mh+GRIpIJzk4Pubrd3eprm+hqhr94VAkhhgGrusSxzHXrl2j0WiIkLxCgWw2S2Njg8DzaLVamKZJq9WimBMlmR8E1NcFYTWMIzFT8wMODg4Iw1BQkpJmXtM0nj3dZ5nQh+ZTl0KhQN7JcffuAz758AM+/Mn7/Nbf+m1al5e0mk1ODw+JooiLyQjHyZLL5ThpddN/n2Wa3L5zm1y5SC7Os394yDz0mVxesLu7je+JQaqmaVgZm1KxxI3bt9EOj9O/I4oi7t+5K2hUyb/vxYsX3Llzh6OjI67uChu8999/Pw2iH04m3L51k88++4xQhSs7OxwlIlVC4Vy8ueGkB4/MfpMeLWEYopkv7QcymYx4D4IwHanIG8x1RRDGdDROyz35IctEQYp8daUbJumzJOAhb1JN0xKmyUvEUpap8r8l+LG6sVfVG58HZiQyeXVvLzXePT4+RtU0coUC9UbjC5/X13ajqaqGnxwjhin6L0VdAGJ4KrmG8mZaLBYMh8M0m7lWqwnaTnKbSHOWyBfRQFnHSWOBJIiiKWoatJfJZOj3+yk6Z2ez5PN5Op0OrbDJ+loDJYbQ81GCgIxl8PMf/ygdFaixSCSJidJTXls5VZeex3g6wU0kLKqpU65V0VSVs+YlxUIhNSYtVytohsGo3+fw6OjlixTDxdk5i8WCr127yqNHj2g0GozHUywrw+VlK1E5G9y5cw/P89jZ2aHX67Gzu0u32xWGsJksrVaLbMYSgM5ghCMRScMgm3VwF/MUzpe3jOd5EChMJxOczEvWBpBKYqSxqnzwV28oRVEIefWqkL8vEUgJ3a+ilmEYoikqWrJppV+Ik8T8RnGMjppWEtJkV/aPQEowkJ8j+3bPg8CPCMOIcqkq/szOUq1Uv/B5fW03mk4AuoEXxuixwTRQKGZtAn+JqWkskzdA+sAvFgsuLi548OABJ6enDLs9alWFp48fMxgOsXMi90pDaJcKxSIvjg4pl8soqiIs0PwIU9UhjHny6SNmC2FZcO/ePZxymcFowPp6A0PTKJdKDHt94jDE0E3xMM6mWKaF5/u4rghfNzMmkaKApmPZL+3u2r0e+WKBKFTY27vNbDTEydqYhslPfvwX1Gs1nnS75As52i1hBnR0ccFnnz5J/46ik2U86pFxsvz5n/0piqox6LcxLIeImLWNNfKFAi/292l2mtx5+23G3Q65tSo/+9FPhD+HqlGpVfGmM/KlIp1hHz+Mmc0W5PMG9VpNzMC8JYZlMp9NyRcK6HaGxWKJZViUisK3XzLrTdOk1+ul3FIAP0oSfpKZpqIkUH706kaTfeDqTSU3x6rNQRzHzL1lKn1xF3MqdZFPRyjKadvJMhyN0pJzrVIVKG4YpP2iDJSUm9t2ctiO6PvypXIa8OFHX1w7vrY9mrJy0oWKwmTqpmaaMaR9lzwhF4sFjUYj7cW8pcejhw+ZjseYpkEu6+Am2WeO46AmQMiq36Ccs5SKRSrlMjtb22xvb3J4+ILFfI6uCha5tDsTVCOdZRAwnbnkiyX8MELVdWJFpVqrs1Zbo16rM5/NaNRrNOriZPT9gEePn+AtlvzsRz8ily/gzRf82fe+RxSEnB4fp2ktG2sNLk5F4stnL16Wjntb65RLRXa2t4jjmKtXr5DLO9y4scfu9g7nJ6eES4/51KV1cUnr4BDDsjh89px7d++KB0xVUeKYqTvFSEIJZTCIqqqpmlzIYgzg5e2iqS/LM9nvrJqdSvNaeEnTWp2N/XX0wFSEu0IAkGWqRI8lMfzKlSspOFMsFlPmyN7162xvbYkqplwimxPUvFa7hTt18ZdeWuGsDrzlgS03syyFwzBMK6VftF7bG+3zq9vtcr26haFpIv4nDFN17WQyYXd3V5i0zGZsbGzgDkRwe6lUolyvCRg68YZcLBbsv3iBlvjTB1FIznGI/Igwilh6Ht1ul3q9ThyG1MplOhdNkRfmOERhSBzFPHv2jCAIKNWqFItFrGyGK9lsCg7ouk60WNC+vAQ/Yn19nQc3rtPqCFDk3/y77/A//f3/AUVRODk64unjR9SqVTqdFjs728SK6JmcbJZyucyHnz5hnqBfxXyON+7eptPvM5nPsSybi7MLPM+j226z1mjw9Ok59XoFiFDUmGfPnlDolKmvNWg1m9i2zcSd4mQyrG9ssFgucb0ZjYbIyI7jEF1X0TSFfF4AIlL5oAchxIJtr+s6qvKSMSJpW1EUMU5mhqupP/Ih/kU83FUQRB6AsgeTnE3bttN8a2mAC1CtVmm2mtimxXQ+I1PI4UchsR9TqlQgjAgRBkgS9JGHQTabTR3VVvvISqUijHW/YL22N9rnl67raJ/zDJSxTLLUmM/nQsC48qKPRiMm4wknJyfEUUSr1UJVVXZ3r3Dz5s2UrHp2fs7UdVGSzVQsllguFoRLn8lwTL/bw51MaV1ecnp8wtnJSYrQ+URgqJi2hRcGqIbG+tamSMXMOgz6IzRVR9N0Hty4kf584+mUf/2d76CpGtPERzIIAiqVCvVGIz2lO50Ok7nH937y8/T1ePeN+2zuXGFzexvLsplOXXwvII5hfX2N/efP2Nne4sX+Pmv1Gsv5HMsUOrOjFwcsZiIV1HVd/DAkUywwW87J5RxM08D3PabTCcvlAohThj4IBNFIqFpyzLJKMpaVga7r6QZYnaX9ottMfq389fNghrzVQGzWVe8WuXnlYRDEEaohbuxMNouVsYWKPhADcmlft8rTlANxiT5LP0hVVanVvjiI8JfmRpObKZC0HsQJJM0y2+22mGUVCsJKOhlUjkYjMjkH07TY3r1Cv9OlUqlwcXlJeW0ttZYbTyaYpsXCWzJfLtjc2uTs9JSc45C1bdyzJnbBEJJ/O8twNGT36lXqa3UM2xAIleriulOI68xmc06Oj+npQsGddRxazTZvv/suv3Z0zH/6878A4KOHn9Dr9viv/87fwVLjpHTzePjRRyy9OaZl89GjJ7z/8HEqHSnlHP7mr/8aF60mtWqNxdInmxHGNI21dVqXl5iGzmQ8QiGm22mjqwqmoXPz5g2arRZmUjp3u10GoyE37tyh075kPB5x8+ZNzs5OGY2G5HIOui60XrZtM51O0Q2L6XQqFAnJnE+W7BKckLMqCUSsztA+jwSurtUbbHVTrgaaACnIIgWl8mtTulcYotommq5hJ34klUoFdzpNv4ek5pVKJQaDQRpOKTdxNpulWCwyHA7RdZ3yFzyfvzQbbXUpvBrRlEo5FIXpdIrrumxtb7NMdGHTqUttrc7jx4+FlD4MyRXyDPt9BoMBhVKRUqlEtdHgyaNPBRN/0CfwlnQXc+rVGrdv3hJynNNT3nn3XQzLotPv8cHPfkYmI9C2erWGoWqcHB1zfn5Oo9Gg2+ujmRboYrY0cme8cf8+sarxJ3/2AwBOLy74x7//+6zX67z3ta8wGvRZLOb0RiOeHZykGwwgl83we7/+HpW1NSJFJZMrUF9b59ljEf8a+D4n5xfEcZQq0CfjgOVyQc7Jcn5yDJrOYDrFNE0ePHjAZbPJeDBgGfjoGiyWc3J5B0VRaLWbqJq4TYbDMY6TYzweUyiVRXWhJFZ+gU8ul0sSd+YpcBEEwSsjAniVw/j5tbpZ5Psrf3/162S5t0zBFeWVD1XT0AwdzTRwcjlyjSyKqvPZn/wp+VwudTSW/agQjyr0er2UQykzBuSvX7Re642mxCQ8UZVohZYjSKMvZy2yfIzjGD1JqXz48GMmoxFhEFKqlAVDwbR448EDPN9n7s4I44h8Lkfo+aiOQvvikpPjY5FUslyQsW0Wc5el7xHGIRvbm+xeu4ofBPzkp+/T2Njg/v377D99QhBGHDzf56233kJXVDKmhTudUl9vkHUcKtUqGzs7/OC738UPAr71q19H13X+43e/l8I+zU6H/+uP//0vfD02G2v8rfe+wu7WNnYy8tBQMDSNtY11JsMR4/EEVVWpVqssFosU8JHarl53iKaZaKbOeDxG1w2iOOLy4lL0IoNumltgmRa2bTOfz5lOXIrFcpoJLmOaNEMnisIUTJD6MQlkSIKAvMlWHck+z2mEV4fP8v/l5kmt7FQV4hhd01/afUevDr6lXZ5pGNiWTQx89vMPmbkuXsIAcl2XYlFImLLZDPP5gkqlkkqERqOR4Hba9is95l+3XtuNpsQi9ytdsZA+aMkbtcrOh5cn33zhoWgKxVKBSqVA6Ad4gbCcLuQLnJ2fMxgM6HY66IrK7Zu38DyPoS/KkPs3blKulHj48GM0XSUiwnJscmtlFkRMZiPRKygRnXaTKPSJQgGm7O3tsf/8eTrT2d7e5qLVZufqLg8//pi1zU285VJkvWUdvvHVr/K1r32Vf/cfvsNHjx694ne4ujbWavzOb/0GVzfWuLJzhbOTExQ/Imdk6LW6mLqFk88xmy/ZvFpBV3zGwxGaHqIm4JGVhECEyWu5ubZBr9ej2+mxub1NFMTMpjNm7pzDgyNRrgUR20kIoZwtLhbLdCAdxxIhDLHMl2XjqhZQ0zTG43FKNpZAiXQOluXkqqRldd4lb6+/MoSOII4i1FhBUVTQSDdbrMaoeoyqmSixCpHCbDzhaP85tm1RrlSZzcV7NJ5MySYzWcvmFUmT7Ctd1/0rB8Ln12u70WIFomSjKXFMsVhA0xTEflJeOfle4cFpGkEcJtxDh15HmMZYQYBpZzBtk+Viwe7uLmoMl5eXqXGPKHMcYiIWizm+r7G1tUWtVkPVNJZzQZkyTRPHcZgMhUVCvV4nDEPOz88JgoByuUyz2WS5XJJzMsSBTyGbpX95gRbHZJ0sse9RKhRQLJN/9A//Ac1mkx9/8D6np+d4vkfGtvGXc7bqNWrlIrVykSiMMCyL3mDAcPSxGEbrOkfHB9y6fZsoCoTh6nJBrBpsbNdQW22CRCM3GLkoaLzzzjt0u13y+TyTyYQ4DBkMBmSyZkrI3t7eZj6fp2JWKTXJ5XIsPR8jCIgikU+tqkrKdZQDbQlKxHGc9j2S6rQ6b1v8v1CXy9HAKgd1MZv/FfJxCpTEEVEQoqkhaiRyuZeJHi7n5MhlHQzTpJDLMxqNMDQxR1sGIXbGStUes2QcBC+TY3/Rem03WoSW2E7HaASJZ0eIapj4foDGX1/jR1GEqqmoui4ejkTl28hmCSKRcrm+scF8NsPSDarlCr7v8+LFC8GPiyPGkxFRFBMESy4vL9E0jd7pGXvXr4sAhs1NnEwWt1jixYsXvPnGGxwdHQmSbcJQqVar5PN5Gmt1Hj18yGK+4NmjT6jV6ixdl8lwwHrWwbKzhEGIbZh8+zd+gyeffca9e3d4+vgzJqMRGTtDrpin1WqxsbXF2fkFCz8gn7H40pfe5i9/9CNyhTzP958J6lkuy+6NNwmXHh/89APeeustFssFge+j6wYZ0+Txp5/ieR6GYdBut5nNZtx98IDZdEirtaTRaLB3/Tp/8cMfYlmWyNmGBEpfxzAtFF2DIE5KepGJPZvNUuBDosJSqiLt21ZjdqV3vrQukBtwda2imfJwXSwW9JPwSDlsjqIIP4jQVJUwCDBMYTG38AK8pcfhs2cUi0Xu3LnFYDTh7OyYcukBV65doXl5ibeYY2iix5fGu7qupyCc5G/+ovXabjQ5mVDjGDWOCP0lsa2DIjZRFHivnGhyxVEspBeahq4phH7A5uYm8/mc+dJD1dV0TmOaJu5EDCJv375Nt9sVzfxigWWZRFHIcpmgW44jKEaqRpDcYkcvDrBtm25itdbtdikWi2iaRr1eR1VVOt0usQLL5YKt7W3c6ZSMLULQu90uZd1IbsoBqhJTLZWZT100VSWfcRi7U5rtFo31dUrlMkcnx7jzORoKR0dH6UYolkuUq1WODg+ZPvyE+w/eIA4Dhv0e5+fnaa8x6PVxHIcrV64QRRF3797lww8/xNJ1Tns9ymXRz+4/f56WdZJPOplMRGSwbbEMQhQFojBMaG4v5UdyQ8k0GRkkryjCdk6Wh3oyIpAbU5aVn5+dySUPMolkCnlQKS33pNrbMEw8b4ZqCGs9yzS5f/8+436X/f19zs4vuXvnDgpw+v9w955NcmTpvd8vvSvf3VXV3sAD43d2dmmWZNyrCEkR0jt9T4X05vIyqKDWcJe7OzuYGYwDBmi07+qu6rJZlT5TL05mooCdGS5FKoKrjEAMMECXyTzPOY/5m5cvOclhbe1Oh1q+8RbpY1Fbzudzfgjt+GerGSKEeVQkUszM59bmChoJUZqRJRly9gpJXhTIsiykyqI4RpWALMXQNCRZIQgj5guPZqtJUrSf88FzAfuxLGEVJMsScSwQCZWKsBsi393618KhZDadEedM7sD3WVlZKfXfC32L9fV1UlJm7hRZU5AVmQ9//CFIGRcX59TqdWRFLLZ6rY63mGNbNl988QTSDHfiUqnUxMkuyZxfXLLWXee9Dz5AJWVw08fzPbob6/iBx9npCaqu4RgmL549I0sS/LnLzvYWewcHzMcjbt+5y/n5OfV6vRz+3n37bQa9Hts723z77VMsy6LX65XBUJxUaSpQ86qqkaQpsqwIZIksC0bAUv0sRGcXpayfbdvlqVA0FpY7ictNj2W845u/Ch3+1dVVJEXGdkQaaJgGTqWCVXG46l0yn89AUZBlFcu0kLKU/lWP2WxKvV4DMubujJPjI6rVCp1OG13XmM7mZLyCgRWBHgQB7c2t/x9qhkggIXaULI2RyEjjAEVSSdKkYK2XV/GQbdMkCgIsU4jukKakaYKhG2xuCifJNN8BBbFURpGVXCQnQ5YVHKdCrS50CpM0pn/dx08SWnnXLfB9skSg+BUJdvf26Q8GbG/v4Louk8mE07NTJtMpt+7eobuxzcnRS7Z297CcCi+PjkniCHc+Y317h9F4jKyYWJUKN+MxW5s7jG6GKJpKGEVYtsVf/g//ldPDQ749fEGcxDRsk3qjQa1eZ2N9ndncpb3WZjQaEocRWZbwl3/1F8yjiNTzOT85otNpMx728eZTjl8KgdUwjqmen4iapWajqSrDHKdYOPWoisLq6hqX130ySSGKRZMFMrQ82DRNK8V3ClGe2Wz2Wpt+mepSBNZyFxJetfeXa7niWm6MuPMFhmFRqVRxZzNhLiLLXJydU3UquGSokoIsCWkDWVX48Uc/4fNPP+Hk5Bg7x2CGUUSz2ULTdOJYMAIsy0KWZKqNau4emtBq/tAU7c850JIUVZGAhEbNQcpilCyFTKQsyzOVAh0e5V7R/V4Pqd0mzN1a0kxC1RQkXj3w0hcty0oEuZRmQlYNCV032dpu8PXXX2OYDlqakiUZW1tb1Go1Bv0rNtfW+NUvfsHlZY9KtUaagaJqbGxuISsqNzc3nJ6c02o1cewq7bUOg9GYKIjQdIXZbIo7GxOEPqmUsb69w3p3k1/8X//E2289Igx9UqDXv2JweYlpmWxsbJBlGfPFAnc+FzCk2Yxut8t0OmU4HKJpQtL8k08/E+I7OWzrxcsjNAmkNEZKY6ETYhp48yneHC7PT2ittEhzpSgQzaUEuLq6wqo0sKuCVZBGMUkcohoGaZqwWLzymi4wh8u2WcVV4B+X00Og1Hn5LgrLd12aqpMicX52waB/hW1ZTG9usAyT+XjCyuoqvf41q+s2sgyrax2kJGWtu854OKDiOJimjW7Z2E4FSVJY6TY5fnGIJiuCCaBpnBwdCWNI/4eJn3+2gSaTkmWgSSnr7RYycyAlk9Q83XslvrJsxeRUK7z9/nv0+31qFYdpbnqhm4Zouy8ZY7zZss3S5DUEguu6ZUo4Go+Jk4SaYXB+cc7J8RF12ybLKPF/6+vrSJLQrygk5zIJTk9Oefuthwyur/n66y+J45i9/R2S/FSsr7Twg5C560IK/+V//h958c1T+tfCjuitt97iV7/6Fffu3yf0fDIZ2q1mCQvSNK00Rd/f30dRRN12dnbG5uYmK50Ovuty2evhzaas7+1wcXHBz/7ubzFaLb7+/e8ZDAZUKmJIraoq9Xodx3G4ubkRA2c/xG4Im9ooDJElqYTEGZYJ8isDwDiOSyhT8XwKxnshFfGmtRa8anYUp9nyYBpeqWpJkkScZdiVGhubXdY3uvR7lyhIXJyfUq/WSg1OXdFQVeHg+slvfwdJjJbPDuM45v69e0hpysX5JX/4+GMe3X9Qpss2lEP3ZQTKd11/toGmKBKylBGFAboUIyWRCAQy4jRDJn0tBSmo7BIQpwnuYs7w7FRosZORZClRIlDaBSL7zWm/aoi2bhpFLALBCLarFUFgdGwy4PnhC6Io4s69u1z1+wKgOh7RXFllEQjkt2ma3FzfsLm5yenpqVDHzZVysyzjvffeo3d1wXA4Ymd7F9KM6WxKc2WVKIqJZRnV1NEtk/liwZMnT1hZWSEMAjY2NkiSmKOXLwgCv3QyrVQEYkP4eFfLhd3v93nx4oX4TDc3fPDBe0iSuB8Lb8HlF0I2++bmpiS8np6eMp/Pub6+ZiP/Disrq1QqFcIw5Obmhq2NDeRcFEc0I4KyCVJ0HAtB1YK0uZwKvsk7KxpUy66g34fuVxQF07aRFdEJ1TWhqzkdDanXaqiKwmg0Yvtgj/liTpImvPz2Obs7Owyur5iMPORExq7bxL7Pr3/9a8IwptZslHWpkYOWi3X1r0kZ/NkGWhoFQMLmah2NGCn2Ic1I5QxkJT/xstckykTuPieeTJjPXLIkJQpC7j94wPDmBkPT0TWN0Wj0R9AeWZYJ3tiRVVVlkcOJFEXB9xYgSbQ3hDfy4dFLKpaFXWthmCZ+EGDbNvP5nK3tbabTqRAhDSOOjo6Io4hHjx4Q+UGucSKgSfUkoVavMfc9gjBitpjTaq8RRgEPHz3is08/FZomng9xQuQH2LbF9vYWAKPRCD+fDY7HY4IgYDAYlFa177zzDpIk8dd/8zf86p9/wUd//Re8OH6JbprMvQU7u7tcnJ0znU15+vQpBcBz+gAAIABJREFUDx8+5PDwEEmS2N7aYjwa4Xli3mUaQsDI8zzkTJx+nucha6JZVFgrFRSbAoIVBEEpUVc8q0IasGijLwfcm4Di4veF+rFTrXJ+ccaLZ99y+9Y+YeihGypJEnB2eoKmW5weHZPktJ7VZgvLMDEUldZKi9lsyt0HD/j5z3+BLEk8ePCAOEv56quvODg4YDQaUa1WaTabZc35Q9efTaAVp1Lx+yxNMEyVZr2GnAxRSZBUjUzSiJHKriO8Pk8Lg4CVlRX2Dg4IPY8nT54wHY8ZD0douka13S5Ps6JWKH7eC3wyBHN4fX0doGQ5O5ZNnCZIqkQQhcwWLu+9/z5yljF2PWr1JoYhwLaaoTObu5i2JfB9acpsOka2BZN5MXPFjMfzSWLR1kaVScnYu3XA8eFL5qHP9t4ucRii6brwMtvf5/mzbwnCAFkXLee9vT1arRbX19d8/fXXuXrXOr7v81d/9Vd8+umnrG1t8U9///cMh0PcxRxv7hInCUmW4lQqzOMYPyc4oshcXgptx0ePHpX6ib2rPpPJRBBlJQlv4bHRXaff79NoNUuVKCOXFI+iqCTmFvd4mWVdWhrn0oDFQLsYFhfX8rNdPumue0Jl+ad/8RG9i0vG4xGWoTGbeDy8+5AkBjfwyMiwcx1LGcG8vxpccnBwi8NvBVJEyM5JJLFw3ZlOpyLFzbVY/pTB+n9q7X0lE10eQDhtphlIMpKsoEczDjZaNEwFbdHHlBNkVSeRTOIMSMM/fj1FQU4zTN3g8vKSXq9Xtpot02Q2nyNpMou5aDuvrq3SbDbRNWHblMkSvh+gyjKO7dAf9HMF5JVyR0uTkCgMuOn3kSRFmBYmoiHTbDWZjCdoukYcxcRJjCLJxEGIpqkYus5oeINtWqytrvD400/RdI2N7W1kXQdNAyTsnJI/HQxYabX45quvaDbq6JqGO50S+gGj0YCUjK2dHRRdxdQMvvzyS3RFIUthdbXNeDoWCziOqVYrOJUaiiYRRiGR7zMcDFFlGU1RSaKIJIMQSQjSOhYXZxdAKqhEQUhzdY1Op8PJySm2aaHrgkpSrzcY5YuzwFYW8Dhd13NMpVpaRhUpe2FSWATlskbI8rXcJCnb7VFIs9Xi4uKMq8sL0jhma2Ody4sL4jDG1C0evv02/cEARdNRFRXHtpHIsAydzz77lCCO6HY3aK6sYFo255cXrK+1CXyf4+NjbNuh17tkZWWVnZ0d1u/f/3O2bUrL/wj5sHxwKSfUDRk19nBMnTQMSFOZTEqQkEqQ8bIykiRJREHEYr7gut8vIUbdbpc4SVjrdJi6EwxNo16rCsqHLEMm8HphLGoEXdeZDkfUK1U0VePk5UvaG1t88dljmrUajYrNN0++YGNzD80wadTrjCcjQj8gTRL8hUiX4liYwxeztYU7Z2d7D9O2CRceZELQczFfUFFUNE0GWSbwfTAMplPRtr4e9JlMR+iqRuAv2NnZYTKSSMm4uLwgSgSyxNINZCTSLKZ3cYZpWyRJzOpKi8Hwhul8ipqClYvOmppGlqYEYYAiCYPH/f1b3H30kN7xCWdnl0RhgucLgLGmyvQuzznY3xF6I6ZGZ32do8OXzL0Qe8mvbLn+kiQhaVCcWsvzs2IwvNyYepMqU1yFshWArulMxxPOT07Jsoz7d29TsR0uLy6wHCvPFCKCMMDJjR4zWaZSrXJ6eEiztcZkOuXuW2/x5RdfcOtWg063w6h/w0prhWajSbfbxVssctWw740x4D95oCUoZJKMBMhkSFIGSUTDMrnTaqKHEwwZ0jBAlhViJKJE2OhkaVwWrsvimoqhoegqH/3lT7GrVa57PSFXV7GZ5JCsQov+4uJC+DTnQ+7hdMqtg1vIkkSi61xcXCBpKtu7u/zyn37OdDrh8uiIZs1GzTImNzdsbm2TkeYWRGlZQ0RRVC66VBLdq1qjznXvisnz54Iun2WkYcRsNi2dVtyZy+p6p8T2bWxuYBgaz589ZXtzC8fOje9VBUPWaK2tEqcJcRgxHAwgEZuFU62QJAl37txBkmXGkwkAUhxDlHJ9cUVMimYJ6srendu0NzcxGw0uzs755NPHNOp1dD8kCSP0SoXAj5hMpmxvKdx99wOeffop7sSlUW+i6n5prVR896KJsBwwy8KqQPkMCzmB5evN+dpyA6UQzH348CGVSoWzk2PWu+u51GCTOE7w8oZWY6VFlkKtUceu1agM+oyGok6fjcdc9Xrs7O7y2aefsVpr4NgOZq7uNZ/PS/GnH7r+UwdaKsklRUSWEiEDTsyqo2JlPqaSksUCUpOhQCYL+jyUc54i7Sgenp0veD8MUXyfOEnwg4A4SehdXbHV7TCfz1ksFiVkKAgCFr7H7u4upmnSu7xEitPSfujJZ5+xtraKSkbku9imhaFo1Fur2DlXqXCyLBxYigZKSeXJUm6GN6LzKUl4vqDhWKYuFIfDkFQWdVKw8Ji5LkdHRzQaYpa3ttri/PyM9toq1WoVSZFptVqQpsynMxr1OrVajclkQiZJLHyPbrfL1dWVWKw5cLqx0kBTFGbzOaOZYCKopsHW/h6xJKGoKi8OD+lurJNGMYqqUzEtMZPqdlANHaviMBv06WysYxgGX331FTs7ezn3T0DaSjoLvHZPlpWtCohW8ewKNja8nqkUr7eM8i94Y4auliTQJ59/zvX1tWi8OBWQFOrNJqqmMRqNSaWMTz75hOlYZAe2bfPlky/Y3dnhyydP0DWN7d2d0k8vI2NrZ1sAIQqE0Pdc/6mlDKQ8bZRJIYkh9NFTn6aeoMsxaRojySpRJpMgkUoysiKh5rtgAcspdsVms8nG5iabW1sikHKbnpOTE0HEXFtjNBphGIJnVWgV6rlPta4bxFGUm1K84lh1u13W1tbobnTQDJ29/V3sio1tm0zdKXH6yra30JsoPLnk/Jc4hcRndKoV7ty7y4NHj/IBs0YcRRi5qJBlWdy5fZuf/OQnrK93qdfrLOYLPvjxj0mShKOjI/Zv3eLi4oI4jPDdOePhiHa7zdbODrVmg7V2m/39fdrtNrcODqhWq9za2+e6P0DRDOIsY2VljXfffZ+33nqHwxcvSZMMz13gTWd47hxdUXn44AGj6YR33n4bJJUwSjg9u6BSa6LpJnEiatSik3t1dcV0Oi03niK4lmXoiuxjuZO3PENb7j7CKw2R4kQr2BZRFFHJpdNnMzGsL80lFYXmSotGU4jk+mHAcDTCsEy6GxvcfXCfeqvJYrHg5YtDgoXHRx9+xOX1FWESU23U2d7bpd5qUms2yL5Df/K1tfyfuRkiKJwSEhlmFlJTY9qOxEZFIkogU3IQsaSQJvkMJkNIm2WvSICFGE6lUuHw2+eoioLv+YIf9vw5D956C8dx+P1v/4VqrZLjGYX2/mKxYHd3l+tBn+7GlsC0tdv8yy9+BbLE7fv3yCRIpIQ48Blc9XDHQwCiWOLg9h1AKVvUIE7ZSqXCYDCg0WySZGlJ6zBymWxLNxgNB1ydnlJvNPGDkK39fSzbQdE1zs/PCQKfD370I37329+w2mpwcXbGw7cecXp0xPHpCfu7e1xfXGIZJg8ePeTLr7/i1t07WI7D9dUVpBnj4ZDA99FUDXc6Q7cdNN2gUqlw59EjvvrsM+aLBdt7e3RWVvjdP/+G1bVVgjBktb3Gi8NDZq7LX/3sZ1QaTZ4/f06328UwjDI91DWN3sVFiQiJc0ukSqVCtVotu4zF8yq0P4rfF82PAl/4fTO04jVK7RHg+uoSXdexTUF7cRyLKInxQ5E5BEFIGCUYto1pmoJaBNSrNWq1GvPpjDSOmU9nWLbN1XhYpreFPHxhD7V19/ubIf9mUHHBas5y72gJIHv1e4lMkDJhiZmZvfazfwRELK8MKZPKv5YzUZvJWcKqo7HTblAzJPTEJ1MMEkkVgaiIbhxpCqmoz5KlB1ekj2EYokgy7kQMMTVVxTJNIVyaZWzv7vL8+bdsbW0Jc4skKQNiOB7RXd9AVVVuBgOSOCGTMuGN7S2o1KvIEizmLq7rEoURa7kEd7UiLFyDICBJEuFrdnKCrutYlsV0OkFVXhnupWlKHEUMb4aMRzeiERNGtFZaKKqKogoR18ViThyFzGdTJqMRK60VLi/Ohcb/+jqD62s0WSGLElRdQ1JkkBXWNjdRkBje3AjMpx8QxyndTkdIKbz/Pp7v8+Lbb9E1jcViQeC6LCZTbM1g0O+zsbnByckx9x8+YL6Y43k+YRSxurpKmA+pF4sFzWZTwLMMnUatxrOnT1nMXQzDYDqZ0Go1S7PFQlcEXtfXL06zQnNk+e9fW8xLRF81f51Go8Ha2hrVSpWjly+p12vMZjMkSSYIIja2t1FkBS1/FpIkoUgCBK2oKp8/fszcnfPy5Ut6FxcsAp+FJ0wtRRmScHJ8ws7ODkal+r2g4j/5RMukFCUFNZVJUPB1iThNcCQZFZmIhDgI0JQUS9PwwxgUDUlWidMISJEzOSdrFrWXVOozylmBCsjIMhlJVZAz0KIpa7bCfstGTsVuk8oaSHEZx8V3WEZyFAFWPICi8aArwgDB8zxubm7E3OTqSojJ1GsYlsl8OmZ3Z4s4iUmRcKo1aq1Vzk5P2d3dRZFljl8ecX5+TrNWFy4qjollmCRxyGwy5bp3gee6GJpKe3MXWdVKMRo/R/MXcKZiCL5cbxTp03Q0xnenjEY32FWHgzt3SRUFWdXRZZXQ85hcXXPdvyLLUlCg2qgz6vepOhWiICQIIja3t/HjhJm3IAgi0TGVZM5Pz3j3vXd5eXKCYuo08jnYnUf3iYOQ//Z//O+oqoptGqyurHAzGPDue+/x23/5l1Lro9lsCpaxovDgrXc4u+zT3tik4lgkYQhJgAp8/PHvqdfrgtEQBERRxObmJlM/oV6vl+TaIhVcZlUv2zotP+PCULAYAxSzON8PsW0HRZFw3Rlh4HF5ec7KSotmrYGjO3zz9Cm37t5BMQ1qzQYnF2fYlo0/eoUmcRynNJRfXV3ls4//gFWvoTkWlZaoZ0eX10Sux9t/+zf/H7T30xSVDDmJiPwFsgqOKuE4lbxQTMikXC9CUshQRFZHfuoBkCDnoZxKOYo7AUVTSKIIC4/dtRorjgbhLP+ZAg0gk6ZxeZOXhU7fNC4oHEsA0ljY8UiSxL179/A8j83NTTzP4/T8jDhLabZaPH36DFmR2NzeEUNJ0yDJN4zBYMD+/i7HLw9J0xixiYj3mrkuL54/xzEN0igmTNNyFFjMhYTVa1KecvAK0VAU9cWmUW81UZUMRZO57l/jex6pqiIpCd88P8SxLAyKgW6A6Zh88803tFstsixjMp1QcWocHx9TX1nl4OCA2WzO4Ooap1an0+nw4sULhpMJdx7e5/Lykk67zc3FJaokCI6KJBPHUSkT8enjx1iWxebmJn4uJmqaJv1Bn2+++YbOxg5B4LNwp4S+j63LHH77DEmSuLq6oloVo5ODgwMmkwmKVStl3d5UwlrefIrucbFBKflzL1gBhiHwqpZlUa8KcIAIWmEILwADUxLg2ctD1re38KIQlQz/ssfZ4TGz6ZRb+/tYpsnBwQGVSqXsLp6cnBDFMZOrK+49eoBlGARBwP6tW1wueR581/UnN0Ok/AunSGQSKDKoUkxdjbnbrfLRnQ4HaxbvHnTYXrVZrajoUoymiJ9L0oxE1kgkRUhgA3kLQ9xQZFIUVF0njSOqhsytlk7bjMkWQzRZvHsmZWRkZbAUA87SFCG/lgVelg0UkISeu6ypTOczpvMZ7mKOZhp019epVCpUKhX279wmjmNOT095/Pgx//jf/4HxcMjh8+fIsswvf/5z0iRhMXchTbFti/FwRKPe4CcffcTqymoOy/KFJVOOLSwMyXVdx/O812qOglBYAGM1TSMIQ5xqVZwYwPnZOXEQUbUcNF3L3W5m3L51i/X1dbI0ZXNz85VHgGmRZSkHBwfc3AxYLBZomsb7P/oRvV6P0WgkHE0Ng/sPH1KtVKjmtexiscDIh7m2YXB2esatnEWu5+ONNElQFYWt3V1hprGk12hZFp1Oh8l0SrfbZX19vSSYdrvd8vsXjaVlfZBiI3oT3F3crzRNkfJNtFqtvkYMlWWZm8E1FcvEdcV7a7rJaDqh1mxRbTbZuLVHJGUCGud5JEHI3d19qobFfCZkGVorK9zc3JSaJr1ejyhL+eDDD1lpreAvPKKFz+Hz57w4evmD8fNvOtGksraSydIITUqpqBlrjs52u8GiohMmHk1Dpnt7h1/+7jN0wybJVGRFJ5MyEgqxjzQPXlHfidcHJY2RE48Vq0JNB9IQQ1dIswQkKT8RU/Hf79j1loOs+H/FHAYQsuGKICOmgKJpwpmGDKdawfd9Xr48RJVzqgzCOeje/btULIvVVYEC+clHH+JOZzz+5DGaIjMc3HD08iX6qULk+xiaShonqLKMkTMDqtVq2Q3LsqyUMNN1vYTxFH+O4xgvCKjWqsT+Qnw2b0Hg+yiSkOm2bQdT0xhfXQnQ7GzKWmcV1TSYDocCqAx0Oh0uLi5YXV3LcYgB3z59WtasZPDTv/xLTo+P2dvd4+nXX2MYGrqmiSeepoRxiGPbjEYjgHKjqNVqVKtVrnNYlizLosmDhJQlJFHEysoKs9GQ4XCIbQtb4GK0sLKygm6+kgUv6qzl06t4pm8OrReLBTPXzZ/ZS7a3t7Edh1qtRhgEfPvtN2zv7OJ5C5I0Q1V1MmSm7gJJFqCGhbcoN2xvsWBtbY3rQZ/T01MazaZQgnYcslwrpVqrIUsI/ccoRkKiXq9TcX64vf+nB5okUqBMEnWWpko0TZO2laDHcy6e9YGU59++YHt/n5vjl9xbbXA1EO3pBBs3zlAUvcB6iCATo2iE9keK5A/ZWanQrSQoWSpSRJYkwjLEA8wy4viPjenexL4VuXuh7yfnjN803xXjJBGFsyShGwaNRoMsDjk9folTcbhz7z7rm9s8+eor+pfnXJ4d43keaZzg2DaynPHs6dfs3n1I1XawLYPaxiaT8RB/NsMyTEzDoG475alWtLWLdn9Bhfc8r+xO2rZNnCS43gIljcu5YBJGyFkGWUaSxPhJgiIrVKpVDNMgCAOOzk6pWhb3797jIlf1CoKAe48eMZ7NUFVR+NdqNdI4odPpcH56imoZ9M4vmM9cvAX47hxVUdANk3q1zfnlBVdXV6yurjIcDkmShGfPnpVeaNs7O7S7G8i6zTwIkLKUJHfKOTs7R1XF7PDDDz/k888/J01TEZymVc7RPM9D13UhsOP7f6TFsSxdIEkSnY4Y3v/t3/4tT548oZqbmgwG17RXmgSBRxRHhElGvdnEqdSxbYPJ4AbZEJLfWR7UuiyhGjqGZbJYLPj6q6/Y2Njg2bNnJEnC+vo6iSR8524GA4bDIVtbW6y126Um5fdd/4bUUfzzDJlEEgIok/GIwVUPf+FClpFGCbWqQ8U0+fCdt2haGg8OttnprtJpOOgKkCQC4YEkQkuSIJNEhzGNaNertBwTPUuQJWGPChJIuWyYaHOWgVV0md6ktL95upWNhyU6xjJyxHEcoRvieWiqkDfodjdKa6Fmo4E7mRL4PsPBDbVqlW6ni21VmLkLFFUhzi1kr697nJ+fo+oGmSSTJGmpWVHUM8WDKXZqM4c9LZtzRHGErCo4doVatYaEwmKxKE006rU6vYtLnGqlbEhMxmOqlSq6rlNbXS1PykLks9h0CupMQQ+6vLwsPQru3btHEgu+FnnqfX5xgaqqVJwanc46e/sH3L57j1t37qBoGrIqunTHpye5cpSMbVlUq1XCKGFjc4sUidbKKl8/fYqqqqUbaxyFf4TELwwrlhnUxXMu/k2RoqqqyvHxsailXJfZbAZpynQyZWNjg9FkIu63JJGkQh587rrMXZdqzhxQNY0kEyVFJRdQrdfrfPzxx+zt7aGqKv1+HxCn+d7eHnvbO8xnLicnJ7x48eI/JtDUVLSGQ1Uh1g2QFDRkHNNCNw1UxwHLYuPgNm4UcXJ5jiTHBN6EtWaTdquJHi+oqAlGFiNHAVkSQJYipTFmFtG2DNbrNQxFdDR1RUWVJFRJQkpTslRg2cJEeIwt492W8/pCO7CYv6RpWqLGFVlGVZQ8XrPyz4osoF7T0ZggjKlUmxzcusfF+TX9Xp9nX36No5vMpzPu3b7H6dkl33x7SJTJpLLGYiEEdM6Oj9jZ3kRRJCIJtFodOa9bilO1OHWLwWqxoFzXFfIK+YITyH6YzRZ01zZ5cO8hzdYKpmUQxEIh+Wc/+2sGoyGffP4Zk9lMjAeiiLkb8s3nQlXZnU+Yz2f4vkccR6iSqIUqjTqKoWNVK6ysrXJ92eOLr7/i+eELuhsbqIZOe2Odhefh1CpMXJcozZjM5tyMpvRHE75+8ZJE0di5fYcgkUkzBdsyMTWNhesKC1p3wben5zx470ckisbGzh7ubAEZrK2sokoZUhKSRSGKLJEmKWQSafZKj7O4lu9dnCaEmRhdKIpCt9slTRLGI8HjW1/fQpIUKpaNriusdVZY7awwHt/w+9//nqsr4Q/37NkzNFWFPJ0vZOsMw6Db7vDks8+xTJN6tcbmxgbt9XUxC63XaHc7zF2Xy4uLH4yfP7m9LyUZmSwTISMpMkYWoEcT3t5oYBKjKq92o2LX3N/fZzweM59OuLzuIxsOjZVVsizD9zzqtSoJAiRbMS2yKEJOPaQsQpETQnSQ1HJXWyYBfpeWxPJ3Kdq85edfCsg3h57FADmKIvy5EJq5ubnh4cOHuK6bNwt0JGI+efwJqqbz13/zd1iVCl8++ZLd3V2SOObFs6eMB33u3b3N06dPWemsU2u2UFStNFgvumdFx7Gd6/sXqVJR0BuGQQbEaYqti4U7vulz+PIQs2Kxs7ODHyQcPn+ObZlkWYKUQbNZy0+2OR/+5Md88fhjXHdKmsncvn+fTFGxjVeQJxBojF6O+cwksE2LOA5ZzOdMp2OatTph5CNJMmGc4TgOb7/zDqenpywCcVrqpsHleY8f//jH/OEPf0BRFO7fv4/rukiyjB8KLp6/mHNyfARBiOcvWO90UE0Lx6kQxwmKbiDLCkg5MHyJKb8sBV48U0VRmE6mDK6vCTyfeq3GwvOomLl5hmVQqzeoNep88c1XIEsMhyMa1YYYW+T8wDQVbj6rq6s4lQqTyaRkTxemk57ncTMYkKYpjUaDe/fuCZ3OVoubwYD2/q1/f3s/lSVkCdQsQSFBiX10KQNZBkml2ayW/lGyLNPpdLi+vmY0GrLebXM9uMbWJfTEgzQh8CYYFeG+6OgKvjdG1xQUVUaSNLJMQck0MQhf4igVwbPsPFI8hO8iAy4H15tpCLyavRV2PLWq0Ejc3NwkSRKRIk8m9HqXWLYwRWh3uwwGfYy5y+7+nqitZIV3f/QjBmenRKFfBlOSJERxUjY+ipNXluVS6baYHRVSakWXtHCunC8WpIaBYVtIioI7nSEj1H7v3bvPV18+oVp1aNTr9HoX+XeVefL4MUr+PkkqCQgZr7yji88Q5Bw9gYMUZcLq6irZygrHR8KHrNPtUKlU8RYh/cGANEkYDAZ0Oh1hf2RZtHMu3zvvvMNsNuP58+e0Wi1q9TpJlpandXutzcnz56i5LZZuOxTlgAh+8fmzXK7ie2twQJMVVCTu373Hl0+esL2xybfffouu6Xi+J1xXo4iToyM0ZKIoxtKMUuxV07SSQ3d6eoqdO8u8PD5ia2uLODc1UTSVtVqbKAzZ3d2lubLCt0+fMp/PufuviKf+2wItSzBkCSUNYTFnZ7VGzamgKlkJcTo7O2N9fb2EPQngrMZXLy9od7Y4O3xBt9tBVRRqrTYRQlogShIU0yRKUyJkyGQxd0sWqOqrLlQRMEX6VZwSRaAVjYUC37j8M8tF9PJDK5AYxUKfz+flbr9YLHAcR2j2dTos3DHvPnqbME54+uXXhHGMadnopsnW5iaD3iVZFHLVu8jnOz7IU8xch6QItOLEKvB8do65LNDtxf0kA1VWME0j9xkzObh1iy8//4zQ99GdGook7Kjq9So3wxtc1+WDDz7g+OiczY0uF+cn1Go13LnQO8wUtfRgLjQQC0SGYRi8PD5iZ2ubMAyJ81GEP1/gVCqcn51jGQ5SmpFEEWSZcEINQvz5gvHMLVWZi0G24zgCKRPHNFtN3OmYIAxQVZVavSJkGqZTQEJVhR2ULKtIUkZWKFEvbZ7LgRanKX4YoKgK5xfnmJZF76pHpVql1qgjL9TcYqtGkmVUqkJ5uOJU0UyzlLgLw5DpVPhoD4dDUqBZb2DoBrZple9dbTTI4oThcFjW3M1mk8ePH1Ov12nv3/r3BxpZQqtRZ6PRYc1UUCMXw1S4uOoRpaqgmuSGB0We6ziO+KJ+RLe9SjgZYqgKcSbMJlJJJYtyoc00QZZzM4IMkDKyjD9q6cIr3lGRPhZBVpiTFw2O4mfezPOXr2WumizJJIBlWeV7haFwf+xdXhD7IVe9Ht7CR0VCUlQsVcfSRZfKn7tMbgZIFLWXiqq98gArNoZlYmOBqSxOg+Izl5tAlODO5yiqQqMp8HeaqjIZjWkaNpPRmLfffpuzs1PqOVr99PSUxcIvN4sk0Uhy83RZfiV402wKa1hZlkv40fvvf0Dv4gJZhnq9jqrKnI4nHB8dEQYhcSAMHvvXfdHAkmXCIIBKBV3XWSyET1q73Ua3LIb9vnBjsQUTovA1eOettzg7P2EyGSNpOt3uuviMuaVuhtCFVBSNJLe6XcY95g+POE1RLZN5/xqnYhP6AUmSMphNCKOQRnuVq0EfbyFGEbphoGk6aj7cLhw8C9C5UHOucNXrcXZyQr/fR5IkDm7dopcjRfb390VTy7K4GQx4++23vxMS9v8q0BRVpnd5hraooVZVpFkfw1RBUZB0lVq9zvr6upj0KwrPnz/P50UJVcfiYn4D8ZzBZZ/6yipxqKHpFkjCYCJJQ1RZIcvQHuI5AAAgAElEQVQSICHLZDC0Mt1YNjAobFWLICxOr1puoF600YtF+0MGBMWiy7KMJHvV6SogXMWJ02g2uBgP6V/0iLOM9fVNzs7O6bbbtNe6yI7J4CrDd13iKECSFBqNJpmUD9STBNt2yNIM0zKZTqdlJ7DZbDIcDmk2m2RZJuoaSSqB0oZuoBjCNGIeeFi2xXX/mupqh5WVFhJZngL6bG5ucHh4SLezJtJVZBa+j2kJ+1tTV4likXpfDfpsdLocHx9zeXkppOrSBBSZ0WSKhER7pcXR8xdIpEiZuPdmrnlYr9eJk4R6o0F/MMCwHcIwLGdksiwzmUyo1eucnZ2VnU7LNLm4uBDkUE1nc32Dk+Mjbt+5S5xkRFEMkoyiykRRWGYvy5tilmUoqookCzhXp9slSRJW1tbQNI2b4ZDIjTk+PcV1Zxi6gVWrYOXpouNUSk2SwnV0Npvx4sULQj+gaot53M9++pf84z/+I6aisdJt8buPf89kPKFer5fd43d+9CHyf5RtUypJSHaDKy8h9H02lYyqLWHV6/T6N8hOymw2o5ofz3Ec52pSYm7UvxkynwfESUY1A02RIPFB1omTBFkxiJI3BDHzXcyyrNfYs0VHrrD7KbqKkiSVjNzldOPNU/GHajYp36ULLfjCgC5NM9Y2t5hMRjQaDbHT6TJXN9dEWYxqmCzcOb4fICOV3lqpBBW7SiLJJFFEGsdC8zCMyDQdx7ZJ8pZ/UasVkLEoDhHDywTiOJ/JWXiBh1NzSKII1bYIfA9T1/E9j4uzc9zpjDSMsSxD6EGub5EisobF3EW1Kli2w+7eHs+fPxdul5OpIJvGMnu3b3Py8oje1TWLyRRN1mhV6/ihj5+GqJKGoiskYYaCRBwnbO/t47oua+12iTmczWYoikI/Z7OLMUqFq94lURTR7a5jaBq98zMMy+Ti5IS9/QMmgQ9IpPHrz6eAsBU1O0lKGoMmqWK8IsVkKfhegG1a1KpVpDy1LmQUmk0hchtG4vnW63VUTdSpnueh6QbVWp2aU6FVb/AP/+2/c+/BfWEWcnLCW2+/TZpm2LbNbDJla3+f2A/58vMnvPs3P/ve+PmT0fsKEYqqEmcaQQzdtQaObWKoGVHoE0eCCAlCdUm4tVSxLIGVMw0Ly7Sp1eroeWdJVTRkRcT6d506RfpU/H55TracQhQWqEXqVUiaLfOTlgPsu+Sli6DTFPGzBZzItu28aWCgqQqe59PvD9jbP6DRaLK5ucX+3XukScInn37OZ19/Q388RtN0trY2884Z5aZQmEesroruq2lZ+Plcy3Vder1euaAgr0lVjVq9Tr1Rx3Ic3PGIxdxl7C6o1+vMplP2791hdDPgwcP7jEYjKk4FwzQYT8a5b/NVyRZQdAOQCINASCpEkWCxyzK27WBoOiQJ3W4Hw9BxFwvG0xF+FPDg4QOSOKHWaLCzu8fl5QWOU8ELRA1aKPz6vk+z2cQ0Tba2tlA1IW0+Gt6gaxqT4RDbsZiMx5BlDG5uqNXq+H7AzHWJ4wTLdkB+XXbudciWsoRWosRLijWTkeS+bEUps7KyAojTfDZzy5NxPB6XZoPr6+t4nkdnrc10OqXd6RCnCaPZlGarRatZo9aoYdkml6cn9E6PefH0a276V9x5591/vyR4lsTEmUyGiaKbzJOUaiqRuC5V2wbZKFVondxPqt1uC3OHq16pXrR80sAr6kPRZStSxeKGFCYH33UCFTfqTcT39/GV/rWr2P2KVHS5UVK8V7fbJYoi1re2kJKE68GALx4/5g9ffc3/+ff/UL7WLz/+A393ecH/9F/+DqBsOoRhyOrqapmyTGZTMmA4HKIoCp1O5zXbWQA9tzeKwhB3MmEymZAkKbVGjWqtSqNeE8CBMOT3f/gDzXqdW7fucHT4AlXVhORC2UgQDD9N06g4YljrunPq1WqOeIkJPI/pdMr9B/eZTsekEqi2yf1795iOhuU8cJKL6iiKgiYLf+ijoyMcx6HT6ZQeZ8uzQdu2cafTHMuplx3bWs6C6A+GpFmGrhvlGiie/fLIpkAKLWvDFCh/MSLRiJO4DEzP8xiNRuVpW2zwZ2dnNJvN0lxDpJ+rJLkjqoyEqmuoaYI7d7nqnRLkwAYpEzV8s1an3f4P8rBOYlBMlSjJyLKINIE0ydAVFc8LUDSpdJEsjukgCOj1esRBiKJoKMoro4MsgyhKUI1X7Frf919zfixOqe8KmuVgWu48LrNti+tNEc5i0X3XKVogRIou3LL0XOiLlMMyHUzVYDqf0F7tcH5x9VqQFdf//Zt/YX93m9u7++i5JFytVis7m4BobuSbUIFyGI/H+elikyQRSRwTxSntzQ2yOMLzPOIo5NEHu0iywmQ65quvv6Hi2BwcHDCdTvnkd78rO3JJmpJJUmkT/Cavq1qtlPOiKI4hDJFVlYveJa2WmDd119vYls3Jy0PSRHh/e15AfzBgsfCRNZVOp1PSgCzHKbvAnudRqVVzh0yNer1G6gsNERAGF6quiQFyJAiZnW5XZB7pK6pMkYkUm2+yxIxYlgZUFIUojsogm0wm5fihYHBHsWDOr6+vo2ka4/FYlB5RhKQK8Llp24KlkmVoZFS0Gs1mBXc6I843pDiOxfr+j3L8zFSL2WxOq2bz/sEmK+mAiipx2vNQdAdVFRSIwji71WoJVILr0qo3UfIdJE1fgX0VRSnlt13XLW12llOAZebtH32mpQD8vlnL8t8vD7uXF9oy2sCPRdvbdd0y5XiF6BAAY8MwuepdMRwOOTs74/E335Tv06rXMQ2Di+trAL58+ox3Hjzi5uaGvb09zFzhtjDvi6IYL1cTLuBe0+mUer3Ozc0NmqaAotFotsiCgDAUgGTd0FE1FdOxcedTPvzpT/jqyRNUXeP49ISaLvRMPvroI84uznmZQ5RkScjJObqBUxOE1MvLS2qVqsDyqQruYo5Vr+B7ftnEmAyGqBmMx2PSFNa3NnGcKg8fvUW/PyBKkxKjCPDZ48e8++67jMdjWq0WcSrSYXc6x9R1bNtmMh0hSZLwQVMVQMapVLEcB90wiOJYkFXza3k2KbIMGTU3CSzmk5B3d9O41IR0HIdWq8VJ3kUUwON6OfcFMUd98OCBqP0di2Hvmv71NYokxJp02ySTJDSnip5KaBns3hKe4HEY/WDDDf4tgSYpWI5DRVeZj3tI83OyqoOsWcwDgQI3DIPdvT3CXHW2sPZZXuDLs5AkSUCRyh222WyWJ1pR9C4H0JuBs3wViJQiiL4PurM8hyv4T8VDTNMUd+aWk/8inXVdV6gSu4tyuDkajWg2m7iui+vOyvcxDR3jDZFPz/NKV8vBYFCiQlzXRc5PnCAIykVZoPlbrSZZlhJEiWgmIDpjDx7cZzqd0Gy1SLOM0WiM606FVNrpGft7+xiSzNn5OR//4Q8kOaXIMAwWnsdKvYWqKNzkoqqWaVKpVoVoqiqhOzaj/oCD3V288YiL6YzxcIjvLVAVlSyvm6q1Gk+ffkO93iTJfQn0XIqh3W7z29/+FsMwWA9DnGpFGEDKItALJ5kkSVDlV1A513Ux8+6lqumkZCw/6WJdiM1XQVXUcuhf1MFZlqHISikz4HkeruvSbrfZ2NggCAUpNI5jZrOZeCZxzMXFBVmWsX1rnzQTaahlmMRJjJwkyBLoRpUkhSRKcBcege9j6Cby62PaP7r+9Pa+HCFn4LopRzOfvdU6UprSrpp4XkSsZHi+z2Q2ZTZzSZKYB/cf0O/3adUbjEYj6vV6SdKDvC0vifql2AmXmxVFGlBcy4FX1FFFUHqeV+IZF4tFmXYW/6aYWRUm5sXuuDwMVxQF3TJxHKekswzHQvpZURRqtVqpK+G6LlES0Vpt8aP33+PJs2cAXFz3X7tvd2/dFosyJzsW6P3iO4S5gExxisex0HkU31d0Cmv1KlmWkqUwm7rcXF/SbDSY+R4Vp0IYJ/h+Qre9ykn/JVW7RX9yzs7BFr4XcNG7olatCxiRHxCHMbqScn19ja7rNNdWMW2LtfV1ZEVleNVDbzYg9MjigNB3IQ1R0LFNk+lsTrDwoJERJwkTd1Y+m4KVXBAt4zjm6OgI5Ix6vU7NsTk7OyHxPOEymlOR6o06tm1j2lWyDPzAp+VUCOKIOKcVFUiaYrMUDGth0aVqYp0o0quRTxiG5XMrZClUVcU0DNypgL2Zqsqt3V1OT09ZW1lhpdslVQW29vmzZ9zbvyXst4CQjOH5JY4jXkczLSqyyteffk4YBPxdLsH+7wq0gs6SShJpphCnGVbFIUwyhqMxmpWDYzUdu91GliQm47Hg91xclrtHoaFevm72iope7ErfB536vk5isXgLWbcwDEt3jwIFXjRMlpVvC1xh8ef5fI5t26WYZwHTKUYHai6BUHzGKIrQdZ37t27x7qOHfPblV6/ds/cePuTH77+HjMRwOCw7YAUSxLZt6oZOmDc9ChfQQpfesgygwPpJ+IsFjWaDfu+cICeIeosFt2/d5jf//Gu29/bo93ps7+7wm199w+2793DsjM2tHV4eHxOGESDmc/1+H8MQIjxhHGFbdu53Jmglgbfg/OSIRkWwCZxqlUqlykWvh6xoWBUH1bYFidW00HWdarVacs7S/F6bpsnG5gYzd8poNGJ8MyDwPBxdI80H0AmgKCpRGBOlLoqi4lRqBFFYsucL2bnlbKhIFd/sHAOv6UUWftkArudhahpnZ2elsaRpmty5e5erXo8nnz4mM1Rs3UQCDg8PqTfqqIaOoqkousLcc+lfXaNrGkkcY+o6rWrjB+PnT5+jIZNJioDGoKKYCpJqIUkZpl1hNh5gmqZYlJHgeE1nc9zRBLvilLOuAllfXAVVpUglimAqbuCb7fxiyAiv8I0F9aToHC0WC7IsK4fNQDkMLtJLoKTHWJbQwC+k4BaLRflZFUUpA200eOWoUsxgrFxI83/7X/8XNtba9G9umM1m/Pjd99ha71Kv1Rn0+zSbTTGgNQzq9XppKStJctmRLU60fr/P6upqec9kTcMwdOJIOJAWLGXDMCCj1C08eflS8LlqdUzT5vjlMX4QgiSxf+s2tVoDPxCS3I1GgzCKhARboy46dqZJMB3x+Pe/gzTFMDQW7oy1lRUOn7/AjxNSSaLeqlNrNUUNqarCbDAVknLz+Zzbt2/j57yy2WxGp92hVq9ycHDA737za6G+HEdCiDZJWFnrohrCL820quimgTufU7FsojgsLXOLYCtSzmL9LNdnxZooMo+C31eILV1dXTEZT3Asix//9Kf86uc/p9PpcHh4KCyw3nmHIIv5w29/TxgEbHXXSdKUyXzGeDJhd3sDyzJotu6wyDUqA8+nWf8PCjRhsp0gpRJpGmOoJkkSIqFgmyZOt0vvqoea11tRHKPk/l/n5+d0Op3XdqSyjpJE3VHcqGWP4uU52rJ4zTLfrEgd4ZVXVWFVVMxxptPpa10rxxE+X4WmRJG6FlIChddxUQ8Up2DRsCjS0CL/XywWbO5s89H773Gws8vzb59zsL9PfzQkzdLy+xV6IYVcwWw2w7CsUr13Pp9Tr9fZ39/PHWBCVFWm1ljBdV36VwMcy6DT6bC7u0tmmqSFpHi1ilWt8N577xFPp2TZK3pQGEWYhk3FqTObzzAtUQMV6XaSCBHZk8NDnn3xuXDikTKyJMWqWgyGY1ZW21zd9OlurVOvN/F9n8vTUw7293n+/FDUnTkfT5Zlnj17xmKx4Pbt2ywWC0zbELPAep3xcIicintYrVTQLZMkyQijBNORieMESVJAlso6evnEKtbOd23KRZZTlChFzVZsZoUvnW2Y/PqXvxSzvdGIWq2G53kcHb2k1++jKQrVRpNms4kfhdSaDbpbm0T+XNBoTFOgcTyPlWaLWR50/+5Ay9IQTRIqUioZtqFQMSSmvQGKrHI9viFOYqq6KopXRUFCxZA01tbWShpKcaMgt0LNZ0vLHaviKhbgsgLt8g0tXqNU+81PhKImK7p4y4PsOI7/H+be7MeSLL/v+8Qecfcl75J71tZV1dtMT0/PQnJEcigukv1AwrAhyTLgRbBfDAF+1Z/gJ/tNT5YMwYAlg4YEmBJlUhAx+3Cm9+paMyv37e573Nj9cOJE3SqymyI5mnEAharMrKqMvDfOOb/f9/ddsgUzTgWBcnEDFNJkkVVvweFwKMoXV7hXSeLveDymUqngeV62SPr9Pq1mk8vLSwzHptvpZsz9VquVCTflJtLr9VBUsakUUnmGLIWbzTVcdy5O2iim2WrSu7rCd2c8e/qUXLtNMZcj8Hw2NzboXFxSKRY56PZQVY35fMFrr92nNxgQBBGTyYwoiXGX4jStpU5cqAr5XI5EVSgV88wmPqpqkHNE6mWpXCcIQsqtJoatEUUxURITk/Ds2TPW1poCLbZMojCk3++j63qm4Fgul5SrIjVGGKlGaJCBRu7SxzAtDMsiBjGIVmP8ICJJXrhgyedGLr5V0EuW8pmK/pVnRf5umibFQhHimFqtJuRI6WYrKXeNeh0limk2mtiOw3oxz2S5IFYgnxfZ3qEfYNs5giAhjITi5Iuuv5Q5j6qA7y+wTIMgCOn3B3iei6opKKpCoVQEXSdUFBTDQrUcMMwUgBDkYUhWXpwXBpmrds+STb66Q8kXEF4WA67Ox2SvJVnxr/4/8loul5nhSpIk2QkjxZmSxjVL1bpyA5il/hTz+ZzRaESSJBlPLiMEA7ZjYzs2w9GQKI5eGnyrqsp8Pse2bRqNRmbWallWZjKj67rw2ZhO8TxPPAhhSBgE2LbFZDJh4S4gvcc4ivCDgOFwgGlZWOnfUdB49mwf2xZBh/XGGrZt4zhONjSXr/fS80jiGF0zsDSTJE7I5wvYtgOKQqFUQtU0giQhTl/DMAhpb2wyGY85PjzKynsh37mbEauLxQK+57OzvcPOzg472zuZ/yOAadooqoqe9r5hHBGEYTpKsbJeWibRvArny4UmjXkkwCWfCd/3s1/ylDcMI1O5Sys7XdepVKuCid9uoxs6qqai6TrFQhFd01lba6KpOoZhEUUxxUKJwWhCFP6MSMVJrJFokGgK8yjichxQy+XRzIBSvcaj/UO2brR4fj1lGcXEioflOORtg4awW6VQ1JhO5uiaA4pOHCk4aYjCKjtEokqSkb8Khvx51+n5BT/66U85OTtHURTWW01+89d/nY2NDSaTSbZQ5eKTCNQq2uk4ToYKykVfKpVYLIQQ1HEc1lpNCuWSKLt8L1s8+XwexxSuT8vlkqt+j3q9Tk0TC7y1sc75+TlLSZA1DfKlIsfHxxl66jgOi8WCUqmUcS3F/Ynha6FYppAvEqRW2nEUksxdKrUaV51rEdpuGmzd2mMRLHG6NnESYtl5jk+P8OOEw/NT7ty5g2MJ8MLJCXR1Op1yfnImjHeWAVEQUyxXUBQLM18kiDysskMlV6dQKLGczTg/OeXm7i6XZ+d47pKNzU0ODg9RVZWtjQ00XcU2dIZ9sVHt7dygnMszQOHo9AxSq8DYcZi5iyxnLIojYsBwdMLEJw5eiHNXSeSKorzkAyMX2KtWFpJkvkpIFq1AGnqiCeaKoqkUciWxaMMA1/cxdYM4DDh9+IhJmv2mLoSCI4xESEaSCFDQM774RPsPXmiKqhHHCQqihp6Oxsyup9zfa3NxcYVVadKfeywjlVAxCYlxZ0umU5dyq4imKPSHAwhDNEfsVomqM5mMMwu21ZNLnkzyxc3mIyss7iiK+Of/8l/xo5++/9K9Hp+d8aP3P+C9d77M3/m9383KCHn6yXmP7MMkMiVBhslkQr1ez1BI+UaXy2WArIcTMhKxCJMwytgwjUYjkwuVSiU+++yzbIf/9NNPU2/FKaVSibW1NWazWeYfqKoq5+fn6WkgzGzQdKIo5tnTZ8zGghDQ7XRZ39zm6vKcYqUsAAZ3jkrM5aWgFV1eXTKZLShVK/zGt38DP4j44IMP2Nveo9looto2hCHHh0ei/FzfyIIoyhXx0Hm+S6lUoNluE7sek8sODz79lHa7zf7hU3Z3d0W5bmhMe4IxcXp8TKmY5+233iZSEzaaTYaDMcfHxzx7+gxd16jXavR6PSaTCRuNDQFkRcLpTEUQG+IkFtlsKYtmNRjkVaW1XFyyX19tNVZ76lfHOas0P/krVkBT0/wGRaFYKrK1uSmUB5bN0dERmqEznkyordXJF4Rny89moaECqhg6xgFx7GMbDqVSlencpVrIc3RxjadaLCPhaaVqYpV3xz7Nap6SU0ENl6BEJMQoGuStfHbKyBfk8ywL5C4lS8c/b5GtXj/58CPCMOS/+Xt/96WTcnXuJvvD0WiUZSybpkmv1yOfz2dhFMKCe8Hx8THtdjvT3tVqNfL5PINuL6vxoyhiMplQKpUy38GzszPK5TL37t2j3+/T6XTY29uj0+mgKMIFa5JyADc2NtIyLCYIPFDFPb319lucHx+jEbHvLpjPZqyvC08PoeNLOHz+HHexIEpjexXNwHIchsMh+YJYPN3uNY4j0E9V1zk9O6FSqZDLOwRxxGtv3aff60ESUbSEn8jjjz7k4vgcA1FeD5Qu+Xyeo9MTtra2iOI4tXSI6HU7WKbB6fExCRH69jbdbpdyqUSlWmE+nQqBZRzj2DaWbqAm4IcBtuMIMnAcY+o6Ci+7OcvyVPbjqwLfxWLxUl8mN+cwDGm1WtlYZfXz8nmSc1WhJNGy7xMEAaYhAJOTkxMBtnlLavkam9tbRJEgE7h/QWzTX8J7X8mchqUrVb3ZQtcNroZzDjtTAkxcdGJV/EpSs9QgiAQjoVggCkU5pOgaXhCiJEomGFzlH746BngVeTq/vOSf/8t/lX39/mt3+Fvf/jbf+Oq7qKrKxdUVAFedDndv36ZSTsuCV3Y/27YzRLFSqWAYRvYiS8BCvjFxHAvNliISa2STHscxozRPK47jbMyQJAmtVotuv8e9e/cIw5DHjx9TqVTY2NjIjEhlf6BpWtanBUHAbDYlikJQNeYLV8ydVJXLizMWsxlBILKqT06OOTk5Ipdz2N3b5bU7d5gOh0xnU3TDxF0uaW9s4C49seiPjuhdX7G9u0scBpwdHxN4SzY31mlvbdHpXHN8dMh8NkGJI67OTrg6PScJI2I/wrYdFq5LDNQbDfwwRDMNWu11wZf0ffKFHINej+l0wsnxMf3+gOlkgmPbeMslW9tbQnkwnYJqZqeH7Tj4niQhCzWFDCeUC0gSlV/16ZdjGgmcWJaVVSkSiZQlp7SLkOOhLMQ+tR5EET6mEm03DEMQFnIOjpND0TWcXI5Gq0mz3QYFcsXyX5+9rxCn4RYQKgpRqNB3A7qDPoqqEcQqcaKQ6HrmPZwgyKyhZRDECaphYih5TBMWyyWW6WDpRoYOlsvlzDxUwu0v3cNK+feDP/3pi0V25w7/7d/7u4xGI9bX1/nKl94mDEM+/PQBAN//05+wt7MNvKzOXlU7y0H0YrHI3oBX635Jgk2ShG63y3A4zEon2fOtra0xGo0y0x05LB0Oh4RhyO7ubka3kgPsV3tPCcQUCjlcd04Qu9hOHne5xNRUwfRXVTbX14mjEFUR1K/RoM/p0SFRLAbShmVmC94wDBaTKaPRmJzjsHTnXJ4eC/2cghiA+0v0JOHwyVMUJWE8mzHr9UX5VCiwtbVNFAoZVFnXyRXy5Ap5+oMBuZxQpeuGwc7ODkkc4s0XGGaD/f19Qdj1ffxASI/6vdQ1WdfRNQ1IiMKQJIzIOTl0Q2c2n2fMfwkorRIb5DBbVjtycw5XSs1XWxBFUTJZ1Ww2y2RQGfkhitB0sdHK913XU0/TJBFqAVUh54j0mXKlwtnFOWEYUt/Y/tz185dwKpYIj6BNYZgMliG6IoIMLMvBC9JUEGEcDqmjcBCHqGFAuVKhf3ZE6CfUGg28KEKNBBu92WySJAnjNHny1VDw1StJEs4vL7OPv/7uV3Bdl0qlQj4vjEp/6Wtfyxba2cXFS8Nw+cJ7KSdTvjGyTJS/h2EoPDNSvw+pt6vVahymjb9syAt5kcgpQ+o6nU4mFcnn81xeXtJut7ORguwdpJmRDD4EAcKIh8kkCHzyxTLjyZR6vUEx7/Da3bvMJ2POzk4xLJM7d+9TXKtzfnSEnbMxFJW7N+/g+h4fffihOJUuLokVlUqlwqTXpVAocHhwQBiEYuapiQW0nC/w0rKzaNvcv3+fk5Nj3KXLw8cPsZwSQRhw9/59TNPk7OwsLe20rLTSVZUbezsMhwPuvnGf2nCIbljcfO01nj74hCgIqdeaeEuXi/MLBr0OlrFOvlTMetTxVGReNxrCXVm+V6sLS3JQgeyEku+VRBQlyrgKqjmOw/n5ObVaLRsJSMqeaRiEsbB9SBLhiRJHkYgkTtlCEh21HFtspLrB6fEJt++/9bnP7F+CgiVWuQJoKztwjIKiWyzjhFh3UAkwk5Cbm02eHZ2hmg4EHgVTYdTvYBhg6zrefMb+0RE5R5RsUkIyGgmhoty9gMy2QH4cRdFLVFNFIZO1yIE1yctfX521rfLgJCIlmSXy87IskbuiRCJzuRyDwYB79+4xmUyyVJTBeJSBOs16m263S6IqaXrOi4C9crmcLWwp9Zexu2EYZjM5x3GYTmeUC4IobNkWSSJmVIPxhIJls1i4vHX3Hm4QU9ZtxuM5JweHWKbBl775K/zk+z8giQM0VUElptFscNXtUa3UaFSqPPzsUwgjTENB0VVmiwmlyiaxEuP7S3RV47NPH6DqGnfu3+PZ/jPc2QRV1ykW88RhyI0bN1AUhT/9yfuYtsWtWzfJOTaKJqzejp/vUyyXmXg+Zs7hS1//OtPJmNlkzPbtmwSaymIw4vjkOevtDaaLBaZpUa+UyZfKFAqFbONb9b2Uc8tVE9xVFHk1YF6edJlEZoV8Lvs/2S6Ypsky1dn5gZeZ7iaAposqS0kX+rDXZzgccn19/WdmwH/lhfZFl5rE6KpCqIToSYgRu4yuT8QdCqIAACAASURBVKjZKjN/gWUUKRdVUF3KVYPFaEYS5akVm2jWi3JgsViwsbHxEtlXnkCSUCpr9PVmi6OTUwD+9IOPuP/aa1lvE4YhP/7gg+z+NlPDy9UmWVpyw4tmWNJ8qtUq0+n0pWG4fGPn83nmP+95HrVaLQNFJNdPullJefwqI0QOSCWVTOZlr6f3KHfW6XRKEgv5UL1eJ0HM+1rNJpZpcvjsWXbf+WKeq9NToijim9/6Fn/8b/6AxXiMaRhYusVg2Md1XQI/YL29TuIHdC4vef3NNzg6PGI6HVEs5rP++72vfYP+dQdTN+j2hKzk4vKaZqtN5U6Ji8sr/OUSP4zpDzpZb1Rfq5NEMR998CHb25tUy2X2959yo1Rhb2Ob84MjfH+J7diMB31q+SKT/pBcCkotl0tqtRqKopKqqbi6usp6XolIy5mjBLLkhiXtLVYrF7mRrgpA5UhG8k0lQ0gOveXCk4mv8IJbKb8mn816vf5SX/+5a+RnsdAgIQ594tCHYIlNxEa1yO2tJvWcTuBHrDUaVNcqaKaQxWiqhmlY2OmDJ290tfGV8yT5Iqz+ML/0ta9mf/7syRP+j9//v3myv8/Dx0/4Z//i/+KnH32cff3rX/lK9mBLBDGfz2cAxKuMg9X+SZ5ukgspSz3HcXj99dczgWahUGCxWGQjA1mexnGcDUrlGGG1T1wFVDRNYz6fZ+Y8Uo0ghtZkgfHSuUpRFR48+IyLiwuePHmCZVl0r64olcuophCRDodDquUK3esO9VoNz3VRdRXF0Dm/uqS+VidOEnxPVA2aYTAYDbnqdEQvks9TqpQplkuYls3p+QWGaaYCYKFKmE5n5ItFHNvh6dOn/Npv/AZRENLpdLAMEyVO+OzjT/DdJdfnF5zsP6fVbPOj738fwjArAYMgYLFwU/t3cSrl8/mXNiZZ5q2Gsy8Wi0w7KClyr87N5KxSksSDIMh6tWKxmFVL8v1YVVNINHx1vLCqInAcJ1NcfN71MwuLNy0LIsgbMe2ygxLMUZY+4XxAGBd58OgJ16UEW4komRZFy0TTFXRDz+poSbeSL5r8wVfRJVlnb29u8u6X3ub9jz8B4OMHn/Hxg8/+zH299fp9buzuoChKtvNIloBshGWYgjzB5AJbZZvI8kXGw8r+6+rqimazSb/fz2aB8j7lLpskSdZ4Z/KbwYDNzc2X6GiSBpSNOEhI0vtRNU1YGKR98GQyQVVUdvZ26fR75HI58oU8F+fnTCdTzg6eoyZQKhTpXHfIF0ss5y5Ld8lwMkI3NBrtFmdHJ0Ij5vuYsY3v+ayvb5FEMF8s8byQs4sras0GYRwII1Y7jx9ElMplitUq5doEw7bonJ7SbrWYDYYUCwVOnh+iKDFHh4fYjpACtdttkihiOhiIoI4wEh6MqsZ8tsg2H03T8dPXQi6WVbqUPKVkK7AKXskyXFKuVlkjcmYmT7/9/f2MrLy9vZ39PWmoK0cCtm0zGo2yjXeV5if//EXXz+RESxQN1w9Z+j5+mFKBdA3PXVAr50CLiBSNziAm0RoUqxucXl7ix/NseLxcLrm+vn4JUo+iiE6nkz3s8LKJz9/5vd/lK29/fgP6zltv8Q/+/n+Z9UDyJLFtm3q9/pLzlDxRJK1Kcg5lf1ipVKjVaniex/r6eqY2kItFliXytJO9QxSJtJZGo5GZw1iWRa1WY3NnJ3tIhsNhxmKR/y4bmqoqURxl9yP9+nVdZ2Njg2KxxGQy4eL8gpOTEzRNpdvpMBmPCYOAeq2G7/ucnhzTve6wvrXJYrnkwaNHeIGP5/uoadkUhhHDyZTBYITvh+zduEG93iCKYTSaomoi2ldRFIIw5NGjJ8QJzMcTNjY3uXn7DoVmk4P9A3RNo16vs7O1ze27r+EU8iiqyng65ej0hNfu3aXeECjtxsZ66kEZZnY78ueUm5esDHRdJ5/PZz35qpRmlfsIZKeZbdsMh8NMOR+mJ6mspsrlcmbDMBwOGQ6HmX+MpH7JEhnIKhLJlf0i8A5+RieawBdVDMsi8DwiVRzTmhLR7QzRcxWWswBTKTAcx1jqnBCo1ot0roYMBgMqlYqguKRH9GKxYDQaMR6PxS74ykKTJ9R/9V/85/zaL/8y3/vxjzm7uAQStjY2+eZX3+XWjb2s93McJ3vTpDGOXNSrY4M4jrMcM3maylJiMBhkb67rutnQtd/vs7GxQbvdZjKZ4Ps+R0dHmUr78PAwK1UlC0TXdU4OD7m6usp2avm7VCHEkciQs/M5VEXFsIQ//9HhIZHnsbe9RaFW447pcPv2babTCRuNOpoKvf6UaqXM4f4TvIWP7TjU63W0yYzxZMzW7g6brSaWqvP82ROGgwEaCn4YML68xLJtCrk8iqYTxTGFUpH1dpvLqytxwpgm/X6f7a0d4jjh+qrLwaNHrK+3mYxHjAdDdna2sa309dN1LFWlVClyeHKEpmsslks6vR6FfJ79Z/vZAysWlYdu2dnCkaiiLO9lGS+rFLkhrY5m5EkFwuOk1WrheR4nJ2JA7zjC1HVraysrT+UmL/m3q/QtXdczSp48KVcZKD+HhZbqxqKARDcZJyo/ORmjxiGlfJ2btsrJcEBQaHEZafQmCnaYo9GbsZxPeOv+bcb9PrVaEcPOMRhPue71qFcqmQf+alMqL/kD7m5vsbu99RJ1C3ipxpaUKunTKNG/ccphkw+4nIdJTZo85SQjXXIipYp4NpuJBTYccX1xyWAw4K233uL1u/fo9XoAGI4gsV5fX+Okship0o78gMlMBODVShWm06lgrZgmtuOg6gZ+HIIqIoeSOOTbv/ltwqXHh59+TKQq9KdDWo0Gveddro5OMFHBhtm0BwQYllAxHx2fUqrWKJh5LNXks+ePmYzGWJqKaefQVY28qhMmS5buAsfUmM9GFAsOSeQzGQywdQPHMFlMZ9SLJfrnp5mxjWMbHOw/FTKlfI5YUSjV1nj47BmVKGS91cb3I5RYpVVdQ/c0jKXGgkVadqd2CwuX+toaim5kgAeQzVUlamtZVjpcVtJIpjgNjkxwnBwoIQnCri9B4f0PPqRYLDKZTnAKBfQ4prm+TqFc5vz8HIB6Po+pCLeASFXwlr4gywNJGr9VrVaznluedquk+P9oC03JhtNAohHEMYqhk8QqnamP5VR47Y03eXxwSk5JiBMNy86hFypU80W6Uw/TyjGeL4gmU3KFIuVikb29PS7SOBzHcV6yonv1WkUVVy9ZU8tSIJfLZYjVdDrN4GNZ26+yNKQy2zTNTIhpGMK+rVKpZHO/tbW1bPfc2NhAURS63W4GlPSGg5ca7iiKuLi4oNlsUiqWGPT7WJaVlSryHlRV9ISaqYOikMs5aE6eq+NjDvYP2L17h+ODA+bzOc+fPsWbuyhJhGYZzH0XU9cwbQfXXaCqQn3Q3tzKMpkB2u02/nzGZDzGcyMaG9uMl0tu7O4R+D6aIVJt3PkCd+lSKleyB304HFIoFNjY2BDggK4ymEz5+jvvEsVC4zaczLh18xaFUgnTMBl0uhAn9IZ9KqUK5XqNwbxLGEZMJlMilNSXRc36YnjRn6+SCCTQJIfhMs9AoNjBS8CUbdt85StfyUpNTdcYjydEYcRwIHwwG80mnusyn0wo5wvMFwuqpRLFUonJeIJhWiRp0KH0fZF94OcR3uX1MwNDlBQcjhQV1cqJuZpmESURB/2A2qzH1lqJ7nDCMtFRVJ1ZYrCcLijl80TRksV4gKXGJIkCSUS3280Usq+yRP7MD5K+oKuIkPx8EARUKi8ekMFgAJBlScuGVga3r8LBcteSoEmj0ch6JUmxmkwmmfnLcrmk0+kQhiEbGxscHx9TqdeyckT2HZWK8FFpNRoUS2IRyqAFO+ekC03s8LEKmq6x1mwyvO6mm4rCw08/JY5jvv7ee7x25zXODg44Oz7Bj0PsXAXbNjHVmNF4QuhOMR0H2zIZz6a02m1m0zHufEEYhSRxTKVcZuJ7bN+9i1MoEgyG5Cs1elfXqKpJLq8TkaAoYOUEL3IZCHI1ioIbRLz3S9/CMAzhwdFo0tpy0BR48Kc/QTcMur0eqqpSb7UyGc08nLC2tka1UkO37FSZPSFXLGUVinxP5IKSZVuxWMxgeln6CUrfC1Hr6phGjolsy2KcxPS6He7cucPHH3/M4fMDKuUylWKZx59+xnw+51d/67e4OBYpr9fX1+iOlQUoVipCVS1BvC+6fkbwPqgJaUCuQhRBlCjEigaGRWI4jOcesaLSbDZxbBPXXdC77uL5EecX1yiagZr2Xe5ygRJH5PN5RqNR1rPIRSBfNHihR8uY1+nXVj1FVgnLkgtXLIpyQDIJJDIFL0jLEmqXAeuSjbC1tfWSZk0awFxcXDAcDrP+TD4IMllFWn1LZ61cLofreXhhwMJbki8VBXPcNPDCgEBuHJGwhvBcl/F4zNHREXEcc/vmHn/jV36JSqnI6bMnHB89x/WEmjnRNEqVGv3hGDuXy5DcOIqo1er0ej1u3rzJvXv3GI3GBIGgNdXXBEiUz+dY39jAzlmMJmMMU6fb66JqWqYdMy2LOKUtFUslCuUiYRzwdP8Zk9mU88sL7EIOb7lkMhoT+D5RihJeXF4QEvPkYJ9Go8FoNCZJEsploXuT3vjy1JBiWMnQMU2TOC335dBZotNy7ioXlQSfgiBANwyuLi/54P2f8PTJIxbzKZ9+8hGBv6RUzOMtF5wcHjKfTgl9n2effMLhwQGL2YwwDXKRvWE+n+fq6gpVVX9+8L5kQAjWSIiGQoKokZPEQLMcjntzEhbsbLYpGBAMrwh1g7wpdt7mzjZKHOD7oYhEsm1arVZWQqzubKsaNQnnSrsACWTAC1HfaoMsYVnZl8mvydJNDr2l/d1q5NJwOMwaYwlgyHJFEoSlDEY27hoa/X6fRqNBkiR0Op2sGR+PxyxS+tg8BW2CMETVtBTeTzAdmzC1Pjg9PRVxSVHE8+cHBAuXo4MDcrY4ORRdJdYUWuu7EIV89WtfZzwccHl+zmS2IIljhoOBUFq7LrliiVzOwZ0t2NzcxLYd8o26KNOTkB/84AfYts2z42fs7Oyw//yAd955hzASjr5yyP/k6RMuLs8ydFZNEl67c4P3f/Q9kfddLdPrD6jX69y/f5/j42P29vaoFcsM+hd0ux2WBY+Z67K5mbLi0yG/RIRXK404jink80IQmy5euQDEHE3NEO1arZZtbCTCMLZScpjO55gpwDGdgmVoTEYL5guXYlW8P4mmcu/NNwCot5r4abKN1B5K6uBfVDr+zE40kDnXgueoEKHFIVoSQRwSxQidmmrR7Q/JOSYbzQq7my2a9TKRvyTwlnieT5h6BI7HYwaDgchafgUEWT2p5G4n+5tVMaBEMWUJIU82WRLCC5qVtKmL45hCoZDNXRzH4fr6Oov4cRwnY4lIEWmxWKRWq5HL5RiNRty8eZMgCES4X7oZyB161asDeKn8kSWy67rZzxSGQfazSk1cvVZDSRIeP36EoRvYtoOiqhRLJex8jlw+z/bODlGisLmzy3yxoFQuY6XGq/L0/uDHPyYKIzRNvE4qMU8/+ojHH3zA8fMDkihE11VyOZvt3V1xn4UCJAn5Uon9/X3UlB5Vr1bTsY7Lm196m5Pnz9nb3aVz3WEwGnD77h02drbp9bqUCgV6nQ5PHz9iMBzyzjtfQVFVLMtOVeA2EsiTlYhlWeTz+azP0lPandQBrmZeS+TYtm36/T5qivgeHR1xlrJoJsMh3lKYxMryT9NUStUK+VIRO59jY3sLPwoZz6Zs7O4ITm21ysbWFoZl8fjx42xBf/Ha+IKVuBqt+1e9lCRBjyNCRSNWdUgijHhOTg/Zreeo2CGOYTMbzSnIeFVdxTSNbGD4/PlztHQms8rMlllckrO2CrmustZl4yz7JNnHvcrOl8NMIJvLyO8n88MkwiRP18vLSxHhY7zwPHny5AnVajWDiP0oFGTeySQbNVQqlWw+KGFkufj/vAG9PHF1Xefy8pL5fEbB1hkORzj5PKVylbVGg6UXcOPOHS7PBaN8rVan1+vy7NFDbt+5hWkaRIlAIS1Tp7W+wff++P8lCSPe+fKXmLpzzq+uyOdyTKdTtra3GQwGfOndd5mMZzx8dEB9bY319RZ+6DOfz7jsXBF6AfVKlUqtyvnVJf1uD1vVScIIS1PQtEh4jcTpwFkVKo8EcBWFezdvUy0VqZaK7B/s0+l2uP/2Gxi6AwjFwsnJCffu3csQZM/3UfUXPp6yP7Ntm16/T6/bRVfFJnBjb4/9J0+FktvQ6F9fEEYJumkQRokwMLJzVOs1vDCklEp4Vp3OBoMBd27dynLVDg4OqFar3L17lyRJqG5u//Wjdf86V6wKn4kYUBSNRLHwAoXO0MWp2QQLlygQu1SipKwKd064WNLr9TIu4WrfJR9C+dCvMrBXBaRAdpKtHvGrrG85W5MolVy8su6Wi3G5XGazFDnX2draolQq0bvucHFxkTH+V3u0+dKlnyKL6+vrGXF5Op1mhq6yD5GlrNwQJMgjexXJYC8Wi8T+AscRZOhyRZRZ9foanYsLxuNxFpXUaDToXlbwvCWmKWQqs/Q0XqbI66DX5+LigsvONbdeu0MntTT3lks619f4yyUX52esb22wc2MPJQrR9TIPLs5oVWrsP31KaXsH3/NotVoYqsZkOMIyLTx3RhSLUYppiftdLAOcXA5FVWm0WyzcBQXHptPpcHp6iu0IJsZkfCHsE5ZL3nrrrQzN1SyLnONg2iaqCoP+AKdWJQp9FvMgMwn6xte+znFqh/7uN77Bcjrle9/5ExprFaa9AVWnDkpCs9Wi0WoLP0rTIolj6tWa4MRaFvVqDdu0mM9m2Rx2d3eXUrHI2ekpuq5T3fyZyGT+aleiCIFNQkKiqERxjK5aBInKzPMYzWIcU6OSF9KQIFyiagbT2Qx3PKVcKrG3t5eVAZLQuwrHS26k7MtWh5bwgsP4KogCZOWjXJySTCz/rXywZZ8nY3ElE0R66D9+/Ji9vb3M+EUOt8fjMZO5GFKX03lNpVJ5qYeTg1jZuMvhq1xsQPZ9J5MJ7733HvlykT/5wz8Qb6KuY+gGQRgyGAy4urpi7+ZNsdDCiCSJOTs74823Xsd1XVxfEAp0TeHs7Ixbt24zHgw5PDyk3mpQzOfR220ePHjA+ekp9Xqdn/7whxj5AvffeRdV11ASleH1NU8++QTf97lx46bYJFQVgpBSqcTu9g5JEPLwwSdEYUiz3WY4nuBHMU4+z/rWtnhAWw3mwzGOZfLdP/n3VKtVGs0m6+vr5Jw51apw6+r1ekynU3Z2d1kGAT/44Q+4fedWythZcnV1Rbfb5atf/So/ff8D7t27D4gyvNftMuj2mM1mbGxusrneIFcQCvjt1joRCUZKv7LSMlWSEZ4/FyMU3/dxUipWvV7nS++8w3Q8ZjKZsL39+YsMfg6lI0CiRJBoJKipZgU0RUGJQoxwQbuao+n42KqPoSYEccLci0mCgHKplPlzJEmSBZCDQAwdx/lzh4WrBGTJT1xdkKuUq9XJ/+qfpUGOVPRKxv94PGZzc5P5fJ79veloTCX1jbi8uMjoWnEc40ch9+/f5/DwEMdxMsuCer3+It1zRakgwRwxvF285O4chmHqQbjg8YOPsCyLtWaLfKGUIoAJtVqNRZrqUy4WGY9HHO7vY5k6tXqNRDE4PjnhG9/8Ou//6Md4izm+66JrKtV6jSAKcRcLgnTx12s1Fq6L6/v4ioKSKGyvt7k6P0dXxCgm5+S58dqbTBczWlubLFyXUr5At9Ph8cMHFIs5FFUhCBPWNzYppPcbJwlOIceTTz9DV6BcED3Y3q0bXPWuiSMVVdXZ2tpC1TSePH5MqVTi5OSEarWMZers3LjBH/7rf829e/cEGNNq8cd/+EcEUcTtm7fEGMcwePb4CYqiUCkXmc1GrDWa1NbWKFdqeL5HHIvA+PFoQK/bJZfLo6aJoqZpomoauqJjWzZB4GdejqZhYjs23/it3/7Flo5qIh/6GJLURFVRiRQVzBLdxYK9dplk3hH5UGGCpRrEBll8qYTSF4sF9Xr9JYswuXgkfG4YRsayXz3ZVj+Wi0xeq33d6pggk7inC3U6nb40dpD/rlIq0UnD/uQYQJ5Wa2truK4rWAnprEwu6FXyq+zT5PeU9yCZ5CAY/NVqlcPD5yLjrFDMsgJm8zlGmqetp/3mZDJlNpvhLZeQiBlebyDmVpppMp/PMVSxMW1tbQrk07JpN1vs7wurOl3TURKwNF28P8Dl+SmGJrBlEpgt5lycnWE4NlEYUavXGA2GlCsVdm/eZGO9xfnFOfW1Jo8ePeG9r+3g+b4IORyNeO3+PY6ePqVer/PkyRPOTk85PDsmChXefvvLzF0Xdz7nzS99iWGvJ8SvszGDXofrc5NWYw1dVTg5OuQnP/4RmikMdGW5/uknn2QWBpqus9ZsYNk2C9fluvuMs/MzwjAmjhNsXaVSLlEsljLqnqYK68LFbJn172v1tayn/4v0aD+XE02LxYQNJUZREqIkBlUljFVCxcFO5uw6c7YqBrnIJ4kVglBDsw0SVZRrtmXj+R7n5+eUKxWSJEZByeQssmGVPZJEkWRJuAqOwAugYRWFXI3qlXCyHGZLwaDUKMlSz3Vdtra2mE+m9PvCMrzf71MoFNjc3BSEVwV8zxNBe93uS/1itVrNht/y/5dcvlWfQglhSwFkv98l8hbU62uouk4uX0RRVcJIgCtRungrpTLT6QTCgA8/fJ9CIY8bJHz13Xc5eL6PrRsc7j+j1VijubbGbLGgXCpncVqKqhKkrsaqpqApKpPZRIw81IQg8gVrJ4hRE4dCuUysKeze2GMynRD6AUHgM+j1KJXLVGs12hubmKbF+x9+QLFY4ebNXb7zx/+OnGliqLD0PCJi2lubdDt92m1B4t7a2krV613msxlhsAQEN3WZ2v/N53Py+RwbW3uMhmJDWaYhhNsbm9iOw/6zx3j+grv3Xufp/jM0XeQGOPk8pqZjmwbuYp4inQ7LpYumio35+rqHt/SEvAvxWucc0WvuvPXWL/ZEi1S5XtNpgqJBApoCRuyjozBzDbxKnXJRZTkb4rtjciYoikCuLgbXRHGIauoswjmO7qDwYqa2XC4ZDAZZaovsbaT5DpANMOHlGKdVrVgmUUm/Lk8a2Q9Kb0i5EMvlMp1OB99dZqdqpVLhzp07nJ2dsbOzw+HVObZliTSX2ZxSsYSiKoRJjDsXs61SqUSg6ZnPommaJGHEMvazclIKSqUj10W3R6kU481nlMo1wiikVq+I0YCXYOqGAJc0lX5H8BT1MOHO3k3KpQr96x7NRp1SpYSZs/HjALtYwtcMFEeMSrrdLuvtNnvNJrNhj/0nj4R8RRd5caoCppEjSUJee/PLAh1uNXn4yUfMplNMU6daLrP1xutMphNMXcedTugtPNbKVQqFAt/9zg959ytfpbZW4+Mffo9qpczU9xiMppi2xWgyYDQaMRr1USFNodHF99d0qtUGOzf2mM5nPHz8iPb6Oo1aHUvVMXSNQrXCWrXC1dUVp5+eYpgGzXYTPwioVWuZia3c0GZzF9vOgaoRo6JoJmEci6G+bVGp114QAFJCwTg10v286+ey0L7oiojFHCaIOe33cawqKBBrEGiIRJVEpVat4bpzdm/s8vCzj1n6LpVKNSMIrypxpS5MqnZliSlPktXFJE80OX9bXYCv9kwgSgTp626mpZdcdJZlsbGxgeM4dDqdTETaarU4PT3lzu4NlFiotaMkxrQtivkCCmRKgHw+L1C5dAyg8AIQkZ4iUpW9vb3NfD5nZ3dXnIokmbLANkTSy9JbZrM8eWpeX1zQ2t7GNESQ++3bN4EE0zRAMQgTiNPTvlar4QcB56enhGFIe/NGxhApl8uUyiVM0+DqqsNkucD3PI6Pj7h5cw9/vuDi/JTJYMj5+Tm5XI6NrSKz2RzTdkBV+PDjj3j9y++i2yaqLhQSjuNQtHMUSza2ZRJ4HjndZjAYoCsqxUKexXxBbU0M1iejEYQRxWKZb777Hoplcvx0n1K1yqDTYTKZ0O12uXXrFtvb2yRJQr5QRFE0CoUSQRChaaSjFgddl1Z0CqNRNysfZQRvLpcjAvqphGv1mfi86xe+0GIF/DgCVWXqBSzjRFjSaSLkIFYgCkNyVoFC3mE2GjPuDTBzeZrNFnEcp4EQy+ykkRbfctgsT6FV1HHVZiy7lxQkgRfh9HIQallWZrKqKEpmrCrpPXK24oUB4SLGzucIkxgvDIhSJ6xer0eY3peqa2nKpQgSlANZmZySJAlLb4m6sknI+5UelNJlS1VVkjDASE1hpUB1NBqBqtBqNXn40cdCpjOa4KBy9uwJi8VCxM2mjlNRkpAQoWovRJbyl+CbhmiWRWtzK03UEZSm6XRKY2MDp1JERcExLYL5jKvhGC1R8JaeEImWhLGPbgpLt9liwbd+7VfpjmeUG2scP3qUvuY+lmaQcxyUJMYyTXRNI/R8CoUCo8EQXdeZTqaYlkmjWqNzcUmv3+fi6pIojmm1WvR7vWxzkTkAOzs7QjNYyDOfz7PsNIn8CrWAnW12klt5cXGReZZILEC+77KN+KLrF77QFEWYs0aKjh/HzDyfnK6Ts0T4gopCGCdMpxP63hJ3Mae2VsewxAKqVqt0Oh263S57e3uZ3ZtkVqwe8avUrVc/XqV2SQBiVeS3SixeJafOZjOhUYsi4iShkBdJLYvFgnKlQqfTYXdzHVVRyBsW/U6XOIxQdcH7fPzwEYV8nnK5nPV8tm0LAMPzsLUXAenfHcP/9v0P+J/+5nv8jfV1mmt1hv2+SFY1dJqtVsqusNAsA1QF11syGomAejWOOPF8omDJyfFzTE1F11WWXoidK+L5PoU0e3q1lJJJK9V6DT+MKOTzJIqCqhucX1xiWRbz5ZLtSolhf8Czy0vOT04oOQ5rL8J+0QAAIABJREFU1QoVp4rqiD7a9XwiYqq1Kut7u4S+z06+gj+dcnl6BgnMF3Ny5TJRIhTYuqKBplKpN0iimFqjhaaqKJqCqqvomsbl5SVRGPLa7TuU0tnl/sFBJuisVqt4nkev16PZagmVSRCzmC/TwXQFx7F5+NljLFtseLlcjo2NDebzObdu3cpeD0k+73Q6Atktl/9CUvEvfKGpIj8EUIkSBU01sXUFNZ5BohD6PlEYk8QK+UKe2lqVKPYxdIswiBgOh/i+z+3bt7Ftm8vLSw6eP8eybIrFQlZOvnqtij3ln+Xn5SVnbHI4LXs/WXp2u13q9bqw376+JoxCwkjkLuumeNBL6SC53W7z9MFD3Nmceq2GZdscHBwIM6J0RxyPxxiGkUUqyblOkiT8i1OXf/SP/wnxr/wen/4v/4Sj//kfMp9OePz4cebrkSTC+kBRFBGCoSqoukYcC78Nbz5Ly2PxcbFcxl0sKFZqOLkc04Wbuh7HTCaTbH7oui7z+ZxWocBiMcJTYOL7QiaTz3N5LizII8+nYDsMSAGsXI7BZEw0HFBrNylXypRrNUHQSxSuzs8FZ3DS4/jZE6ajMYoSsQwD3NBHj0WGmqJAFIWomiAzE4t2w7AMSpUicRRRrtc4PxV522cX5wRpBVAul7NQk3a7LWaTUcz+/n6aIR5w//59PM+j0+mwttZg6QkSuGEYmcX74eEhtVqNSqWCblks53Pa7TaKorC/v595fn7e9YtfaIkYaoOKZdpUK3UmF/vYdoimGoRJhJYoGI6DH/pCOzUfY6kmuzducfrpp8KwM0l4+Ogx3//JT/jRT9/PhsFv3r/H73z719ne3AT+bGroq9ertKdVyF+yxiUk77quGPzqL/zejRQ80TQtG1IvfJFQc3x8jG2IjGtJmp5MJ/hL7yWwBRBUIcti6Qt2+o1qnhgV3vttlh/8EZZlUSmXBarmeWip6/Ji6WZ0Mi/w074upmBaHAz6YkGNltiORaOxxnA6I4njNA45opjq81bNZJdLsevP5zOq1QpxFFAq5CjmHR4+fIjv+xQLea5Oz4W+z3VptZp4nsd4LmZNs7NTZos5X37nXVRdxzIdnFyOjz7+mOHRNWoSQBhhFW1U28RwbGJTJ/RC4jjE9z1Mw0Az9NROQUczDS46KQfVdeled2jWG+TTMYqqqkxSj8qbN29m4YSTyZRms0m5XCafzzOdTjk4OOD111/P3M6k4U6pVCKOY958+22iIODp06fM53NM02RzczMjFWxsbHzhc/4LX2hx6n6cKCpuGPLBZw/ZrOWYBDG6YWOqCnHskfhzdNNkukywyi0GpydY5+e4rsvx8TGn5+f8/h/8m5cC4eI45pPPHvLk2T7/4z/477i5t5stMAmXvzpLW6VpyYUUhiHuUtikTUdzGo0GUZKgWyaVeo3BeMRiMsHQDfqX18LzPo45eroPgJ43uTy/oFEus5jOmA0GKLpGvljAzhde8p6QniODwSCbEZqmyRtKBPMxhAHL3hXfP+vzhpMwmU755rd+hclkzPH5KaVKBQ0NO9YJliF6VUPVdIazLjfu3+Hq/BzDtZnOphimzWh4ip0v4BQKVKsV3HTQHccxtXpdzN+AUqFAviCADM3QyRcLRHHM3/jt32ExmWAaBgcPHjNaLLh1azctW30wTSqVKutrDQzHIfKWPP3kAUt3jqaozGYTVN/HsHRuvH4LLw6ZTqaUDBt3ETGbzygWirTT5M3JdEK92QRNxTRMivkCP/jOd9nZ2iYuBBRyBUazKbGm8c7Xv46uihnkZD7npz/9gHa7TblcppXO65q1GhcnJ3zpjTdYLBYEyyWJoVC0TcbunI8+/YRGfY3JZMLmxgYQMZ2MII4p5gSDP1gsmCQxm1/wnP8lvPf/Y10inzlRFJRU0ea6C0qlMqh6OngN0VWFKApQACUKKBcKoKrU0lTP3/9//oDL6072v+ZSuQkIetXB4RF/+zf/ZqamloLQV/0e5McSWAGxAKUDchTF6JqG5/uUikVm0xmWbRGHEdN097y6usoY3cVikfOLc5QEyqUSUdpwB2FAklK6NE3PwBA5TpCpNkYKvmhxxL8dKvTHUwg9pprN33/3Dgf7+2xubVKqVHn44AG1aoXAD3BMG03XmC9mqTK6yP7TfRzbRk0SwjDi7ttvc3x4iJn51WtZyo4CRCvgkKbreEuPQa9HPpfHssS/GQ8G5ApFri+v8BYu5WqFmIj5YkGhVOLo+RFJFPPJxx9zcnSEk3PQgCgUp+Cg38cxbVBhrbHGs2fPWPg+mm6wtbNHe32d/tU17sLF9z0uzi7Y2tpiNBgS+QFHzw/RFBVT14mCdIYaBty8eZP5Yk6/1+Pw8JDrqytqafbZYDDAW3pUKhUePnyYZeKdnZ2hGzrr25tYpsnSXbKzuUWtXkdVFCzbYnh9Rc6xyVkWZ6fHBOlpOpmMuPH6W5/rvf8LXmhx2qMJJ61EUVF0kxCT7tRlGcT4MRi2kEwkUYiZBGjBgtl8mZU7Dx4+5N9//weAWCi/97d+h3/4P/z3rDfWePD4CVEk3vi97S3MFIotFosvpZPIS9M0crlc5vcnZ1og4HzHtkWIX2rAs1wuaTWbXJyeZQyUer1Oq9XK/EmazQY3btxg0O+jalom/RdzJsFUWCU2y98N00RRlUz2U9q+xb/9P/93lDd/mdy0y3+6WaDX61FNuZO6phMGIeuNFkkcEyeRIAcoCt5ySblcIZ8rEkchURTy+OEjTNtCVTXarTaGYaKrKkoCg5HIo04QvonT2Yx+r0ccROL3KOL8/IK1+hr/7o//ODVQXWM8HVOqlDk9PmE+X/DG62+yubFJq1kHEhbTCSfHR6y32/R7XbylSxjGLD2X6XxOrCZEcYwfxlxcXHHw6DHefEGw9NA1nXwux2w6hThh2B8w7vcxFJXlZM50JJzL7ty+TW84oFyt0O/1qdfrFItFyqUSpmkKsrgiBuONZoNSucz6xgalcplGq0UYhjx7+hTf8xj0B4yGQ0b9AeenZ1gEzEZD3NmMt956k37vGidvE0UBe/c/f6H9TPVo/yHXKgixSkpRBJOHIAJf0Qg1h7EXczWecTla4kYakWKIhafr1GrVTBdWWgnqvnfnNv/Z7/0urutyc2+Pd1bs6C6urrFtm62trYwRL9kjkuYkZSuyZJSfS5KEwPcZ9PuMUh0TSUKpWMRdLHBdN0voHA6HPHv2jM3NTaGRihM+ev8DgiCgVC5jWBaz2YydnR2i8AUzZXUQrut6Zi4rOZe/nl+STIfYZ0/4Z//1f5K9np1Oh0qxxGZ7nUGnS7/bRddVIEbTRFlaKJRoNtpMJzP6/T7NdosI0Xu+8frrKEDedshZwptle2OTdrsNQL5YAFWhWCqRLxZotJrUGw1u377Nw8ePeO/rX6NWr1Ot1+gPBnz26acMh0Nef+NNimtrHB48p9ZeZ2ujzWDQQ9dUOleXjPoD1NRcTtN1PN/D9wMs28b1lty5e5diSaQAFdOARkVRsuyC3d0dNjc3WXoepmXRXhdl4Ww+R1FUnj17llkZSmRQ9p2xAqZjk6gKmmkwnIxRDZ35Yi56bEVlPp1RLpUy333LNNFQIBbjjpOTExauix8EBP9/Qx3DMMRxHBxHxL2SAgkqIYJAopIkwhLBRUPRba5mHuPJjGbRpF0p4y5GBP6Cra0twaB4+iz7/y+vrjk/O6ff7/H6669zfHqafc1OyceWZWVyi1WvEckx7PV6jEYj2u12BgurqoqhatTKFZQ4YTwYYukGtbLw/tjc3CQIgkzSI0MF4zim1+1SKhbZ3N3B9ZY4hsVXv/YeP/7+D8mXBCopvQYlwpkkCVEcZYN0AD2OOfhf/xGlYoFyQedqphGT0O/1uH3jJpPBEIKI4/3n1BsVoihgGQYCUFEMep0B09EUL454+vwAO+egKSoXFxecnJxy9/ZrXF5esrO7y/HREYPJmHv37zOaTag217B0k8D1sBybUrvBdDRifW+Hme+xtb2FEiXcf/ttfvLD7xLFET/6zncJ/YhGo8HTjz7g6Oi5mIf5Hm4SomsKhq6y9GJQRJrCt379V1l6Prpuc90botkmb3/5S0LSEwgU2PN9utc9LjrXIuqpkOf2a69xsH9Ao1oh1hSuL69xUiMm4YsZZ3Q9RVUxUu6qHPPIEl1NN7rtrS1hzKTpEETYtTrn52eY5RJr+Qr5YoHpYkalZVFfW+PGrZtf+Nz/3BeaZLtnHENFEaEBpNFQIqIQAMOwWYYRum7j+xGDmYdOQquYw0girq6ucF2XjVYTx7Fx3SWjyYR//E//KW/cvcsffed7Wd+mqiqNWoW1tRdEUBmIIXsyiShKw1SAfr+f+UQUcnls284kE7VajX6/L8qZ9HOTySSznj4/PxfuV6pGoSS8Q5a+RxLGeCjohuDUGbaVDYhfkvq8Yp8nHwo5WJ0vFigomIbBcDCgsdbg/OQU/f8j781+LTvPM7/fmoc9T2ef+Zw6p+YqsjhIlEVTJC25BUtqQba7kTiJMzmNXPVFchcgFwHyD+QqdwmCoIHutIN24rbTlmSpLYoii6IoskjWyKo687znec0rF99aq4qWSTeMwC0pH0CQRbJO7XP2+vb3fu/7PL9HUZiOJ3iBRxiBrEjIivDX5UyLmWtiGDqVSo1Rf8DBwSFXrl3j8f1PUCSZfq/HdDLFd138wEfTdAzTxLZsjFqNg4NDip6HWcgzl7eT16vQbZ0ymYwyJmWzOcdkNBUSNU/Yj+pzc4yGQ4bDPoWcSOoxrRKGpVGp1RgOhpyetTDMHIpu8eJLL/HJvXvkcjlK5TLdvuCAyrrG+Y11jg+OMFWN/cND6s05RtMxfhRRLJaoViv4npDPxVGUwZP6oyd3XyBDiAOoKfVYkiAWlDNFUYg8n3KpDKrCwtISETFnvR65UpEQeLyzy8Xrtc9+7v8/3UX/Distw1J1e1o/xsjCRvPUkoIYGZkoBF+xGKEyHXu4Vp5VW8VQJhTyOaTQ5dWXXuB7b4h72vbePtt7+5/6WlfPb1AwdbrtFsPxJDNlpqVhFm4nK8RRjCrJhJ6PKslCczibYRfzhAq0uh2azSaDbo/JcER+cYnD4yMKxWIG1pE8l1K1giRJ1JtzoiyZTfECUZZ0uj0836NWqxDHPhIRmi5E1MQSsqZimCZHh4c82t5h9/CA3mAo5niKTKVcBiI2movYKBwe7ONEHlefv8o7b75F4PjJ3U4RKZamQiUB78TKOjExvVabncNjDEWlVi5xahlMR2MmvS7ubEatWkNVVMq1OqptEsYxvqxw1GmztH4OgCiIUFSVwPU42t2i1+sReT6WoeM7ExQCgtmASl7ECG9tbSNrGpVSU6TG1G2sukiFMXSdg719KuUqs8mU9dV5Ht2/n7EUB/0+1VIZ3xHw1PbxKZtr63iex/HxMa1OG03TqNdqjEYj/KmDaZri/prkEEynIi87CqNsQ2mKmsnfgiDA0A2c2YxStU6YCMwd18XzHDr9HqcjEaioaxrOxKF72hFjlOuf/dz/e2/vf/4KQEo2XyyhKjrE0G4PsUs6i9U8ge/iTj1++7VXCKKYH7558xe+yvVLF/nay7+BaVpsPd6imbAXU+VHygZUFAVVeTITSzdjHMfkiwVCYnRNp1KpMJ6MRQSrqjCZTogi8f/2+31WVlYyG00YhhRsizDpJKq6hu+4mZFV1w00U0B9JpMJsqYTRfDxB/d54623RNjE56w3Ads0uX5hkxeef5Zq+Rmh5HAcCuUSsSRDJGfcf1VViRQZb+Zw984d3MkUq1Lm0YMHHBweMN9scv7KRd6/dQvXd4Q3zZtRzFlYuo4sKzx37RpKJLSAo04bx3HYfvyYyahDHEXYlsl8s8kkScQxLAsv8EWmnSYYlYZpoWoauWIRK5cHSIhWGu1Oj5xts7OzR61RZzAYiJMv6Y42m00BbeVJPNN0OmVzc5Nut8toNMooVWlIZApdSlNknob9PC0gtyyL7cdb1Go1jvb3Oet1WF1dFSod0xR3QsdBT7CB/swVROenOtd/0/ol3mgxSIE40ZCJUfCDCFXSiCOJneMuuqZhaRKeH2JpGt94/TWef+Y67936iP5ghKooPHP5IlcvXSKfzwu1Qq7A7t5epu6oJZ9+aYjC02VaCs0JggDTtAjjiDiM8JPOoGVYzDWbdDsdSiUhU0rHAOkgNB0jzDwXRVNBlijni/gzl+eee4533nmbK9evMR5PcV2XD259xPf/6kd4fwvH8uk1dRze/fgO792+y4NHWzx/cZPT01MM2yKShGNYAgJfwGBnwyFnZ2fMxmNC36NaLuM5M5ZXFlF0jd2jPQIivvSVVzg+OaJeryPJMqHr4Xk+OcPg3se3Ob+xyb1bHxL6AZquZLrExYUFTk9baJpKEITEkoyTfD+qppMrFLGS8Uy+VGLiu8iSjCTJDEdjXnj+eXq9HssrK9x8+21u3LjB8fGxcKsPhyKCyveZT4JG2u02jUaDu3fvEoYhq6urQsOpqkiqyunRUVZFAVi2RRAJm5WElLy/JsPJmIWmUI8cHR2xu7dHqVrh9u3bPHvjRhZ80Wg0UJMPZaUqMRoM2d3d/dz36O/Fj/Z3WzFK7BNLMhEiDzsNQZTjEFOTMAholnPo3oBa0SZyJ0jEhFHMzPMFH9C2QZKo12t4nk8cRRi2xdajRxnRql6vZ4EHRho2l9zbUhhPsVik3evS6/UEwVcSIlTf87Fti81LF0XZYZrsbG8nrMK+eLDHIzTTQFJkkCV8xyWnW8zGY46Pj6g3G7S7A/7ku9/7hZLXNAzOn1tnZWmJxcUFTN0AWeK03eb45ISPPrrNKKEOp6tWLvHNV1/hxo1nMKwcKOLDSlYVojgmdD0ePXxI4LmoCshxzOLCPO2zFh4RsqZSbzQwTZvxcMTq6jo7O3u0W6dU80UcZ0YcJtK1MEwaCDFu7CSawRyj0YTJZIbreWKjSzG1+hylcpkgFCOHfEL9jRBdPEVVuffxHRYXFoijiGqlyuHhAdVqJUt0TXn5lmUxGg6zrmW322UymXD1WUHf6vV6FItFDg4OhEmzXufcuXNiZCFLTBLuS6qHlSSJyWTC4cEBtm5CHHP16lXGrtCearrO9vZ2guQzGY9GWPkCd2/dQoqFHevGa6995rH2S7vRJGLkOCJGOLEj5OTfxciESLKMHLiUTYVnVuvklJhoOkSVQdU1ho6bZZqNRmOiKMTzfFRVYTgcZAbQNL6nXC6L8kTTs7wuzxMSptSrpmlaRiHWdZ1avUa90WA2ndEb9LMEyhS3nZYnke9h5mwczyWIQnzHpVooI0URe3u7HLdb/Ms//y6D0Sj7/ptzDX7rlVd44dq1xGQoVDS5XE6o/mWJTqfD3v2H7O8f8N69exy1Wtnv11SV//QffYdnrl0XKgrDwgsDTs/OCGcOxCGh7zGdTijkbOJINKKcMKA+16BaqWLpJu1Wm2FvSL83IJ/PMRr1RUnm+aIRowprv6JI9J0+iqIxmjjohonjBJiWjWEZzM3PoWk6pmWLwAvLxjQtglC8l3EUMRmNk5jiHHEYIasqOw8/wfPdrKwrFArkCwXu3rkjQECNuYyxuLOz8ykHh23bmbUlPc3Ozs5YPbfOzHGEdjIZ1KcG39l0yqjb55lnn0VTFGJFYntnh6PjY1ZWVlhYWECWZQb9Pjvb2wSeT7Us+J/Pvvrqv1/j599tSYIzIkmADDFEkngYJEIiSSOSdfrTGbGiMxx2UIMZtmnieoEIiJBlFFVwMtII3EG/T5R0oCRJhPptbW2Rs3PkbJtywk1MWSFPM0QUScJz3CTPS6aSsDTanXY2VJ5MJqiasHhsbW1x6dIlTo8O8aOQSq3KYDAQqgbHw3cEvfmf/+t/wzjZnLIs87WvfIVvf/MbTEdjzKTdH8UCxe04DoomytHl5WUqhs2VzU2uXb7ArYcP+cGbb+MHIpf6n/2rP+Ufux4vPP8chiWhojBXb+CPh7TOTpmba9BoXEXXNSbDAbs7W4RIXDx/geODQ0xZxRtPCF0XJQyRwkDAR8tlPMcVpK1SgdlkiuP6QIRmCMRevljkSy8/h2EJN0ChLMIlQMK0LDzf5ydv3+TVV18FIrYePWJ9cxOCkOlkTBwlCZyBj5uEN64k6Ls7d+4gI4QBfgKWLRaLXL58mV6vl4m903tZWtLPZjMWFhZAklAStmUqfUuDCff39oVjfDbjziefMJxOMEyT69euZc9LirSYzWbEYUS73aaUzPs+a/29D6z/XVcMhDLCIUyIIoWogCxJxJKGTEAsQaTqnHY7hLGLqskMnRnd8QTPFYkos+kEZzYVp6EElUoZy7Yzn5quqlzc2MTUdPKWnaWXpGLiVMEvyxJ+5LOyvoimKYREhDHYhQLtXg9NVhiPxhSKRXTTIJYFutqdCS9auVCk3+qgxCKVxHFdSrUq//uf/F/ZJtN1nX/6R/8l3/raV/EmE1RFRlIVIgmCKCQKRZi5KskYqkYYxIw9l7E7wfNnXFye57/4vW9TTtJP/CDgT7/3l7R7XeEzi0N0YlRNYfPSZS4//0UaqxsU55aIwohg4tAsN3jw8V2O9g64e/cuvdEAJ/K4/Pw1zFIuM7cquoaVs2l1O8iGRihJKLJBqVij0VhgcXEd0y6gWQUiSWDEFSTyts0HP/sZlqax0Kgy7rXRZDh/bg018lEIKRVz1BoVhv0OkecQBT6FvE1EyGgypFIs0KhUyCUfprlcLgtBefjwIY7jMJvNyOfzzM3NYZom9+7dE7nicQyhuGvLSJQKRUI/YG9nl0efPGTr0SNy+Ry2ZXHj6jNUdIuVWpODrR2sJBeg3WpxcHDAsD/AnTmsLS3Ta7U/93n+JdA6/t1WHCMISoaO2zvh3EIDTY7QLBtN0/E8J8PBPT2LUpNuVJiUf2EQ0mm16Sd2m3zSZUy5ISnHPY5jgjDAcWbIkkJjbg4kEe1RLpc52N0Tl+wwxE0G0Dnb5vHDR6yvr/HgwYPsLtjpdFheXuZPv/t9bt25K16XovBf/+F/wvXLl4kigYPL5fO4iZEzBfqk3jgk0QRamG+y+/gRk/EQTdORkXjpuRe4dfdedrJNJlOeu36NOBQQWV1TMUyL6XhC6Afc/eDnHB7so8SxIF0FPp7vZaWzkpgiz05P0TWdVqtFv9/Pyurl5WXmmnOY+RyTmcPy6hqN+SaKrhFGAcNBn1ze5gff+y4XL11EkSVyORtd1xgO+nROT/jkwX0MXePs9IR+r8vJ0SGFQp6ToxMhAJhOcTxxHfBmDjJSgrd7kqWXVh6Li4v0+33G43HGBb106VKm1DnY22M46JGzTKQo4uMPb6EAvXabaqUCSBwdHXN0eMhkOmNheZGZ65Iv5Ll77x4FO8dkNEZGDLZPT08xbYvlCxd+WbWOf/clKYmHLQzYXKxjygGGLOOHMJ5OCQNh1EwZjKm6Ikr+WU5kTsTgOYKOVK/XKSZGwXSDpZ6sIAhQFfHnRVFMvlhE0/RMeDvs9cjlcyBJVBJlSBxGhEGIZZmiZEyc0YVCgcPjY/74z/6frLX8ja9+ldXFhczxm5as/lNMyvT7kGXRAiiUy3RaZ8SBz2Q8SkYUKuVSGU1VeLgjOmEnZy1WFheolkqEQSAmJpKMYVp0Ol0IAzxnhkwMioLj+9TqdVZWVpITbImjgwMUWQBqr1y5kkGQNE0jCEP8wGc0m9Hpd8kX8kiqzCcPH9Jut5AkaB0dUi6WGPR6EMW8c/MmZ6entFsteu22APh0OuiqShSEdDsdFubnmU2mHB0fs7CwSLvboVgs4jkulmWCJKGqWjamSbMPOp2OaELNZqysrnL1mWdonZ5y9+5d+v0+9VoN2zAY9kUiahyG4o4ax5zb2KBaq/PgkwcEYcizz99A1bTMftTrdjk9PcV3xR1wMBgw12xi53LUl5c/c6P9Et/RPn9FESAryEg0mgu4rW2i0GPmBkymM3KmknER0/ZtkIRH+L4PsQi4iBLFdxqHe3JykmHK0nudAKdqhJGfmAkrSYjhiEKpmDmjfc+nkPBKKpUKgR+gKALh3e/3MzZ/GIa8e+uj7JRdX17mO9/4ncwSn2ILhFRIy8TP6QMVx4KHGEcRa2trnEoxJ0f7SZdUvJbf+/3fxQF++KMfA/BXb77F1fPnQRZBH4omYEGyrODMkgD7IMCLIkr1KoqqZPG+Ww8fIkUxiiQjKTI7OzsZOi+OY7pHRxRKRcqNBqvLaxzuH7D9eAtN1ymVypzutRkNRP5zFIhkHI2YyBUWHE2WkIjRJIlBp0MQiKy7vceP6XaHLC8vY1qisbW/v085V6DVamFZNvlCkcFgkI1V0rv1wsIC9XqdbrfLzZ/8hOl0SjG5R+3t7WBbBvl8ntF4gOuL1+F4Djs7Wxhmno0L5zFzNp3xiFa7xfLCIo8fP0aOoVauUKtWcRKytR8GSOqnxel/ff3KbjRFVfECET07mUyI3YA49ohRkJNssacRBOlDHQaBKPmSk0iKIUgczf1+P6E7xdkbk7b4ZdlgNJpSKIrwhOFkQrlcwU3mQ2tra0ydWaaZzJfLnO7tM0tUDAD9fl/M60yT9z++nX0vv/etb+K6LsPhkHK5/KRUlGWCKMwwB0EQZEEOfiLDOj09ZXtrK2GNzFBVg3yhwNR3+fY3vs6/feNN4jjm4fYOrXaHeq2aUcNWVte5d+8+3V6XOPAwJQjCgIuXLqFIMoNuD3/m4DouuqwQI+ElA+I0srharYoB8qDPwvwio8GA6WjIwvw8K6trfHTrFuVKmUk/RpXAJ0aVJeGFS+RNrudjWxaT0YhCsUAYxzjTGUsLi3Q6XarVKpIs8fyLLzIaDAgdj5xloapahrPo9XqUSiXa7TbVapVSpcLu7i4nJyfZvTuOY+bm5iiXixQqOTzHIxf4DBPnw5yhIyNTyJeJFYWRM6XUqJIrFYhcYb2JXD8LOXRdF900sC0qJnX0AAAgAElEQVQD++8rtunve6XRPJ7vcf/BQ0rShLwSYxfK2LaNqcZZ6Zh2n1LIaGr4jKIIRZIzArEkSQSRyC5zEgNkqgwJggDTMpFlSczHLFt8oksiZL1zfMJwPGJZktg/PODll19mOBxCGLG+vs5oNOL+/ftUKhX+6idv4yZNlma9zmIS0ZuqU1J3cxzHaKaRQVujKKJcLhNFESenp+iWSrvdRtM1LLNCoVBkNJqwMD+PVMoxG405t7zE1v4BAD+++Q7/6NvfEiXPaMJgMODk5ARLUZBkjdjzWFpe4sGDB4Sez3Q8QY6e8C8jYHF5MUMbpLrLk5MTLMvi3kdCtV+vVTi/scm7P30Hz3VZe+Y6k9GI0VAM8EPfZzQYMDc3J8r1Qp6DgwNqNSGTSpsbJyfHvPjCi3xw+w7Pv/A8b735Jr7v0yhXIYxQNZ3mwkJWsaT4v4WFBeGy6PfxPI8vf/nLGd+jWCzSH3TRdJ2T01Oh6FBk5hbn2d7eZnlpBcuyceMIQzJRkpCUcr1B5/CYwWDIZDqhWC4x15xDVhS8MOCs1aK5cf4zn9df2Y2mhBGSFIFq05VshpSx/QF1X2W9VsJ3RuD76IqMbupMHYeZ5xFFoMhx9lADSLpKGMfIhoYRqVm6Syr5SX1mfhQhqyayFmV3t5TVL6kK5zY2qNVqrK2u8s5bb3N8fMzS0hLdk0PWVlf40hde5KNbtz4lq3rphRdQDR0rLzbSeCYQ4OPZlPn5eVzPQ9MM/BiqzXm6kzFWzuLR/i5a5PLll38TRb3Gez/9GXce7fKVr7xOpVZjOm2zfbjHhY21bKMdnJwioeA5DjlDxZsM2VxfQjeFMDiKJWLfQZ6MaPUG5JMyN4oiZo7DeObiHLXwXYecaSLJOtOZz/kLV0T3r1DC++QBjhty8+2f0mw2Odzf4+c/+zle4CPJEhsXzuP5Pv3JCN8POBsPmE0n2Smt6ia5YoXBYIAvwf1HDzF0md3tLZ65cpmFpRWOjk8IglCI0ZP3sdPvgaogmzr77VMMReXy9Ws8fPgQ1TTw44izbgdZ11ANiziUkSIDZIEQPD5ps7FxiTCK8DUNQ1Wx5TxyFLK9/4i7p+/hzRzylQbNtSXyuRzbW9usrq6ihBLz9cbnPq+/shtNJoBYJpYColgmikIiWac9mFIqFrCQUSQVVVfp9YcEUUQUx+Rsizi5B8GTdM+0KZHSgNNNllpYxuMxKE/4j+mpmJZ1qStgOBxSLBb58muvsXX/PqVSidvvvUt1fp6f/OgNZEVh7/Ao+z4KOZvJZEK9Xmc0GmU5ArlcTpCwfI/GXIPhcEivI8reRztbKFFI3swx7g/5+M5POWt1uHLlCvcffcKXF17BUoucnpywMPfkAWh1u9g5m5PjNrValSAQ3c0giokioaiJ/QBDN7l69Rrj0ZjtnW1u3X/I+3fvM548AdA0qhVef+klFuo15ldX+ei997hQrnBuY4PxcECtXiUKQ7qdFkgSfizsMkJRkWfQ6pDP5Rj2BwyjkIiY1dU1NDvH1vY212/cYHtrh8lkgmGIhsdsNmN/fx/LyhFFLqam43sucSx+/uPJGCtnU61VIYJet8uFC+cZDYcsLi6I9zmKsW2Tg+1tzp1bodvuEskyxXKT7mDA0vIyiqqhquJueri3w2w6xbbE6fbMjWdxZzNMw2Dj3DqtVptyocjp6QmNzV/DE00iRI6j9BcgK3gIge7j0zHrcwVKOYOpNyGUZDRVzrqNIWQb7Wk2P7Gg+6Zm0MlkklGvPM8jVyx8Cn+QKj9S/HgauQTw0zffzL72+fPnee+dm0iy8JO3k0QcgPMbGxkfUJKkrGOWz+fRTR3UiH6/g6aoGDIMBwP6JyfChKpo1Gtz6Lop9IAnxyytrRJHPu/+6McYikZtvo6h64JzP5kwdmZ0ez1M08AwrMyAm37QaIaJMx3T7vYYDod89yfv8Mn2L+r4Wt0e/+d3v8erX/wCdiGPFwa4nke9UafX63B8csx8Yw7DNBlNxiwnPMXdrW1UWaZaKOHOHPKSRlzOY5om+0eHLCyvcv7yJYI4YvncGicH++QtM7ExGZyenbG4uCyCPCZjPE90jKU4wjIN5up1Tk9OyNs5NEVh5+HDLJq5n5Srw24bvCmnhxURm2nYnLZb3PjCbyArErEz4/t/8UMkSWJ9fR3fcymUiqxtbLC/sy3ivWSF4WDA4vwCdqHAZPxLTir+u64YAR8FIdeKkYiQcCMJJVbYa48pjWfM2RIaMnEcQhzi+6I9n2609GTKunphlN3pisVi1glM9XVPR0el0M20BDUMI+P+lctlms0muXyeH/3lX6BIICtC8f20YLhSrWTkq/ROOB6PGQ6H1Iw6AHNzDU6OTmidnAjPXBggqSpBLFFvNLEKRRRVRTc0Wq0zbFOEPkzHIwxNxzSM7E5o53LZfDCdqZHIr+IYfD/ANEXJePfR9qc2Wc62qJZKnLTaGY/lzfd+zvUrl7hw/jyRBHfv3ydvW7TOTuj3+2iKRGNu7lOZBrIkyFqz6RTTNCnmckRxzMWLF8kVy/S6PYHwOz7Bmc2Yq1XZ398XFiQvoN3uomoaYegTBx6NRoMr168TuC7vvXOT05MTivmC0LUmiaBBEAj7TK9LqZAnChSmjoOiaahEbG5sYhoqo+GAnKZBHLK8vMLFixeZTiZMplPu375LztYxdTHSuHJZ6Fs/fP89ep0ul1768mc+r7+yGy2QVHhKWabEcZajHUgakxic4RRb1cirEpYqoRITIkIRc7lclvqS6uiGwyGVJOAh7Sqlsb65XC5zX6cMkZQS/DToJ8WzpY2Co8ND8vkCtVqFmeslroEnL1wRLOpMl9lqtTLLTD6fx7JzDAdTrFwRVbewczkuP/s8U2eGqhjERJzsnlIs5CiXipwd7FMtFjjr9fE9j+FgSBg9sdnHihj0bm1tcf36swn6WijnZZnEphMhySrv3voo+31feuF5/uA73yEIhOH0f/nn/wcHxyfEcczHDx6ysbFB4PssLi8x6PeSGN4AdyaaOnnbFk0T28JxXSJTRdcLXL52lc7JKZPplI8/uMWzz72AO5ly672f85VXXuV0fx/TtlleXsbK55AVDVXTmU5naJrMbDbCmUx5962fICWncr1cElrMRGdqqApx4BP5Hpos0el0yRdyyIqKZposL80jhTPC2ZBB65iRH7C+vEQY+Lzz9luYpo0XRBQKeTxnxmwmRkbeZMz29jaKJEEcfO7z+ksrwfrbVoRCiEqc7bYIOY6QYxEJFaAgaTqD8RRVN3E9H6SYKAwyJofv++TzefL5fAbESf8Kw1CYJBNBcSrZSlvjKfYgbbenJ1tqJA2CgPF4zGw2o1QuIUnCkqNpOjn7SSu41x+IuZKmJaVqmJWOAIZhoig6umFRqtaRVJ3BbIZZKBHKYBWLyKrCbDrj5+/+jI21NVr7hxweHCAq65jpzMn+PDU5fXVVTwbgqqgLpKSMVhUUTWXqORwnTRtFUfj9b/9DQkTWm53P8Ttf+63saz54/Jgwed3pIDsV66b8lTgGTdXQTZNLV67QXF7i4rUrdMcj3JnD4f4+G2vnGPUG1CtVFhtzHO4fYFs2cRBQS0hUg8GAo6NDwihk5szEh9nREaVSiY2NDQp2DqInHefFxcWsixlFERsbG8w155h5AaEk0+v1mU6mjEdD3v/pTXpnZ2iqysHuLv3+gPFwxKAvSs7l5WVKpSKj0YhaEsXVqNVRZAUraSh91vqVPdFkPg1DiaQnnxlhLAl7TRgzjuGg57JUKuJ6AwwZXMhCAnVdz3AFURQRyWIj6YqKP3PwEoVGZ9AnlyghJpNJBlVNAT6pMTAdG+TzeeJYROF6SSnqjx0kSWVpYZ5evw/Aw+0danPi15auocQqhiZRKNTo9YWaxLZtTM0U3H5ZJm/lUCUZPW8RODOOtnZZWVrCUE0+uv2AyWxKTtMo5MsYSbMGYK5eYzIYoAUqvucTBBKyLpwAIGC2shSiyhJR4GU/T9MwiCQlCZTXUBSNeq2e/fcgCJEkBTmKxUMuJdyXSEZWLNzQQ9Yk7EaNfD6PqusUJVEh6IbJcW+MbZdpt/rCIXHaTjZKn2azzif37rN58QIhMaouk69WGU1GlItFQkfmmevX6JycMej1aPc6lKoVRv0haqwxHA1F51bXKBSK7B8cgAzlUoHT01PK5TKdVovpdEoURUzlKeOxSxCrzByfr7z6GmEcMRgO+dm7N5mN+mxubjKbOkxmHhESkW5z7ty5z31ef2U32uevOOGPiH8aTGesNysokguxh5TUmLquZxfl9E4WRRFLS0sCdBpFSIoiAsWJMy3dYDDIVAbp/S492VKkdyqXStUKjuOQzwtY6tL8PLfv3Qdg9+CAb36zhqMrHO/vYZmi0xnx5B6VDtODIBCW/oFIF5UUiTgU+O5ZtUpjfp7T0xOKWhElilhbW+Wt99/PfiqLzSblYgnr8hUefPIAwxR3N800iKMYksw5PwzJ5/IZ43EynbKzu8OFjXPk83mm0ynv3fow+7r1WlWcYNKTzPD05wugmjpISRqPqhP4IWEQIknQ7fTQDYOFRIl/eHhIsVjMrC7D0YhGo8HJ8TGrmxuYtsVoOmFj7RxhENB12tz++A6WpuE4Lvl8AUVWWFxawplMM19gv9+nXFHwngL8lEolbNsWbu2kymnOL2LaeZ57cYHJaMg7N9/Gsi067Q6qKj4kFxbE2KXX66HKKvV6QzgPPmf9ymod/7aVKCGJkHFDCXwPS5cxZQmSULkwDHEch0ajQS4nlOmqpuFMp2w9eky1UsniX2NJROFGUZS14VOPWnqHA0E3Tn1p3W43C8QYDAZZuKAkS9mDetZq8fV/8NsErsODe/dQVTmJyI3w/IBcLoeqqhmPcDwe02g0RFJKEPDxB7d45eWXuX/vHl944UVUTWMwGVMuF9na3eVP/uJ7zJJmy0vP3aB7ekK300UxdArVcpZUQxSjICHJMpKiICsKvf6A/WQUcfvePYLkA+PHN9/hzXfeyX7W3/6dr7M4Py9QuCkfX5ExTOGj0zWdKI4yhY6mioG8JMmUSiWGvT6arjMcDSmWikLZkmQPuK7DeCoCPzrtDtPpNMmOCxgMB3zw/gcsLyxSr9ZYWFhgNB7huC6dTgdFUZjOpvQHfRRVodvrUSwV8XwvU/wsLi5yfCyCOlZWVtjZ3eGs0+Hg4IDjkxNc1+Ha1auc39zkwoVNBv0OYRDw4a0PWVlZQZYlLNvCd2bkq/VfP63j5y0pO9FiIkkw2gfOhLmCjR8HxHGUyZzK5XKmjJ/NZvhJGdicn8+CBTVDBLV3u12Rh5ygu9MTKj210uROIEuFMQwjcwenUU8v3LhBs9HgtNXCcRzevnmTF65e4cqVK9y5fYuVtXWQIJ/PZV9fTdj6tVoNRdfZKJW5+cYbTMcTHty9zxdf+hL7+3vo+RyNRoOtRw85abXpDgYA6JpGvZjHtmx812c8mSRJnT4qEIWRgNQo4kRTFZV/8Ppr3Lp9h8lUYBb+8kdv/MLPenV5mWevXgXASLSYabRxGEVCdO37GJoJCKScrmisLq/huUJCVioL6dRgMOTChfPCblQo4Ac+niful2nu3bDXZ2VpGV1RKVQLnFvf5NzKKsf7B+zsfIJhmpw/fxFZlhj0hSyr1+sRRRHdbpdBwuS3km5kGt2U5gucW1/Hl2TmF+YxdfFcnB0dM+p1mUzGdNpnqKqCZRocHuwLQ24cEUefz3X8lW2GfN5K3dkg7m6hrDNyQnwU4An5Ny3toiii0+kgyzLNZlNEPiUK+jTZJQ2ySAfYqcI+BXKmzZB8Pp/pEuHJnM40ReZWeo/72muvZq/3j//Vv0I2jUyMPJ1OsUzBvnz69wdBwJ07d3j35k2ODw9EosncHHIM7sxhb3+fXD7Pg08+wQt83vzZz7M/40vPP8fy/CKGqtKcn2dubi6LIp5MpyK1JUGFywn1aXFxkf/xv//vqFaeAGqfXpvra/yTP/yPs59lEArRdhgJMrRu6OhJM8Q2LUI/xNQMfNdn+9GW2NhBiKJp1BoNFpeX6PR6yLrGcDLGD0Nq9XrWFfZdF891OT06on1yiq4bzM8vABJ7e/vMNxcoFkvkcnkh5crnxcZSFFRNo1avs7S8TK1ez0r8RqPB0tISV69eFZnkQKVR4/TslEdbj3jzx29w//49up02k9GIYjGPosjomkgTbc7NcXR4wMnx8ec+k7+6pWMsfaq9//SS4yeztUBWQFbRYp+qrVPUQFHkTK2vaRqdTicTH5+dnXKwt4/juMiShGXb+GEo8AFPSX4yf1viwk6DIXzfZzAYoOs61Wo1s26kWWpp+VgqFnjv1ocJxszj7p07/N53vsX9u3cIwpBq0s3SVNGRTMuupaUlKpUKk/GY1sERc/UGnW6HXrfLdDbj0c42hWKR9z76mIdb24CY773y/A2IYkrFEsvr67iBj5XLsbS0xEcffkghl8MyDIJYIl+psLi4gOe4zDcqnF9eJG+baKrGfLPJyuIiv/nFF/ndb36TuUYj04UiScIJEIRZUmqQnMZuMtqYTiYYhsHqxgYP7t2j1+sJc68kkc/nhZA6CLBzOQ4PD7l48QKt1pkAr/o++WQTEcHp6Sk7O3vCUZEvMHMcYmJap2csry0DMBoOqVQqbG1tIUkS5UqZRqPBzs4OS0tLdBJN5M7ODq7n8exzN7j18YfkC3lkIG/Z6IqQrU2GQ2buFEWRiaIYzwsYDofoms78fJP60uqvnx8tzrqMUrbf5DhKysaYGIVAUojlGDmcUlED1udr4LnoioKhGxi6Qb/bw5056KqGTIw3HdPttmk054iQGIwn+H7A4sIiqqZmrev0bpZqIuPEdqOqahb5A2SNkBRzZlmWGORqGhc2N7j5s/cA6A+GtM/OqBbzaKpKrVKmmMtDpBCEEX4Y4AQuzmxG++yEbruFCkxnU3LFPJEcs7i2zNUb19k/Pub//vO/yH5Wf/Sf/yG2JKGrGp7rMnZCHjza4uXXX2PmzvBdj3qtzrDXRy6WaMw3GfQ63Pn4fUxVZn9ni4VGneeuX+O1l7/Cb770EtVSifWNDXa3tqhVq5wcHTPo9dEUlUIuRzFfQJVkRoMB3XablfU1Do4OKVeq6JrOB++9z6DXZzgY4kQulm1Tq9dptVoC9GrbzM/Pc+/BPYbjMfW5Jt1el0JBjD0832E2noj3UpE5OT7Ccx3c2RRDUzk5OGTQ7SHHsLa8Qvv0jJxp4YynKIrCWbcDsoSVy7GytsrUmVGr10WVM3M5PThi0O7gT2ZMh2PiMELXNIxCBceLQFIxTBtF1bl27RkePXrMxpVrv34b7enjTMr+Hj/1a5lIkpMtF6MTYOsalZxBqZCj1xPE25TpKJQLYpyt6wa6YSBrGrqmUyyXsHM2sixl/Pezs7OszPM8EfnqJBG6T1tz0tzsp0+6VGVSr9WYTicZ+Wrn4JAgjFhq1imVSsiKCihEsoRu6FQrZcrFEosryxRzeYq2xdSZMpqMcQKXmJif3fqQ/+2f/YvsZ3PtyiWeu7SJ7zh4voeds/DjmG/+3u/y+ME9bn30Ic/eeJbxcMi92x/TXFklCH1q5SJ7W1vsbW+hqhqyrLCwuEK+UMS2hT5zMh7T7XYBsg5lCja6ffs24/GYyWTC8fER7bNTep02oedAFDAdDSgX8jx7/RqSoVEsFAXPJYzIJWJm13UZjMdcvnYNVTeYX1gAWWLqTJk6DrZloaq6IFqZJn5S9gYJKsK0TGaOw8HhAVEc0x/0iYHJeIxlmrhTB4KQyXBE4HosLy7ROT1DkzUCx0NTNNG7lmUUTUPP2dQbouS2LIvxeMy5c+ey6qXYaP7/qxkCJIUjSLGELKl4njA1hshsb29lTIk4jlATfaMsy7ieoDJZtkW5Ws+GvZ7vMZtMyOVyNBcXMxpWyqpIOZFpQyTVQKbNkdST9vSdK45jXv+Nlzg4PMykTh/e/4Tdo2P+6A/+MZcKZaaOQ75cIl/MMZtN8F2Pw90dxoMhucQH5UUh7dNT/uS7P+ToqeiquXqN73z9q/TaHXRFGDnnmk1KzUXCKODx48e88uorDHo9HGeKbZsszTfpDfoMBgOCJL5JVTVqtbkMKvvo0SOROTYcMjc3Ry6JE06DGj3PY21t7SmHRIzjTtjcWEdVFHqdDs5swnDQI/BdhlHAlctXMHSdsOAL13vSKV1cXCaKBQrOcaY8f+M59vf3MS0bx/WZn6tRLBZFck8igfM8jxsvPCfc270eKysrPH78mGq9JpQ3soIiySKbPKGe6bpO+/RMVCpeiJmEQEqxMN8quoZmGJ9qrNy4cUNkK7TbnJ2dsXT1SaDKX1+/tidaJAmav4SEFMWEgQiqyOtgyhHj8QhVVTAMXURCxSJ5xQt9ZEWluShMh5PZlFyhgGmZohxSVbYfPxYzlEQq1ev1KJfLGX4gLRNT12+6IVN6bnpvm06nyEQ8d/0yh8fHtLtiiO24Hjd/fou7nzzEsMXJV67XsCyL9997j3qxxHg05Lh9yr1Hj3nn1sf84CfvMBo/4TuuryzxX/3B75MzDQb9HpIEhWKeMArYvHiZH37/e9TqNVbXVum2Tth69IjZZEyhWGLr8UMGrTOc8YhKqYxp2QSRhKJqaJqYjaWm2FSilo4gJEkil8tlGL/UK1ZvzqHpOoPhCM/3sewczYUFFE0jXyo+uWdOpkRhiKZpdLtdzm1usr93QK/dYaHe5HBfNIEUSQxwJFlhNJ6CJDGZzrj+zLOc29jg9p072LZFO+E9+mGIpuusrKyIe2EUIyvigzGMhIB8PBlTKBU5OWmhGSZr587R6ffZPH9BREl5Pp12m3w+T7PZ5OjoiFarhaIoLCwsUFlY/MwT7ZeW6/i3LcHpfyIqBnFHm4567N3/gFiSWb70IrlCDVWKkIMpOROuLRYwvEEi5JWEEzsUmciqqjCaTGguLNDr9en1h2xeuIBhmmw9eky5UGDQ738qGDyVYWX8jAT6A+J+ln7qp91JTdMYj8eYpikEyp0zpFgMt3/y7s/58x/+CN//Rd3cwvw8y0uLDPt94jCiO+jT6Q/46++fLMv8zuuv8Ftf+oJ4rZFg+o9GI1588UW8IMAq1Pjxm2/yW7/9OigKD+/dYX97m9Bx2bh0lfPnz/PBz3+GFIX0uz0ac/MUKw1yeSFl0k2Tm2+9xdLSUjYaSYNAUv9eGsgRxyIZNZBjfMdDVRTBrJ/NxAxbllB0IV0L/QBFEkN4Xdfpdrsoss7h4SGWbuAHHrqq4HkCye1HId3+mIWFhaQDPKFWqwuTZ05H0xR6vV42Izs9Pc3GM91uF2c2EzDctAutaUK2JmtcvXKVXr+PrmocHx8JalmhgGmbWVjG/v4+V65cYTQaEYYhG89/4VcPoPq3rb9po407J/zoj/9n/GT2ohkWr/8H/5RyZQ5ZDolCh/WSwkpJw51OUJL8MN8P0HQLRVWxcpZoccsSiqpTn29ysLPL9tYWhqplfJH+YCBioCSJpcVFuskbmjZEUhwCiKTPSRKuEAQBxKKJYRgGge9gGLoYGMsKg+GQf/Gnf8bH9x78jRnbn7duXL/Cbzx7lVLOZqE5T7vTwfc8JFlmZXWVyWQsmCGuuMP0xkPCOBQ4B9/n1d98hUK1RvvkiAd3biMDjuNSbywwv7xOuVrm3Xduouk69UYdTdUI4yj5Pnw0XScIQ5HR7XmUKxVcR/D7vTjG0HUBzRmNyeXzREHIydExq2tLGIUirb19ppMxh/uHyAiN5WzqcuHiBXRdR1Mk3njjDdbXVvEcF8U0kTRNaFWTDzjbshkOBwxGPfL5PP1+n+FwwOLiEqV8gb39PTHSmI25fv063U6H0XhMFEU055osLC+jGjaH+4c05+ZoHZ/SqNU42j8QoNbQyxJR250OtWoV3TAgjrnx2m995kb7FS4dn3wGiHuEysc/+Td0T57YOqIwgDhkfuMCocC/MHOmRISoKuiagiZJwvgYSyiGTRhGaJqOhMSg18VWNXqdFpPRAMuwqVVrAsKTy6OposaPQmFcTO9mn7KEyLKgbOk6uqaJzZmAdSzTxPEDcoUiUSwReiFBEHHjmeu8/BsviTfWdRkn2spf+AnE4NklvnBxjT/4zjd5+cUbeJ6LF/gcHx3TnJ9nMBwySziHrVYL13FQJZiOx5iaJuZYis7G5gUW1tZxnRmPHjwQMB1JStJkGkiqhmpo3L1/j/MXLyBrWiaetm1BH/bCAEVVKFcqTGczDNOgn5gpR8MesgTT8ZA4Cjk5POTs+Ig4CphNHe7c+hAZme5ZG98RyHVD0anWa+imTkTE1s4WiqZSKOdRdAXDstA0Q+gu4xjTMGi3RejGxUuX8byA2cylUZ0jZ+ZwZy45M49EjKLKaMlsdDadCs+e6zIZTyhXa+LKIcu4s5lgUioKDx8/IgwjRkPhDs/ZOaIoJvAD4hiWNjd//ZshnucR+OICLScSqziO8H2PCDUTHQeRQq/vUluqEgUzIjmCOELVZQxdoVAoMpvO2NneZmG+gZnP8/jRI85tnCMMpIxSu7q6ymAweAreI2ci5fT1pGp+NeH5p/OmyWRCqVTKHtJut0sUhMhhjKyK2V7Vtvj6177Kt//ht/AnDm4Y8tZf/Vtcx0VWJdZWVvgfxvP87J98Dfd/+pd8aTrh5FiMG6rVKhtr5+h0OmxubgoGSHKPiuOY/mCAqqrMnClLyytUG03sXJ72yQk721v0E/NpEAQUywUUTcXzPVpnZzz//PNYlsXu7i6FQiFjmWiahqwo5At5Pnj/fWq1GuVSidFwBLLM4eEha+vnOD48Zjqd8Nvf+CY//v73M1qwJEns7++jKUK8rBm6yM7TVNwoQopirt64wePHD1F1nVw+h++F6KqwN6VNmHSscnx8TBBFzM/PEwZBRqIOw5Ag8qjUK1kXOI6hUCgKQ6ei8vEHt28pN2QAACAASURBVFhYWMQ2DeI4YubOKFVKrKyt4sye5OkZhoGmaTx+/JhnnvnsRgj8GilDFEVh5eJzAKJNnyhDFi48n7H7I0kmkPJ4SomznotkFJn5MZIUoesSrjNONHgS586tk8/n+Ys/+zN0Qyj8O51OJrdK4TmpQiQVpaYi5XTjKYqCZho4vkepWkE1dHYP9tk7PCCWJc5aLUhgoJeuXs3sHACu79EfDJAVmWm/x/riAr/5xS/w0nM3mGvU6N39AM5d543/9j/kX4cLmKbFb772OnNzTba3t8WAeDrl+vXrGfLa8zw0S2fiTqnPNcjnbQ52t7n38UcErsOo00WXFUI/IUFLUG806CbZYqurq4xGIxYWFtB1EWHVnJ/HME3K1Spbjx6zsrzCZDxBUTV8z+Ojn7/PeDhiOhox32xy5dIVfvBnf85sMiUMAob9ARc2z3P+/HnmFxexCwW8KETRVSJFQdI15ldX+GRrC7NQIF+rYpVKRIosSlfLpNVpgywRERPGEbplCglXGGDZNsenJwzHY3qDAVauwFm7TRBF5AoFnn3uOWqNBv3hkOOTY4LxlLODQ04PDnBmU8LAx/U9YhVKpRL5fJ61tbVsfLO5uZlt8M9avzYnWhzHLG5c44tf/494/NFbIMG5Z19hYeMqTxddfizhxRpTP0DWLJBG6JokLuaRKP8GwwG9bpfRsMfi4iKe7zKbTVmYX8kIvUByWqnJhnuSSpIKj9MoqNF4DJJEEIYcHR1lGsDm4iLVuTk6rRZ52+YH3/sezfl5yrVK4gpQMUyDwBOYOSSJbr+Hoiu8/Prr/K+1FfT/5j/j7Yf7VMMJ1y5f4O0f/wSAyWjEchIPOxwOs9ej6zqXLl+mUqvx8P59FEWhWCxwfHzC/Xv3hNs6aVJYeZu5xQVOzk6JoohLly4xm81YWloiCIKMP58rFtFUle1PHjIejei025RKJT547z3W19dpzM1x64MZp8cnXL18hb3dXfq9HrVajX6ny+aFS+K98X0UVcHK2Ri2he95mDmLzYsXRF6062LYwoRpSDKu56NZBrplUq5VhWUpFppIPwjQDQNd15m6wk8oKWIEE8YRpi0yBHK5HH4YEcYSC0srONMp7nCE40xon3lUG3V8z+Fwr0t9bg45UigWiwyHQ9bW1tjf32d+fp52u83i5zyfvzYbLV2rl19g7fINSPxqMT7EEiEyIDHzXVpH2+zPurjDJa6cW0aSYyRkIMRzXWRZElYNOaZ91qJULmDbNrIsMx6PyeVy2LadObEVRQFFzuRVqdQqzU9GlqnWayJKqFzCygnG/927dyiVSmiaxs7ODpqmUavXiBCwHCWJWdJVFcO2KFbKLC0tMRj1uX/7Y6yJw7m8iqUOWFxf5uysjW3nyeVyFPM2u7u74kFLTrXDw0OuXrvGzv4uH3z0AeViETuXo9frkLcMxqMpuqzhhx5hHKMZBs3VFd564y0uXbiKrGn0el06nQ6O49Dr9bhy5QpH+/tChmaatD2fnGlx9dJlkdGmaty/fZvJUJCUO60Wc40G/XaHnGVTbDQJfZFOWigU0G1BICahYi0sLPPx+x9xdnbGtWtXqFartNstLNVkOp4w6ImubqPRyBDwvu9jSRLtTjsJPTQzmK6VE/fJUrWaeQur1SpnZ2fk8kU0TUsEDV36/T7dToswCLFti/7xCfX5FaJEkwrQ6/WygMLPW792G+3pJREjxSExEMxm3Ln5A/buv08YCGbH24BlWbz8hS/yra/+NpqugSbh+wGKImd51Gtra+zu7mYh977v0+12sza9oii4gZ/Nxvr9PoX/l7s3j5Fsy++8PnePG3FjXzNy32p79ept/Xp7z72M2+NNYGamJQRikCxGIzFIAwMDwhLYgAQCzVhYMB5GmoUZrGEGA7JFG42NX3e7F7/9vdqXzKrct8jI2Le738sfJzJe23Q/g2X+qD5SlqqiMjKjss6Jc87v9/1+vpkMTB3Bw9GIRW2R4WCIZaUA0VJot1uYZoJep81oOKBaLCIRMxoO0ZNChKsowkOlqhoxMBgM2d3bJ5vLkktleP+999A1XSgdHNErXFlaptk8pVAqIQO7u7s8e/aMK9evY6VSXHnxBe59+CG242JPJkzGYyajCRura7SOz5ElGdM0WF5e5u3vfo9MVoBi33/nHaJQGF2DMOTmzZs8efIEy7Ko1Wo8eviIOI55+Usvc3BwQCqV4vj4mMOjQxaXFigWigS+TyqZ5Oq1a6iyQhSGXHS6Iv1HFaLvKBJxvePxmK0nj5FiiZdefJEg8PBdFxmJTqvNZGwzv7Awa5h3Oh0UReHw8JCbL97E0A1kZQrPjWOhPVVUYlkk2lw65iVJotftsrq2hu8nCEMPVVeFkDwQ3rmMZTEZjUECTddRNZV2u8P8wgJRFPH+B+/zs5/iSXtuq47SD3xcjljEPxNJKrGsowB65OJN+rz1m/+Ai6Nn0xywT0YQBOwdHvDw6RavvvQykhTPSsuePaHX7XJ2eoLruJRKFWxbMNgvG9O1Wk3gD1wPx/WIY7DSaXKFAmrCIFJk5soV7MkETVVRkchYFqP+gDiMMDUFdzzAmwywJ30Ggy5B4JEwxc6kqdrs4p1IJlE0nXKlRjKRQvYj3ImDruq0zlv0Oj3WV9bYebrD2BvS7rRpti6IJUhZKVbX13jy5DGry2sc7h9CGDMajvBdD33qS7OdCaEsOJW6YdIfjalVq1SKRcxEgmGvD1HMZz/zGQLPY3lRlNrPjk+Zr1VYXl1m0O/x6NFDrty4ipVNE0gR1168zt7BHouLi6hmgtvvvcegJyBH7dEIx/cwzASSLHpysqKQy2QolHLk8mm6vTbN8wa6prL98CGR55G2LNKZDOl0mkajQX1ujtbFBetra2iShKGpBJ74t50cHZE0E/i+R7fX5axxRjaToVQucnp4SL/bJfID7MmIo5MDYmLWVlYo5vN0O2267Tae43DQOmfsTChVSiytLSPrKr7vsX5lg1Su8OOodfy0IUGoIEcBchzwrd/+nxh0PpEmZQoV5pdWkWLhXgYYDAVj/eUXb0IUTw2KyjQUQ2RAm0lrtqNdGjJVVeXo6IhOr0culyOfz5MvFLDSFmEsYniTVpqDp89IpyySySRnZ2eMRiPq9ToHBwf4QUAUBsgoSLKCH8asrG8iKTJhFFHI5WmcnSEjEQUCEV4qFoXWT1OFy0uSSFkWJ6cnxIi4K9f1MBMmum4Qx/B0a5vVlVU0TePkSCRhKpJEZkpjzmayJHQDPwqxsnkUTWNufp5CvkTgBxi6ju96rK2tEccxe3t7HB8fk0wmabVaLC4vcdFuYXsuiyvLhHFEMpUik8nw0fsfUsoXkSN4/533RG61LKMlEiSttNgV5+aQVAU78ECVKdbn0M0Ep6dnTMYTSoUCz7afCld0v4+RMEiYyZkSRzAfhQLHn8ri+v0+R0dHs6rr0uoqsgyKKuG5DhIx29tPkCWo12vC8FssYFlpHj16hD2xmYwnU3iRQiJpkTKTyEhoskLkBxSyOdyJjVUq//iX939wyIRoss1CJYvf69FungAgSTKf/6lf4OrGNTYWK6iRz7vvfI/f/p1vAHD34UPanS6lQp4oisRiUhTiOJoJii9pV5f/cd2uQKNtXCvDtK/kOBPG4yFPt5+CJPGk2xe8kSnZuFypUNNUPvjwQ77w2c9BHLH3bJt+v0OvP2JuYQndTJJPZyH2ePftt1leXML3PObqC1z/td/GMjT+3qtl5ubmqNSqqJrGaDyivrRILp+n1TrF9z12dnYxTXFHyecLjMcT9t59D3faaihNITNhHNFoNfHdgFQ6jaJpJK0MeiIp5GzTCmZvNCTj5phMJtTm6ySTSYFwMBO4UkSpXmN/b4+cWkA3TZAkHt1/QCWdJ5y43Hn6DN0wCCWx81dXFlFj4eje2dtl/eomThRweHJCfzIiqxnsPtnCsW1qlSq6LkTeq+vrpDMZnmxtk8lkGI1GLC8vky2VeOtf/Avm52oMB4OZaODSUfH4wQNsd0JMyPLSMs+ebkEkbFDd9gU3b17n7KJJ8/ycOIZsLk9/MCBpmlgpC8f28cY2u40mh8920ab9xPn5eWqfOid/DIeMT96KeWG9wtvf+b3Z41dffIE3P/8aq9UsKVVCV+BLX/w8169cmX3O+x9/TByLI+klI8QwjJmn7DLE4tLsmMsJf5Oiyvihj5lKkrRS5LMZep02OStFMpFgbXWVfq8vTKUSHB4dUSgWOD47Yf9wH1VXuH7jOtdv3mB9cx3D0FE0hdD3II5onJ3ybHubk7HL/pOHPHj8hN5oSKFSYufoAJ+IdC5Hdb7O9rOnNJsX7OzskUymWF5eZX55lVu3XqLb7UEYYRoJMmkR2HH9+nVSloVmGGSyWWHL8UKsTBZFVZnYNhetNnv7+1y9elUUUHo9jESC45MTPr59m1anLXx0pRL1uTlcx0FB4r233yEMQprnFzTPW+hagkQiycLCEssra2iqQSTB8ekJpVIJM5mi2+5QzOaYL9d48uAh7sRmaUFESAVhSLZQQFJlHj15PBMum6bJ06dPaZ6ckMvlZm2Wy3v1JZMzmUwSh3BxfkE+m8NKWaI5HUMxX2Tn6Q5EEpl0litXruIGAUkrjR+DMyWcTSbCanN5N/Q8j9PT0x8yEz8ZP5Y7GmHIZ27cIK3B6Q+Er3/1zTeYz6XA85BCF0WR8KKYWy9c5/H2NgDtbkfQhqUf6INpyh9R5V8Sii/DMeI4ptNu0Wg0ePnlV9jbeYYmy5QLeSLfR4qZqcUvWi0SloibrS/MU6kUce0xGStFGHiYtoukyfRHA862n7C+vMhkPMIql5FleGv3HGQFyTD5Pdfi9SBAUpRplVCn3e3QHw1J6iqFQolisYDr+ch+AIXiVMkgdmViKJVK6MkkmWyWTr9H7MVU6/OsXbmC6wdUFxcAmYede8wvLhLFEd2OSN1JJE02rmyStFIYiQTJVII4islYaXbOL8iYFhoyyYSJamaE7Z+YYrFIqSTcAIEfEspQX1rk5OCQuVqNbCJJLpvj4++9Q7/doVarUqtWuf/gAalMmv6gz/n5OQvzC9Tn5ulPcQ25XI7t7W02NjfZfvwIXdO4cePGDB14eRqp1+v4nsvOsz1OT05YX13DHk+YjB0W6otoyQTjyYQ4gmKpTMpKczFtWYz7Q1RHp16vUy6XcVyXw/39WcvnR43nd6HFEkg/RJY0zb7Gk/n2H3ybjJXh9FyEqFt6kmA4JPYcEqkkUSQT+j62Y8+er8iKAJzG4vcCSxARhqKvBcya1CDYIL7vk8tn0XWN73z7W2RSKbKZLEQRqiyhykL1kM5lmUzGZHM5YgnmFua5aBzT67Q4Dn0eP37Im29+CUU3ePjkKb7nsf3gHmYiwcW56GX99d/8JpztEpfm+Y1vvc3f/lfeZGxPkBSZZC5L2OkyX69zvLPDytoqC8vLREHAkydP+P63vk0mm0XXDKIopD8cMBgO+ejOHYhjjESCl159iePTczLZDEPH4a1vvkW9PrX/KzJHh/vk83mGoyGyosxgRFEUoSsahzs7mJpBxkyy9eA+VipFp9VGS6WFYmV1ld29PeamlKvWeRNfg0ajwU/+uZ/k3e98D2804cbVa3i9IYVsjqSZpNlsEkURvV6PbD7HxuYGumbQaDTE3Wtpib29PbKZLE8eP8azHRRZngmIj4+PkSRpFvZ+68VXePr0KcVCBc8LyeaLQsxsGAzHQ4YjwS1RVY2L1gndXo9+f0AunWFxZRlZljk9bwgRg+cxcZ3/x1z8wfHcLrRIkqZ+M/GLhEwsTf3VikSswdd+/mt8fPt7s+f877/1v/Gzf+6rGIrK1atXhUpCknnvg0+QbMsL84CwUFx+PS+KYAoajaZqCVVV8KPwk6Z1FDIZDzE0AW4p5rOkdB3HsbEyGYIwQtN1Xnv9dWRNZX19HUnXePZ0h7WlBfb39slmSty5fZ9CocCV5WUG/QFKbY5UKjWTe/3uT8soP7dGy/Z59Us/zc72NsVKmbmlBRRF5cmjRyR1A89xccc2dz/6GFXXGDk26XyO4XiE7HkCABr6NPtdJFVGATIJk9OjU66/eIs7d+5x89WXef311/EcB1VRsRImx4dH7O/usby8zEfvf0A+n6dUKlGtVjk+OkZTE0wmY6IwICbEtkdISixijmpVjk5PKFXKHJ6e4Ps+S0tLNFtNXv/M6zTOG6xd2cQZT7hz/x65TAYtZWB7Lu2zU27cvCmCHyWRc+c4Noapc3x4xOnpMc54gj2ZQBxz69ZLlMtlEskkBwdHjMc2Gxsb+H6ALMcMh+2pMmbq2J72Qy8uLhiPhywvL4teYbuDgkRC1Ukmk5TLZcrlMsPhkPFwJPKw/YBE8tOVIc911fFykQFCiR8HKHGAic8rN+ZRoohO45jbDx4D0O336fX7LMzNUa1UODw54Z/91m+xP4010nWdf+Prf2nGaLwUB18Kei8lN8BMKnX558D3OD05w0yYqJpGEEQ0Ly7QdINKbY5cocDYmTCeTLCm8bknJycMWi1G3S5Jw6BaKiMjEQchoe/T63Twp8TjSwblJW5NDgOCiU25WmVjfY2njx9z/+MPiT2H0aDHwuISS2tr7O3u0O31qFaqVMsV5ubmqNXr7O/sYLsOk7GNphlIisrrb7zJ3OIyfhiSnhKQHcelc3HBQn2B5tkZiytLTEZDNE1laXmJOBI52v1Bn0f3H7K6sszpyTHDYZ84jMkX87z40itUF5fpdTrTXUIVrZH5eU5PTigUC0iSjJlIcPf2bVRZwXc9Xn3tVcb2hP60n5nL52m1WxgJg/Pzc0qlEs+ePSOVTGHbNi/cvEmtWmVtbY3BcMTJyQkJw+Di4gLf9+l2u0L7GIYzQvUlq+TRo0eMRiPW19fRdW0mOLiYkso2N4WDoDZf59GTx2iqSr5QIJvNkkomGU8mLF299uNXdZSIZ000KY4h9lHiADkOyaZUlDDi0b2PqdcqvPLCVW4/3AIEGfjp3j7a//Kbs6CGy/GzX/3qLL72j3yvaVPzshDyg49dLsjA8ygVCkwmE6rVKnfv3uX6tetTBYEq8HPJ5NT82Gc4Ggo7fsJE8j1GgyFz1RqKJDMej5kMx/R7fTau1bBtm36/P/N7TSYTVE3nyrVrpDMpHt69y+nxAaoisRWn+c+/+Zi//peu8QsH+8iqyqsvvEBpfp7Acbg4P+fZk0eomtAzqqqKmUySLxQ5Ojlj1BvQaDTQpsiFGy/epJDJcrS/x9OnW3z1a19jW5JYXV+HOKZxesr3v/994SYPQh7cv0cYBEwmI954803iKGJndx8jaVEsFklaFs5kQjKZ5Gh/n2KxSL4oIp7e+uY3uXn9BsPBAEVTuffwIZ1ui1qtxua1a9jjMWqiTOB7wh1tGKLqKcvUajUmoxHO9CjrODaLi4sMh0N832duGlioqiq7u7vU5uvkjBxhFHN8dkpITOh7KLpGOp3m+PhYIO98n/X1dcIwZGdnh0QqKSReUcizZ8/wPI/FhQVhlfmU8dwuNDkOAYlIkpEJCT2bG6t1rq8vkJAjPn77O7Quzilk03zu5RcYjcc83T+ePf+PL7Kvfekn+NqXfoIIZobFyxSZSyzB5b3skrV/KSqO4xhNVsmks+hagtNGk7WNK2QKBYa2zXjizPAFtitAPZehGXtPHmO7DmEccdo4Q9d1SpUyo9GIpJViOBwyGAzwfZHrfGVaIc3ksvzhd38fK5lkNBiiygq6mebX/nCf5sor/PL/8I8o/nt/hX/zi5vcu32brcePcR0XM2kSI3ZiQ9OJUUin86TSOeorK8hxyGK3w4fvvMtLL97CmaZmHh4f8+YbX+D7b/2+iNRNW7z37rsCHTAZizK3FELgsrGxydLmFQatNiEx+WKJ+vwCd+/e5fXPf57T42OKpRKZTIZ8oUC30yH0AxZqc3SaFwxHI1569RW6vR5Xr1/BQxwV792/T0RMfX4eTdc4Pj4Wu5Xr8corr3ByeESn3ebZs2dkc3lqtTlarRau61IsCoyBbdtU5mrYjoM25b3k8nnsab7CRatFq3FGLpdDlmXW1tZmDJSbN2+SSKc4OjlmYWGBYlEgzk+Pjhn/wD3/h43ndqEJs+cnupCEqrBcL9E7P+Xw2UMmvRbeeIxZKaMqCj//5Tc4u9Hi/XtPODg9E7uTonDrxnW+/IUvsL6y8kPdysBswV3+/aUP6/KxOI4hkjk/vxDgFitFJpunNxiRyWRIZrIiwTIKGYxHFMslokDY9V94+RbOoI+saXz43nu4nkd9cQEjjhhMxjQaDW7dujUrVeu6jpXPc+fDD1DxGffbWKZFJpPnX/3OIftxCt74BaJbX+Lf+e//U/6zUomvv/k6P6c4XL9yleFwyMn5kG0yJI00XyjopDM5ipUafgSGphL6DuVykYPdZ3iOyGnO5zO89fv/F9m0xebmOu+9+/YfiSDOZrOMej0q1QoPHz7kw48+5rXXPouia9i2i2aa00l5xOLiIkzJy1EY0mq1GA2GhK5Hxkqj6Zpwps/P8f23vslctSoqu50OP/XTf57heISmieOd67osLSzONKiKLLOyssLR8emMrXnlyhUODw/J5/NYlkW/cUaz3ULRBM1s4tg0Wxek02k2NzbwHVt408bjGf49l8sRBAEnJyfEEiQSCTrtDicnJ/iOy/Ly8qfO1+d2oSmxih1LhKqCHtvkjIDO8TOePXyEmTSoLNRZW1llf2eHdDqDHMEXXlvhpRduEkWgJ0wShj4VsCpEU9KsLAl+4yyBLYqJ4khwRRSZcJrpHMURURRPS9YQE5JOp0gmTSRVKOK9tsfx0TGKJhB05bl5KrV5Eqkk7mSEqWk8vnObQj7Po3sfiyaxpnHnzl3MRALP93j11Vc4OjjEdV1WVlbYfvJEfO8gJGeaZGt5dg6O+LvdDE+3t+Gv/FfiB5TOI62/xPnjD/j13/5d+As/w73DHm0n5L/9xgPCb/4z+PrfwOiccP+/+2WR+KJpdM4O+PCdd1mYq3PRakMckjIr2IMBKlAuFmmcnIiQ9lyeXhSzWJ/n/LxBPpcTShhDQ5VlFCniaHeHiWPz6MFdSqUSrfMzJpOJ4HNYafFadRkZCRUZM6kzsUeUqkXu37/D65//LLqeoHF8zNLyEplslq2tLTLZLK12i2w2Ry6XFySyTIbz5gWyps16aYqicHJyMsMATiYTut0uG5ub5IoFdp4+xfd8cvk8S0uLOK5LGIUUi0Wy2Sy+75PP58lms/R6PdyJw/LCMnu7+0CMoenIsoLn+X98iv6R8dw2rOMgQFJUFCOBlZB545WrHG3dJ5dO8+aXf5IXXnmNVq9Pu93BGU/IZnL4AWh6kqSVRlM1vKk9IkKkz8SKIiqNMcSRRBRLRLMWgoQkyYShjyQjIqCiEOQYWUY8V1EIJShVqoQx7O7uEUUxuqIixxJRCI4X4LvC9u8HLjvb2xw+24UIPNenWCyRNJNkUhluXrvB9qPHuLaN5zg8295GkSQC10OWJEY9m8FgAuVFfvNv/iIMOvCrfxX57//HMB6QOHrMT/75n4LOOb/+67/OL/3Df87f/s3/g7C6Ai9/FUY9XM1kjARSxN72Ex5+8DEJScLUVDzPRtM1Op02g16XhKYyGYywRxPKhRKh5yNFsWDnyyL8o3l+LrggisTj+3fothpohKQMBXfcxx52UQl45eZ1Yt+mVsqxUKvw0ks3UQyZQilHHAcc7u/gj0foms6333qLvf09VldW+eDddwWx2HaoVqpIyKQzWZ7t7JLJ5dFNE81IEBKTSluMJmPmFxdwPJdEMkk6mxWtAUMjdBzSqSSOM2FzYw3D0ImicJqGE3NwINz6juMgybIovBhJAscjn85SK1UJvACQyBeKnzpfn9sdTVJ9DEkiGI15/ZUrPPjgHYII8nMV9s+OaJ+fIMeCHKwg0N5mUmfsR6hqAlVTkZCIp5YMpkfRaPpDjqUYoog4VrkklKhRgBKHqPF091MViEWI3ziWCGMJxUjRn7j0ez2yxQrlSgUl9lFVGd+fYKUsJv0Op4cHdC4awm7j+4xsm2Tawkylqc8vsrv1VOj5puz+SqUyy1vLZDIUCwX6rS6dXo+F1Tz/5Vsf8ejglH/6j/9HojBC+ge/xC/+5X+Nf/9qhhfeXcb+3d+AW18CPRA5cm/+ywRv/AXkv/c3uZKSefLoIQcHhyi+h4bEYDgily9M461i5hcW8X2f4yOhvGh1uhDHZLI5+oMBYRSAIhPLMo0p8zKdF1K2bqdDPlfAdQVO/epVkZT5uc9+gTAK8UIfS0/gDsdokkI2ZRF7AfgB3/7m77O0tIRpWeRyaaFPlCUmkyGZbJobN67xdHuL1159hTgKyOeybG89RjcMnmw/xkpZnDUbrG6sEsS+oIGlLRqNUzLVGtlUkoGhc3F6imml6Lc7pJLWrD+XTCY5Pz8nCAKuXbtGPl+k0Whg2yKbbW5ujjAMOT46orqx+aPn63ML59Ei/NGYopnGbbdJ6Qqh6uFIPl/7ic8x2t/m7PgIe9AnCkLW1jbwohjDtJAUAVYlEmRjRQKIQRZVxDgSbrYo+gT/oygKgeeRsSxsRzRDZVmGqUJk4gtgSxgEKLIERER+SBQFWMUC5XKZRw8fYg9H9JtNgsAnYeg4foSZzXLr1ZexMhm63R6aLPPo3gMIfRLqJz63MAxZWVlhd3d36oULSaXTmCtX+Pwv/rtw9ztiMcUR/8Xf+lV+zhzR7/XozV/nt/b6vHf7Dv/h13+Gv/qPfwf+4X8Cv/YHZL/7z3n8K//WzMR54+oGb3/vO4xGI2RJQjMMDMMgiiIqlSrnpw1SlkW702G+XkdPJDg42MdMJIg1gZq79HmFQUjCNAl8n2FX9KbG4xH9vjCi6rou8NpTkvMl7kE8LnAUKAq1+XkkSeL09JRSqYTneZRKJXL5PN/+1h/w81//km7X+AAAIABJREFUOm9/85uEYUgulxMBhXHMtVs3CaYRWp7nkUmnGY5GaLJE6/SU4WhE0jSxHYfV1VW63S69Xg/dSM2CKn3fZ35+foZLyOUKswr0wcEByWRyFve1+dqPIQVrrKroUUQiiFBDBVVPYEcDYiYsFwxSvQa99gUEwsK/uraB4wcYmopCRBhNqbaBUOeDJLKhJbHIYklCVQ0cLyBCQjNM/FBC0wwm9gRNFfFLiqyAJKHjQjxFKIQ+shQThyJ3zUGl2+2RtUwmgz7exBZl/IlNrlzFyuUplIsouoZpWZiaTvPklObpCWdHe9Tr9RlW/Pj4eNrnkwmQWVpZRUuYRLkyH1+MWZFDQlXH3v5YhDEYBgvTiWqaJs3mBV/7J9/iNNLh4hhOn/G7f+e/4UZKIp1J82zrCcPxiNFoRDYjqMTqVDg7Hk9ImklURRVax+kiNE2TSrXCeDIin89z+/ZtcjkRCWVZFr7nk0qIaF3bcSCOOT09ZW1tjVarhTmN+70UahuGwXAolCemlWQwjcm6BNTKikK9XkeKQUKehUEGQYCqKJw1GuSr5VnARrVSESEhUcRFs8mjBw9ITPWqMTHZbJbFhUVsx2Y4GpPJFpBlmd3dXSxLBNlfFr6CIMJ1XQaDAblcDm16H1RVlYUbL/zIhfbcHh2VSEGJIpBCbE3HCWMMJIqqzKtra+x+1CB0fbLp1CwsHMALAhH2HcvEaES6iitrIqpXiyHycP0IP4wZj138UMaPYiZ2jzBWZu9m4h13eupEQiNAliU0GVQpIpMyyVoZZC1C8QPmqlmcUQdN0UmV0jhBSHllHVNPUCoUQFXwgoDm8SmRH3C0d4CmiOqWbdsMh0N6vd5sx/DDkGp1nmyhiOP71FI6xmSILmnIRNwHKpUK6XSaRCJBq9ViPB7T6bT5xr/+Zc7NIj/3tS/Dtdf5g70GN16o8NE73wfNQNF1FpZXGI/HvPDSyyiKItzaZgrHdvFjePX1z9LtdgVoKJcjiiVG/REKCs7Yoe21qdfrNM+aZLNZLlodSuXqjLeyuLTCZDIhjCCpQbvdRpIkFhcX8TyPbD7H2dkZuq5RLORxp2Eghi4WfeP0BGLQZHXGakkkEti+j2Um8IZDJoM+fUniZG931gON4xhdVkHRCaKIbDYLskLjoiMy79yA86dPyWQyvPTKK8KXP00NKpfLXFy0cV2XSqUyy124bPt82nhuF5oRhShxgERALPlkLBPdgZur8+zcv0Ov3aVcLDLodwU4JpfD8QN6Y5so0ohkDdlIMPFjBnbE2PFxfI+EoTBxPFzPJ5JU/BBkRUMyzGlJX1QlPT4p9QPIsY4cS8hRjBQH9HoBGc8jnU5RMUz88ZBUyiKVNAijgKX6PN2hTa1URopixo6N63viDjcYcuuFG2w9ecRoPJyRti4tGQsLC3S6XerzC0xsm2KxQPOiiSwpVBcXefjxx7Mj1mA4pNfvMxwOsVIpcrkchUqNOUnl0e4R9997m8/PF2gcHyOjEEYxS0tLM8JTv98XeWu7u9Rqc7TbbdbW1jg6PiaXzQpOo22TX1qieXbK1tYWhUJBIAcuLlhaXubs7Ixmu8N564Jr167hDQecNM6wLItCucSw3UBWFdbX1zk4OKDf7wsgraEzNzfH4eEhnueh6yLIPp/PMxgMRLCI4+F4LhkrPdvxHMdBM3SB9QOsqXJEVdRpjzQglBUKxRKVSgXDMETwRbMp7EmaUK6cnZ2iygorKyuzgki708GcUphVVZ3dmT3P+5TZ+hwvNC1yiSQJT0oQSyGhc4HkDDg+GCBNHG7cfAF7MqI36GN7PuetNmeNJnEywzBUMa0sA2dEIGl4kdjhJDVBPA4BExQhsVJ0UYn0w5BYMQSJ5Ie8gV2yi+UYZAxUWaHlRTSbDiM1pJCS0BMyShigyxGD1gWqnuZb3/42ChELK6u0Wh2uXdmkXMrz3tvfJfRcrq6tc3h8TCGfx3FdIkDVdbwgRk8kuGi1pm5wh43NTR49uM3h2SGS62IkTarzdXTTQAs8PN+n22ozv7xCr9slHTj8/MvX2N/fx/FjcsUquUoBWVPwAhHKkbHS3L97j6trG5yen/OVr3xF8E1UlTiKuH/vHl/5ylf47re+hawqrK5vYKVS2JMJK6vrbG8Lv9hiXTA1slaaxw8e8tWvfpW7d+9iqBqaYVI0UwQRBBGks3nBxAwCJmOXZNJCllTSmTRhGOA6PoP+iFQ6RX15gW63K6jCugDRqpqCFMfEU9jSeDgS2QgIsXjCNNEzWTY3NxkOBLRIkxUR0ZQ3cIOAMApJ6OIIu7O7z9HhoYjrksRJQVEUFEUhn8/jBwFG8tPV+89veV+6LFTEyDGoxMShR9I0mJuvEasqqWwGRVXZ3Nwklytx65XXGTrgRAqtoU0QaXihRIBEKMuE8R9dQZfn8iiKpkF9P/r1yLH4EK8IgliQriRZYuBMkEwTLwZZN4kiMFSVztkJlplAVoWYdWFxkbE9QdF0fM8jk83i+B75QpH+YIDrCqvOzrM9BsMBvmtTnZ9DU2WWlxe5aJwKYbOucuXqVdY3NqjN1Wbv5gBIYA+GDLt97t2+w/vvvy8iZAOfRMokDEOSCZNCLg9RTKfdpt/pcrC/z+bGBqeNMzRDnxVoFuvz3PngIzQkCoUCtbkaH3300cyrVS6XZ3e15eVltra2yGaz02pmNN1NNFKpNNlsnjgW9+BEIkm/P2Q4nBAGEnNziwz6Y+pzSyQSFgsLq8zPLzEaT6jXF9CMBHEsguutdIb5xWXS2RyKpiMpKkEUoxkJ9IRJNpclnU6TNJNCzjbNJTdNk9MzwZ0s5PNip87lSKfTLCwsUKvVePXVV1laWiKOY1and8xEIjHjef6o8dwWQ+RLylUsIxMQ2wMWsipXlqoMum2spIlMRDSxOWtcoKUrNHsTbN3CkTSQZUJkQiQCSSUWTs9Z6f6HjU/7YcjTT7hcq5feNQmQwwkJJWK9lseIXPJajBx5BK5HrKqoZgrDTGKlsyiqzIfvvM1k0Cb0fBK6LvKcNZ31zU3Bp4wiWq02o9GQQqHA6soqu7s7hFHEeFot1DWDucUF0oU8x8dHjAZDNFlh1B+QtbKk0hYra2vsHx4wnIzRdJ1iuUS5WmV/6wmZdIa7d+5QLpao1qrEQUiuUuborIGVSrG3s4PvuBCLJram61RXFiGOGfQHzM3Ncfejj5lMJiLkolTCNE06nQ61Wo1msynCJuKYl155mW5XBHG0Wu1pVsGYarVK86xJwhCNZk3TmExsNE0UTCDEyiU5OTmh225DLFHI5zg9OiFfLM2sLsoUyloolTB0HVnV8AFD1xn0hXt6MhzR7/fJ5vNU5qo4rkuv0yWXzaJIMp1pWOXcwjzn5+ek0+kZ1388HjM3N0d1bePHrxgSSbGoOkkhahSxvLxIPSszGbZYWVpkMnbIJBOEaZeB7TMIZALdxMcgQiGOBWwzkoSq4wc0yj9yfNrfy9EnFrlImuolmXbndINAggc7x1xfWUSPA2TfJWUK1bw/rYCqZoKdrS26/R7lXBZVkui0OhhTR8Bp44KUZWFZGYHZ7rQ5PDxk+9Ej5ufnCcMQXdMoFousrK6ztfOMSBFeuM0NYT+xR2M0Q2c0mfDoyWMqlQrDyZhioUDo+biDIUcHh9QqVQLX4/jgkMjz8YOA8/MmeirFva1tMlaaTDrDcDxCTwpasNRs4ns+62trdDsdLMsinU5zdnY2U2mcn59zcnJCPp9nNBpx48YNgjDCNJPs7++zsbnJZDyhWq0TBAG24+B6HisrK4yGIwrFAsPhkISZoNW+oHPU4bzRQJnGIjfOGhjJJLqZoJA0SVmWYLsoiijaRBGdTpd0Locsixzz7e1tDFUw/DVNpdfvIyGiojLpNLY9mVVtLxN0QLyZptNpms3mTK73o8Zzu9Audxc5BjWO2VhdpLX3gEopiyxFPNvaZnVxnscPHxCoOsn5a4zsCV4sX6quprvOZVzGZdP6T3+alqY7mjxdbJfH21jSGE1sSrk6z047XFssYKgGCh7FtEUiV+ZXbl/wX/+1/wB+6+/wC3//d/gnn91kf28Pw0yQzeRIWWkG4wnZbB5petRUfIfrV68I+Ezgk5sGow96Xb7xjW/wUz/z07zz4QdTH1WJ7z/8LqlEAiufQ5KEdKzVamGZSUb9AZ1Wm8fDHoaqcXp0TL02RxgEAuUgyfR7fYp6gpRmkMtmGYyGGEkTNWFwZf4atueSSae5c+cO49GITErYUJaWlmYMzLW1NaIoYn19nadPn5KyLGLg6OQEx/MYjsTOMpqMRVwvMaVSEduekM0JcGmv36V/2BeRVpUSmUxO4MATJslESiAPYkgkk6LKOO1Bxsh4vk8QRliWxcHePp7nUSgUmAxHLC0tcX7RpFIscHFxgSRJIlxSF0f5ZrNJJp8jmUzS7XYF1BZmcVWfPjee06OjmCZiUuuRT+z0uLmc5/pqHTeI6Jx2OD98xvWb1zm4GLA9lBhi4nkROjKhpAIhshQRExLKEjEqSvyjE1z+pDva7NjIDy4y8AMJK5lEw8UfddmsZ7iyVONYSXDr1/5P+P3fgO2P4PyQn/ydp/yjFxTszhnnJ2fk0lliSWY0HrO6ts5Z45yNK5tEYYDda6OoKu++9wGbG5s0Ly7wPQ/XcciWSlw0m2ysr5PL5nnw6CFxBK9/9rMcN8/QEwambrC3u0tSM3Bsm1F/yPLKEoqqEocRo7Hoi2m6ztnpKQndJPACagvzaKZOsVJGSxhIqkIQhYSOx97eHso0q3p1Y4Pj/X3iKObGrVs8uX9/FtKeSqVm4Y290ZBsNkciYYhe4dExlWqVs7MzxsMBpVKRbC5L46whkkA9obM0TbGTapqwtnRaLQqFAuPRGCOZJJ4uFFVVUaZBjFEU4zg2lWqFg/0D5ubmBDCpXOb05AQrlcINAtKWxXg8Jm1Z9Hs9hoMB1WpVqP51HXti43kuiqKyurrC8fExV197/Ueutue2GCLFEiATSgqerJPIVWgNXO4/2eX0uIU9cciYOrFnMxj2GTsutusIhJyk4MsagZwgQhaU4lgj4NM9RZfcyB/2EcqfuK8vF5yEWIBJSSYa9imYEfdcj7/xex9Q+MLXuJUx4Jf/Ijz5gDf+o7/FXrvPP70po8c+vf4QWTXwvAjH9pibW8ANAuqLCxyfnDBxHSRF46N796mtLKOl0xRqdRaW1pirL7O8scr1G9eR3ZDu8TmKG5PL5ph4HplCjuFogOs5lEpFFEUiZSaIo4Cl5WW8IMQNQ1TTxJOFcNtTZBavbpJfXCDUVLSkSSTJ7O/vc3p4xNnBITvPnjEeicVZm5tj+8kTeoMBhXKJfquF53l0u12WlpZwXQF7bTabOLZNPpeleX5Or9slkTAY9HtoqkI2nUFTNFrnLYhAkRQK2QIZK8N4OCZlpiCC0A8xzRT9/pAYCcf1sKw0ruuRyWTRNJ0wFK0Bz/MJ/IDFxUXa7Ta1Wk34/VxXEMAkCc8VcNnRaMRgOMRMpQjjGNNIYKgaxXweRZLJptP4rkc6ZX3q3Hluj44SEcRC0RFKKuMgIohUmoMRlupRjG3SisPF+Sm6pJDCQZPB9iNCNUMoySBFSDHIsY9EhML/tzyy/7fDCEdc31jgaO8B/+v377L/LYG349/+Ve7+0l/mSlohkbaIg5DvffAIVZYEDs40CcOY9Y0NojimM+jNdoH9vT3c8QjLSrG+vs5oOGYS21TrNRqnZ7QuLmidNSimsvQ6XYbjIdlqifFohJESR6HhcCgCJlbXuGg2+cIXv8jWtjjO9Xo9Ad2ZBg3euHEDWZMplotEcYgzmWCPx1RyeezxiCCKCYOAuVoNQ9dJ5/NcNJtoqkoum+X89IzBYMD169dn3P75+Xlc1yVbyM+YjJeJob7vYxgG6ZTFndu3Z6GHsiyTyWQEbtwwZjalOI7pTnn+mUwG23UZD0eosoKmqPRGXWRJYjwcMVerEYYBpycnzM/Pc//evanErIKqKDNXfblcptlssri4SKPREEEmijoD/fR6vVnR6/z8nPq16z9yDjy3Cw2EJ21mU1F0JmGAkSzhBiN6vXPQPfqDNvX1F0jXy8Sawe2tYyb4RLIGxFO0XIRMTCT2oD/z15lN6RiqxLXVRR7/yiv8z//SFxkmcvy1F+YIPRdNUcDzGPa6dJpNstkMzmRMpVTGNNPEEjx69IilpSVxb7BtXNthY3ODg6Mjnu48o1KuUq7PcdpocHp8TCx7KLJEJIEXBVTrc2TSFqVCgYteixdfuMm9O3fRNI3jkxMKuRyHx0dMbBszmaRWq6EnDNyphE3TNFzfo1DOkUiYRJ7H+dExD+/dFRVNTcYqV2c4NsuyyOfz9Ho97t+7R7Nxzvr6Ov1+Xxg3p3FHiUSCIAgol8tMJhOiKBLN4alz/bB9yNWrV8UxLp1mf3+fWq1GvV5nMBhQKpXo9/ucnJzMGta+74vmtCYzHA4JgoDT09MZH9/3fUDw84+Pj0kkEqyvr9NsNsWd1bK4uLggDENh7Wm1BPHKcUgaQqmzv7/P4uLiLFo4nU5/+lx9Xu9oUhwjEQu1/R+rBxqxw1/84jVG57uE9ggjk6fZt7m4aNIahoy1PI5RJEBCiX30yAYJAklFipU/89eq+RNMJWS1nEJyB6zOV2k2m6iajiTJZKwUjx8+xHFEprXjOCzU61jZLMlcmSePH1Ov1+m1O1jJFNlslsGwT7vXQtV1Nm/coFgqc37aYDIYUcjmaJ0fTFXnIbbtUKstcOP6dbrdLifnDXzfp1gs4roum1eu8OTxY1HlG9vcvPkigylOQFIV2u02m1euoOg6h3t7xHHM7vYWYeCjKwqeZyNLCiFCLSH9wN3INE0y2SzVWpVGo8H8/DxbW1tUq9UZv6M3FPesS1FwoyFcDY1GA892WFhYmLEZO50Oui5itJLJJJZl4TiOcKQnkwAUi0XiUOxwruuSTCZJJBI0m82ZO77f71Gr1YinTH5jyhYxU0m8wMea0ps9z5upP5rNJvlMFsdxGA6H1Go1fN8niiImkwlXX//sj195/5JQJU+LF/GUxB9Pq2lP9w/pHO1y69oavcGIg/1Dlufr2OMmceAQaQGgihZBfLlY/+wXGYArG3i+y0l7gO5PiINjCoU8y+vrPHv4kAf37mGPhiRMg2QiRTadJp/L0RuNsGMFK52mPxgwGo0YD0cMej1S6RTpbJZKtYrt2Fy0WiJ9ZXERKYrxDkRD2HVdiuUSYeBx795dXMcjlcuwsbHB0dERlUpF3E98ERLx+c99kfFgSCaTwUwlcQOf/f19Go0Gvuvy+MFDcrkssiQRyxK6qWMkDWRZIQzEse7g4IB8Pj87Co6GQ1RNsP0PDg4ol8uk02lOTk4oVyrouj4VPDdnpXLXdSkUChAKjeLJiQCsDgYDer3ezMLSaDRotVrcvHmTfr8/C388OTrBsiwRLjjNFZBlWVQRDZ1arUYwrah2Oh0qlYr4eTkuiZSJbdt0Op2ZhvLSVT+cCpwviyuqqs5sM582ntuFdjlEkmc0PUaKN5Q4Bj2bp65f57x1AaGP5EzYf7rFG29+hT+8s4WnRIwdD01TiRCesz9ZGvqnG4FsoBg6o9jBUCS8dotur8PWo7sk1CkkR5NRFYWRPREk4OGQMIKsrNHuD0inhRXjtdde49nuDpKmIsU2e/s75CtzPH26i5WyONx5hudMCN0xiqJhZdLoCQPfF8ebWiqFYaYYDIcsrq2iyDJbW1vsH+zz6quvsrP7jGq5SqvbwXAmuK7LaDQiDAICP+Bzr38WSWHaW4J+v89g2Gc0HlMsVLDSKYrFPEEYsLKyxNb2Ftlcmk6ng+d5fOYzn+Hg4GDaoBZ30UKxyPHREeVCERUJ23ZwJjZyGKMnDE7OzqjP1zk6OmJubo5MLke318ULfBYWFtjb2+Pg4ID5+Xna7fZUye9jT8akkiae6zD2fQLfF43mfp+FJXHvmjjC63d+0cRMJGh3OuiTMaqmYqga4+GQ+soqx8fH6LqOrmr0OuK1d9ptGmcNQSX7E/pozzVu7pPxR3NlFGKKGRNDkckYCgv1KsVMGs/xOLto40QSHU9Gz+QJwhB5ejuLkf/krvWfYiiqKpTnSkwceHz5i6+zubxAZI/otJuAjB/42K5LOpMhk8ujKAZREBF4PktLy6iKQrffI53N0Ol28cOATCaFmUxTqc5RLBTRVJUrK0t0LprYrisa8sTCxqHrGIkUkqKy9eQJumFg6DrdbpfT01PmajW6nS65XAHHdUTSqCxzdnZGPp8nl8vR6XTJpkUvyzAMXFdkpIWBjyxLqKqGbU9meQSe700VHOC4oqTvOI6QPyWTaJqGpmm0L1p0O10kJNqtNtlslrQlYnsd1yE5JTv3+316vd7MyxYGIaOh8LktLS0RBAHtdptUKsVoOKRarXLRalEoFpFkmYltk5sKklfX1pAkiUqlwsmJyGYYj8eYpsloNCKTzpBIJNjd2cU0Tebm5gSmwUxyfHxMoVBgNBoxNzc3+zq5Wu3HDzf3qUOSGI5tMgWLMBhzenpOMqGytLLCcbPH6bCPnjHxPB952mC+7Hn9/7GrRYFH2tQJRi2SWkzeMom9iHp9nrOTE8I4RlU1FEkilc6QzxVJZdJ4touhGxwdHmG7DplcFkmSBAhmWrcZjiekUhaqpjGRZbYe3sMe9UWgThgyV5+n0+2SL1To9XsEYcgXPv9FAj/g6fY27XablcUVCoWCyH3riayycrmMJIkIpUv+xurqCu7YppDP07xo0u93haDZi2a9rMFgwBffeANVUbh9+zaJRIJ0WnAsr169OksfvTRUyvI0qWfaE0un02xvb7O4KIA7xXIJfRoiuLGxQa/Xm3nPrJSFrqoUCgVOT0/pdrsz2GwybZHOZ4llURFMJpPoKRMvClhZX6XX6zEYDBiPxyQSiVkgYRAEZLJZAI6OjkhMQwwvLi6I45jH+48pTQle5+fnOI5DLpej3W7zaXie57YY8mlDjkIsJWCxnKFoBOCNkaIATTfYO+vQchWGWpFIMYlDDzX2iZAJJBWFH611/NMOQ4qJvAk3V+dYXyjSOzvg6eP76IrMZDQiJsYPQpBkwUuUFCQkEXgehjNz5cuvvIIxjY3yXBcjncWZjHFGQ0xVYtzvsvP4/27vzOPkqsr0/z13q32v3rd0dhIIYScgi4CioLigoqDjuKCizuiMIorbjKOo6IzjvvzEUUdmXBEBHQVRlF0MEEhCtk53eu/q7urat7uc3x+36pIISQCTuPXz+VTSVbfqLlX11jnnfZ/3ebZSrZQR4YjrgllrsGz5CianZkAoxOIxrFqDXdt3sHTpUto7Otg9NOSx0S3pUG/UvYbHWq3mNZ36fK4Ccq1eaWbnguRyOdraU1TKFRSpkUg87sRTKpWQUrpB1et6X7csfluqVY1GAyEhm80Sb1KkWsXs9vZ28sUCpWqFSDM5US6XSafT2LbNzPQM7em0y/RXFKrVKrlcjmXLlvHYju309fezbds2VqxYgWVZTE1NIYQgmUgwPTFJPB73bHFb67eWNF3L0DDabH5tKX1ZDZNqrUapWKRer5NOp8lms5imyfqzz/7rS4YcEEKl2jAplGpENRVD1QkEfOi6wcDyFLWJAtmig2XVMdQWI/Hwwa9J/IaPkO6wfdODzIwOEQz6KZbc9g0BBII+bEcwOjqObAkBSZtao8GJJ52IPxTCBor5vCvMUyozMTOHpsD40HZ8qsCnadQtG1QfCIVCsUxPbx+WI3GAzq5OAqEQWzZuYvWao/H7feTyRdo6ujzHnLpZpVwuoygK8/Pz6LrujW7VapV8sQA4rl2t309XdzeK6raeTIxMsmbNGrLZrNfLlkwmiUaj+Hw+N5OpqtRqNRzHIRKJuLJuRXcK5vf7SSQSWJaFqqpMT08TS8SJNmXh7KY0na7rOI5Do+F+0UulErt27XJ1IhMJJiYmqJQrmA1XXqJULFKpVqlWqzTqdVatWEEqnvACs1qteqNqS9OzWq0SDoe97oNarcbo6Cg4rpZnpakJmU6nD5rah7/SQLORGJpBZj5Hd7wdqTjUTQupOlQsm0LNxOeLYteqrsqxx61yfawPNVRpsqS7g8cevgcfDVKxEI4QrFx9PJseeYRj1h5FvWERiyVwpCTUlGGTqkDRFBzbJhiNsmvzFpc9kcsRi8ZQdQ1VSJx6lZJpUlE1GqYg3dmNEdDo7+8jGI7iOJDu6mbnjh3Mzc+T7u7CEuCLRqhLh1giQSgWAwSFOTfzt2TJEtra2jyz+ZYkudN8v+LJBIVmAT2bnaO/r49EIkE+n8e2bWZnZ9E0DcuyyC4s8MijWzAMgxUrVpBOp5FSMjIyQjqdpquri3K5TKOp79EyDvEss3BHskKhwOrVq9F1nS1bttDf18fmzZvdEsWKFZ6tcSwWo7ezi0q+SHdbB4WFPKlUCp9QSafTjO8ZJZlKuTMGy2Lt2rXs2rULRXHtlMPhsKu8LCWK4nZLtDrAZ2cyXqH9+OOPp1gsEgwG+f3vf0//unX7/Q78VQaaIhQcJLruw7IcQkEdaTmUyxWGJqcwCVNz3Lm5tBpI2TS0EPLwDG4SwsEAPZ0ddCcj+INB5ufnqdZrLFu2nHA4ilMsUKlWmJ+bQzfc+lrDNjECAWrlMjgOpXyBSDiMoSrgWEQCIaJhPznZoGHaZHNFoulutGCcdEcULRBCMXzoms4vb7uNE088kWKhRDgWYWRkGDWgY9omwWiImekJLMtmbmqKZDyGHvDjNBqeapTWbPRMpdIoCti2RVsySaFQQBMKquKavSuKQiAQYH5+jmg0hm1bxKIRirEY4XDYU49yHOfxmlahwPDwbhKJJLF4zPMcc0erIqqus5DNel3fu3bu9HRAenp6mJycpFarkc1mSSQS7norFqdUKqFpGu1tbdi2zUB/P2NjY7R8smXT9H379u0tzzeVAAAgAElEQVRUq1VWrVqFz+fDNF21LjfjWqTRMJvsfbez2jRNYrEYIyMjRKNR5ubmaG9vP+BX4K8y0CSShmWhaQa7JjK0x4NoWIRDIUKhKKVCnZCuU6uVEbofU+hNKtahH80AcuUqxUIJ1W6w7dEtSM1P3baIhAKsWNbLfXf9mt6+PirlCrZ0mJ0usnLlSmS+yuzEKPF4jLlMBr+uUapk8QOGaVHNmczPNLAVHVvohLoGWaiYZHNFOgfayRZKFMYmSMTiaEKjVq7RqFaxdMGS7k6K+QLLli5j9+bN7N61C13TcbDJZiYZ2b0T27ap1Vw7IsMwUKTa4nI/LofdbHnRHZ2aWcW2dUZHR/H5fMzPzzI4OEgoFKFaMz0XllY/V8sYsFAooGoaQhEsNHVRVF1DqEpzdB1A2hZBf5RSPkckFATHRlcVHtuxk0QigWEYnr5KMBhkPufSsfL5PMmoq6VvI6k2p5u2bbskgFyOcDhMPB5nz549SCnx+42mB4ODYehI6dDTM0Amk8GyLHRd92ToZmdnOfnkkxkaGjrgd+CvMhkicek7hrDx08DARhMWqhAYwQgLlQam1Kk7AjQfdvMqlWY97lAjotl0BBXq45tZvWQAze8nFIsTjEfYdOftlIp5bEDTfRQrdbq6e4jEEkyOj+JTNRq1WlPY0z03v6G7XteKD+ELU9ciVBoWjYbJulXLKBcWCIcExUIBs2HS3dVFIpYgk8nQOzjI/OgoZr3Ozm3b3eldw8S2LOKxGErQT6Fc8pxWWkkAgHKpzHxmzp3aNb0HdF3Hka65YSDk9xIJ3d3d2LaNaboFb0cKz6dASleXxO/3k81mmZqachMz7e3MzMxQrVY9EwspbcrlMqrqjpgtbcvu7m5KpTKNhklnZ6enNdLV1eXKfufznr9Bi70/MzNDOBzGMAxPSs4tW2SZmZlBSkl3dzfz87MoTWnxYDCI4zjcd9997rVaksHBQbLZLKlUyqNnzc3Ncfw55/z1yc0dCNLjLDooOCjSRpVNMR8hCEUizOZKqHoQqyllJSQu3/Ew5Pd1WUUpzHPaina60nFGx6YYm5miXFwg7NfQdINKrYFUVM45/0J2Dg2zc/ceGg74wkkMQ0dXNZA2fp8P2zYJ+AxC/iDZqs10oYFlSzDLDEQFMQP6B7uo1WpEo1Ee2riRcr7o6k9WKvgCESanp1i+fDkAxx57LHfdfTfpVIqu7h4WFnKetF0qlaKnp8dtf1FV2tvaSHZ0MDM+js/n46677mJwcJCOjg7y+bwrB9dc1wQCrjRCJBpl25atrFrpCqfats3U1BQ+n8+1JVZVUqmUOz0F6qbJzOQkoVCI2Vl3Tdr6UoNrmRUMBhkdHaO3Keyabm9HNLOSvb29TE5O4vO5bTf1ep3R0VHP6ae3t5ehoSGOOcalms3NzXnZ0UAgQC6X9fiX+Xze+3Ho6OhgenKGgYEBJicnEUJ4wT08PMz5l1zytxVoAEjRpGm55GNN2ghpI806us+gakpUI4AtpRdk4DSZJocWYUOyNBUhRQGzVKRkShpSMjMziR4IUK6ZhMNR6paFaTuuqKo/RA0V2xdDOu65KTgYmo5lNdBUhajPoFytY9oCBYvuVISE1qAtGqBSc/mDmZkZMjMZouEwtUrVzSwK6O/vR/MZJJNJAuEwjz7yCL5ggIgRxK/5qNVqdHV3MzM97T4nEGB2NgPgTSkDgQCxWIxdu3aRTqe9aWUrQxkIBGg0GuQWFtBUhba2NrZv386qVas8+6t8Pu/ph7S1tWGaJtVqlUwmg67r1GoVT8C0p6eHrVu3ekTeeDxBvd4gl8vh9/s9/cV4PO7Z6c7Pu/JwQgja2toIBAKMjY1RqVQ4+uijvR+QeNxd07W3tzM1NYGU0iurtBIhPT097Bke9boIWsX36eZ7dNSGDX9bgaZIG4HEFho2LktfwUKVDlpTtsASKrZUXHViJIp0EDjNhtBDC59T5aj+NiYeuR9FQkMP448niCcTjC9UyTcEuu42WyLcTJfZqLv9aM2OcFf82A040ewEV7QAQeHgt/L0t0cJqJJI0CAYCBCKGMzPzZFKp6lXqhiaTq1WY2jnLjo7O4jFogTjcfL5HNmFeaq1GlIIFEfQ2d5Jor0dq1p1W/8XFigVi5TLZUqlImvWrnXT9cUi46OjDAwMYBgGY3tcp5jJyUmvDtci3fo1je3bt3s9YC1mhWEY6LreLGy7X1rAKwVIaaOqKoVCwZXZy7qjTTKZRFFUSiVXW2RkZISuri6mp6dRVdVbh7WMG1vcyLm5OW+U8/ncHxTbtsnlckQikabIjpsoicfjzM7Oek4y2WyWzvYu4okEO3fswOfzkU6nqdfrZLNZ1p155t9WHU0KpekIAwqucKrA5UVaEkAihdIUP5V7vebw9ME2bMH4bJFA2wABn85srkjFEpTmypRtDaEZmI6DIjQkEtuWCC2ABDTPbLHFXFFoSS440qFolonF/DiORTAQQDd8RFIpRoa2Eo5E0Qw/imqwdfMWZiYnCAYC5CpFgvEQd//2VyAllVKZQr7IipWrqFkO4WUrqBRLjO3eTTAcYmRkhEI+TzAU4qSTT0JRVR5+6CGq1Spnnnkmc3NzxJJJurq6UVSdSCJBe2cXwrYpF4uEAgFM26J3yRKGd+9mcOlSZjOz9PR0o+k65WqFillncmgGTVEIh8IEg0G6Ojqp1CqMj4+hKG7LS8thtRV8iUSS3buH0HWN2dkMPp9b93PLB8NEImEURTAzM0VnZ6dridykhpmm6U11Q6EQnZ2dLCwsoKoac3NzdHd3ezVAx3FIJpPohsHOnTsIhoJEolGGR0ZQNbXZerN//HUGWsu8Ap6Q3HDEk/MZWxSswwFLDbBQh5LUoVZHqH4c4aOOjlQEQjotOrT7/176E3ufkvDuNZ/tmKApLBTzxESIqoC+/h6kIsjOz9HV1UVmeppdu3YyPTHFkv5+VixfSiAeoVjMUygV6Gxrx6rUCBk+8pkMy1cfxcTuISYmJyk1a0T5fJ7BwUGiiTiTY6NIKVGFJBIKougq8ViE7Vu2EtB0JqansIRg9/AQsViUsd170BQVB1e7Y+XKlXR0dNDe4bYKjU9OEksniIRChMJh7IbJ+NgYA339AOwZGaGru8tTSz7hhBMYHh72aFy2bZFKJV3NxaYacblcZrK5xnMNIx2vSTMYDKJpOtGoK6kQi8U8GliL6NxoNFi5cqWrPWJZzM3Nea0wk6Y7Yra1t3uS4S1WzYHwVzl1/HNDXfPj2DYGpttJoGrYUmArBho2mvMMygpS4KgqtqwRsEssT8VZkowzPTnMfGGeajGHrmkIx8Zn6KxfdxzRtja2P/ook7kSjiOJhEPk5ucxJPhUBWHVEYZBw7aoVqtEIpHmiKAwNT2NtBxikQi1eh0pHSzLplavkUqmaNTrqEKjYVvUsAmGQ25waQZmvYFA5ai1a0kmUxQLefw+H5VKlUKxQHdvJzPTM/QvGWBo+w4s00JVFObm5pptLT5vGtjT04PTlPJuta5Uq65xYDweB2B8fJwlS5awsLBAMBikXq+jaS49TAjRXFOlAXdkLDanxQMDA5RKJebnZz1jDF3XvUxloVBAN9zzbm9rwx8IAJJqtUZPTw/+tva/rTXanxssIQAbRTqowm3nsaVECg0FBeUAn8F+IQWWEAjVQbMrRKVJXBWEfeAoNn5dc48nbYJ+H7OZeRq2g2k56JE0C/kCPb09VIpFdGkRUCUd8RClShnN0L0pWiuhUa1WyWUXXO6M7RrY+/0BhIBq1bUOjoaidPX1oAZ81G03a7dzxw6OPe54yvkyQsD27dvRNR3LthhcMsjc3Bx79uwmHImQSCSYmZrG53fNM6anpuno6PSIva0O6lYXd6PRIBwOezbHezvStGharfVfyy9hamqKQCCIrru1slYHQb1eR9d11320VEBpytc5jkMwGCSTybh1v6hb6lAVhVg8ztzsLNFYjHqtRtfylYuB9qeEgulSveBxuldznuoItekt+vQhAVMRCBx8jkPAttCpYUoToQYwFEkyoBMO+lBUg+lMDhOVkmUjhYojXK+AoKjRlQgR123XrVNVXW6hZdGw3LWHZVloikKtVsayLEzLRFVVYtEolmUTDAbQDT/ZXA4j6Ke7t5fMxBS6orLxvvvxBQPk83kSiQTpdJpQyO0UHxsfJxJwu58dgUtctkwi0Si1ep2F+QVWrVyFZVleIbyleR+Px5mYmPBEUgGWL1/O+Pg4gUCAqakpent7vabMVqbTZePPe2szKSWBgNvs6RpmVD0Wyt66+oqqUDNtbNsmkUi4nea7d3uJl6VHr/vbSob8ucFBx5V93+tzEE9cPz4dCOn9g6lorvwWGqbQcFSHiqMSUlQq+RLBqqTWqKD6QhRrNmogSMO0UA0/Vr1G3a4jihUSfa4zjdqwaNgSoSgYfveLKBUTKWwUNYguJaGm4UQslXKbOlWNcr1Ovl6jO5lieGSUSjbP3NQ0QioEAj4cJ8Rpp51KtdGglM8zMTFGbiHL1KibYXSQ5KUkEA5hLZiccvZZDD26jcnJScAtSextl1Sv1zn22GM9EnA8HqdQKHh8xSVLljDfVBhuTT/D4TCO49DX18fMzIxLIdNcR5oVK1cyMz3N/PwstZo7HaxUKp4GiqK6snpd3a5E3c6dO4nFYuSLBa/vbv+f1+KIdvghxX4TLX8sE8VN4oimV1jrETeoBfLxkdS91wx477QQEgxNxbbqRINBBuI6IVnFLywMzZ3qmraDJVSkgGQy4u5LKiiKRq3eoFyuuEYglkU0FCISCBAMh3j4vnuplUu0pTvoX7aCmekppicmWcjOoykK0WiYRr1OSehEQkFOOulEhh7bTEdbkmIhR61SIlus4wu708pINEqtyRoxTRNV1ajXTBRFoVwpk0gk2LRpE2edfTZ7RoYZGxtj+fLlXrtOS4Kg0WigCcWbcgJEo1FPdjwzNY2iKPj8frSAzxMnqjUahAIBRoZH0HXNNUOMxxkdHcWybNY/64zFEe1PCnH4ZBIE7BVMez/eKlvsfWTpvaZ5WgDYjoMUGtlSFcMss6I9jGmbKKaN5dRA1TBtG0c4lItuCUTVfThOHRAYmuEFba1WozOZpFEpk5mZJhmLI1WYnZ/DEYKOnm5UQ0NXFMxGDcVWWT64jP6BPoYe29bU0Z+lXCziM3TKpoVWqZGbz3prrpbdsGoYxOJJKpUK3d3dSGDFypWuBHmjwfr169mzZ4/XLWBZluuzVq9Td6QnbVepVJiYmKC3t5dMJkMqmaRhmiAEwUAQ07ao1esk0ym2P7qFVCqFYRh0tLW7x6rWPE7o/rAYaIvwOIiaplGoVZktNYj7DXddBhiKy1MUikKx5LqvNHIlVFVDFYqbEjdNwtEIquLSvEaGh9ENP/lyhc7ePtSAj1qhQSwWZW1vN7VqmaGhXXT1dlHNZtg4upN8vkR7l+vB1rtsNShwyqpVPHj33QQCAVKpFMVikcHBQTcD6PdTbNTpMDoBKBZLKJrCTCZDX2c3U1NTTfPAWfr7+z2ZA+k4BP3uKFUsuv5zPT09GIZBKpUCCUYggKa7pQJ/MEC6t5e52VlXsyQaJRQKsWPHDsrlMj6fr0lC3j8WA20RrutN08nURCNTqOI4Kt2JCKolEUJB09xm1HKtSiqRJtgRpFGrIx13lDDrVSLhIGajgb9pyxRNJLHqDeLpNkqVCl39/fg1lVqjzsz8HHrQj6MKCrl5qtU6yWQMJCxbvpKOrm5Gx8Z56N770XXdZdoXCixZsoTNmzdj2zaxZII6Dp2dnczPz7tqV6ZkcHCAcr5EPB73uI97j2hCCKLRKNPT00SjUQAqlYpHLDYd26uNLVsyiKqqjI/sYWxsjFWrVhEOh9mxY4dXeojFYp4O//6wGGiL2AeOolExLbLFGrGgQdznA8ciFArQMB3aIhEMnw8hIRIJUS0UmZlzU9yKIsgvZHnk4U2A6y2XiCcZ2zNGoVSkz7IZmxhnYKCPWq1GLp8lnogjpcDn8xGNRunpG8TwB1ACAZYtW4q6ejUzw0M88tDDxONxNo5PkM/niUQi1AIBMFSsRoN4M3A6OzsJB4Pk5xaoVaqeRF2LBxkIBKgBpVKp6SyTpaOjg2g0Su/AAA8/+CADSwcpl0oUi0Xu/93v0Ju9dketWo3l2GzatIl6ve5J6rWk5w6ExUA7QrjrFzdw/ec/ypdvefCP2s8VLziey/7hAzzr/Jc+6fbrrn0vd996IwBvfv+/c8qzL3xa+685KjYGfmByJkv7im5UYbtEZsPAsiSOLTFtk1qpyKaHNjI4MIAmJHajxvj4GACWbXHSSaegaQYzk1OsWdFNuVyiK93OyNBuYokY6USKG2+8mX/8p6sAOP+cZ3PD9d9m00MbCYXDjI2Ogu224rS6n1u9YIZhoCpugPp1DSnBp6k4psnQju34jKDX4tLiNmqa5oqvzs1RdtwRLhKJeJ3dWq1GqVxCAqFwmPaODvp7+wj4fMxMTrFz+3aE7orCRiKRfaQPDpRUhD+TQDtUX8I/Z5x89gWsO/msI3KsNcefxuXv/STBcPRpv1ZXJKqEmmUTCgYwpYqUDn4jgNBU/JGQ2yBar7FrbA+FYomxsXH6+vuYnpunUqqy/oSTiESjWFLBFgq2LvDFfARTIbAkKA7btz6Grmqs6urjv7/0Rb79/R9gWha/u//3CEVQLJVxpDudjYUixOIxtm/bztJlSxkcHHTrbWaNQiFHpSmqWi6XKefyjI2NctbZ5zEyNk5XVxeARyheWFhA03WwHS8l3/I4m5mZQTqS+Vm3H63QbPtpOe34/D4ikYhXywP20f4/EA5roFlmA00/sOXoX8MxDwbLMjF8fgzfgRfMhwqarhNLtj2j1yrN5IaQglwuh7qiB79mYFVLmJUau3bvJBoOs2PrNuKRKG1t7Vj1BruHRtDCEY5ZfzyTk1McnUqzY+sWMpkMz3n++Tz68O+Ym5sjHU+Tm88SUHV01SAZixJPpYnFoizkcvT19+M4jlsUN00vk2maFj29vcTjCaanZyiXy0hpkc/NYZpuir+lrDXQ18d999xFIBimnM8RjUbo6ekhFg4yNjZGOBSh3jCJRl0ZvNHRURzHobu7263PWabnj6aqKqqm0dbVga7rGE3DeXjc1fUpfSbP6NPYDz75z6+hq38ZvkCAu2+9kXRHDx/60g+plIp8/2vX8tA9t9Oo1xhYsYZL3nwVg6uOYdvD9/ONT10NwOvPWw3ARa95Gy9+7T9w5WXncO6LLuN5r3jDPsfoGVzBq//hQwBcedk5nP7cl5DNTLHxrttYe8JpvOJNV/KeV5/HWz/0We645Xvs2vIgqY4eLn3b1aw94fSDnP9SNN3gntt+AsCZz38ZL7v83Z4SrWU2+PE3P8d9t99MuVSgu38ZL33dOzj6pDMA2Pbw/Vz77tfyzo99lZ98+wuMDm3jbf/yOUr5hSeM2nfc8l1+/v1vMJ+ZItXexfMveSNnXfgKb/vMxB6++e8fYOixTaQ6urnkLVc9o8/lG5+6mkJunnd+7KveY47j8J7LzuU5F/8d57/sdUgp+fn3r+OOW75Pbn6Gzu4+XnnpaznvlGOwrSpG0M+/fuAabvzJLczOz5OIxXjRBc/nReeeAxK6e3q4/paf8rNf/ILXXnopL3vNa9gzOsavbr6Bb379a3zmi19laHgERSgs6evlny+/nGedehqlYgnD8FGvNyiVytRqNarV6uMF4GYKPhAI4Pf7aW9v9+TvJiZG3SbQUMhz9Gxra6Neq6EIFb/Pz+TkJE7Ax65t28gXCnR3dTE8tJNwLEkoFNrHf7qlYaIoCqlUah/14VbCqKWC1XrsqeKQj2j33n4TZ134Ct73meu9IfU/3/9mgqEI7/joVwhFYtx964186sq/55r/+j+Wrz2OV731an70jc/wyW/fCoAvEHxax7z1R9/khZddwYe+9EOvPQbghv/6T17xpit5zT9+iJuv/zJf+eg/86n/+RX+QOgA538zz3ruS3j/577L2O7tfOs/Pkgs1cb5L3sd4H5pM5NjvOnqT5NId/Lo737DZz/4Vj74xR/Qv2y1t58f/L9Pc8lbrqK9ewB/MMQj99+xz3E23nUb13/+o7zyivey9sTT2fzAXXzncx8hlkyzfsM5OI7DFz78dkKRGO//3Hdp1Gv8z5c+hmU2ntZ7A3DmhS/nE+98Nbn5DPGUKyKzdePd5Bfm2HDei7z36ve//QWve+e/sHSgn5ndm/n4R97H+pXdvPCC56HpBqqics0Hribg97GwkOfD134KpOTdb72CSDSObugMjwzz89tu5Suf+XemJ8ZZtWyQF7ziUl7wnHN515teTyQSZ8uOHbR1d2Krgp7lg0jH1eZoSb61hHv8fj+pZIrZTMZzkykUCp78QTDkJxqPe5Lc1WqVqelparUafT09lIslUqlEMzAcOtrTFApuk2iL7W9ZFoZheN9VIQSWdDyX0CcLplbQKYryuFf5QYLukAdaW2cvr3zLe737jz10H2ND2/jsj+7xpk4vfd072HTfr7n3lzfx/EveSCAURiCe8XRn1bqTeP4lb/Tuz02PA/Dci1/L+g3nAHDxG/6Ze277CaO7trHymBP2u694so1L3/4BhBB09S9lZnyEW3/4Tc5/2evITI5y/69/yrXfuZ1URzcA57741Wx98F5+c8v3eM07Puzt50V/93aOPvFZ+z3OL37wDTacdxHnvvjVAHT2DrJn5xZ+9t2vs37DOWx98B4mR4e49r9/6R3rVVdczSf+6bKn/f4sX3McXf1LufvWG7nwVW8C4M6f38D6Dc8mGk9Sr1a49Yff5F2fvI5ly5Zz+rErUI8bZHjrA/z3d65n3fJBynXJ+Wc/m1jTACIUCPDql7+MH9x0M++44s04wqFSLGI2TD76waspLORYvXol23cNUSpXeM7ZZ7J2zWriqTTrTzgOVJVwJOaqldkKju245YWmPn6lUqGzsxMF4Y1wqqoyNzeH3+9vsjVUYok4iuKyPEzbYsnSQYQQVEpVwtE41WqVarVCPJHCtCyWrehlYmoaVXN1Q4QQ+6TmpZQ4juPqbTYDaH/rr72njo5zYG+9Qx5oAyvX7nN/ZMcWGvUq77j4tH0eNxt1MpOjh+SYS1Ye/aSP9y5d5f3d+iUv5uYPuK+lR63f59dp2Zr1/Pibn6VaLrFn51aklHzgDS/Y5zWW2WD1+lP2PadVT35OLUyN7uZZz7t4n8dWHH0CD9/7a297ItXhBZl7busQBzFT2B/OvODl/Oqm/+HCV72JUiHHQ/fcztv/9QsATO4ZwmzU+Y/3Xe566igCmnWnzrYU+elphD/BQ5s286NbfsLo2DjVahXbcXAcG388QiASRFp12tvSlBbm6GjvQmgGoWiSl170Qq54z9WcfsrJnL7hVC666EI6envQoyEC4RD2bB7D58Pv89HT00OxqQI8Pz9PIZd3O7T9fk8sqMVZ1AyFfKnoeapVyhUK5TIgCfjDOI4gGI0TSbWhKArj4+PsmZqhvb0DpcXt3iuR0fq7FWQHDh73NXbT7cY50skQnz+w7+lIh2gizXs/850nPDcQPLAdqRAKf3j+tm0d9JgtqOrjl/f4AvaZu3rK5pTmg1/8Aaq271v3h4kOn//g019xAGLWwbJYTwWNepV8ZoJqKUdfXx9+FTbecTMLcxkisQRHnXAmNppnvfjBj32GM09cAY0yZsNCSoXcQgE92c3Q0BAf/sQ1/MNb3sBpp55MPJnmV7+5i09c+2lUw0exUkYoCuFQiONOPAnbEVgO+AIhPnnNNVz6yldw7/0P8PPbf82nP/sFvvVf13HGs07HqjbITU5Tr9colkoMDw9TKBSoVqusW7cOTdM8MdNKreo6nqqKK0fX/NEJ+A0EBqFgrPl8C8eyCfkDtKXSOI7Dpk2bPEMKQ9X2WWft/V6735Nmd35zarg3LKXZayEt1wZTVakicLQDk4oPe3p/YMUaCgtzCKHQ3t335Ceh6ThP0vwYiSfJZzPefbNRZ2p0N/3L929h+sdi97ZN+0wJhh7bRDzVTiAUpn/FUUgpyS/MctT6U/+o43T1L2Xn5o2c8fzHR7WdmzfSPeAqU3UPLGNhfoZsZopku5uiHt72KPIgUxRVSJJhP7d+8xPUKyWi6S5CsSSKqrHiqKMZeuhOhLR41mmn8vBt/8vAMaeR7u5D1w3mZqaIxk5F2kEsW6BoAUJpG8t2eGDzFjra2/nHK94Cwv2if+d/vw/gytU16jiO68BqOyAUlUg4iKH7mZ6Z5uhjjuGUU0/lvVddySsv+zt+eMOPee5551KpVFxNe8uCpoqVaZqk02lvvdZoNFBVVy5g77WTqmo4TddWXTe8UUhRVPxBH8lEkkwmw8jICB0dHe7709zP3omOP7RcsuzHBV7/MBB9GkhHIh3cViNUwokU9Sf+/u+Dwx5oa44/jeVrj+fzH3orL3/TlXT1LSW/MMvmB+5kzfGnsfKYE0l39mA26mzZeDf9y9dg+Pz4/AGOWn8Kd/38BtZvOIdIPMkt13/lSUe0Q4ncfIb//dI1PPuiVzExvIOff/86XnjZWwB3HXXquS/kG9dezSVveQ/9y9dSLubYvul3tHX1ccIZz33Kx3neK97Alz/yTgZWruXoE07n0Qfu5L7bb+Ft//I5wH3fuvqW8vVPXsUrr3gfjUaN73754/uM0ntjdmwXj913KxHdodBwOPWFf08k0b7PVDOQ7uMz77sc27L4ly98l1qlwKZffg/dMLjw4kv5xlc/i9BUlq5aTbXaYMsjm9A0jQte/Cq0eDfTmQw3/uxXnHTceu74zR3c8tP/c3dctzFUA90faArqCNLpNLVqld/89tfcePMtXPziF9HT3c1DIyNs2bqVKy5/I1s3PcLq1asJpuPU6w2c5g/c0Ucfjc/no1wuk8lkmhZRdSKRiEsmbhfTgQsAABRaSURBVPaeSSnRDXd91dLrB7cu5jcMNm/e7FkutUSA4InrqT8ctfZObvzhNtW2MG0bVAM1EKdcs9i+fYxSzWLpQNd+P+/DHmhCCN55zVf58X99lm/9xwcp5LJEEylWrD2e057zYgCWrz2es1/wSr76sXdRKuS89P6Fr3ozczMTfP5Db8MXCPKCS99Cbj5zkCP+cdhw7gtxHJuPvv0ShBCc8fyLee7Ff+9tf/2V13DL9V/h+1/7NAtzM4QiMZauPuYJa7SD4fjTz+PSt3+AX/zgG3z3Sx8n1dHNq//xQ17yRlEU3v6vn+eb//FBPvoPryDZ3s0lb76Kr13z7n32YzXqbL77p0zv3srRZ7yAncN7KFYaRFOdTzjm6mNPIZHuJN3RzcDKY3EELFt/BvmpYR781Y847/wLuOG732ZybA+BYJi+Zat5/iVvpGRrrDv9uVz0ss3828evoV6vccaG03jnW97Chz7+cXc6p+lYlo1tuwmNrZs3U6mUaEsl2T0ywmvf9Gbm57Ok02le8dIX8+bX/R0PPvggjm2yddMm1xZXCFatWoXjOJ7efUvnw+/3k8vlsG2Xh+j3+zGbtTZtr2l8KBQilUqx+ZFHCYddkZ9WhnHvJMcfZgtbSRApJUJVvBGtta1VU6tXLYTmAzXI6GyRYt2mZOvYxoFrpIv9aHvhD2t0f+4oLcxyz0+uI9U9yDFnXYThC3Ddte+lmF/Yp2bWQqNe412vPIvL3vYBTj3vhd4KUVFVLNPksXt/wcjW33HyBa8h2bPM07gU2GjSQkcSwuSowV6s/DSK3UAzNKRQkI7ANKsYhs705CThUID2tjZqlTKFQp5qpc6SwSVMTU5h+AyGh4dpb2snmUygaj7e9YEPkJmd4yPvvcpLnUciES8BUiw27X4DAW/6aNk2lmN7I1UrMDKZDKFAEH9T/qD1eGuK2AqqVqBZluUdUwhBozlr0nXXk7tVBrBtB0sLYKGzZzpLTQ1RariyhkJReN25y/e76D48+mqLOOwoZGe480dfYeWJ53DCcy/B8D2eENr8wF1c8YLj+f1vfwG4U6XcfIYbv/V5dMPHiWedD9D075aYlgWKylFnvIgTn/NK7v/pt5kd29VsFXVwHb5d66eyCRNzcxQqZVRDx3JsUFWEpuILBKnVGixduhSfz8fM9CSzmRkss4GQNpViERyL2elpUvE4sWiY3/1+I+uedQY/vfU2HMcmFAqRTqcJh8Ok02mvmByPx/dxeXEVsGxvGthSQJZSEg6HPR6iZblB0wqu1m1v7D3KtUa91ijY4kG6gShQQ2kyhTpFS2GuZGIqfqQWQCoHZiP9WXAdF/H0UCsXuOfHX2ft6c+n/6gT99n28suv5AWXXQFArKn0lM1M8p5Xn0eirZPXX3mNR1Fz5c9F89dWgtOgfckqTrngNdz/s//m9JdcTrytBxA46DhSAS3IWMFCdeIMF82mk0wDVYFk1CAZTmPaVdrbUlSrIXYOjxEKRFi3asANDsvBMt10faVUZd2atfz2ZzdTqVRcafBkwlOuMs06vmCAeDzujUap9jY3YeLYKIDa1P+v1WqeCI9hGDhIhCJQFA27+bfXay4EinQwpUSgIFrse+mgCgj4FApNpa6Az48iJPV6DX8gwHipSKVaQ9cDBHUdx7FQzRoqFtC/389scer4FwYpJffd/E1ibV2s2fC8w3ac0cd+z86Nv+HZr3oHSjMB4yCa00lXLVkTAiktd9RzQLfrdKci9EYEwqzg0wRC1QlHosw2vcgWFhaQUhKJRFzr32bKvVQquWI/sRjZbJZqtUpnZyeFchnD8GEYhkskbjQolUredK+l5djKJu7N8Ni7Hrp3ql5KiSLxfBZamVxd1VAVkJpKw2xgGD6qtRqmZWOaFvWGSV5EyRbr1KSGpQVQhIqKjSJtXv2coxelDP5aMLbtQSrFBU658DWH9Th9q09gYuejbPvd7azZ0JxqukJ5zb9UGkLBRgMEQlPRNYeRhTKOrdIWCqA5JnatxPjIMJaikEgkiKWTHpnX7/e7ysDO45nAuTmXJKzrOplMhkA40vQpc91R92ZztMRSW0I9B8LeaXpHgo3iqkA7NmpTOKlh29gmmNLHQqGKFDXqjoKDxkLRQlNDOKqC449gWzaKrmPZjqvPchCV68VA+wuCbZlsvvMWTnvxG7xR5nBBCMFx517ML7/z7yxZezLBaAJVSgxHuqs24eA4AhUVULCFoOo4hPUg2XKRoD+McBqoaMRS7QgVT46gNfq0jCzmpzOe84ymuez4lrOLZZnoupuab3mTZTIZbNtNggghmvZO7ijWSl48GXWqdV9RVGyhIh0LRQg0w0elblF1BCYac7kq5YbrMlStW0ihIdUIDQGOLV3DSqFh2e6Pg9O0Qj4QFgPtLwjjOzYRb+8l3t57RI7nD0XpX308I5vvZ81pz0NIieK4PnKOUFCwkUikAAWlWTyWFBsOe6az9LdHifoDWLUSCZ9KpVjCUDVy+TzZ2Tm3bqYINEX1pMdt28ayLI/PKIQr122aJuFwmIWFBWKxmNv42VxbtaaPrb9bYqn7Q2tKKRQFpKBmQVVqzNahWG1QtsGWOoqqIQ0fDoo7cjmPs41axmCuMJLgSXXm98JioDVRzmcZ3/4QtUoR3eenZ/k6Ym3dB3/hEcTwI/ew6uTzjugxB4/ZwJ0/+jKrTzkPVAVLdX/FRZPK1pLRE1IhoKpg2yi6QQODoUwJTXFIGhBXJGFfgOmxCWq1Ko1aHVVRCUXChGJREMJLerQMDC3LQvepjAwPU61W6e/vJxaLomvutFFtjn6lYpFsNoumqvCUOp4lwYCf/EIWVdPZk1mgYOuUlSh1fAhFgOKu3RThEuWEUFAVgS3VprSfg9byqZLiD9TGnohDHmiOY1OvlNAMH/pBinh/iCsvOwfd8KEbLm/s5W98F0efdAZDWx/mW//5Ycx6jXRnD5e/91NEE6lDcr6W2eDh23/IzJ7t9K46jlAsRa1c5J6fXEck2cFJz7sU30E4md/76ifZeOetzE1P8JH/dxO9gysBmB4f5rpPvpdSIUc4GueNV32Sjt4lB932ZCgXslSKC3QuWb3f5xxq7H1dPWs2cOzpz0VI5UnO/RN09C7BcSymJ/Zw3Sevbm6Lcfl7Po7S34EVTLBt+2Nc9f6ryOVyxGMxrv23f6M90QaqA6o75XOkRKg6CorbZIlNRzqBbUeZm5lkdlq6Ovd+P5YD01MzNCoF/CrYUhJKdiL1IOD64e2NFr/Rr4BTzVFT/eTqGjMihaWCpij4HBNH6G6GUuzLRnWTKE1mkpB4RQJx8JzhIcs6SinZ9dBv2fXgb5FSYpsNOpas4pgzLyIQjj2lfVx52Tm846Nf8b6orf2+77Xn8/orP87KY07g5u98mdmpMV5/5TVP9dT2f86Owz03XYfhD3HcuS/bpzPbsW0eu/9WpnZv4ayXvx39AN3ROx7dSLqjm4//02X7nP+1734tZzzvYjacdxH3/vIm7vz5j3jPp7910G1PhomdjzC6bSMbXvi6P/q6nypa1/WRK17Ky177Vp51kZuAefJz/ybgcO27X88Z57+cDee9iHtv/zF3/vxHXH3t1wgJi4+85y28+KIX8bpXX8YNP/xfvn/Dj/nO17/GgtPUyVc1fLqBdBy3diVB4uAPNE0uqlWEUKiWy0gkliPRFYWAbmPYdTRFEIknsBUN6ewbJK0ppRAChKBmw9BclYLtp6qGsKXEEA7CtnCUZybR/rpzVx3+gvVj9/6CiR2bOO3Fb+SCyz/E897wfsKJdu784Zcx69VnvN+R7ZvRDZ/XQ3b2C1/JA7/5+SE556nhrTSqFU547iVPkD9QVJU1G55HNNnJ8Ob7Driflcec4BF/WygszLNn51ZPHOeUZ1/Inp1bKeSyB9y2PyzMjJM4QmuzFlrXpagqxewMcKDrWqCwkGtuuwBwvG0LxRLj2Qo7d2zjmFPOJltpcNGLXsKWxx5j246d7J4uMJ6tMJ6rMlkwKeGngp/xhTq75yqMzNcZylQYz1nM1zXmTYOcHcD0JSg4KhX8qOE4wUQC27GxrRpIt4DdurXgOA51C+YrknxNYqLiCAWJ6uZUxTMLsoPhkEwd69Uyux+5h/NecyX+UAQA3RdgzYbzKS3Msmfr71l+3BlPaV9f+/iVICUrjj6Bi9/wT8xnJkm1P75WisQSSOl405Y/BsOP3svy485A2c8vmBCC5cefyQP/dz0rjj/rabWuZ2enSKQ7UJqLckVViafaWZidcmXY9rMtGk8+6f5KuQx9q45/mld4aCAUlXLB7eM74HU5uNvcvLm3bT4ziyMU4ukOKiLAeL5OIqiTTLezfTpPbOVqNEVD2DCft9DKZaRjI20FoQYpVAB8CAGluoJp+UCAYkuchkbJAlvRiAkd1S4TMJouPYrYl6fYtPCtS5Wpkoml+JBCRTiOl8zZu03mUOKQjGjzk8MkOwe8INsbvSuPJTO64ynt532fuZ6PfO0nfPCLP0RKyXc+/2+H4vT2i/zsFOneZQd8TqKjj3qliP0MJAQOJew/oeiQEALbOkjXhNw782Y3b3tRnaQFzf6tUt1mumRhI6hqURQjiCk06o5Aaj53lFEMpB7AaqbibaFgSkHdkgjdQCoapiNQ/WEa+Jmar5GrgdCjNKSPYDhGJBIhFouRSCS8TKTP50MoOo5iYBhuM6mChYaFKl2L5cOBQxJoiqJiW0/+RbQty/v1Oxha0y/dMDjnole5ojrt3cxnJr3nFPMLIMQfPZqBm949WH8XzZQ1T2M0A0i2dbEwN4PTnLY4tk1uPkOireuA2w5wtk/r+Icczet/etflciyT6Q462tLk5jJYjqQmFRZqgvnZDEbHUhwU3I9BxZKuzbEjFKTi2h0rEhQJKsL7WxOK6yQqVUx0bCPCXNFmaHIBUwTYMzHD+OQMuXyefD6PZVk4EhqWzWw2i6G4jqnSrqNK1/dckRYK9mF5pw9JoLX1LacwP01hfmafx6V0GNl8H93LjznoPurVCpVSsfk6yf13/Iy+ZUcxsHItjXqNHY9uBOCOm7/LSWcdGupRunuQqd1bDviczJ4dRJIdT3s0iSZS9C9bzf2//ikA9//6pwwsP4poPHnAbfuDZvgx6wc2UjhckFJ617/fc08kiCYTzW2/ADTu//XPvG2heDt9y1Zz7x23geLjgTvcbeloBMVuoOOgCfcmpOV2MDsmCAdH4N2k4ornWNIBaSEc1320hkpFaJhCMDWboSH8mHqM4bFpxicmqTcabNk+xLY9GTQjQH/aTyzg8jxt4bI/QGlKHBz6qeMhyzqObPkd2+67jbWnX0D7wEoqhSzbH/gVjVqFZ73k8oMyGTKTY3zpX/8Rx3GLjt0Dy7j0be8nnmpn15YH+dZnPoxpNkh39HD5+64llkg/9avcD+YmdvPgbd/j2a96J7rviXIIjmNz1w1fo3/1CSw5+uT97uf6L3yUB++6jXx2jnAsQTga56PX3cLU6G6+fu17qRTzBCMx3njVJ+jqWwpwwG1PhsfuuxXHtlh7+gV/9HU/VbSuK5edxe8PkGjr+qOu6+le88GgSBuBwMadWio4+JwqulN3ragaFoM9KUoL89SqNdANpBYgV66i+1VydQU9EKNuC1QJmmwgpMRSVZ6J/8+Bso6HlFQ8s2c7OzfeQS4zgeEP0b/mBJYfd+afnaBpC1JKHvnNT1iYGeOE515CJNHubauW8my640Ycy+LUF/79U57+Hi5MDz/G0MN3cvpL3nTEj/3wr28gHEuz/Pgzj/ixDwRFurxLBxVL0ZoWVhaKdJCOg9/nw2lU0RWJbVtYUgVFA12nVquiByNUq3UMTUeVNpp07Y/NwxBoh7Rg3TGwio6BVQd/4p8JhBCsO+tF7Nx4B3f+4MtEku2E4mlq5QLZqT30rzmRtadd8CcPMoB4ey8LM+PYlomqHdi55FBCSsn8xDB9q447Ysd8qpBCcSlQwk1iuGx8V4ZcaoKKBULx0cAB1UAK10BROgJhBLGsJl9yL5aL4xKrDvm5/s1TsIQQrDzx2SxbfwaZ0e3UKiUMn5+Tnn/Z02a2HE74QxGSnf1M7Nz0hB60w4ns9B5syyLZNXDEjvlUIXGpT4oEBYsW7VAicKRwkyoIZLM21nQiRmCjyJYpo0SRrmOqFApSHI4V2mKgeVA1ja6law/+xD8hBtedxvYHbj+igTb8yL0Mrjv1oOz0PxmkW/cSbrdcM0oEQqjYuHeFV3pwXN1KKVGw9mVOCQVQmwWJP9M62iKODDqXrKZRrTA9/NgROV5hbpqZkW0MrDnpiBzvGUFIHEGz1qY3bxoSgSIlmpRo0kGTNpqUqK2eNDRssfdNwXG1HQ7LaS4G2l8QhKJw3LkX89CvfkSjVjmsx3Jsm423fY81p1+A8RTEYBdxYCwG2l8Y2vqW07V0DY/cceMhUTPeH7Y/cDuGP8iStfsvayziqWMx0P4CcfTpF1JcmGXL3f93WIJtZPPvGN36e45/ziueFr9zEfvHYqD9BUIzfJz24jcys2cbj/72pieVU38mcFud7mTb/bdy2ksuf8rtTYs4OBYD7S8UvkCIM152BYX5GX77/S8+gf72dFEt5bn3pv9iz9YHOOPlbyWSeGYWWot4ciym9/+CYfgCnP6SNzL86H3c+cMvMXjMBgbXbXhaI1GjVmHP1gfY8ftfs/SYDZz6gr877MI/f4tY1HX8K0G5kGXnxjsY3/4wbX3L6Vm+jnh7D6F4ap8amJSSailPLjPO9O6tTA5tpnPJalaccPafnUbKXxqOGNdxEX96mI0aY9seJDO6k9zMOFajRiCacC2ObItquYBAEG/vJd27lIE1Jx1UE2URTw3PONAW8ZePiy66qB3oBnxAA5gFJm666abFD/4IYjHQFrGII4DFrOMiFnEEsBhoi1jEEcBioC1iEUcAi4G2iEUcASwG2iIWcQTw/wFpSNMgNct5cwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reti=[]\n",
    "for i,name in enumerate(names):\n",
    "    reti=reti+[aRIwith[name]]\n",
    "    print names[i], name, aRIwithout[name]\n",
    "\n",
    "fig=plt.figure(figsize=(6,6))\n",
    "pl = fig.add_subplot(1,1,1)\n",
    "ext=[17,21,-35,-31] #extent of map\n",
    "mult=1\n",
    "sizes=abs(np.array(reti))*mult\n",
    "sizes[sizes==0]=10\n",
    "colors=np.repeat(\"none\", nstat)\n",
    "edgecolors=np.repeat(\"0.3\", nstat)\n",
    "\n",
    "#colors=np.repeat((0,0,0,0), nstat)\n",
    "#edgecolors=np.repeat((0,0,0,0), nstat)\n",
    "#def plotmap(_lats,_lons, title, color=\"blue\", cmap=plt.cm.RdYlBu_r, msize=4):\n",
    "    \n",
    "#m=plotmap(lats, lons, \"return interval\", colors, edgecolors, msize=sizes)\n",
    "m=plotsimplemap()\n",
    "m.scatter(lons,lats, facecolors=colors, edgecolors=edgecolors,  latlon=True, linewidth=3, s=sizes, zorder=5)\n",
    "\n",
    "#m.shadedrelief()\n",
    "x,y=m(lons,lats)\n",
    "#for i in range(len(lats)):\n",
    "#    plt.text(x[i]+0.03,y[i],names[i][0:10], fontsize=10)\n",
    "\n",
    "ls=np.array([50,100,1000])*mult\n",
    "l1 = plt.scatter([-10],[-10], s=ls[0], color=\"none\", edgecolors='0.3')\n",
    "l2 = plt.scatter([-10],[-10], s=ls[1], color=\"none\", edgecolors='0.3')\n",
    "l3 = plt.scatter([-10],[-10], s=ls[2], color=\"none\", edgecolors='0.3')\n",
    "\n",
    "labels = (ls.astype(\"int\")/mult).astype(\"S12\")\n",
    "leg = plt.legend([l1, l2, l3], labels, ncol=4, frameon=False, fontsize=11,\n",
    "                 handlelength=0, loc = (0,0), borderpad = 1,\n",
    "                 handletextpad=1, title='return period [years]', scatterpoints = 1)\n",
    "tit=leg.get_title()\n",
    "tit.set_fontsize(14)\n",
    "\n",
    "#plt.title(dset+\" stations, return period of 2017 event\", y=1.05)\n",
    "fig.savefig(\"../figures_attribution/map_reti_\"+suffix+\".jpg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "retiwith=[]\n",
    "retiwithout=[]\n",
    "for i,name in enumerate(names):\n",
    "    retiwith=retiwith+[aRIwith[name]]\n",
    "    retiwithout=retiwithout+[aRIwithout[name]]\n",
    "plt.plot(retiwith)\n",
    "plt.plot(retiwithout)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ROBBEN_ISLAND                   398.697540\n",
       "S_A_ASTRONOMICAL_OBSERVATORY    608.848389\n",
       "VRUGBAAR                        770.292053\n",
       "WORCESTER                       265.629395\n",
       "HOPEFIELD                       319.187012\n",
       "DARLING_-_THE_TOWERS            487.700256\n",
       "PIKETBERG-SAPD                  445.125000\n",
       "ALGERIA_-_BOS                   721.408020\n",
       "MERTENHOF                       231.911926\n",
       "VANRHYNSDORP                    158.834885\n",
       "dtype: float32"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prf_year['1933':'2014'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig=plt.figure(figsize=(7,7))\n",
    "pl = fig.add_subplot(1, 1, 1)\n",
    "m=plotsimplemap()\n",
    "mult=5\n",
    "\n",
    "anom=((prf_year['2015':'2017'].mean()-prf_year['1933':'2014'].mean())/prf_year['1933':'2014'].mean())*100\n",
    "\n",
    "size=np.abs(anom)*mult\n",
    "\n",
    "pl.scatter(lons,lats, color=\"none\", edgecolors=\"black\", s=size)\n",
    "#for i in range(len(lons)):\n",
    "#    print names[i], printcols[i]\n",
    "#    pl.text(lons[i], lats[i], names[i][0:4], size=8)\n",
    "\n",
    "ls=np.array([10,20,50])*mult\n",
    "l1 = plt.scatter([-10],[-10], s=ls[0], color=\"none\", edgecolors='0.3')\n",
    "l2 = plt.scatter([-10],[-10], s=ls[1], color=\"none\", edgecolors='0.3')\n",
    "l3 = plt.scatter([-10],[-10], s=ls[2], color=\"none\", edgecolors='0.3')\n",
    "labels = (ls.astype(\"int\")/mult).astype(\"int\").astype(\"S12\")\n",
    "leg = plt.legend([l1, l2, l3], labels, ncol=4, frameon=False, fontsize=11,\n",
    "handlelength=0, loc = (0,0), borderpad = 1,\n",
    "handletextpad=1, title='2015-2017 anomaly \\n[% of 1981-2014]', scatterpoints = 1)\n",
    "tit=leg.get_title()\n",
    "tit.set_fontsize(14)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-0.6009632279101497, 0.11510157691819711)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "trendanomcorr=pearsonr(anom.values[hasrecent],trendspd.values[:,0][hasrecent])\n",
    "print(trendanomcorr)\n",
    "\n",
    "fig=plt.figure(figsize=(7,4))\n",
    "pl = fig.add_subplot(1, 1, 1)\n",
    "pl.plot(anom.values[hasrecent],trendspd.values[:,0][hasrecent], \"o\")\n",
    "pl.set_xlabel(\"2015-2017 anomaly [%]\")\n",
    "pl.set_ylabel(\"1981-2014 trend [%/year]\")\n",
    "pl.text(0.8,0.9,\"corr=\"+str(np.round(trendanomcorr[0],2)), transform=pl.transAxes)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
