{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Using Flow Duration Curves to Determine Basin Characteristics and Estimate Flow" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Notebook file](https://github.com/inkenbrandt/IPython/blob/master/USGS_Surface_Flow.ipynb)\n", "\n", "This notebook uses the Scientific Python (scipy) stack tools to generate flow duration curves from current USGS NWIS data.\n", "\n", "Using recipes from this notebook, you can make:\n", "* USGS Station Summaries\n", "* Flow duration curves\n", "* Iterative import and compilation of USGS station information and data\n", "* boxplots using pandas\n", "* iterative charts (one monthly summary boxplot per station)\n", "* Gantt charts of USGS stations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "Import necessary packages. [ulmo](http://ulmo.readthedocs.org/en/latest/) is not a standard package and will have to be loaded into your local python repository for some of these functions to work. Use the following command in your cmd prompt to install `ulmo`:\n", "\n", " pip install ulmo\n", "\n", "You might also be missing the [pandas](http://pandas.pydata.org) and [scipy](http://www.scipy.org/) packages, which is a shame, because `pandas` is awesome\n", "\n", " pip install pandas\n", " pip install scipy\n", "Check out this for some great `pandas` applications: http://earthpy.org/time_series_analysis_with_pandas_part_2.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as dates\n", "import scipy.stats as sp\n", "import scipy.optimize as op\n", "import statsmodels.api as sm\n", "import ulmo\n", "from pandas.stats.api import ols\n", "from datetime import datetime, date, timedelta\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "from matplotlib.pyplot import cm \n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = 10, 8" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import logging\n", "logging.basicConfig()\n", "logger = logging.getLogger('ulmo.usgs.nwis.core')\n", "logger.setLevel(logging.WARNING)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`rpy2` allows one to run `R` files within IPython Notebook. You may need to configure the environment variable settings for this to work properly. If you get errors, use the Google. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import rpy2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set a directory to store output figures:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "u'/home/magik/INTERNET/EARTHPY/earthpy.org/content/notebooks'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pwd" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rootname = '/home/magik/INTERNET/EARTHPY/data'\n", "dataroot = '/home/magik/INTERNET/EARTHPY/data'\n", "# rootname = 'U:\\\\GWP\\\\Groundwater\\\\UMSS_Manti\\\\Data\\\\Hydrology\\\\plots\\\\'\n", "# dataroot = 'U:\\\\GWP\\\\Groundwater\\\\UMSS_Manti\\\\Data\\\\Hydrology\\\\'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `importusgssite` uses the [ulmo](http://ulmo.readthedocs.org/en/latest/) package to retrieve U.S. Geological Survey surface water site data from the [National Water Information System (NWIS) website](http://waterdata.usgs.gov/nwis). The function also puts the data from the website into a usable format. `getusgssiteinfo` gets site information from NWIS, which includes site name, watershed size, and coordinates." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def importusgssite(siteno):\n", " sitename = {}\n", " sitename = ulmo.usgs.nwis.get_site_data(siteno, service=\"daily\", period=\"all\")\n", " sitename = pd.DataFrame(sitename['00060:00003']['values'])\n", " sitename['dates'] = pd.to_datetime(pd.Series(sitename['datetime']))\n", " sitename.set_index(['dates'],inplace=True)\n", " sitename[siteno] = sitename['value'].astype(float)\n", " sitename[str(siteno)+'qual'] = sitename['qualifiers']\n", " sitename = sitename.drop(['datetime','qualifiers','value'],axis=1)\n", " sitename = sitename.replace('-999999',np.NAN)\n", " sitename = sitename.dropna()\n", " #sitename['mon']=sitename.index.month\n", " return sitename" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def getusgssiteinfo(siteno):\n", " siteinfo = ulmo.usgs.nwis.get_site_data(siteno, service=\"daily\", period=\"all\")\n", " siteinfo = pd.DataFrame(siteinfo['00060:00003']['site'])\n", " siteinfo['latitude'] = siteinfo.loc['latitude','location']\n", " siteinfo['longitude'] = siteinfo.loc['longitude','location']\n", " siteinfo['latitude'] = siteinfo['latitude'].astype(float)\n", " siteinfo['longitude'] = siteinfo['longitude'].astype(float)\n", " siteinfo = siteinfo.drop(['default_tz','dst_tz','srs','uses_dst','longitude'],axis=0)\n", " siteinfo = siteinfo.drop(['agency','timezone_info','location','state_code','network'],axis=1)\n", " return siteinfo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`fdc` generates a flow duration curve for hydrologic data. A flow duration curve is a percent point function (ppf), displaying discharge as a function of probability of that discharge occuring. The ppf is the inverse of the better known cumulative distribution function (cdf). See this USGS publication for more information." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def fdc(df,site,begyear,endyear):\n", " '''\n", " Generate flow duration curve for hydrologic time series data\n", " \n", " df = pandas dataframe containing data\n", " site = column within dataframe that contains the flow values\n", " begyear = start year for analysis\n", " endyear = end year for analysis\n", " '''\n", " \n", " data = df[(df.index.to_datetime() > pd.datetime(begyear,1,1))&(df.index.to_datetime() < pd.datetime(endyear,1,1))]\n", " data = data[site].dropna().values\n", " data = np.sort(data)\n", " ranks = sp.rankdata(data, method='average')\n", " ranks = ranks[::-1]\n", " prob = [100*(ranks[i]/(len(data)+1)) for i in range(len(data)) ]\n", " plt.figure()\n", " plt.scatter(prob,data,label=site)\n", " plt.yscale('log')\n", " plt.grid(which = 'both')\n", " plt.xlabel('% of time that indicated discharge was exceeded or equaled')\n", " plt.ylabel('discharge (cfs)')\n", " plt.xticks(range(0,100,5))\n", " plt.title('Flow duration curve for ' + site)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def fdc_simple(df, site, begyear=1900, endyear=2015, normalizer=1):\n", " '''\n", " Generate flow duration curve for hydrologic time series data\n", " \n", " PARAMETERS:\n", " df = pandas dataframe of interest; must have a date or date-time as the index\n", " site = pandas column containing discharge data; must be within df\n", " begyear = beginning year of analysis; defaults to 1900\n", " endyear = end year of analysis; defaults to 2015\n", " normalizer = value to use to normalize discharge; defaults to 1 (no normalization)\n", " \n", " RETURNS:\n", " matplotlib plot displaying the flow duration curve of the data\n", " \n", " REQUIRES:\n", " numpy as np\n", " pandas as pd\n", " matplotlib.pyplot as plt\n", " scipy.stats as sp\n", " '''\n", " # limit dataframe to only the site\n", " df = df[[site]]\n", " \n", " # filter dataframe to only include dates of interest\n", " data = df[(df.index.to_datetime() > pd.datetime(begyear,1,1))&(df.index.to_datetime() < pd.datetime(endyear,1,1))]\n", "\n", " # remove na values from dataframe\n", " data = data.dropna()\n", "\n", " # take average of each day of year (from 1 to 366) over the selected period of record\n", " data['doy']=data.index.dayofyear\n", " dailyavg = data[site].groupby(data['doy']).mean()\n", " \n", " data = np.sort(dailyavg)\n", "\n", " ## uncomment the following to use normalized discharge instead of discharge\n", " #mean = np.mean(data)\n", " #std = np.std(data)\n", " #data = [(data[i]-np.mean(data))/np.std(data) for i in range(len(data))]\n", " data = [(data[i])/normalizer for i in range(len(data))]\n", " \n", " # ranks data from smallest to largest\n", " ranks = sp.rankdata(data, method='average')\n", "\n", " # reverses rank order\n", " ranks = ranks[::-1]\n", " \n", " # calculate probability of each rank\n", " prob = [(ranks[i]/(len(data)+1)) for i in range(len(data)) ]\n", " \n", " # plot data via matplotlib\n", " plt.plot(prob,data,label=site+' '+str(begyear)+'-'+str(endyear))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `fdcmatch` uses Python's optimization capabilities to fit natural logarithim and exponential functions the flow duration curves." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def fdcmatch(df, site, begyear=1900, endyear=2015, normalizer=1, fun=1):\n", " '''\n", " * This function creates a flow duration curve (or its inverse) and then matches a natural logrithmic function (or its inverse - exp) \n", " to the flow duration curve\n", " * The flow duration curve will be framed for averaged daily data for the duration of one year (366 days)\n", " \n", " PARAMETERS:\n", " df = pandas dataframe of interest; must have a date or date-time as the index\n", " site = pandas column containing discharge data; must be within df\n", " begyear = beginning year of analysis; defaults to 1900\n", " endyear = end year of analysis; defaults to 2015\n", " normalizer = value to use to normalize discharge; defaults to 1 (no normalization)\n", " fun = 1 for probability as a function of discharge; 0 for discharge as a function of probability; default=1 \n", " * 1 will choose:\n", " prob = a*ln(discharge*b+c)+d\n", " * 0 will choose:\n", " discharge = a*exp(prob*b+c)+d\n", " RETURNS:\n", " para, parb, parc, pard, r_squared_value, stderr\n", " \n", " par = modifying variables for functions = a,b,c,d\n", " r_squared_value = r squared value for model\n", " stderr = standard error of the estimate\n", " \n", " REQUIREMENTS:\n", " pandas, scipy, numpy\n", " '''\n", " df = df[[site]]\n", " \n", " # filter dataframe to only include dates of interest\n", " data = df[(df.index.to_datetime() > pd.datetime(begyear,1,1))&(df.index.to_datetime() < pd.datetime(endyear,1,1))]\n", "\n", " # remove na values from dataframe\n", " data = data.dropna()\n", "\n", " # take average of each day of year (from 1 to 366) over the selected period of record\n", " data['doy']=data.index.dayofyear\n", " dailyavg = data[site].groupby(data['doy']).mean()\n", " \n", " data = np.sort(dailyavg)\n", "\n", " ## uncomment the following to use normalized discharge instead of discharge\n", " #mean = np.mean(data)\n", " #std = np.std(data)\n", " #data = [(data[i]-np.mean(data))/np.std(data) for i in range(len(data))]\n", " data = [(data[i])/normalizer for i in range(len(data))]\n", " \n", " # ranks data from smallest to largest\n", " ranks = sp.rankdata(data, method='average')\n", "\n", " # reverses rank order\n", " ranks = ranks[::-1]\n", " \n", " # calculate probability of each rank\n", " prob = [(ranks[i]/(len(data)+1)) for i in range(len(data)) ]\n", " \n", " # choose which function to use\n", " try:\n", " if fun==1:\n", " # function to determine probability as a function of discharge\n", " def func(x,a,b,c,d):\n", " return a*np.log(x*b+c)+d\n", "\n", " # matches func to data\n", " par, cov = op.curve_fit(func, data, prob)\n", "\n", " # checks fit of curve match\n", " slope, interecept, r_value, p_value, stderr = \\\n", " sp.linregress(prob, [par[0]*np.log(data[i]*par[1]+par[2])+par[3] for i in range(len(data))])\n", " else:\n", " # function to determine discharge as a function of probability\n", " def func(x,a,b,c,d):\n", " return a*np.exp(x*b+c)+d\n", "\n", " # matches func to data\n", " par, cov = op.curve_fit(func, prob, data)\n", "\n", " # checks fit of curve match\n", " slope, interecept, r_value, p_value, stderr = \\\n", " sp.linregress(data,[par[0]*np.exp(prob[i]*par[1]+par[2])+par[3] for i in range(len(prob))])\n", "\n", " # return parameters (a,b,c,d), r-squared of model fit, and standard error of model fit \n", " return par[0], par[1], par[2], par[3], round(r_value**2,2), round(stderr,5)\n", " except (RuntimeError,TypeError):\n", " return np.nan, np.nan, np.nan, np.nan, np.nan, np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The list `sites` designates the USGS surface sites you are interested in analyzing." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40\n" ] } ], "source": [ "sites = ['09309600','09309800',\n", " '09310000','09310500','09310700','09311500','09312700','09313000',\n", " '09317000','09317919','09317920','09317997','09318000','09318500','09319000',\n", " '09323000','09324000','09324200','09324500','09325000','09325100','09326500','09327500','09327550',\n", " '09330500','09331900','09331950','09332100',\n", " '10148500',\n", " '10205030','10206000','10206001','10208500',\n", " '10210000','10211000','10215700','10215900','10216210','10216400','10217000']\n", "sitelab = ['Q'+site for site in sites]\n", "print(len(sites))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Stream Gage Discharge Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can run through all of the sites and import thier data!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#d = {site: importusgssite(site) for site in sites}\n", "d = {}\n", "for site in sites:\n", " #print site #use this line to error check site numbers\n", " d[site] = importusgssite(site);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets merge all of the site data together in one dataframe, so that all of the daily data are aligned and together in one place. We will call that one place `USGS_Site_Data`! While we are at it, we will add month, year, and day of year columns to make summarizing the data easier." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = {}\n", "f[sites[0]] = d[sites[0]]\n", "for i in range(len(sites)-1):\n", " f[sites[i+1]] = pd.merge(d[sites[i+1]], f[sites[i]], left_index=True, right_index=True, how='outer')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_Site_Data = f[sites[-1]]\n", "USGS_Site_Data['mon']=USGS_Site_Data.index.month\n", "USGS_Site_Data['yr']=USGS_Site_Data.index.year\n", "USGS_Site_Data['dy']=USGS_Site_Data.index.dayofyear" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_Site_Data.to_csv(dataroot+'USGS_Site_Data.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Stream Gage Site Information" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we should import the information on each site." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "z = {}\n", "for site in sites:\n", " z[site] = getusgssiteinfo(site);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like we did with the data, we will combine all of the site information together in one table, so that it is easy to read." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_Site_Info = pd.concat(z)\n", "USGS_Site_Info = USGS_Site_Info.reset_index()\n", "USGS_Site_Info = USGS_Site_Info.drop(['level_1'],axis=1)\n", "USGS_Site_Info = USGS_Site_Info.set_index(['level_0'])\n", "USGS_Site_Info = USGS_Site_Info.drop(['code'],axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets extract the measurement start and end dates from the station data, as well as some basic summary statistics. We can tack this information onto the site information table we created above." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "q = {}\n", "m = {}\n", "for site in sites:\n", " q[site] = USGS_Site_Data[site].first_valid_index()\n", " m[site] = USGS_Site_Data[site].last_valid_index()\n", "\n", "USGS_start_date = pd.DataFrame(data=q, index=[0])\n", "USGS_finish_date = pd.DataFrame(data=m, index=[0])\n", "USGS_start_date = USGS_start_date.transpose()\n", "USGS_start_date['start_date'] = USGS_start_date[0]\n", "USGS_start_date = USGS_start_date.drop([0],axis=1)\n", "USGS_finish_date = USGS_finish_date.transpose()\n", "USGS_finish_date['fin_date'] = USGS_finish_date[0]\n", "USGS_finish_date = USGS_finish_date.drop([0],axis=1)\n", "USGS_start_fin = pd.merge(USGS_finish_date,USGS_start_date, left_index=True, right_index=True, how='outer' )" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_Site_Info = pd.merge(USGS_start_fin,USGS_Site_Info, left_index=True, right_index=True, how='outer' )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_sum_stats = USGS_Site_Data[sites].describe()\n", "USGS_sum_stats = USGS_sum_stats.transpose()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_Site_Info = pd.merge(USGS_sum_stats,USGS_Site_Info, left_index=True, right_index=True, how='outer' )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next line allows us to save the site information table to a clipboard, which can be pasted into a spreadsheet, for those who like visualizing information in Excel and similar products." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USGS_Site_Info.to_clipboard()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the site information to generate a [Gantt chart](https://en.wikipedia.org/wiki/Gantt_chart), showing the duration that each station measured." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAI7CAYAAAAApjZMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKLeipwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# designate variables\n", "x2 = USGS_Site_Info['fin_date'].astype(datetime).values\n", "x1 = USGS_Site_Info['start_date'].astype(datetime).values\n", "y = USGS_Site_Info.index.astype(np.int)\n", "names = USGS_Site_Info['name'].values\n", "\n", "labs, tickloc, col = [], [], []\n", "\n", "# create color iterator for multi-color lines in gantt chart\n", "color=iter(cm.Dark2(np.linspace(0,1,len(y))))\n", "\n", "plt.figure(figsize=[8,10])\n", "fig, ax = plt.subplots()\n", "\n", "# generate a line and line properties for each station\n", "for i in range(len(y)):\n", " c=next(color)\n", " \n", " plt.hlines(i+1, x1[i], x2[i], label=y[i], color=c, linewidth=2)\n", " labs.append(names[i].title()+\" (\"+str(y[i])+\")\")\n", " tickloc.append(i+1)\n", " col.append(c)\n", "plt.ylim(0,len(y)+1)\n", "plt.yticks(tickloc, labs)\n", "\n", "# create custom x labels\n", "plt.xticks(np.arange(datetime(np.min(x1).year,1,1),np.max(x2)+timedelta(days=365.25),timedelta(days=365.25*5)),rotation=45)\n", "plt.xlim(datetime(np.min(x1).year,1,1),np.max(x2)+timedelta(days=365.25))\n", "plt.xlabel('Date')\n", "plt.ylabel('USGS Official Station Name and Station Id')\n", "plt.grid()\n", "plt.title('USGS Station Measurement Duration')\n", "# color y labels to match lines\n", "gytl = plt.gca().get_yticklabels()\n", "for i in range(len(gytl)):\n", " gytl[i].set_color(col[i])\n", "plt.tight_layout()\n", "\n", "plt.savefig(rootname+'gantt.pdf');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exporting Figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following script will generate a series of box and whisker plots and save them in a pdf. It makes a box plot for each station, breaking the data into monthly intervals. Make sure to change the directory name in the script so it ends up in a recognizable place on your computer. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/magik/miniconda/envs/earthpy/lib/python2.7/site-packages/matplotlib/pyplot.py:424: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", " max_open_warning, RuntimeWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create dictionary of integers and their month equivalent\n", "months = {'1':'Jan.', '2':'Feb.', '3':'Mar.', '4':'Apr.', '5':'May', '6':'Jun.', \n", " '7':'Jul.', '8':'Aug.', '9':'Sep.', '10':'Oct.', '11':'Nov.', '12':'Dec.', 'Total':'Total'}\n", "# create empty dictionary to hold pandas Dataframes\n", "j = {}\n", "\n", "\n", "with PdfPages(rootname + 'station_boxplots.pdf') as pdfs:\n", " ymax = 10000\n", " ymin = 0.01\n", " for i in range(len(sites)):\n", " # make a dataframe containing summary statistics and store it in the j dictionary\n", " j[sites[i]] = USGS_Site_Data.groupby('mon')[sites[i]].agg({'min':np.min, 'mean':np.mean, \n", " 'median':np.median, 'max':np.max, 'std':np.std, \n", " 'cnt':(lambda x: np.count_nonzero(~np.isnan(x)))}).reset_index()\n", " # make a list of the custom lables you will use for your boxplot; this one will show the number of samples used to make the plot\n", " labs = [months[(str(j[sites[i]]['mon'][b]))] + \" (n=\" + str(int(j[sites[i]]['cnt'][b])) + \")\" for b in range(len(j[sites[i]]))]\n", " # designate the location of each custom label\n", " tickloc = [b+1 for b in range(len(j[sites[i]]['mon']))]\n", " \n", " plt.figure()\n", " USGS_Site_Data.boxplot(column=sites[i],by='mon', rot=70)\n", " strtdt = str(USGS_Site_Info.ix[sites[i],'start_date'])[0:10]\n", " findt = str(USGS_Site_Info.ix[sites[i],'fin_date'])[0:10]\n", " siteName = USGS_Site_Info.ix[sites[i],'name'].title() \n", " plt.title( siteName + ' (' + sites[i] + ') ' + strtdt + ' to ' + findt )\n", " plt.suptitle('')\n", " plt.yscale('log')\n", " plt.ylabel('Discharge (cfs)')\n", " plt.ylim((ymin,ymax))\n", " plt.xlabel('Month')\n", " # here is where your lists for the custom label come into play\n", " plt.xticks(tickloc, labs)\n", " \n", " pdfs.savefig()\n", "\n", " plt.close()\n", " # Save metadata of the pdf so you can find it later\n", " d = pdfs.infodict()\n", " d['Title'] = 'Monthly Station USGS Boxplots UMSS'\n", " d['Author'] = u'Paul C. Inkenbrandt\\xe4nen'\n", " d['Subject'] = 'Boxplots of several USGS Surface Stations'\n", " d['Keywords'] = 'USGS Surface NWIS Boxplot'\n", " d['CreationDate'] = datetime.today()\n", " d['ModDate'] = datetime.today()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot a few of the boxplots so you can see what they look like." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAIoCAYAAADk0KZ+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRfD/ARHvRq2imPlSAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAIoCAYAAADk0KZ+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEzSGXYMGDRo0aNCgwXiC/wfwTbtI4J+AswAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(1,3):\n", " j[sites[i]] = USGS_Site_Data.groupby('mon')[sites[i]].agg([np.min, np.mean, np.median, np.max, np.std, np.size]).reset_index()\n", " # make a list of the custom lables you will use for your boxplot; this one will show the number of samples used to make the plot\n", " labs = [months[(str(j[sites[i]]['mon'][b]))] + \" (n=\" + str(int(j[sites[i]]['size'][b])) + \")\" for b in range(len(j[sites[i]]))]\n", " # designate the location of each custom label\n", " tickloc = [b+1 for b in range(len(j[sites[i]]['mon']))]\n", "\n", " plt.figure()\n", " USGS_Site_Data.boxplot(column=sites[i],by='mon', rot=70)\n", " plt.title(USGS_Site_Info.ix[sites[i],'name'].title() + ' (' + sites[i] + ')')\n", " plt.suptitle('')\n", " plt.yscale('log')\n", " plt.ylabel('Discharge (cfs)')\n", " plt.ylim((ymin,ymax))\n", " plt.xlabel('Month')\n", " # here is where your lists for the custom label come into play\n", " plt.xticks(tickloc, labs)\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script will generate boxplots showing all of the station data." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAIYCAYAAADD8fAGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWlwvAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAIYCAYAAADD8fAGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njDGmMP8FZowoQm0gn9UAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAIYCAYAAADD8fAGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAIYCAYAAADD8fAGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nosUBAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This script summarizes discharge for all sites and limits the number of box plots on one graph to the n variable\n", "j=0\n", "with PdfPages(rootname + 'sum_boxplots.pdf') as pdf:\n", " while j < len(sites):\n", " ymax = 10000\n", " ymin = 0.01\n", " n=10\n", " # if statement allows for uneven number of sites on last page\n", " if j+n >= len(sites):\n", " plt.figure()\n", " USGS_Site_Data[sites[j:-1]].plot(kind='box')\n", " plt.title('Sites '+sites[j]+' to '+sites[-1] )\n", " plt.yscale('log')\n", " plt.xlabel('USGS Site')\n", " plt.xticks(rotation=45)\n", " plt.ylabel('discharge (cfs)')\n", " plt.ylim((ymin,ymax))\n", " pdf.savefig()\n", " plt.show()\n", " plt.close()\n", " j = j+n\n", " else:\n", " plt.figure()\n", " USGS_Site_Data[sites[j:j+n]].plot(kind='box')\n", " plt.title('Sites '+sites[j]+' to '+sites[j+n] )\n", " plt.yscale('log')\n", " plt.xlabel('USGS Site')\n", " plt.xticks(rotation=45)\n", " plt.ylabel('discharge (cfs)')\n", " plt.ylim((ymin,ymax))\n", " pdf.savefig()\n", " plt.show()\n", " plt.close()\n", " j = j+n\n", " # Save metadata of the pdf so you can find it later\n", " d = pdf.infodict()\n", " d['Title'] = 'Summary USGS Boxplots UMSS'\n", " d['Author'] = u'Paul C. Inkenbrandt\\xe4nen'\n", " d['Subject'] = 'Boxplots of several USGS Surface Stations'\n", " d['Keywords'] = 'USGS Surface NWIS Boxplot'\n", " d['CreationDate'] = datetime.today()\n", " d['ModDate'] = datetime.today()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should also produce hydrographs of each station." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ "xmax = USGS_Site_Data.index.astype(datetime).values[-1]\n", "xmin = USGS_Site_Data.index.astype(datetime).values[0]\n", "\n", "pdfs = PdfPages(rootname + 'station_hydrographs.pdf')\n", "ymax = 10000\n", "ymin = 0.1\n", "for i in range(len(sites)):\n", " x = USGS_Site_Data.index.values\n", " y = USGS_Site_Data[sites[i]].values\n", " plt.figure()\n", " plt.plot(x,y)\n", " strtdt = str(USGS_Site_Info.ix[sites[i],'start_date'])[0:10]\n", " findt = str(USGS_Site_Info.ix[sites[i],'fin_date'])[0:10]\n", " siteName = USGS_Site_Info.ix[sites[i],'name'].title() \n", " plt.title( siteName + ' (' + sites[i] + ') ' + strtdt + ' to ' + findt )\n", " plt.suptitle('')\n", " plt.yscale('log')\n", " plt.ylabel('Discharge (cfs)')\n", " plt.ylim((ymin,ymax))\n", " plt.xlabel('Year')\n", " plt.xticks(np.arange(datetime(1905,1,1),xmax+timedelta(days=365.25),timedelta(days=365.25*5)),rotation=45)\n", " plt.xlim(xmin,xmax)\n", " pdfs.savefig()\n", " plt.close()\n", " # Save metadata of the pdf so you can find it later\n", "\n", "d = pdfs.infodict()\n", "d['Title'] = 'Monthly Station USGS Hydrographs UMSS'\n", "d['Author'] = u'Paul C. Inkenbrandt\\xe4nen'\n", "d['Subject'] = 'Hydrograph of several USGS Surface Stations'\n", "d['Keywords'] = 'USGS Surface NWIS Hydrograph'\n", "d['CreationDate'] = datetime.today()\n", "d['ModDate'] = datetime.today()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([1908, 1913, 1918, 1923, 1928, 1933, 1938, 1943, 1948, 1953, 1958,\n", " 1963, 1968, 1973, 1978, 1983, 1988, 1993, 1998, 2003, 2008, 2013])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.date_range(start=xmin, end=xmax, freq='5AS').year" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAHUCAYAAAATAt1SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmax = USGS_Site_Data.index[-1]\n", "xmin = USGS_Site_Data.index[0]\n", "\n", "plt.figure()\n", "ticks = pd.date_range(start=xmin, end=xmax, freq='4AS')\n", "USGS_Site_Data[sites[0:3]].plot(subplots=True,sharex=True,figsize=(10,8),logy=True, rot=90)\n", "plt.xlim(xmin,xmax)\n", "labs = pd.date_range(start=xmin, end=xmax, freq='4AS').year\n", "plt.xticks(ticks,labs)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def lumped_hydro(i1,i2):\n", " pdfs = PdfPages(rootname + 'station_hydrographs_lumped.pdf')\n", " plt.figure()\n", " ticks = pd.date_range(start=xmin, end=xmax, freq='4AS')\n", " USGS_Site_Data[sites[i1:i2]].plot(subplots=True, sharex=True, figsize=(10,24),logy=True, rot=90)\n", " plt.xlim(xmin,xmax)\n", " labs = pd.date_range(start=xmin, end=xmax, freq='4AS').year\n", " plt.xticks(ticks,labs)\n", " pdfs.savefig()\n", " plt.close()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lumped_hydro(0,10)\n", "lumped_hydro(10,20)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lumped_hydro(20,30)\n", "lumped_hydro(30,-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script will iteratively produce Flow Duration Curves for each of the stations. A flow duration curve is a [percent point function (ppf)](http://www.itl.nist.gov/div898/handbook/eda/section3/eda362.htm#PPF), displaying discharge as a function of probability of that discharge occuring. The ppf is the inverse of the better known [cumulative distribution function (cdf)](http://www.itl.nist.gov/div898/handbook/eda/section3/eda362.htm#CDF). See [this USGS publication](http://pubs.usgs.gov/wsp/1542a/report.pdf) for more information." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with PdfPages(rootname+'station_fdc.pdf') as pdf:\n", " ymax = 10000\n", " ymin = 0.01\n", " for i in range(len(sites)):\n", " plt.figure()\n", " fdc_simple(USGS_Site_Data,sites[i],1900,2015)\n", " fdc_simple(USGS_Site_Data,sites[i],1900,1970)\n", " fdc_simple(USGS_Site_Data,sites[i],1970,2015)\n", " plt.ylim(0.01,10000)\n", " plt.xlim(-.05,1.05)\n", " plt.grid(which = 'both')\n", " plt.legend()\n", " plt.xlabel('probability that discharge was exceeded or equaled')\n", " plt.title('Flow duration curve for ' + str(USGS_Site_Info['name'][i]).title() + ' ('+ sites[i] +')'+'\\n'+\n", " 'Record: ' + str(USGS_Site_Info['start_date'][i])[0:10] + ' to ' + str(USGS_Site_Info['fin_date'][i])[0:10])\n", " plt.yscale('log')\n", " plt.ylabel('discharge (cfs)')\n", " plt.xticks(np.arange(0,1.05,0.05))\n", " pdf.savefig()\n", " plt.close()\n", " # Save metadata of the pdf so you can find it later\n", " d = pdf.infodict()\n", " d['Title'] = 'Flow Duration Curves USGS'\n", " d['Author'] = u'Paul C. Inkenbrandt\\xe4nen'\n", " d['Subject'] = 'Flow Duration Curves of several USGS Surface Stations'\n", " d['Keywords'] = 'USGS Surface NWIS FDC Flow Duration'\n", " d['CreationDate'] = datetime.today()\n", " d['ModDate'] = datetime.today()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For brevity, here is an example plot from the output of the script above." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAIHCAYAAAAipgC8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "fdc_simple(USGS_Site_Data,sites[38],1900,2015)\n", "fdc_simple(USGS_Site_Data,sites[38],1900,1970)\n", "fdc_simple(USGS_Site_Data,sites[38],1970,2015)\n", "\n", "plt.yscale('log')\n", "plt.grid(which = 'both')\n", "plt.xlabel('% of time that indicated discharge was exceeded or equaled')\n", "plt.ylabel('discharge (cfs)')\n", "plt.xticks(np.arange(0.0,1.05,0.05))\n", "plt.title('Flow duration curve for ' + str(USGS_Site_Info['name'][38]) + ' ('+ sites[i] +')'+'\\n'+ \n", " 'Record: ' + str(USGS_Site_Info['start_date'][i])[0:10] + ' to ' + str(USGS_Site_Info['fin_date'][i])[0:10])\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below are some sad attempts to model the flow duration curves:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "curve fit LinregressResult(slope=0.96211619415216332, intercept=0.01894190307030913, rvalue=0.9808752178330773, pvalue=8.090748669377643e-261, stderr=0.010006676932384276)\n", "curve fit LinregressResult(slope=0.99170704524510944, intercept=0.73530300510799407, rvalue=0.99584544907142547, pvalue=0.0, stderr=0.004752983003883238)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm4AAAH4CAYAAADzf2HQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8XFX5x/HPk3SnLS27rKUtIHtbfwLKFgVJWQQFFBGR\nAj9BBVRAQCyrbCKLC1RA8FdAdgUEVBoqWnZZy16gFCqFln1paUtLm+f3x7nTTmbOZG6S2ZL5vl+v\neSV3mbnPPLnJnNzznHPN3RERERGR2tdQ7QBEREREJB013ERERES6CTXcRERERLoJNdxEREREugk1\n3ERERES6CTXcRERERLoJNdykS8xsmJm1mlnFziUzO83M/lTB421vZi9U6njVZmb9zewOM/vQzG6s\ndjxSu8zsSjM7o53tZ5rZO2Y2u5JxifRkarhJKmY208wWmNm85DHXzNaoUjhlnXwwaYgOX3Yw9/vc\n/bPlPGaN2RdYDVjJ3ffr6ouZWW8z+4uZvZrkdsfIPuea2bvJ45c5284ws2fM7FMzO7Wd4/xf7s/O\nzAab2TVJ4+Gd5PtBWdtbzezjrPP6DzmvebSZzTGzj8zsj2bWJ2vbSmZ2a/L8mWa2f2dz1I05BX4f\nzWxd4Bjgs+6+ZkWjCsffzMxakp97a2T7xmb2r+QflOlm9rWc7TuZ2QtmNj/Zb92c7QXP2Zz9uvTP\nrZltY2aTzew9M3vbzG7K/dvb2d8fM2tKYpuX9TiwM3FK5ajhJmk5sIe7D0oeg939zWoH1VFm1ph2\n17IGUkJm1qvEL7ke8JK7533YdSGWe4HvAG+S80FvZocDewFbJI+vJusypgPHAX/PfW7Wa2wHDI9s\nPw1YBVgfGAGsnqzLtnnWeX1Y1ms2AycAXybkZDhwetbzJgCfEBq5BwCXmNkmBd5/RXTg/C7pYQus\nXxd4z93fiz6p9OdtrsXADcChBY59G3A7MBQ4DLjGzDZItq8C3AyMT7Y/BtyY9fxi52xMZ/+mDAEu\nJZyD6wHzgIkdiKXY788bWef/IHevWG+GdJK766FH0QfwKvDlyPphQCvQkCyvSfhj+B7hD8b/Juv7\nAQsJV3Eg/EH8FBiYLJ8B/LrAsdcH7gHmAncBFwF/SrY1AbNy9p+ZiZXwIf0X4E/AR8AhwOeBh4AP\ngNnJ6/VO9r83eT8fE/5AfiP3GMDGwJTk+c8CX83adiXhA/1vSbz/AYa3k9ftgAeT13oN+G6yfgpw\naNZ+44D7spZbgR8CLwGvAL8Hzst57duAo7N+LjcDbyf7H1UgntOBRYQPvXnAwYQPnJOSvL4FXAUM\nzvn5HwL8F5hS5DyaBeyQs+7BzHmSLB8MPBR57p+AUyPrewFPAJsnsQzP2tYCfD9r+QhgUk4eRxSI\n9TrgzKzlLwFzku9XSPI0Mmv7VcA5BV5rBPAv4F3gHeAaYMVk2wnAn3P2/y3w2+T7FYE/Es7V1wm/\nK5nft3HAA8CFyWv/gtDAjB4rec4YYCrh/LyJ0CA5I2v7HsCThHPyAULDNrNtdJLruYRG0fXZz83a\nb2dgAbA0OY/+j9DoaHOupDy3xhF+N94Dvk/4/X06ie+iFH+7RgKtOes2A+blrGsBfpF8fxhwf9a2\nAcn72bAj52yy7bXkfcxLHlu3975TvJ8xwNxS/P4Q+fupR+0/dMVNOiLNf4w3EP5QfYbQ5Xa2mX3J\n3T8BHiH8oQDYkfBHa7us5SkFXvM64FFgZcKH1kG0312au21PwgfjislrLQV+nLzeF4CdCI0g3H2H\n5DlbePjv88/ZL2RmvYE7gEnAqsBRwLVmtmHWbvsRGoxDgZeBs2JBmtl6wD8IH9KrAKOAp7LeQ7Eu\n4b2ArQgNyeuT42ZeeyjwFeD6pIvmDsKH9ZrJ+/2Jme2S+4LufipwNnBD8v4nEj4IDiL87IYDA4GL\nc566A/BZoLlIzDGbsPx9Q/hQ3rQDzz8auMfdn4lsawH2MbMhSU72IeQ8271Jd+jNyc+kvbhWT15n\nQ2CJu7+ctf2pInGfRfi92BhYh+VX/q4HdjOzgbDsqtk3gGuT7VcSGtIjCA2nXYD/zXrdrYAZhCt/\nZxN+T6PHSrp6byU0pIYmx/4ayblmZqMJjcTvASsBlwG3J93dfYC/EhoZQ4E/E/KZd566+z+BXYHZ\nyXl0CMv/fmTOlbGkO7e2IjS+vkX4Xfk54SropsA3zWwHSqOB5T+/Tcn62bv7AsLvcmZ7R87Z7ZOv\nKya5eJh077uQHQj/MGZ09fdnNTN708xeMbMLzWxAB54rVaCGm6RlwF/N7IPkcUveDmbrAF8ETnD3\nxe7+FHAF8N1kl3uAHZMPps2B3yXL/YD/IVztyn3NdZNtJ7v7p+5+H6ER0hEPuvvtAO7+ibs/4e6P\nuHuru/8X+AOh4ZjGNsAK7v5Ld1/i7v8mXF3Lrm+6xd0fc/elhA/fUQVe69vAZHe/0d2Xuvv7Sc7S\nOsfdP3T3RcD9gJtZ5kNi3+R9v0m4QrGKu5+ZxPwq4efyrQKva7RtpB8AXODuM919PnAi8K2cmp3T\n3H1hEktHDSRcDc2Ym6wrKjnnDgNOKbDLhOTre4QrUJ8Cl2Rt34FwJeizhCtaf8t6X7G4AAYl2+bS\n1rxkWx53n+Hudyfn8LvAr0nOOXd/jXAV6+vJ7l8GFrj7I2a2OqEBdHSS33eA39D2Zzfb3Sck5/Mn\n7R2LcP42uvtFyTl3K+EfqozDgMvc/VEPriZcWfxC8txe7v7b5Lk3E/6hKqTQP3qZc+UT0p1bZyR/\nTyYnOb7O3d9199nAfYTGbEe9CLxtZscljdJdCOdCptGyAvk/37ks//l25JyN5SHN+85/IbMtgJMJ\nXZ8Znf79AaYBW7r7GoTz7nOEq7dSw9Rwk7Qc2MvdhyaPvSP7rAm8n/whyngNWCv5/h7Cf5hjgGeA\nfxI+ULYGXnb3Dwq85gfuvjBr3X/pWL3I69kLZrahmf0tU3ROuDqxcsrXWpPQ3Zftv8l6CHl6K2vb\nQgr/EV2b0G3ZWcvicHcnXO3MNCC/zfIrNusBa2Y1uj8gfFCslvI4nyG8x4zXCN2Tq8di6YSPgcFZ\nyysm69L4DaF7a56ZZc6J7HPjWsKH9MDkGK8Qug4BcPf7k8bsR4SrsMMIV6kKxQWh8ZC7LbN9XixI\nM1vdzG4ws9eTc+5PtD3nrqPwz643MCfrZ3cp4WpvRpvcFznWmsAbOeFlP3894Nicc2VtwjkQe25H\nfxdzj5fm3Mr9fUr7+1WQu39KuNK4OzCHcNX2Jpb/rSj28+3KOQvp3ncbZjaScLX4R+7+QNamTsfi\n7m+5+wvJ9zOB4wlXUaWGqeEmpTQbWCnT5ZNYl+V/DB8CNiJcWZji7tOS7btRuJt0DjA05/L9eizv\nnpnP8v+SM91M2R9qkN+VcwnwPKE+aUVCvV3a34XZwDpZjYRMPLkfaGnMInR/xcwn/NefERvBm/u+\nrgf2Tbr7tiLUtEH4UHg1q9E91MPgkj0KHDv3dWcTGjQZ6wJLaPsB2pWRvs/R9qrklrTtCmovti8D\n55nZnCROgIfMLHNFaizhCtLC5B+KywjnW0xuwy8W11vJPxgvAb2SD9M0cZ9N6KLfLDnnDqTtOfcX\noMnM1iI0KK5L1s8iXPFaOetnt6K7b5713NyctHesOSz/Ryoje7Tka8BZOefKQHe/scBzs38X08re\nP8251ZHXS/8k92fcvcndV3H3XQm/i5mrj88Rfp4AmNkKyfbnsrZ39pyFDr7v5Hd6MuGflGtzNnc1\nllxqF9Q4/YCkZNx9FqFQ9hwz65tc1j+E5ApHUifyOKFA/J7kaQ8SCo7vyX9FSLoyHwNOT7o0tiMU\nT2e8BPQzs92S+rOTgL5FQh1I+M95gZl9FvhBzva3KNygephQpHx8Ek9TEs8NyfaOXH24FtjZzL5h\nZr3MbGUzy3xYPAnsbWFOtZFERsblcvcnCd2BVxAK8DNdPY8A88zs+OT1Gi1MlfA/BV4q9z1cDxxt\nYVqDgSyvgUs96jQ5H/oli9nfA1wNHGNmayYNl2MIdV2Z5/ZK9m8EeptZv6wupQ0II+m2ZPmH1x6E\nWiwI9T7fS57Tn9AV+FTyupuY2agkHwMJXUSvE7qPMnEdamHaiKGELqqJAEkj8BbgF2Y2IDkvv0q4\nuhUzkNAYn5u8x+yuLpIu0CnJ+37F3V9M1s8hDMi50MwGmVmDmY0oUtfV3rEeApaa2ZFJXvcidKVn\nXA5838y2smAFM9s9yc+DwBIz+1Fy7u+d89zO6PK5RTu/c8l50yf5vq+Z9c3atnlyXgwws58SrnZd\nmWy+FdjMzPZOXuNU4El3fynZ3u45m+MdkkEwnXnfyev/C7jY3f+Qu71YLO39/liYDmS95Ge9DnAu\ny393pFZ5DYyQ0KP2H7Q/qnQpy0e5rUWoQXuPUMx7WM7+ZxM+VDKjOI9Inr9qO8den1D/No/wIfY7\n4Oqs7QcR/oN9CziW0B2WGVV6ava+ybrtCR/O85LXPR24N2v74cnrfUCoFdsReC1r+yaED9kPCf/Z\n7pW1bSLJyLRkuSn7uZH3th1h5OlHhKsdBybrVyYU1s8l1PGcmhPjUiKjVQkN16XAPjnrP0O4ijMH\neJ/wIZz384zljPDBeHIS39uED4rMiMg2P/923udMwofX0qyv62ZtPzc5Z94Dfpnz3CuT52Q/vlvg\nOG3yQhhEMCnrtf9BMoqUMEr0BUK30luEhtiInNc7mjCFyUeEov3eWduGEj7gP07e37faef+bEP4B\nmUeoZzsm97wgTJfSChybs34wYdTwrOScewL4Zta5f29HjkWoY5qabL+JcGX2pKztzYTGfmbU9Y0s\nH/39OfJHlf6iwHtuyjlu3rnS0XOLnFHJhIbyzwscf1jW+ZI5717J2v4rwu/CPMJUGcNznr8T4e/E\nAkLDad2c7QXP2Ugspyfv7wPC1fCC77vA72P2qNR5ZI0q7crvD+H8fp3wN/k1QunBCu29Fz2q/7Dk\nh1dxZvZ/hPqCt73tZf/c/TJTN3zT3fMK4kVEpPPM7GHg9+5+VbVjEZHiqtlVOpFQf1JQUq90LuE/\n5m4zIaqISK0ysx3MbI2kC+0gwpxmk6odl4ikU7WGm4dpHWKjCLMdRSjafaf8EYmI1IWNWD7B7tHA\nvu7ekcEAIlJF5b7lSKclRZZ7EUaNfZ4y359SRKQeuPvlhEEIItIN1WzDjVAk+TN392TqhWhXqZmp\nQSciIiLdhrt3uvyrlqcD+Rxwg5m9SpgQ8Pdmtmdsx2qP8KjFx6mnnlr1GGrxobwoL8qJ8qK8KC/V\nfHRVzV5xc/fhme/NbCJwhye3LZLiZs6cWe0QapLyEqe85FNO4pSXOOUlTnkpvao13MzsesL8WKuY\n2SzCXDW9Adz9smrFJSIiIlKrqtZwc/f9i++1bN+DyxlLTzRu3Lhqh1CTlJc45SWfchKnvMQpL3HK\nS+lVbQLeUjEz7+7vQUREROqDmeE9dHCCdMGUKVOqHUJNUl7ilJd8ykmc8hKnvMQpL6WnhpuIiIhI\nN6GuUhEREZEKUVepiIiISJ1Qw62HUl1BnPISp7zkU07ilJc45SVOeSk9NdxEREREugnVuImIiIhU\niGrcREREROqEGm49lOoK4pSXOOUln3ISp7zEKS9xykvpqeEmIiIi0k2oxk1ERESkQlTjJiIiIlIn\n1HDroVRXEKe8xCkv+ZSTOOUlTnmJU15KTw03ERERkW5CNW4iIiIiFaIaNxEREZE6oYZbD6W6gjjl\nJU55yaecxCkvccpLnPJSemq4iYiIiHQTqnETERERqRDVuImIiIjUCTXceijVFcQpL3HKSz7lJE55\niVNe4pSX0lPDTURERKSbUI2biIiISIWoxk1ERESkTqjh1kOpriBOeYlTXvIpJ3HKS5zyEqe8lJ4a\nbiIiIiLdhGrcRERERCpENW4iIiIidUINtx5KdQVxykuc8pJPOYlTXuKUlzjlpfTUcBMRERHpJlTj\nJiIiIlIhqnETERERqRNquPVQqiuIU17ilJd8ykmc8hKnvMQpL6WnhpuIiIhIN6EaNxEREZEKUY2b\niIiISJ1Qw62HUl1BnPISp7zkU07ilJc45SVOeSk9NdxEREREugnVuImIiIhUiGrcREREROqEGm49\nlOoK4pSXOOUln3ISp7zEKS9xykvpqeEmIiIi0k2oxk1ERESkQlTj1tP9858wbVq1oxAREZEaoIZb\nrbv2WnjooQ4/TXUFccpLnPKSTzmJU17ilJc45aX01HCrdY2NsHRptaMQERGRGlDVGjcz+z9gd+Bt\nd988sv0A4HjAgHnAD9z96Zx9enaN2+GHw+jR8P3vVzsSERER6aLuXuM2ERjbzvZXgB3cfQvgDOAP\nFYmqljQ2QmtrtaMQERGRGlDVhpu73wd80M72h9z9o2TxYWDtigRWSxoaOtVVqrqCOOUlTnnJp5zE\nKS9xykuc8lJ61b7i1hGHAv+odhAVpxo3ERERSfSqdgBpmNmXgEOAbWPbx40bx7BhwwAYMmQIo0aN\noqmpCVje2u+2y7Nnw+LFNCXvterxdPPlzLpaiUfLtbvc1NRUU/HU0nJGrcRTC8s6X3S+tPf+p0yZ\nwsyZMymFqk/Aa2bDgDtigxOS7VsAtwBj3f3lyPaePTjhuONg1VXh+OOrHYmIiIh0UXcfnNAuM1uX\n0Gj7TqzRVhc62VWa+5+OBMpLnPKSTzmJU17ilJc45aX0qtpVambXAzsCq5jZLOBUoDeAu18GnAIM\nBS4xM4BP3X2rKoVbHapxExERkUTVu0q7qsd3lZ5ySmi8nXpqtSMRERGRLurRXaWCrriJiIjIMmq4\n1TrVuJWU8hKnvORTTuKUlzjlJU55KT013GqdrriJiIhIQjVute5Xv4J33oHzzqt2JCIiItJFqnHr\n6XTFTURERBJquNU61biVlPISp7zkU07ilJc45SVOeSk9Ndxqna64iYiISEI1brVuwgR47jn4/e+r\nHYmIiIh0kWrcejpdcRMREZGEGm61TjVuJaW8xCkv+ZSTOOUlTnmJU15KTw23WqcrbiIiIpJQjVut\nu+oquPtuuPrqakciIiIiXaQat55OV9xEREQkoYZbrVONW0kpL3HKSz7lJE55iVNe4pSX0lPDrdbp\nipuIiIgkVONW626+Ga69Fm65pdqRiIiISBepxq2n0xU3ERERSajhVutU41ZSykuc8pJPOYlTXuKU\nlzjlpfTUcKt1uuImIiIiCdW41bqWFrjgArjrrmpHIiIiIl2kGreeTlfcREREJKGGW61rbITW1g4/\nTXUFccpLnPKSTzmJU17ilJc45aX01HCrdQ0NuuImIiIigGrcat/998MJJ8ADD1Q7EhEREeki1bj1\ndKpxExERkYQabrVO87iVlPISp7zkU07ilJc45SVOeSk9Ndxqna64iYiISEI1brXuySfhoIPgqaeq\nHYmIiIh0kWrcerpevWDJkmpHISIiIjVADbda17s3fPpph5+muoI45SVOecmnnMQpL3HKS5zyUnpq\nuNW6TjbcREREpOdRjVute+012HZbmDWr2pGIiIhIF6nGrafTFTcRERFJqOFW61TjVlLKS5zykk85\niVNe4pSXOOWl9NRwq3W9e2tUqYiIiADt1LiZ2UVZiw5k98e6u/+onIGl1eNr3ObPh1VXhQULqh2J\niIiIdFE5a9weTx59gTHAS8B0YBTQp7MHlA5SjZuIiIgkCjbc3P1Kd78S2BL4krtf5O6/A74MjK5Q\nfJKZgLeDVxVVVxCnvMQpL/mUkzjlJU55iVNeSi9NjdsQYHDW8qBknVRCQ0N46H6lIiIida/oPG5m\ndjBwGjAlWbUjcFpyNa7qenyNG0C/fvDBB9C/f7UjERERkS7oao1bqgl4zewzwFbJ4sPu/mZnD1hq\nddFwGzQIXn8dVlyx2pGIiIhIF5R9Al4zawB2BrZ099uAPma2VZGnSSn17QuLF3foKaoriFNe4pSX\nfMpJnPISp7zEKS+ll6bG7ffAF4D9k+WPk3VSKX36dLjhJiIiIj1Pmhq3qe4+OvM1WfeUu29ZkQiL\nqIuu0vXXh7vvhuHDqx2JiIiIdEEl7lW62Mwasw64KtDa2QNKJ/TtC4sWVTsKERERqbI0DbeLgFuB\n1czsbOAB4JyyRiVtdaKrVHUFccpLnPKSTzmJU17ilJc45aX0ehXbwd2vMbPHgZ2SVXu5+7TyhiVt\n6IqbiIiI0P69SlfKXZV8dQB3f79LBzb7P2B34G1337zAPr8DdgUWAOPcfWpkn55f47bddnDOObD9\n9tWORERERLqgqzVu7V1xe4KkkVbA+p09aGIioRv26thGM9sNGOnuG5jZ1sAlwDZdPGb3pFGlIiIi\nQvv3Kh3m7usXenT1wO5+H/BBO7vsCVyV7PswMMTMVu/qcbuTlhbYZRd49Om+PP5gx7pKVVcQp7zE\nKS/5lJM45SVOeYlTXkqvaI0bgJkNBTYA+mXWufu95QoqsRYwK2v5dWBt4K0yH7cmtLTAHnuE+8v/\nkL786bTFHLYVNDdXOzIRERGplqINNzP7HvAjYB1gKqG78iHgy+UNLRw+ZznadTtu3DiGDRsGwJAh\nQxg1ahRNTU3A8tZ+d1s+4ogmliwBmMJUPqRX6yKOOAKuuKI24uuuy5l1tRKPlmt3uampqabiqaXl\njFqJpxaWdb7ofGnv/U+ZMoWZM2dSCmkm4H0W+DzwkLuPMrPPAue4+9e7fHCzYcAdscEJZnYpMMXd\nb0iWXwB2dPe3cvbrkYMTGhuhNZkt72oOZDJf4Rr77rJ1IiIi0v1UYgLeT9x9YXKwfu7+ArBRZw/Y\nAbcD302Ouw3wYW6jrSezrB/pIvrSh8W4hy7UNHL/05FAeYlTXvIpJ3HKS5zyEqe8lF6aGrdZSY3b\nX4HJZvYBMLOrBzaz64EdgVXMbBZwKtAbwN0vc/d/mNluZvYyMB84uKvH7E6GDYMZM8L3i+lDX8Lg\nhCOOgJdfrl5cIiIiUj1Fu0rb7GzWBAwGJrl7TcxP0VO7SltaYOzY8P2FHM0s1uHXHENDAyxdWt3Y\nREREpHPKOY9b5gDrZi2+knxdA3itsweV4pqbQ3epe7ji1oeaaCeLiIhIFaWpcfsH8PfkcTeh8XZn\nOYOSoLExfF1E32VdpQ1pfmKorqAQ5SVOecmnnMQpL3HKS5zyUnpp7lW6WfaymY0BjihbRLJMZgTp\nIvqyAvPbrBMREZH606Eat2VPMns2t0FXLT21xg2WTwnyU85jdd7iOM5XjZuIiEg3Vokat2OzFhuA\nMcAbnT2gpNfQEBpunekqFRERkZ4nTTNgEDAwefQB/gbsVc6gJMh0i35CP/rxSZt1xaiuIE55iVNe\n8iknccpLnPISp7yUXpoat9MqEIe0YwEDGMACIIwyFRERkfqU5pZXdxDuEZrpj23zvbvvWb7wiuvJ\nNW59+8LixbA3N3MA17IPtwAwaZJuNi8iItIdlb3GDXgVWB24htBg2x94C7i1sweVdDINt+wrbgAn\nnqiGm4iISD1KU+O2rbvv5+53uPvt7r4/sL273+Pu95Q7wHo2cmT4upD+9GfhsvXTpxd/ruoK4pSX\nOOUln3ISp7zEKS9xykvppWm4DTCzEZkFMxsODChfSJJxzjnha+4Vt8W6iYKIiEhdSlPjNhb4A6HL\nFGAYcJi7t5Q3tHR6co0bhOk/NvVnuJ792Zxnl63TXG4iIiLdT9lr3Nx9kpltCGyUrHrB3Rd19oDS\nMWawwNtecRMREZH6VLSr1MxWAI4DjnT3p4B1zWyPskcmAPTqlV/j1ivFkBLVFcQpL3HKSz7lJE55\niVNe4pSX0ktT4zYRWAx8MVmeDZxVtogkT26Nm4iIiNSnNDVuj7v758xsqruPTtY95e5bViTCInp6\njVtjI/RqXcQ8BtGXMCpBNW4iIiLdU1dr3NJccVtkZv2zDjgCUI1bBS2mD40spZEl1Q5FREREqihN\nw+00YBKwtpldB/wLOKGcQcly4aby1qbOLc2N5lVXEKe8xCkv+ZSTOOUlTnmJU15KL82o0rvM7Alg\nm2TVj9z93fKGJRmZm8pn6tw+ZpC6SUVEROpU0Rq3WtfTa9x69Qr1bDNZjx25h/8yDND9SkVERLqj\nStS4SRUNGxa+LmAAKzB/2fojjqhOPCIiIlI9arjVuAkTwtePGchAPl62/tVXCzwhobqCOOUlTnnJ\np5zEKS9xykuc8lJ67TbczKyXmb1YqWAkX3NzuHvCXAYziHnVDkdERESqKM08brcRBiT8tzIhdUxP\nr3ED6N0b/rzka1zFQfyVrwOh9u3TT6scmIiIiHRI2e9VCqwEPGdmj8CyIit39z07e1DpmNZWmMeg\nNlfcMqNNRUREpH6kqXE7GdgDOB04H7ggeUgFzWMQg5m7bLnYRUbVFcQpL3HKSz7lJE55iVNe4pSX\n0ivacHP3KcALwGBgEPC8u99T5rgkS69e+Vfc3KGlpYpBiYiISMWlqXH7JnAekGms7QAc5+5/LnNs\nqdRDjdvgwXDUvLNYgfmM5+xl60ePhieeqGJgIiIi0iGVqHE7Cfi8u7+dHHBV4G6gJhpu9WDkSJg3\ndRBr8Gab9dOnVykgERERqYo0NW4GvJO1/F6yTirknHPyu0oBFi8u/BzVFcQpL3HKSz7lJE55iVNe\n4pSX0ktzxW0S0JLcYN6A/YA7yxqVtNHcDFfkDE4AWLKkSgGJiIhIVaS6V6mZ7QNsmyze5+63ljWq\nDqiHGjeAXRtaOMbPZxcmL1vX0IBuOC8iItKNVKLGDXe/Gbi5sweRrpvfOJhBS9p2lfZK9dMTERGR\nnkL3Ku0mYjVu7U3Cq7qCOOUlTnnJp5zEKS9xykuc8lJ6arh1Ex+1xmvcNJebiIhI/UhV41bL6qXG\nbb1B7/PUx8MZyodt1msuNxERke6jbDVuZvZMO89zd9+isweVjvv+cYMYeOrHgJM9G8u0aVULSURE\nRCqsva7SryaPO5PHt4EDgH+g6UAq7sRTevMpvenPwjbrC83lprqCOOUlTnnJp5zEKS9xykuc8lJ6\nBa+4uftMADPbxd1HZW162symAieUOTbJ8RErMoQPWciAaociIiIiVZDmXqVPAUe4+/3J8rbAhJzG\nXNXUS42yUNLJAAAgAElEQVQbwPO2Cd/gzzzPpsvW9eoFn35axaBEREQktUrM43YIMNHMVkyWPwQO\n7uwBpfPeZyVW4v0269qbEkRERER6lqLTgbj748lAhC2ALd19S3fXOMYq+CDScCtEdQVxykuc8pJP\nOYlTXuKUlzjlpfSKNtzMbA0z+yNwo7t/aGabmNmhFYhNcnxg+Q23Bs3EJyIiUjfS1LhNAiYC4919\nCzPrDUx1980qEWAx9VTj9ms7htdZiws5dtk63a9URESk++hqjVua6zWruPuNwFIAd/8UWNLZA0rn\nvR+54iYiIiL1I03D7WMzWzmzYGbbAB+VLyQp5MMOdJWqriBOeYlTXvIpJ3HKS5zyEqe8lF6aUaXH\nAncAw83sQWBVYN+yRiVR7/lKDOWDNus0qlRERKR+pLpXaVLXtlGy+GLSXdr1g5uNBX4DNAJXuPu5\nOdtXAa4B1iA0Ms939ytz9qmbGrexDXdxjJ9PM3ctW6caNxERke6jnPcq3YflN8bMbhltmBz0ls4e\nNHn9RuBiYGfgDeBRM7vd3bPvvnkkYSDEiUkj7kUzu8bd67LG7sOGlVhpqUaVioiI1Ks09yo9BPgj\n4T6lBwBXJOu6aivgZXefmVzBuwHYK2efOcDg5PvBwHv12mgDeLc1v8at0NU21RXEKS9xyks+5SRO\neYlTXuKUl9Ir2HBz93HufjDQB9jE3fdx932ATZN1XbUWMCtr+fVkXbbLgU3NbDbwFPDjEhy324rN\n4+YOLS1VCkhEREQqKs3ghHWAN7OW3wLWLcGx0xSm/Rx40t2bzGwEMNnMtnT3edk7jRs3jmHDhgEw\nZMgQRo0aRVNTE7C8td8TllcaNpjHX5lHA3fTyk7Ju5/CkUfC9OnVj687LGfW1Uo8Wq7d5aamppqK\np5aWM2olnlpY1vmi86W99z9lyhRmzpxJKaSZgPdiYEPgOkK9237AdHc/qksHDtOKnObuY5PlE4HW\n7AEKZvYP4Cx3fyBZvhs4wd0fy9qnbgYntLTAqLGrM4oneZPPLFvfrx8sXFjFwERERCSVSkzAexRw\nKbAl4X6ll3W10ZZ4DNjAzIaZWR9Cg/D2nH1eIAxewMxWJ4xsfaUEx+6WmpvhLVZnNd5us37x4vx9\nc//TkUB5iVNe8iknccpLnPISp7yUXtGuUnd3M3sCmOfuk81sgJkNyu2u7Ch3X2JmRwIthOlA/uju\n08zs8GT7ZcDZwEQze4rQyDze3ev61gFvszqr81a1wxAREZEqSNNVehjwPWAldx9hZhsCl7j7Tu0+\nsULqqasU4LqG73CnN3MNBy5b16sXfFqSmfVERESknCrRVXoEsB0wF8DdXwJW6+wBpWve9Pwrbrp7\ngoiISH1I03Bb5O6LMgtm1ot0I0KlDN6ydF2lqiuIU17ilJd8ykmc8hKnvMQpL6WXpuF2j5mNBwaY\n2VeAPxPuXSpV8E6k4daQ5qcoIiIi3V6aGrdG4FBgl2RVC+G+ojVx1a3eatx2a5jEj/3XjGX5rLsN\nDbpfqYiISHdQtnuVZrj7UjO7BrjX3V/o7IGkNN7SqFIREZG6VbSTzcz2BKYCk5Ll0WaWO9+aVMg7\nDem6SlVXEKe8xCkv+ZSTOOUlTnmJU15KL0111GnA1sAHAO4+FRhexpikHW+1rsoqvIuxfCipRpWK\niIjUhzQ1bg+7+9ZmNtXdRyfrnnb3LSoSYRH1VuPW2AizW1dnS57iLdYAVOMmIiLSXVRiHrfnzOwA\noJeZbWBmFwEPdvaA0jUNDTCLdViHWW3WiYiISM+X9l6lmwKLgOsJE/H+pJxBSWGtrfA6a7dpuMW6\nSlVXEKe8xCkv+ZSTOOUlTnmJU15KL82o0vnAz5OH1IBZrMPavF7tMERERKTC0tS4/RPY190/TJZX\nAq539+YKxFdUvdW49e0LP1l8LqvwLsdzHqB7lYqIiHQXlahxWyXTaANw9/eB1Tt7QOmaxsb8K25L\nlkBLSztPEhERkR4hTcNtqZmtl1kws2GAJqCokl698mvcAE48se1+qiuIU17ilJd8ykmc8hKnvMQp\nL6VXtMYNGA/cZ2b3AAbsABxW1qikoJEjYdbUdfIabtOmVSkgERERqZiiNW4AZrYqsA3gwMPu/k65\nA0ur3mrcWlpgz7GLmMcg+rOQVhoBzeUmIiLSHZS9xs3MzgQ+cPc73P1vwGIzu7KzB5SuaW6GT60v\n77OS7lkqIiJSZ9LUuDUCj5jZlma2C/AI8Hh5w5L29O4dBiisy2vL1vXK6fRWXUGc8hKnvORTTuKU\nlzjlJU55Kb0087idaGZ3A/8h3K90R3efXvbIpF2vsj7r8yoPs021QxEREZEKSTOP247AJcA1wObA\nEOB/3f2N8odXXL3VuEGYEuTM1hOZzwqcxUmAatxERES6g67WuKUZVXoeYQLe55MD7g38C9iosweV\nrnuF4XxRt4wVERGpK2lq3L6YabQBuPstwBfLF5IU09AAMxjBcF5psy6b6grilJc45SWfchKnvMQp\nL3HKS+mlabiNMLO7zew5ADPbAvhBecOS9rS2hobbCGa0WSciIiI9W5oat3uB44BL3X20mRnwrLtv\nWokAi6nXGjdalzKfFRjKB3xCf9W4iYiIdAOVuFfpAHd/OLOQtJJ0S/MqamiAVhp5jXUZxsxl60RE\nRKRnS/Nx/46ZjcwsmNm+wJzyhSTFZLpFX2H4su7S3KttqiuIU17ilJd8ykmc8hKnvMQpL6WXpuF2\nJHAZsJGZzQaORjVuVWXJBdYZjGAkLwPgHm6HJSIiIj1XqnuVApjZQKDB3eeWN6SOqccat5EjYcYM\nOJKL2ITn+SGXADBiBLz8cpWDExERkYIqUeMGgLt/XGuNtno1YUL4Oo2N2YRlM7Xw6qtVCkhEREQq\nQiXt3VBzc+gufZ5N2Jhp0X1UVxCnvMQpL/mUkzjlJU55iVNeSk8Nt26qd2+Yw2foyyJW4j0g/0bz\nIiIi0rOkmcftm8Akd59rZicDY4Az3P2JSgRYTD3WuAH07QuLF8NDbMNPOZ8H2I4+fWDRompHJiIi\nIoVUosbt5KTRth2wE/BHSKrhpWqWLAlfn2eTZXVumXUiIiLSM6VpuGVmCNsDuNzd/wb0KV9I0hHT\n2Dha56a6gjjlJU55yaecxCkvccpLnPJSemkabm+Y2R+A/YC/m1m/lM+TMsrcKSG74aa7J4iIiPRs\naWrcVgDGAk+7+3Qz+wywubvfVYkAi6nXGrfGxnAHhfWYyQNsy9q8ofuVioiI1Liu1rh1ZALe1YB+\nmWV3f62zBy2lem+4gfMBQ9mA6bzfsKoabiIiIjWs7IMTzGxPM5sOvArcA8wE7uzsAaU0lneLGk8y\nitFMbdNVqrqCOOUlTnnJp5zEKS9xykuc8lJ6aaqizgS+ALzk7usTRpY+XNaopKjsK2tTGc0ontTV\nNhERkR4uTY3b4+7+OTN7Chjj7kvN7Gl336IyIbavXrtKLesi64Fcza7cybe5njpMhYiISLdRiXnc\nPjCzQcB9wLVm9jvg484eUEoj+y4Jma5S3TlBRESkZ0vTcNsLWAAcDUwCXga+Ws6gpLjserZpbMy6\nvMZAm79sneoK4pSXOOUln3ISp7zEKS9xykvppblGsz9wj7tPB64sbziSVvZdEpbQm2lszCZLniaU\nI4qIiEhPlKbG7RfAdsD6wGPAvcB97v5k+cMrrl5r3Hr3btt4u4Tv81LDxly49MfVC0pERETaVfYa\nN3c/xd2/DGwC3A8cDzze2QNKaYQ53JZ7iC+wVet/qhOMiIiIVESaedxONrM7gbuAkcCxwDrlDkw6\n5j9swzY8tGxZdQVxykuc8pJPOYlTXuKUlzjlpfTSDE7YG1gZ+CdwC3Cbu88uxcHNbKyZvWBm083s\nhAL7NJnZVDN71symlOK4PUHufUmnswGDmQtz5lQnIBERESm7VLe8MrPBwLbA9sA3gLfcfbsuHdis\nEXgR2Bl4A3gU2N/dp2XtMwR4AGh299fNbBV3fzfndeqyxq1Xr/z7kv6D3dj11sPga1+rTlAiIiLS\nrkrc8mpz4DvAQcA3CY2sf3X2gFm2Al5295nu/ilwA2HqkWzfBm5299cBchtt9ayxMX/dww3bwEMP\n5W8QERGRHiFNV+k5wCDgd8DG7t7k7qeU4NhrAbOyll9P1mXbAFjJzP5tZo+Z2YElOG6PEGu4PdD6\nBd6/MwxQUF1BnPISp7zkU07ilJc45SVOeSm9ovO4ufseZTp2mv7N3sAYwv1RBwAPmdl/kjnl6lr/\n/rBwYdt1j7AVfZ59AhYtqk5QIiIiUlbVvEnSG7QdnboO4apbtlnAu+6+EFhoZvcCWwJtGm7jxo1j\n2LBhAAwZMoRRo0bR1NQELG/t97TlY45p4qSTAKYkWWhiLityra/JRn/4A01HHVVT8dbKcmZdrcSj\n5dpdbmpqqql4amk5o1biqYVlnS86X9p7/1OmTGHmzJmUQqrBCeVgZr0IgxN2AmYDj5A/OOGzwMVA\nM9AXeBjYz92fz9qnLgcnQNsbzWecz0859hcrwsknVz4gERERaVclbjKfOdCAzh4kxt2XAEcCLcDz\nwI3uPs3MDjezw5N9XiDcH/VpQqPt8uxGW72L3VT+3oYmmDIl7z8dCZSXOOUln3ISp7zEKS9xykvp\nFe0qNbMvAlcQBiisY2ajgMPc/YddPbi73wncmbPuspzl84Hzu3qsnij37gkA9/r28PC3YPHiygck\nIiIiZZXmXqWPAPsSJt4dnax7zt03rUB8RdVzV2ljY37jraEBlo75PJx/Puy4Y3UCExERkaiKdJW6\n+2s5q5ZEd5SKaoj89BoagJ12gn/+s+LxiIiISHmlabi9ZmbbAphZHzP7KTCtyHOkAmJdpa2twNix\nTLnpporH0x2o3iJOecmnnMQpL3HKS5zyUnppGm4/AI4gTI77BjA6WZYa1NoKbLstvPEGvP12tcMR\nERGREqradCClUs81bgMG5E/CC3DmmTD+8b3h61+HA3WzCRERkVrR1Rq3NIMTLiLc5cBYfreDucCj\n7n5bZw9cKvXccBszBqZOzV8/cCDMu/By+Pe/4brrKh+YiIiIRFVicEI/YBTwEvAy4c4FawOHmtlv\nOntg6bpzzomvX7AApqy4Itx1FyxdWtmgapzqLeKUl3zKSZzyEqe8xCkvpZfmlldbANsmE+ZiZr8H\n7ge2A54pY2xSRHNzGEUaG6TAaqvBGmvAI4/AF75Q8dhERESk9NJ0lb4IbO3uHybLQ4BH3H1DM5ua\nmdutWuq5qxTC3RNiF9UmTYLme8fDkiVw7rmVD0xERETyVKKr9FfAVDObaGZXAlOB88xsBUCThVXZ\ngAI3IjvxRGDvveGWW6COG7YiIiI9SbsNNzNrAF4AtgVuA24FtnP3y919vrsfV4EYpR0nnBBf//TT\nU8LohSVL4Bn1aGeo3iJOecmnnMQpL3HKS5zyUnrtNtzcvRWY4O6z3f2v7n6bu79RodgkhfHjwSIX\nXJcuhZa7bPlVNxEREen20tS4nQ/8B7i5FovJ6r3GDWDwYJg3L3/96NHwxMUPwuGH66qbiIhIDahE\njdv3gZuAxWY2L3nM7ewBpfQKdZdOmwZssw289x68+GJFYxIREZHSK9pwc/eB7t7g7r3dfVDyGFyJ\n4CSd8ePD6NK2pvDJJ9AyuQG++U24/vpqhFZzVG8Rp7zkU07ilJc45SVOeSm9NFfcMLOhZraVme2Q\neZQ7MOmY/v3j6088EfjOd+CaazS6VEREpJtLU+P2PeBHwDqEqUC2AR5y9y+XP7ziVOMWtHv7q7kO\nG28MV14Zuk5FRESkKipR4/ZjYCtgprt/CRgNfNTZA0p5FLr91SefEIadZq66iYiISLeVpuH2ibsv\nBDCzfu7+ArBRecOSjmpuzp0WZAoQpnFraQEOOABuvBEWLapCdLVD9RZxyks+5SROeYlTXuKUl9JL\n03CbZWZDgb8Ck83sdmBmWaOSTmko8NO84AJg/fVhs83g9tsrGpOIiIiUTtEatzY7mzUBg4FJ7r64\nXEF1hGrclhs5EmbMyF//mc/A7NnAddeFOre77qp0aCIiIkJlatwws0YzWxN4BXgKWKOzB5TymTAh\nvn7OnKS7dO+9wwiGV1+taFwiIiJSGkUbbmZ2FPAW4Ybyfwf+lnyVGtPcDIMGZZamtNl28MFAv36h\n1u2Pf6xwZLVD9RZxyks+5SROeYlTXuKUl9JLc8XtJ8BG7r6Ju2+eeZQ7MOmcQndRmDMHzjoL+MEP\n4IorkuGmIiIi0p2kmcft38Au7v5pZULqGNW45VtzzdBQyzVwYHJP0113hf32g3HjKh2aiIhIXetq\njVvBhpuZHZt8uwnwWUIXaWZAgrv7hZ09aCmp4ZavpQXGjs1f39AAS5cCd94Z7pP1+OO5c4iIiIhI\nGZVzcMIgYCDwGjAZ6JMsD0y2SY0Kc7pNyVu/bLqQ5maYPx/uv7+icdUC1VvEKS/5lJM45SVOeYlT\nXkov79bkGe5+WgXjkApobU2+aWiAo46C3/4Wtt++qjGJiIhIemlq3CYD33D3D5PllYDr3b25AvEV\npa7SuMbGrIZalmWp+vjjMCnvgw/CBhtUNDYREZF6VYl53FbNNNoA3P19YPXOHlAqo2/f+Pqzzkq+\nGTgQjjgCzj23YjGJiIhI16RpuC01s/UyC2Y2DIhcy5FastZaU6Lrf/nLrIWjjoJbboFZsyoSUy1Q\nvUWc8pJPOYlTXuKUlzjlpfTSNNzGA/eZ2Z/M7BrgXuDn5Q1Luup734uvX7Aga2HlleHQQ+H88ysS\nk4iIiHRNqnuVmtmqwDaAA/9x93fLHVhaqnErrHdvWLKk7bplU4JkzJkDm24KL7wAq61W0fhERETq\nTdlr3MxsW2Chu98BDAV+nt11KrWrf//8da2tWXVuEO5A/+1vq9ZNRESkG0jTVXopsMDMtgSOAWYA\nV5c1KumyKVOmMHJkfFubOjcIk/FOnAivv172uKpN9RZxyks+5SROeYlTXuKUl9JL03Bb4u6twNeA\nCe4+AU3A2y2cc058fZs6NwhX3Q47DH7xi7LHJCIiIp2XZh63e4FJwMHA9sA7wJO1cqN51bi1Lzaf\nW16dG8D778OGG4Z53TbcsGLxiYiI1JNKzOO2H7AIOMTd3wTWAjQMsZuI3Yq0tTXcz7SNlVaCo4+G\nk06qSFwiIiLScUUbbu4+x90vcPf7kuXX3P2q8ocmXZGpKxgwIL794IMjK48+Gh5+GO65p2xxVZvq\nLeKUl3zKSZzyEqe8xCkvpVew4WZmDyRfPzazeTmPuZULUbrihBPi6+fMyRldCqGVd9558OMfR/pS\nRUREpNpSzeNWy1TjVtyaa4aGWq5+/WDhwpyV7tDUFKYIOfzwSoQnIiJSN7pa41aw4ZbcTL6g5J6l\nVaeGW3EtLTB2bHzbpEnQ3Jyz8sknw8oXXoChQ8sen4iISL0o5+CEJ4DHk6/vAtOTx7vJeqlh2XUF\nzc3Qp098vxNPjKwcNQq+/nU47bRyhFZVqreIU17yKSdxykuc8hKnvJRewYabuw9z9/WBycAe7r6y\nu68M7J6sk25k003j66dNK/CEM8+EG2+ERx8tW0wiIiLSMWnmcXvW3Tcrtq5a1FWaTnvdpQcdBFde\nGdlw3XVhFt/HHy98yU5ERERSq8Q8brPN7CQzG2Zm65vZeOCNzh5QqqO5GUaMiG+76qrICFOA/feH\nYcMK34JBREREKipNw21/YDXgVuCW5Pv9yxmUdF2srmDChPiEvBB6RvOYwaWXwsUXw7PPljS+alG9\nRZzykk85iVNe4pSXOOWl9NJMwPueu//I3Ucnjx+XakSpmY01sxfMbLqZFZhxDMzs82a2xMz2LsVx\n61VzM5xxRnzbJ59E7qYAsNZacPbZcMghmttNRESkyqo2j5uZNQIvAjsTul4fBfZ392mR/SYDC4CJ\n7n5zznbVuHVQoXndRoyAl1+OPMEddtoJdt8djj227PGJiIj0VJWocSuXrYCX3X2mu38K3ADsFdnv\nKOAvhJvbSwlMnBhf/8orBZ5gBldcAb/8JTzzTNniEhERkfYVbbiZ2XaRdduW4NhrAbOyll9P1mUf\nZy1CY+6SZJUuraXUXl1BczM0RH7y7gW6SwGGD4fzzw8DFvJut9B9qN4iTnnJp5zEKS9xykuc8lJ6\nvVLscxEwOmfdxZF1HZWmEfYb4Gfu7mZmQPTS4rhx4xg2bBgAQ4YMYdSoUTQ1NQHLT5p6W84otH39\n9ZuYMQMgs3/YfuSRU7j88gKv/93vMuWqq+Db36bp1ltr6v2mXX7yySdrKp5aWc6olXi0XLvLTz75\nZE3Fo+XaXtb5wrLvZ86cSSm0d8urLwBfBI4GLmR5o2kQ8HV337JLBzbbBjjN3ccmyycCre5+btY+\nr2QddxVCndv33P32rH1U49YJheZ1GzgQ5s1r54kffhjurPDb38JesZ5tERERKaSrNW7tXXHrQ2ik\nNSZfM+YC+3b2gFkeAzYws2HAbGA/cqYZcffhme/NbCJwR3ajTTqvuRl69YIlS9qu/+STIk8cMgRu\nuAH23BM226zw5HAiIiJScg2FNrj7Pe5+GvAFdz8963Ghu0/v6oHdfQlwJNACPA/c6O7TzOxwMzu8\nq69f77Iv0RYSu1C5ZEk7dW4Z22wDp54K++wDCxZ0Kr5qSZOXeqS85FNO4pSXOOUlTnkpvTQ1bgvM\n7HxgE6B/ss7d/ctdPbi73wncmbPusgL7HtzV40lbAwbEu0UPPhhmzy7y5B/+EB58MHydOLHwzL4i\nIiJSMmnuVToZuBH4KXA4MA54x92PL3t0KajGrfPOOgtOOim+bdKk0J3arvnzYeut4aij4HBdJBUR\nESmmqzVuaRpuT7j7GDN72t23SNY95u7/09mDlpIabl3Tty8sXpy/fvRoeOKJFC/w0kuw/fZw002w\n444lj09ERKQnqcQEvJmP9TfNbA8zGwMM7ewBpTLS1hWcckp8/dNPp6h1A9hwQ7j2WthvP5L5RWqa\n6i3ilJd8ykmc8hKnvMQpL6WXpuF2lpkNAY4ldJdeQZgiRHqA8ePD6NJcS5eGgaOpGm877xwGK3z1\nq/DRRyWPUURERIKq3au0VNRV2nWDBxeeu63g/UtjfvQjePZZ+Mc/oF+/ksUnIiLSU1Sixm014HvA\nMJaPQnV3P6SzBy0lNdy6bswYmDq18PbRo+Gcc1IMVli6FA44ABYtgj//OX4pT0REpI5VosbtNmAw\nMBn4e9ZDalhH6grOOQf69Cm8ferUlN2mjY1w9dVhbrfDD49PFFdlqreIU17yKSdxykuc8hKnvJRe\nmoZbf3c/wd1vcve/JI+byx6ZVExzM9x+OwwaVHifxYvhG99I0Xjr0wduuQWeew5+9rOSxikiIlLv\n0nSVngk85O41eZVNXaWl09ICe+yRfxusbH36hEZe0W7T996DHXaAgw6C42tiyj8REZGqK1uNm5l9\nDGQ2rkCYFuTTZNndfXBnD1pKariVVksLnHhi+zVvqQcsvPEGbLddmOX30ENLFqOIiEh3VbYaN3cf\n6O6DkkeDu/fLWq6JRpsU1tm6gubmMPHu6NGF95kxI9x1oai11gotwZNPDoMVaoDqLeKUl3zKSZzy\nEqe8xCkvpVe0xs3M7k6zTnqWYgMWTjopZeNtww3hzjvDVCE33FCy+EREROpRe12l/YEBwL+BpqxN\ng4FJ7v7ZskeXgrpKy6elJQxIKDTHG8CZZ4ZJfIt65plwOe9Xv4LvfKdkMYqIiHQn5axx+wnwY2BN\nYHbWpnnAH9z94s4etJTUcCuvNAMWUs/z9vzz8JWvhNbewQeXNE4REZHuoJw1br9x9/WB49x9/azH\nFrXSaJPCSlVX0NwMf/tbGJBQyNSpoXE3Zgzssks7U4Zssgn861/hBqkTJpQkvo5SvUWc8pJPOYlT\nXuKUlzjlpfSK1ri5++8qEYjUrubmMIr0zDML77NkSWjATZ4MX/96qH/bZZdIQ26jjeDee+G3vw2F\ncrpaKiIikpruVSodctZZ4YJZa2v7+5ktb5NF53575x3YfXfYYgu49FLdHktEROpC2e9VWuvUcKu8\nNIMWcvXvD7femtN4+/hj2Hff0LK74QYYMKDksYqIiNSSst+r1MxuMbPdzSzN7bGkRpSzrqC5OUzL\n1t50IbkWLgx1cG26TQcODJfiVlwxDFp4772Sx5pL9RZxyks+5SROeYlTXuKUl9JL0xi7BDgAeNnM\nfmlmG5U5JukGMvc3/cpXlg8UzXxfaCDDkiVwxBE5tW99+sBVV8H228PWW8MLL1T0fYiIiHQnqbtK\nzWwI8C3gJOA14HLgGnf/tN0nlpm6SmtPSwvsumvxcQdmcMYZWfPAXXlluK/ptdeGFqCIiEgPU/au\n0uQgKwPjgP8FngB+B3wOmNzZA0vP1dwcGmTFuIe7YS3rPh03Dv7yFzjwQLjoIo04FRERyZGmxu1W\n4H7CXRS+6u57uvsN7n4kMKjcAUrnVLuuYPz40H1qRf6ncA8DHZY13nbYAR58EP74x9CAmz+/pHFV\nOy+1SnnJp5zEKS9xykuc8lJ6aa64Xe7uG7v72e4+B8DM+gK4++fKGp10a+PHh9uUFqt9mzcPxo6F\nkSOTBtzw4aHx1tgI22wD06dXNG4REZFaVbTGzcymuvvonHVPuPuYskaWkmrcuo80t8/q1SvcqaG5\nmXA57rLLwsRxl18Oe+1VsVhFRETKoZz3Kv0M4T6l1wLfBgxwwk3mL9VN5qUz0swBN2JEuFPDMg8/\nHJ50wAGheE6T9YqISDdVzsEJzcD5wFrABcn3FwDHAD/v7AGlMmq1riDNHHAzZoQ7NCyz9dbw+OPw\n6KOhz/X11zt9/FrNS7UpL/mUkzjlJU55iVNeSq+9m8xf6e5fAsa5+5eyHnu6+y0VjFF6mMwccO3d\nuP6kk8Ig02VWXTVcrttpJ/jc5+AWnYIiIlJ/2usqPdDd/2RmxxK6SJdtAtzdL6xEgMWoq7R7O+us\n0DEFktoAACAASURBVEgr5Mwzs+Z5y/jPf0K36U47wa9/DSusUNYYRURESqWcXaWZG0cOKvAQ6bLM\ntCGFnHpqzm2yIIw0nToVPvkkXH174omyxigiIlIr2usqvSz5epq7n571OM3dT69ciNIZ3amuoL3G\n29KlsNtuMGZMTgNu8GC4+urQshs7Fk4/HRYvLnqs7pSXSlJe8iknccpLnPISp7yUXsGGm5ld1M7j\nd5UMUnq+8eMLD1hobQ0X2HbbLWfQAsD++4crbo88AlttFXYUERHpodqrcRtHqG2L9cO6u19VxrhS\nU41bzzFmTPF2l1mY1Le5OWeDO/zpT/DTn8L3vx8K59obuioiIlIFZZvHrbtQw63naGmBPfcs3uOZ\nN89bttmzQ8Pt1Vdh4kT4n/8peZwiIiKdVbbBCWb22+TrHZHH7Z09oFRGd6wryEwT8pWvwOjRhacL\nmTEjUvOWseaacNtt8LOfwe67w09+AnPnLtvcHfNSCcpLPuUkTnmJU17ilJfSa29U6dXJ1wsKPERK\nrrkZ7rorlK29/HLhxlvBmjcI/akHHADPPRdu0bDxxnDDDaE7VUREpBtL1VWa3FT+s0Ar8KK7Fx++\nVyHqKu3ZWlrCoNH2DBoEJ5wQme8t44EH4Ac/gNVWgwkTYKONSh6niIhIGuWcxy1zgN2Bl4HfARcD\nM8xst84eUKQjmpvbv8MChItqJ50EI0fCLrtEulC33TZcwtt99/D9ySfDwoVli1lERKRcijbcgAuB\nL7n7ju6+I9AE/LqsUUmX9aS6ggkT0g0QnTEDJk+GXXeNdKH26gVHH82USy6Bl16CTTeFv/xF3aeJ\nnnS+lIpyEqe8xCkvccpL6aVpuM119+wxfK8AcwvtLFJq2YMWRowIJWztcQ9X4KIDGFZdFW68ES6/\nHM44A3bYAR57rGyxi4iIlFJ787jtk3y7M7AecFOy/A3gNXf/QfnDK041bvWnpQWOOCJcYSumT59w\ncW2VVeDYY3Pmf1u6NEwZcsopsPPOcPbZsPbaZYtbRESkbPO4mdmVLL+5vOV+7+4Hd/agpaSGW/06\n6yy48EL46KPQBiumf3+49dbw/QXJuOhjj4XmL86DX/4SLr0UjjwSjjsOBg4sX+AiIlK3yjY4wd3H\nufvBySPv+84eUCqjHuoKxo+H996Dv/89lLAVs3Ah/9/encdJVZ35H/88DYItKtjqaBAEVNwVUKI4\niraGRQlxmbhG/WnUaKImjmB+E8AoGghmXgk6mhgTl4TEJRjUDBq1IWqDuCFIgyKgCO2asAgqCgrY\nZ/44t6zbVae6i6aWrq7v+/W6r657q/reU09uk8dznnsOV15Zy2mn+Vq46dP9E6v79NuBmmPHJ+cg\n6d0bbrsNvvgi/1+ilSiH+2VLKSZhikuY4hKmuOReNk+VVprZlWZ2u5n9wczuMbN7CtE4kWwMHQqP\nPeYn7d1++6Zr4FasSH+g9K23YPhwOOy0HgxZdR/P//QJePJJP23IpEnZdeeJiIgUQLPzuJnZFGAR\ncC5wA3AesMg596P8N695GiqVVDU1fih09Wo/B29iCa3KSth//+bXQ62ogBtvhDHHPgujR8OaNTBu\nHJx6avNPRoiIiDQh72uVmlmdc66vmS1wzh1qZtsAs5xzR7b0ormkxE2akkjiwNezgV9xoaGh+d8d\nNw76H+6YOeoJLlo6ml12b0fnX17nF1RVAiciIi2Q9wl4gcQqCR+b2SFAF2DXll5QCkN1BV5iCa1p\n0/zrjh1rufHG7PKun/4Uhn/L+HndMHp/+gqX1F/LJyPH+jHZhx7KLvsrEbpf0ikmYYpLmOISprjk\nXjaJ251mVgVcC0wFXgf+OxcXN7MTzWyxmb1pZv8VeP9cM5tvZgvM7DkzOzQX15XyNmYMPPGEz7+q\nqjLPDeccbN4cvaaCKZtP4zD3ip//7aaboE8fePBB1cCJiEjBZLVWaV4ubNYOWIKfJ+594GXgHOfc\nothnjgJed859bGYnAmOdcwNSzqOhUtlq48f7SXuzMW4cjBnt/AMMN9wAn3zis8Gzzsru8VYRESlb\nhVirdBczu83M5pnZK2b2P2a2c0svGHMEsNQ5V++c2wT8BTgl/gHn3AvOuY+j3ZcAzY4qeTFmjE/I\nKmJ/EZmGU6+9Fg473KipOAleeAFuuQV+/3u/WOptt8FnnxWm0SIiUnayGSr9C7AS+A/gdGAVMDkH\n194DeDe2/150LJOLgcdzcN2yoLqCsKbiMmYMPP64X1pr8GA/IpopeZs3D047Dcb/3BjyyyEM6TiD\nF6+eDDNmQK9ecP31sGpVfr5EHuh+SaeYhCkuYYpLmOKSe9mM6+zunPtZbH+cmZ2Vg2tnPb5pZscD\nFwFHh96/8MIL6dmzJwBdunShb9++VFdXA8mbptz2E1pLe1rLfl1dXZPvd+xYy+jRyf1ly2q55x4A\nvw+10c9qNmyAa69N7s+YcSQ/+9mVHHHqqVTPmgX77UftwIFw5plUn3tuq/j+ul+0v7X7dXV1rao9\n2m/d+7pf+Op1fX09uZDNdCAT8fVniV62M4AjnHMjt+rCZgPwNWsnRvujgAbn3C9SPnco8DBwYspi\n94n3VeMmebXPPtmtiwr+gYdXXvHTkNz98xWc+u5tfHvN7+l47AC46io44QRNJSIiUsbyuVbppyR7\nxToBibkPKoDPnHM7tPSi0fnb4x9O+AbwATCb9IcT9gSeBs5zzr2Y4TxK3CSvamr81G2JiXybUlUF\n99/vh1ETKzR0svVMPvk+vvnmLVBRwd/3uYpLZ5zL51bJiBF+iFZERMpDPtcq3d45t0O0VTjn2kdb\nxdYmbdH5NwNXAjX4KUYmO+cWmdllZnZZ9LHrgJ2A30YPR8ze2uuWi3gXrSS1JC5Dh8LUqb7urV8/\nvw0e7KcRSdWjh5/wN76s1mduO05+9HvU/Oo17u8/Efe3vzFvbQ+uWTOKO6+tZ/z4ln+fXNH9kk4x\nCVNcwhSXMMUl97Kau8DMTgGOxffAzXDOPZqLizvnngCeSDn2u9jrS4BLcnEtka0xdKjf4lJ74jp0\ngAkTkis1xDU0wK8mGnPnDmYNg+nNG3yfO5hDf+beMAD6/oAaO5FR17bj7bd9AjhhQvo1RUSkvGVT\n43YT8HXgPsCAs4E5zrlR+W9e8zRUKsWUuqTW0KH+WGhZrcGDYe5cv/RpQiXrubjTZMZ1vZ21b67m\nt3yfe7iI1exKhw6+pw/SryEiIqWpEGuVvgr0dc59Ge23A+qcc4e09KK5pMRNWqPx4+G665LJW2Ul\nPPIIzJmTPtHvuHF+FpG101/mB/yW/+BhHmcYd3EJH/etZtGSiq+GXjt0gIMOgl12URInIlKKCrFW\nqcOvT5rQhS2YykOKQ3UFYYWKS+qccI884pOsxES/VVV+Gzcu+XDCHL7OxdzDXizjRQZwM1czZUFv\nrt4wnq68D/hh2XnzYPp0/wBETY3/3ZoaGDIEDjvMb0OGJN/Lhu6XdIpJmOISpriEKS65l02N2wTg\nFTN7Bj9Uehzwk7y2SqQNCNXFgU/UUp8kHTnS97pt3AhrqeI2fsTvtvkhp+81l4FL7uJVDuF5/p27\nuZjHGM5mtmHDhuQQavwp1oRZs3zCCBpqFRFpK5ocKjWzCvy8bc/i69wc8LJz7p+FaV7zNFQqbUVN\nDYwaRaOHE8AnZWxYz+lM4WLuZj+WcC/n8WfOZ7fBfQDfAxfSrx8sXpxM6hJDtonkLVSjJyIi+VOI\nGre5zrnDW3qBfFPiJm1dIrlavRoWLoQeG9/gAiZxnt1HVY8dmNz+PG5Y+h3eo3va71ZVNX4YAvzQ\n7bRp/rzxnrrKSjjzTHg0emZcc8yJiOReIWrcppvZNWbW3cyqEltLLyiFobqCsFKMy9ChPtF65RX/\nlGnPwfsyY/B4Fv99GTv86XaG9l5GHX15muO5iLvpzEeAT8R69Mh83sbzzdWyYQNMmuQTvTVr/EMU\nmeaYS9TUbWktXSkpxXulEBSXMMUlTHHJvWxq3M7GD5FeETvmgL3y0iIRyahx3VwFMJDuAwcy7dFb\neeGnj/Od+nu5Zd0I5u0yhO1/cB6r+5/EqWd2aNSrNnILFqubODG91y21p061dCIihdPsUGlrp6FS\nkRRr18KUKXDvvbBwIe8MOIOJK89jUeejGHFNRaP6ttBDDXFVVfDhh42PDRmSXlOXWktXUQF9+jQ9\nibDq60SkHBWixq0SuBw4Bt/T9izwW+fc5y29aC4pcRNpwttv+8VT770XPvkETj8dzjgDBgyAiopG\nyVPXrn6oNC4+XUlCKHEL1dJB+sMQCalJYzaJnohIW1CIGrc/AQcCtwK/Bg4C/tzSC0phqK4grOzi\n0qOHf1R14UJ48kno0gUuvRT23BOuuoqhnWYx7ckGRo+u5Y9/zDzHXNzIkT4hS2iqli4+ZUlc6nqu\nDQ1+frphwzLX1RVa2d0rWVJcwhSXMMUl97KpcTvIOXdgbP9pM3s9Xw0SkTw56CC/XX89LFrkh1Mv\nv9w/rnrkkVBRwZifHM2YMe2aPM3Qob4XLT7MCc0Pu2ajocGvONG/f7iXTkOrIlLushkqvRf4jXPu\nhWh/AHCFc+78ArSvWRoqFdlKS5bAX//qE7kVK+Db3/ZDqsccA+2z+W87LzEP3fz56Ut9NTdUmiox\nZUmmzzc1H91xx/nJjEEJnoi0PoWocVsM7Au8i69x2xNYAmwGnHPu0JZePBeUuInk0Btv+ATuoYeg\nvh5OOglOPtlnP507Z3WKbHvGEonevHnp76UmbqG6ukzz0cV16OCnUFHyJiKtRSFq3E7ET/1xHFAd\nvT4J+BZwcksvLPmluoIwxSXsq7jsuy+MHg1z5/qus2OO8U8sdO/uM6Vbb4Xly5s8V2LeuWnTmk6Y\nhg71c9ONG+cfTkjY0ilLUuvl4jZuhCuuCL/XHN0rYYpLmOISprjkXrOJm3OuvqmtAG0UkWLo1g2+\n/334+9/hgw98BlRX559IPeQQ/+TCiy8mx0VbaMwYePxxnxcOHhweWg09EJFtcvfWW81PEjx+POy8\ns99ay8MRIiIhmsdNRLbMl1/C7Nl+DPLRR/3DDd/8ph9SHTQIOnXKy2UzDcFmMx9d6tBr3PjxfpWI\nuHHj/AMSehhCRHIt7zVurZ0SN5EiW7bMJ3BTp8LLL8Oxx8K3vgXDh8MeexSkCfH1XLOpmYvbeef0\nOei2397np4lksEMH/0DuLrsoiRORrVOIGjcpQaorCFNcwrYqLnvtBVddBU89Be+8A+edBzNnwqGH\n+iHVa67xTxZ8nr85u+PruW5tzRz4pm7YUPvV/saNPiGcPt337sWHXhPrth52mN/a8vqtoL+hTBSX\nMMUl95S4iUjudOkCZ58N990HK1fCXXfBjjv6ueN23dU/pXrLLX4euTz1lGdTMxc3YkT6sUwTCkPj\nSYUTw7TTp/vELlNyF5JI+Np6oiciuaWhUhEpjLVrfa9cTU0yUxk61G+DBvmkr0jGj4eJE/3rESN8\nfVs288yFpilJ/UxIaMmvG28Mr1QhIm2LatyUuImUHuf8qvSJJG7WLD+sOmQInHCCX8mhY8eiNjFe\nN7dwoR8uhcaT/7Y0cQv9nhn07du4jk6rRYi0PapxkyDVFYQpLmEFj4sZHHAA/Od/whNP+GHVsWN9\nF9TIkT57GTIEbrrJP8G6eXNh2wd07Fj7Vd3c1KnhodfUaUoSWlJX51zjodbx45PDsPHh12IPsepv\nKExxCVNcci/79WxERPKlsjKZjYAfVp05E55+Gi65xD/0MHCg74074QTfO1dRuP/uTIzoho4n1m1d\nvdofy+bJ05Ej/ahxpinwNmzwQ7fxodoNG/xKE/HevxkztDKESLnRUKmItH4rV0JtrU/knn7az99x\n/PHJRG7ffX0vXgkZPx6uuy5z8lZVFZ6m5NNPGx/r1w8mTNjyIVUNw4oUh2rclLiJlJ/33oNnnkkm\ncps2+QTu+OP9KvN7710SiVxTdXRjxvjkLtHrVlkJ7dvDunWNz5E651y8Bq+p6+rhCJHiUI2bBKmu\nIExxCSu5uHTrBuefD3/4A9TXw7PPQnW1H3+srvbvn3MO3HEHvPpqi5blKkRM4vPPpdbRjRnjf8aP\n7bNP+jnM0odUEz1pmaSu79rQ4Hv/QjVzqTV1JXevFIjiEqa45J5q3ESktJn5Hra99/b1cM751Rxm\nzvTbxImwapVfY/WYY+Doo+GII2C77Yrd8kZCdXShYyefnOyZ69DBJ3Oh1SK2VEODT+ji10vtmZs1\nyz9DUl0dPke8BxG00oRIPmioVETavhUr4Pnn4bnn/LZggV/DKpHIHX007L57sVuZldTaNGicXGU7\nVDpsWHpHZOoUJqFpSzJNc5JpzdjU9qi2TsqdatyUuInIltqwwa+rmkjknn8edtqpcSJ3wAEFfXJ1\na7QkGUp9OCKU8G1J4pbNnHapyV02SWZLv59Ia6UaNwlSXUGY4hJWdnGprIRjj/Xzazz2mB/be/RR\nn7A99xyccgq1nTvD8OH+kc2ZMzMvo9AKJGrlpk3LPqnJZmmw1HnqKith0KDaFrcztbYum3q8+LJi\nTa0VW+ylw8rubyhLikvuqcZNRKSiAg480G+XXuqPPfywr5d77jn48Y/htdf88OqRR/p6uQEDYK+9\nSuLp1UwyzU8Xfz8xTx34RC7TghYjR/oauNBQ6ZZORhyXKdlLrCyRWoO3JcOy6smTUqShUhGRbGzY\n4B//fPFFv730kj925JHJZO7rXy/qmqvF1tzDCS0ZKm1quLap95q7lqZEkWJRjZsSNxEplg8+8Alc\nIpl75RXYYw+fwPXv77e+faFTp2K3tNXY0l6uphKwliZ1EH6/osIPH2fb86YeO2kJ1bhJkOoKwhSX\nMMUlXVYx6drVZxW/+IVff2rtWnjwQT8R8JIlcPXVsOuufomu734Xbr/dr736+ed5b3++bO29sqX1\neInh2mzWit3aYdnElCjZqKnxU7Mkau+GD69Nq7FrLfV3xaR/W3JPNW4iIrnSvj0ceqjfLrrIH9u4\n0dfHzZnjn2S9806f1O2/f7JXrn9/OPhgPzGbpMlmrVho3OuVWnOXmtQ1t15sc0aNSs6nB7B5sz+W\naSh21iw/DDtjRnpbRbaEhkpFRAptwwY/l9ycOclt2TKfvMWTuQMO8MmgtEhzQ5nZTImSyc47p68l\nW1UFH37oX4eGYs388y7gc/SpU5W8lSPVuClxE5G24NNPoa6ucTL33nvQpw8cfrhfTb5fP//kq3rm\ncqaldWqHHZa+YkW/fr7MEZqe1y70edXLlQ8lbkrcgmpra6nOtC5NGVNcwhSXdK0iJh9/7LODOXP8\nz3nz/Nqs+++fTOT69fPJ3fbbF6RJrSIurUCixi0xXNq+fS2PPVadcag0JNFDF3rCtU8fP4VgqU9O\nrPsl3dYmbuqDFxFprTp39guDxv+Pb/16P8yaSOQmTYKFC6F7d5/EJWrs+vSBbt1Kep651mzoUD/U\nmUiaBg1qnDSl1t8tWwZvvdX4HD16+J+pc9U1NPj/aU87remh29TkccYMDb+WA/W4iYiUuk2bYPFi\nP9S6YEFy+/zzZCKX2A4+WNOTFEFqkhWvcctmubCQ0HBtu3Zwww2aj64101CpEjcRkbCVK+HVV2H+\n/GQyt3ix74mLJ3N9+vjunxJZm7VUZRrWbGpYtanELfSARMLee8NvfqPet9ZIiZsStyDVFYQpLmGK\nS7o2G5NNm+DNNxsncwsW+Hq6Qw5pnMwdfDDsuGOjX2+zcdlKWxuXmho/ncj8+dk/5RrqcYvbklq5\nfNH9kk41biIikr1ttkmuy3rOOcnja9Yke+fmzoU//MHXzu22W3KI9aCDfI3dUUdlXrRUWiQxV92W\nPGwwYULj4ddU8Vq5M8+ERx/1x0eM0FBqKVOPm4iIhH35pa+onz/fJ3GJbflyP7R64IE+mUts++6r\nhK7AamrgiivSH3xozgUXwB//mJcmSTM0VKrETUSksDZuhDfeSCZyr7/uf9bXQ8+e4YROc8/l1fjx\ncNNNfjrAbD35pGrgikFrlUqQ1ocLU1zCFJd0iklYbW2tT8IOPhjOOgtuvBGmTIFFi+Cjj/xarWec\n4ZcImDwZTj/dT2ty4IH+9fXX+88sXAhffFHsr5Mzxb5fxoyBdet8MtavX3bPmYwalVxP9bDD/Jbr\ndVWLHZe2qKg1bmZ2InAL0A64yzn3i8BnbgVOAtYDFzrnmijFFBGRounY0T/gcMghjY9/8YVfnzXR\nQ/fAA76X7u23/ROu+++f3Pbbz//cZRfNQdcCoVq5rl39dH+p3nwz/DTrU0/5fFx1cK1T0YZKzawd\nsAQYBLwPvAyc45xbFPvMMOBK59wwMzsS+B/n3ICU82ioVESkFG3c6GemXbzYb0uW+J+LFvkJyeKJ\nXGLr1cs/YCFbpGtX+Oc/Gx/bYQffSxdSUQGPP66h1Hwo2Ro3MzsKuN45d2K0/xMA59xNsc/cATzj\nnJsc7S8GjnPOrYh9RombiEhb4pyfgy6ezCW2Dz7wyVtqD91++8FOOxW75a1WaALggw5qejqRpuaQ\nk5Yr5Rq3PYB3Y/vvRcea+0y3PLerTVBdQZjiEqa4pFNMwgoSFzM/Dclxx8Gll8LEib77Z9kyWLvW\n18h95zuw3Xbwj3/AlVf6Jb92393/zmWXwc03J3/nyy/z3uTWfr8klugaPNhvU6f66UQqK/N73dYe\nl1JUzBq3bLvJUrPStN+78MIL6dmzJwBdunShb9++X034l7hpym0/obW0p7Xs19XVtar2tJb9hNbS\nHu233v26urrW0Z5DDvH7Awf6feeonTIF3nmH6m23hcWLqb33Xr+/bh306kXtTjtBt25Un3AC9O5N\n7apV8G//5veL/X0KsN+xYy2jRzd+f+xY+Mc/qqO1VP3noZrKShg0qJba2jZyvxRxP/G6vr6eXCjm\nUOkAYGxsqHQU0BB/QCEaKq11zv0l2tdQqYiIbJn16/1EZ2++mb6tXQt77QW9ezfe9tkH9tijrJYB\n25LJf6XlSrnGrT3+4YRvAB8As2n64YQBwC16OEFERHLms89g6dJwUvfJJ37Rz1BS17WrnnqVFinZ\nxA3AzE4iOR3I3c65CWZ2GYBz7nfRZ34NnAh8BnzXOfdKyjmUuAXU1tZ+1V0rSYpLmOKSTjEJK6u4\nrFsXTuqWLvUz3e6zz1eJXO3mzVQPG+YTvW7d/FOxUl73S5ZKeq1S59wTwBMpx36Xsn9lQRslIiIC\nfr6Mfv38lurjj5NJ3dKlMGsWvPyyH5JdvRr23NMncXvtlf6zU6fCfxdpM7TklYiISC5t2OCX/3rr\nLaKq/+Tr5cv9ShJ77904oUu83m03DcG2cSU9VJoLStxERKRkNDT4uegSCV1qYrd+vU/gevXyW8+e\nyZ89e0KXLkX+ArK1lLgpcQtSXUGY4hKmuKRTTMIUl7CcxeXjj30CV1/vt+XLkz+XL/erRiSSuFBi\nt8MOW9+GHNL9kq6ka9xEREQkpnPnzHV1zsGaNclkrr7eryxRU5Pcr6zMnNj16KH6ujZAPW4iIiJt\ngXOwalXjxC7++u23Yccdm07stt22eO0vExoqVeImIiLSvIYGWLEifQg2kdi9+y5UVcH994OGN/Om\nlNcqlTyKL7UhSYpLmOKSTjEJU1zCSiIuFRXwta/BUUf5tV5Hj4Y774Tp0/20Jp99BrNnQ//+Obtk\nScSlxKjGTURERPykwd26FbsV0gwNlYqIiIgUiIZKRURERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcw\nxSX3lLiJiIiIlAjVuImIiIgUiGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3lLiJiIiI\nlAjVuImIiIgUiGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3lLiJiIiIlAjVuImIiIgU\niGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3lLiJiIiIlAjVuImIiIgUiGrcRERERMqE\nErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3lLiJiIiIlAjVuImIiIgUiGrcRERERMqEErc2SnUFYYpL\nmOKSTjEJU1zCFJcwxSX3lLiJiIiIlAjVuImIiIgUiGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zC\nFJcwxSX3lLiJiIiIlAjVuImIiIgUiGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3lLiJ\niIiIlAjVuImIiIgUiGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3lLiJiIiIlAjVuImI\niIgUiGrcRERERMqEErc2SnUFYYpLmOKSTjEJU1zCFJcwxSX3ipK4mVmVmU03szfMbJqZdQl8pruZ\nPWNmC83sNTP7UTHaWqrq6uqK3YRWSXEJU1zSKSZhikuY4hKmuOResXrcfgJMd87tCzwV7afaBFzt\nnDsIGABcYWYHFLCNJe2jjz4qdhNaJcUlTHFJp5iEKS5hikuY4pJ7xUrcTgYmRa8nAaemfsA59y/n\nXF30+lNgEdC1YC0UERERaWWKlbjt5pxbEb1eAezW1IfNrCfQD3gpv81qO+rr64vdhFZJcQlTXNIp\nJmGKS5jiEqa45F7epgMxs+nA7oG3xgCTnHM7xT67xjlXleE82wO1wDjn3N8C72suEBERESkZWzMd\nSPtcNiTOOTc403tmtsLMdnfO/cvMvgaszPC5bYCHgHtDSVt0nRZ/eREREZFSUqyh0qnABdHrC4BQ\nT5oBdwOvO+duKWDbRERERFqloqycYGZVwIPAnkA9cKZz7iMz6wrc6Zz7ppkdA8wEFgCJRo5yzj1Z\n8AaLiIiItAIlv+SViIiISLko6ZUTzOxEM1tsZm+a2X8Vuz3FZGb1ZrbAzOaZ2ezoWLMTHbclZnZP\nVD/5auxYxhiY2ajo3llsZkOK0+r8yxCXsWb2XnS/zDOzk2LvlUtcgpN8l/M900RMyvp+MbNtcWjw\n9gAAB/pJREFUzewlM6szs9fNbEJ0vGzvFWgyLmV9vwCYWbvouz8a7efuXnHOleQGtAOWAj2BbYA6\n4IBit6uI8VgOVKUc+2/g/0ev/wu4qdjtzHMMBuKnjXm1uRgAB0b3zDbRPbQUqCj2dyhgXK4HRgQ+\nW05x2R3oG73eHlgCHFDO90wTMdH9AttFP9sDLwLHlPO90kxcdL/ACOA+YGq0n7N7pZR73I4Aljrn\n6p1zm4C/AKcUuU3FlvqEbbMTHbclzrlngbUphzPF4BTgAefcJudcPf6P5YhCtLPQMsQF0u8XKK+4\nhCb53oMyvmeaiAnoflkfveyA7zhYSxnfKwkZ4gJlfL+YWTdgGHAXyTjk7F4p5cRtD+Dd2P57JP+B\nKUcO+IeZzTGz70XHtmii4zYqUwy64u+ZhHK8f35oZvPN7O5Yt31ZxiVlkm/dMzSKyYvRobK+X8ys\nwszq8PfEM865heheyRQXKO/75Wbgx0BD7FjO7pVSTtz0VEVjRzvn+gEn4dd1HRh/0/k+2bKOWRYx\nKKf4/BboBfQF/gn8qonPtum4mJ/k+yHgKufcuvh75XrPRDGZgo/Jp+h+wTnX4JzrC3QDjjWz41Pe\nL8t7JRCXasr4fjGz4cBK59w8wr2OW32vlHLi9j7QPbbfncZZa1lxzv0z+rkKeATf1brCzHYHsCYm\nOm7jMsUg9f7pFh0rC865lS6C785PdM2XVVwsOcn3n11yku+yvmcsMPG57pck59zHwN+BwynzeyUu\nFpf+ZX6//DtwspktBx4ATjCzP5PDe6WUE7c5QG8z62lmHYCz8BP7lh0z287MdohedwKGAK+SxUTH\nZSBTDKYCZ5tZBzPrBfQGZhehfUUR/cORcBr+foEyiotZxkm+y/aeyRSTcr9fzGyXxHCfmVUCg4F5\nlPG9ApnjkkhQImV1vzjnRjvnujvnegFnA087584nh/dK3pa8yjfn3GYzuxKowRdE3u2cW1TkZhXL\nbsAj/t9c2gP3Oeemmdkc4EEzu5hoouPiNTH/zOwB4DhgFzN7F7gOuIlADJxzr5vZg8DrwGbg8ui/\nDtucQFyuB6rNrC++S345cBmUV1yAo4HzgAVmNi86NoryvmdCMRkNnFPm98vXgElmVoHv8Pizc+6p\nKEbleq9A5rj8qczvl7jE98vZvyuagFdERESkRJTyUKmIiIhIWVHiJiIiIlIilLiJiIiIlAglbiIi\nIiIlQombiIiISIlQ4iYiIiJSIpS4iUibYGb1ZlYVvX4uB+e70Mxuy/d1zWysmY1sSRtFpPwocROR\nojOzdjk4zVeTUjrnjs7B+Qp13a2aTDOa/FREyoT+4EVkq0VLzy0ys9+b2WtmVmNm20bv9TWzF81s\nvpk9HFsip9bMbjazl4Grov2JZvZydK6vm9kjZvaGmf0sdq1HzGxOdJ3vZWjPp9HPG81sXrS9b2b3\nRMfPM7OXouN3JJIfM/uumS0xs5fwaw6Gzr2zmU2Lrn8nsYWkY9f9mpnNjM7/qpkdHR0/0czmmlmd\nmU2PnfZAM3vGzN4ysx82913N7FMz+6WZ1QFHmdnFiXab2Z2JnkIz29XMppjZ7GgLficRKSHOOW3a\ntGnbqg3oCWwCDo32JwPnRq8XAAOj1zcAN0evnwF+HTvHM8CE6PWPgA/wy7l1AN4FdoreS/ysxK+B\nmNhfDlRFr9eltK9z1I5+wAH49QHbRe/dDpyPX77nbWBnYBtgFnBr4LveClwbvR4GNKReFxgJjI5e\nVwDbA7sC7wA9ouNdop9jgeeia+4MrI61LdN3bQBOj153jb57F/ySdzMT7QbuB46OXu+JX4O06PeL\nNm3aWr6V7FqlItLqLHfOLYhezwV6mtmOQGfn3LPR8UnAX2O/MznlHFOjn68BrznnVgCY2TKgO7AW\n3zt3avS57jSzKLP5RXzvA37lnJsXrXF8ODAnWt93W+BfwBFArXPuw+j3JgP7Bk45EL9wNs65x81s\nbeAzs4F7zGwb4G/Ouflmdjwwwzn3dvS7H0WfdcBjzrlNwIdmthKfsH7QxHf9EngoOp5o90dRu/8a\na/cg4IDoewLsYGbbOefWZ4qXiLRuStxEJFe+iL3+Ep8QpbKU/c8ynKMh5XwNQHszqwa+AQxwzn1u\nZs9kuE7cWOAd59yk2LFJzrnRjRpmdkozbc32PZxzz5rZQGA48Eczm4hPOjP93sbY6y9p/rt+7pxL\n1Ma5lPMaybo5A450zsXPLyIlTDVuIpIv5pz7BFhrZsdEx84HauOf2ZLzATsCa6NEZn9gQJO/YPYt\nfPJzVezwU8DpZrZr9JkqM9sTeAk4LtrfBjgjw2lnAt+JfvckYKfAdfcEVjnn7gLuwg/Rvggca2Y9\nE9fN0XedE7W7i5m1B74de28aftg50a6+TVxTREqAetxEJFdSn45M7F8A3GFm2wFvAd9t4nfix0Pn\nexL4vpm9DiwBXmimLVfja8BmR8OF/+ucG2tm1wLToocSNgGXO+dmm9nY6JwfAfMytO8G4AEzOwd4\nHl8Xl3rd44FrzGwTsA74f8651WZ2KfBwdN0VwNAMcWjuu8afZH3fzH6OH0JdAywGPone/hHwGzOb\nj//3fgZweYaYiUgJsGRvu4iIlCIz6+Sc+yzqcXsYuNs597/FbpeI5J6GSkVESt9YM5uHf/J0mZI2\nkbZLPW4iIiIiJUI9biIiIiIlQombiIiISIlQ4iYiIiJSIpS4iYiIiJQIJW4iIiIiJeL/AHefSuYo\nSypmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmgAAAH4CAYAAAD+YRGXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcnfP5//HXNYlISEjQIiKLXZCtBKU1lswoGmJpLW2T\natGfb7Ul1Yogav+239DSVqvVWopSbSoIk1hiraWy0KDWERFCCAmGSOb6/fG5T+bMyZmZM/c9Z+5z\n5ryfj8d5zLnv+yzXXHPPnGvuz3V/bnN3RERERKR0VKUdgIiIiIg0pwJNREREpMSoQBMREREpMSrQ\nREREREqMCjQRERGREqMCTURERKTEqECTdjGzwWbWaGadtu+Y2blmdn0nvt+XzOz5znq/tJlZLzO7\n3czeN7Ob045HSpeZXWNm57ey/QIze8fMFndmXCJdkQo0ycvM6s3sYzNbEd2Wm9lmKYVT1Mn6ooJz\nqzVv5v6Qu+9QzPcsMUcCnwc2cvevJ30xM1vHzG41s1ej3O6T5zH/a2ZLo9slOdvON7NnzOwzM5vS\nyvv8KfdnZ2YbmNlfoiLhneh+n6ztjWb2YdZ+fVXOa55qZm+a2QdmdrWZ9cjatpGZTYueX29mx8TN\nURlzWvh9NLOBwGnADu7ev1OjCu+/s5nVRT/3xjzbdzSz+6J/RF40s8Nytu9vZs+b2UfR4wbmbG9x\nn815XKJ/Ys1sDzObZWbvmtnbZnZL7t/euL8/ZlYdxbYi6/bNOHFK8alAk5Y4cIi794luG7j7W2kH\n1V5m1q3QhxY1kA5kZt07+CUHAS+4+1ofaglieRD4BvAWOR/oZnYScCgwLLp9NVqX8SJwOnBn7nOz\nXmNvYKs8288FNgGGAFsDm0brsu2StV+fmPWatcBPgf0IOdkK+FnW834DfEIoZo8DrjSzoS18/52i\nHft3h75tC+sHAu+6+7t5n9Tx+22ulcBfge+08N63AdOBfsCJwF/MbNto+ybA34HJ0fZ/AzdnPb+t\nfTafuH9T+gK/I+yDg4AVwJ/bEUtbvz9vZO3/fdy900YnpJ3cXTfd1roBrwL75Vk/GGgEqqLl/oQ/\neu8S/jB8N1rfE2ggHJWB8IfvM6B3tHw+cFkL7z0EeABYDswErgCuj7ZVA6/nPL4+Eyvhw/hW4Hrg\nA+B4YDfgX8AyYHH0eutEj38w+n4+JPwhPCr3PYAdgdnR8/8DfDVr2zWED+47ongfA7ZqJa97A49G\nr7UQ+Fa0fjbwnazHTQAeylpuBE4GXgBeAX4L/CLntW8DTs36ufwdeDt6/CktxPMz4FPCh9sK4NuE\nD5azorwuAa4FNsj5+R8PvAbMbmM/eh34cs66RzP7SbT8beBfeZ57PTAlz/ruwBxglyiWrbK21QHf\ny1r+H+DunDxu3UKsNwIXZC3vC7wZ3V8/ytM2WduvBS5u4bW2Bu4DlgLvAH8BNoy2/RT4W87jfwX8\nKrq/IXA1YV9dRPhdyfy+TQAeAS6NXvs8QiGZ972i54wC5hL2z1sIhcf5WdsPAeYR9slHCAVsZtvI\nKNfLCcXPTdnPzXrcAcDHwOpoP/oTobhotq8UuG9NIPxuvAt8j/D7+3QU3xUF/O3aBmjMWbczsCJn\nXR1wXnT/RODhrG3rRd/Pdu3ZZ6NtC6PvY0V0272177uA72cUsLwjfn/I8/dTt9K96QiatKaQ/wD/\nSviDtDlhqOwiM9vX3T8BniD8QQDYh/DHae+s5dktvOaNwJPAxoQPp/G0PsyZu20s4QNww+i1VgM/\njF5vT2B/QrGDu385es4wD/9N/i37hcxsHeB24G7gc8ApwA1mtl3Ww75OKAz7AS8BF+YL0swGATMI\nH8abACOA+VnfQ1tDuYcCowkF403R+2Zeux8wBrgpGlq5nfCh3D/6fn9kZjW5L+juU4CLgL9G3/+f\nCX/wxxN+dlsBvYFf5zz1y8AOQG0bMeczlKbvG8KH707teP6pwAPu/kyebXXAEWbWN8rJEYScZ3sw\nGsb8e/QzaS2uTaPX2Q5Y5e4vZW2f30bcFxJ+L3YEtqTpSN5NwEFm1hvWHAU7Crgh2n4NoWDemlAg\n1QDfzXrd0cDLhCN5FxF+T/O+VzREO41QMPWL3vswon3NzEYSisETgI2A3wPTo2HqHsA/CcVEP+Bv\nhHyutZ+6+z3AV4DF0X50PE1/PzL7yoEUtm+NJhRZRxN+V84kHNXcCfiamX2ZjlFF089vJ7J+9u7+\nMeF3ObO9Pfvsl6KvG0a5eJzCvu+WfJnwj2FG0t+fz5vZW2b2ipldambrteO50olUoElLDPinmS2L\nbv9Y6wFmWwJfBH7q7ivdfT7wR+Bb0UMeAPaJPoB2AS6PlnsCuxKOXuW+5sBo29nu/pm7P0QoNtrj\nUXefDuDun7j7HHd/wt0b3f014CpCgViIPYD13f0Sd1/l7vcTjpZl9x/9w93/7e6rCR+yI1p4rWOB\nWe5+s7uvdvf3opwV6mJ3f9/dPwUeBtzMMh8GR0bf91uEIw6buPsFUcyvEn4uR7fwukbzYvw4YKq7\n17v7R8Ak4Oicnppz3b0hiqW9ehOObmYsj9a1KdrnTgTOaeEhv4m+vks4ovQZcGXW9i8TjuzsQDhC\ndUfW95UvLoA+0bblNLci2rYWd3/Z3e+N9uGlwGVE+5y7LyQclRoXPXw/4GN3f8LMNiUUOqdG+X0H\n+CXNf3aL3f030f78SWvvRdh/u7n7FdE+N43wj1PGicDv3f1JD64jHCncM3pud3f/VfTcvxP+cWpJ\nS//QZfaVTyhs3zo/+nsyK8rxje6+1N0XAw8Ritb2+i/wtpmdHhWfNYR9IVOcrM/aP9/lNP1827PP\n5stDId/32i9kNgw4mzBkmRH79wd4Dhju7psR9rsvEI7GSglSgSYtceBQd+8X3Q7P85j+wHvRH5yM\nhcAW0f0HCP8xjgKeAe4hfHDsDrzk7staeM1l7t6Qte412tfPsSh7wcy2M7M7Ms3fhKMNGxf4Wv0J\nw3TZXovWQ8jTkqxtDbT8x3IAYbgxrjVxuLsTjl5mCsVjaToCMwjon1VcLyN8IHy+wPfZnPA9Ziwk\nDCtumi+WGD4ENsha3jBaV4hfEoalVphZZp/I3jduIHwY947e4xXCkB8A7v5wVLR+QDiqOphw1Kml\nuCAUCbnbMttX5AvSzDY1s7+a2aJon7ue5vvcjbT8s1sHeDPrZ/c7wtHbjGa5b+O9+gNv5ISX/fxB\nwMScfWUAYR/I99z2/i7mvl8h+1bu71Ohv18tcvfPCEcODwbeJByFvYWmvxVt/XyT7LNQ2PfdjJlt\nQzj6+wN3fyRrU+xY3H2Juz8f3a8HfkI4KiolSAWaJLEY2CgzVBMZSNMfvX8B2xOOFMx29+ei7QfR\n8vDmm0C/nMPug2gaVvmIpv96M8ND2R9esPYQzJXAs4T+oQ0J/XCF7vuLgS2zioFMPLkfXIV4nTBs\nlc9HhP/iM/KdMZv7fd0EHBkN040m9JxB+OP/alZx3c/DSR6HtPDeua+7mFC4ZAwEVtH8gzLJmbUL\naH6UcTjNh3Bai20/4Bdm9mYUJ8C/zCxzhOlAwhGhhugfh98T9rd8cgu8fHEtif6ReAHoHn1oFhL3\nRYSh9Z2jfe6bNN/nbgWqzWwLQuFwY7T+dcIRrI2zfnYbuvsuWc/NzUlr7/UmTf8wZWSfnbgQuDBn\nX+nt7je38Nzs38VCZT++kH2rPa9X+JPcn3H3anffxN2/QvhdzBxNXED4eQJgZutH2xdkbY+7z0I7\nv+/od3oW4Z+RG3I2J40ll+qAEqUfjMTm7q8TGlYvNrN1o8PxxxMdsYj6OJ4iNGo/ED3tUULj7wNr\nvyJEQ5D/Bn4WDUXsTWhizngB6GlmB0X9YWcB67YRam/Cf8Ifm9kOwP/L2b6ElgunxwnNwj+J4qmO\n4vlrtL09RxNuAA4ws6PMrLuZbWxmmQ+FecDhFuYk24Y8Z6Llcvd5hGG8PxIa4TNDNE8AK8zsJ9Hr\ndbMwBcGuLbxU7vdwE3CqhekCetPUo1bwWZ7R/tAzWsy+D3AdcJqZ9Y8KlNMIfVeZ53aPHt8NWMfM\nemYNBW1LOHNtOE0fUocQeqUg9OOcED2nF2EIb370ukPNbESUj96EoZ1FhGGfTFzfsTAdQz/C0NKf\nAaJi7x/AeWa2XrRffpVwtCqf3oSie3n0PWYPURENXc6Ovu9X3P2/0fo3CSfGXGpmfcysysy2bqPv\nqrX3+hew2sy+H+X1UMIQeMYfgO+Z2WgL1jezg6P8PAqsMrMfRPv+4TnPjSPxvkUrv3PRftMjur+u\nma2btW2XaL9Yz8x+TDh6dU20eRqws5kdHr3GFGCeu78QbW91n83xDtHJKHG+7+j17wN+7e5X5W5v\nK5bWfn8sTLMxKPpZbwn8L02/O1JqvATOVNCt9G60fhbnaprOKtuC0CP2LqGp9sScx19E+PDInDX5\nP9HzP9fKew8h9KetIHxYXQ5cl7V9POE/0iXARMIwVuYszinZj43WfYnwIbwiet2fAQ9mbT8per1l\nhF6ufYCFWduHEj5M3yf8p3po1rY/E50JFi1XZz83z/e2N+FMzw8IRy++Ga3fmNDgvpzQZzMlJ8bV\n5Dk7lFCgrgaOyFm/OeGozJvAe4QP27V+nvlyRvgAPDuK723CB0LmDMRmP/9Wvs96wofU6qyvA7O2\n/2+0z7wLXJLz3Gui52TfvtXC+zTLC6GZ/+6s155BdNYm4azM5wnDQUsIBdfWOa93KmFqkA8IzfPr\nZG3rR/gg/zD6/o5u5fsfSvhHYwWh3+y03P2CMA1JIzAxZ/0GhLN0X4/2uTnA17L2/Qfb816EPqO5\n0fZbCEdaz8raXkso6jNnOd9M09nWX2DtszjPa+F7rs5537X2lfbuW+ScBUwoiM9s4f0HZ+0vmf3u\nlaztPyf8LqwgTEGxVc7z9yf8nfiYUCANzNne4j6bJ5afRd/fMsLR7Ra/7xZ+H7PPAl1B1lmcSX5/\nCPv3IsLf5IWEloH1W/tedEvvZtEPrWiiIah/A4vc/atmthHhD8Agwh+5r7n7+9FjJxGOwKwmjLvP\nLGpwIiIVxsweB37r7temHYuItKwzhjh/SOj/yVSCZxDOZNsOuDdaxsKEj18n/Dd4IPBb68TLCYmI\ndEVm9mUz2ywa+hpPmBPs7rTjEpHWFbUAMrMBhAbdP9LUNzCWMK8O0dfM5TYOBW7ycKp4PWG4bHQx\n4xMRqQDb0zQR7anAke7enqZ8EUlBsS+9cRmhYTX7lOBNs/44LKHpNOP+hN6cjEWsfQaRiIi0g7v/\ngXAygIiUkaIVaGZ2CPC2u8+Nznxbi7u7mbVnhnjaeLyIiIhISXH3dl+btZhDnF8ExprZq4Qzf/Yz\ns+uBJWa2GYCZbU44owXCvFJbZj1/AC3MNZX2mRXlfJsyZUrqMZTzTflT7pS/8rwpf8pdWre4ilag\nufuZ7r6luw8hXKbkPnf/JuHC2uOjh42naQ6W6YRLX/QwsyGE+Y6eyH1dSaa+vj7tEMqa8hefcpeM\n8peM8hefcpeOYvegZcuUkZcAt5jZd4im2QBw92fN7BbCGZ+rgJM9SekpIiIiUqY6pUBz9weIZo53\n9/eAA1p43EWEiU2lSCZMmJB2CGVN+YtPuUtG+UtG+YtPuUtH0Seq7WhmpgNrIiIiUhbMDC+xkwSk\nBM2ePTvtEMqa8hefcpeM8peM8hefcpcOFWgiIiIiJUZDnCIiIiJFoiFOERERkS5CBVqFUS9BMspf\nfMpdMspfMspffMpdOlSgiYiIiJQY9aCJiIiIFIl60ERERES6CBVoFUa9BMkof/Epd8kof8kof/Ep\nd+lQgSYiIiJSYtSDJiIiIlIk6kETERER6SJUoFUY9RIko/zFp9wlo/wlo/zFp9ylQwWaiIiISIlR\nD1qleewx6N0bdt457UhERES6vLg9aN2LEYyUsDvvhG7dVKCJiIiUMA1xVpjZq1fDCy+kHUbZUi9G\nfMpdMspfMspffMpdOlSgVZott1SBJiIiUuLUg1Zpli2DQYPggw/A2j0kLiIiIu2gedCkMP36Qc+e\n8NZbaUciIiIiLVCBVmFmz54N222nYc6Y1IsRn3KXjPKXjPIXn3KXDhVolUgFmoiISElTD1oluuQS\nePdd+MUv0o5ERESkS1MPmhROR9BERERKmgq0CqMetGTUixGfcpeM8peM8hefcpcOFWiVaJtt4NVX\nYdWqtCMRERGRPNSDVqmGDIFZs0KxJiIiIkWhHjRpHw1zioiIlCwVaBVmTS+BCrRY1IsRn3KXjPKX\njPIXn3KXDhVolUoFmoiISMlSD1qlqqsL86Ddc0/akYiIiHRZ6kGT9tERNBERkZKlAq3CrOklGDgQ\n3nkHPv441XjKjXox4lPuklH+klH+4lPu0qECrVJ16wZbbw0vvph2JCIiIpJDPWiV7PDD4Zhj4Kij\n0o5ERESkS1IPmrSf+tBERERKkgq0CtOsl2C77eC//00tlnKkXoz4lLtklL9klL/4lLt0qECrZNtv\nrwJNRESkBKkHrZK9+y5stRW8/z5Yu4fHRUREpA3qQZP223hjWHddePPNtCMRERGRLCrQKsxavQQ7\n7ADPP59KLOVIvRjxKXfJKH/JKH/xKXfpUIFW6XbcUQWaiIhIiVEPWqW77DJ45RW44oq0IxEREely\n1IMm8egImoiISMlRgVZh8vagPfdcKrGUI/VixKfcJaP8JaP8xafcpUMFWqUbOBCWLYMVK9KORERE\nRCJF60Ezs57AA8C6QA/gNnefZGbnAt8F3okeeqa73xU9ZxJwPLAa+IG7z8zzuupB62gjR8JVV8Fu\nu6UdiYiISJcStwetezGCAXD3T8xsX3f/2My6Aw+b2d6AA5e6+6XZjzezocDXgaHAFsA9ZraduzcW\nK0aJZKbaUIEmIiJSEoo6xOnuH0d3ewDdgGXRcr5K8lDgJnf/zN3rgZeA0cWMrxLl7SXYcUf1oRVI\nvRjxKXfJKH/JKH/xKXfpKGqBZmZVZjYPWALc7+4Lok2nmNl8M7vazPpG6/oDi7KevohwJE2KTZPV\nioiIlJSiDXECRMOTI8xsQ6DOzKqBK4HzooecD0wFvtPSS+RbOWHCBAYPHgxA3759GTFiBNXV1UBT\npa/l/MuZdc22f/gh1dERtLTjK/XlzLpSiaeclqurq0sqnnJbVv6UPy2Xx3Lmfn19PUl02kS1ZnY2\n0ODu/5e1bjBwu7vvYmZnALj7JdG2u4Ep7v54zuvoJIGO9skn0LdvOJNznXXSjkZERKTLKLmJas1s\nk8zwpZn1AsYAc81ss6yHjQOeie5PB442sx5mNgTYFniiWPFVquwKf42ePWHAAHj55U6Pp9zkzZ8U\nRLlLRvlLRvmLT7lLRzGHODcHrjWzKkIheL2732tm15nZCMLw5avASQDu/qyZ3QI8C6wCTtahsk6U\n6UPbYYe0IxEREal4uhanBKefDhttBJMmpR2JiIhIl1FyQ5xSZnQmp4iISMlQgVZhWuwl0EXTC6Je\njPiUu2SUv2SUv/iUu3SoQJMgc9F0DR+LiIikTj1o0mSzzeDJJ2HLLdOOREREpEtQD5okt9NOsGBB\n248TERGRolKBVmFa7SVQgdYm9WLEp9wlo/wlo/zFp9ylQwWaNFGBJiIiUhLUg1ZB6upg6tRwf+JE\nqK3NecDDD4cNjz++1nNFRESk/eL2oKlAqxB1dTBuHDQ0hOWqKjjvPJg8OetBy5bBwIGwfDlYu/cl\nERERyaGTBKRVU6dmirPZADQ2wjnnhMJtjX79oE8feP31FCIsD+rFiE+5S0b5S0b5i0+5S4cKtArW\n2Jjnyk7qQxMREUmdhjgrRF0dHHRQKMqyVVXBjBlZ/Wg/+hEMGAA//nGnxygiItLVaIhTWlVbG3rO\ncjU2Np04AOgImoiISAlQgVZBJk+GbbaZvdb6pUuzFoYOVYHWCvVixKfcJaP8JaP8xafcpUMFWoU5\n4QTo0aP5urlzoVcvGDUK7n1rp3BNztyxUBEREek06kGrQKNGhaIsnx494IM+W9Dz34/A4MGdGpeI\niEhXox40Kdgmm7S8beVKWODqQxMREUmTCrQKM3v2bCZODGdvtuSJj3biv9NUoOWjXoz4lLtklL9k\nlL/4lLt0qECrQJkzOlu6WMBTn+7EE9c823wSWxEREek06kGrYHV1YaLal16Cjz5qOi9gD/7F5fyA\nk0Y+yZw56cYoIiJSznQtTkmkpgZmzQr3N+AD3mAL+tpy7ryrau2LqouIiEhBdJKAFKSlXoLsvrTl\nbMgy+rGlv8ZRR6GhzizqxYhPuUtG+UtG+YtPuUuHCjQBQl/a8OFNy/9hZ3bmP6xYAV/5Clx4YXqx\niYiIVBoNccoa2dfrvISfspwNuIjJa7aPHAkXX4yGPEVERAqkIU5JLPso2tMMYxhPN9s+dy6MG6ch\nTxERkWJTgVZh2uoluPjicDWBfAUaQENDzsXVK4x6MeJT7pJR/pJR/uJT7tKhAk2aqa2F6dNh1Vbb\nM5h6etKQdkgiIiIVRz1o0qIVQ4Zx0rrXcPOLo9bMkdarF0ybpj40ERGRQsTtQetejGCka+iz1zBu\nPOBpxm8+as2w5sSJKs5ERESKTUOcFaZdvQTDhsHTT1NbCzNnhlulF2fqxYhPuUtG+UtG+YtPuUuH\nCjRpWVSgiYiISOdSD5q0bPHiMPnZkiVpRyIiIlKWNA+adLzNN4dVq7j/r0uoqQnX69QcaCIiIsWn\nAq3CtKuXwIz3Bgxj6vinmTUrXEy90ieqVS9GfMpdMspfMspffMpdOlSgSaseWDaM7Vc29aE1NMCk\nSSkGJCIiUgHUgyatunSnq9n42QeZwLVr1lVVwYwZOqNTRESkLepBk6LY86Rh7MIzzdY1Nlb25Z5E\nRESKTQVahWlvL8Ge392JHe15urGqOAGVGfVixKfcJaP8JaP8xafcpUMFmrRuvfVo7D+AYeu+sGZV\nr17higIiIiJSHOpBk7YdeSTztz2Sb9cdzUsvgTtsuy1cfLH60ERERFqjHjQpnmHD6PPq0yxYACtW\nwIcfwty5MHZsZU+5ISIiUiwq0CpMrF6CYcN4+95nWLmy+eqVKyvvZAH1YsSn3CWj/CWj/MWn3KVD\nBZq0bdgwhnyY/5qcS5d2ciwiIiIVQD1o0rbGRlb16csWn73G25/1a7apRw+YPl29aCIiIvmoB02K\np6qK7qOGc8cF8+jTp/mmShzmFBERKTYVaBUmdi/ByJHs1n0ue+zRoeGUHfVixKfcJaP8JaP8xafc\npUMFmhRm5EiYM4eJE8M8aBmaE01ERKTjFa0Hzcx6Ag8A6wI9gNvcfZKZbQTcDAwC6oGvufv70XMm\nAccDq4EfuPvMPK+rHrQ0zJsHxx0HCxZQV9c0rDlxovrPREREWhK3B62oJwmY2Xru/rGZdQceBn4M\njAWWuvvPzeynQD93P8PMhgI3ArsBWwD3ANu5e2POa6pAS8PKldC3bzhtc7310o5GRESkLJTkSQLu\n/nF0twfQDVhGKNCujdZfCxwW3T8UuMndP3P3euAlYHQx46tEsXsJevSAHXaAZ8KF0+vqoKYGRo0K\nt5qaypi0Vr0Y8Sl3ySh/ySh/8Sl36ehezBc3sypgDrA1cKW7LzCzTd19SfSQJcCm0f3+wGNZT19E\nOJImpWLkSJg7l7r3d2fcOGhoaL754Ydh2jQNeYqIiCRV1AItGp4cYWYbAnVmtm/Odjez1sYr826b\nMGECgwcPBqBv376MGDGC6upqoKnS13L+5cy6WM8fOZLZd97J5Dd3oKEh83qzo6/VNDTA5MmzWXfd\n0vl+Syp/Fb5cXV1dUvGU27Lyp/xpuTyWM/fr6+tJotMmqjWzs4EG4LtAtbu/ZWabA/e7+w5mdgaA\nu18SPf5uYIq7P57zOupBS8sjj8Cpp1LT9wlmzcr/kDFjYOZap3aIiIhUppLrQTOzTcysb3S/FzAG\nmAtMB8ZHDxsP/DO6Px042sx6mNkQYFvgiWLFV6myK/x2Gz4cFizgxz9a1WyqjYxKmHIjUf4qnHKX\njPKXjPIXn3KXjmIOcW4OXBv1oVUB17v7vWY2F7jFzL5DNM0GgLs/a2a3AM8Cq4CTdaisxPTuDQMG\nUDPweaZN25mpU5uuxbnJJppyQ0REpKPoWpzSPkcfDQcfDN/8ZtqRiIiIlLySG+KULio6k1NERESK\nRwVahUncS1DhBZp6MeJT7pJR/pJR/uJT7tKhAk3aJ1OgaZhZRESkaNSDJu03YAA8+CBstVXakYiI\niJQ09aBJ56nwYU4REZFiU4FWYTqklyCnQMtcl7MSrsepXoz4lLtklL9klL/4lLt0qECT9ssq0Orq\nYNw4mDUr3A46CC68MOX4REREypx60KT9Fi6E0aPhzTepqbW1LvtUVQUzZmjSWhEREfWgSefZckto\nbIQ33si7ubERpk7t5JhERES6EBVoFaZDegnMYNdd4d//ZuLEcMSsUqgXIz7lLhnlLxnlLz7lLh0V\n9NEqHWq33eDf/6a2Fs47r3mRVgkXTRcRESkm9aBJPLffDr/+9ZrTNuvqmoY1ddF0ERGRIG4Pmgo0\niWfxYthlF1i6NAx5oiJNREQkl04SkIJ0WC9B//7QsyfU1wNrT7cxblzXnBNNvRjxKXfJKH/JKH/x\nKXfpUIEm8e22Gzz5JBCOnDU0NG1qaNCZnCIiInFpiFPiu+ACWL4cfv5zampYaz60MWNg5sx0QhMR\nESkFGuKUzhdNtQGh56xXr6ZNOpNTREQkPhVoFaZDewl23RWeegoaG6mthWnTwlGzMWPC/a54koB6\nMeJT7pJR/pJR/uJT7tKhAk3i22QT2GgjePFFIBRkmaNmU6d2zZMEREREOoN60CSZo46Cww6D445b\ncyZn5mSBXr267pE0ERGRQqgHTdKhMzlFREQ6nAq0CtPhvQRZJwpUAvVixKfcJaP8JaP8xafcpUMF\nmiQzahTMmwerVulMThERkQ6iHjRJbocd4OabYfhwXe5JREQki3rQJD277w6PPw7oTE4REZGOoAKt\nwhSll2CPPdYUaF39mpzqxYhPuUtG+UtG+YtPuUuHCjRJbvfd4bHHAJ3JKSIi0hHUgybJffYZ9OsH\nb7xBzVHTp7PeAAAgAElEQVQb6pqcIiIiEfWgSXrWWQdGjoQnn9SZnCIiIh1ABVqFKVovQdSH1tWv\nyalejPiUu2SUv2SUv/iUu3R0TzsA6SL22AOuuQYIBVlXKspEREQ6m3rQpGMsWhQmrV2yBKzdQ+0i\nIiJdknrQJF0DBkCPHvDqq2lHIiIiUvZUoFWYovYSZE1YW1cHNTXhpnnQBJS7pJS/ZJS/+JS7dKgH\nTTrOHnvAY49Rt9ExjBvXNB/aww93vZMFREREikk9aNJxHnwQfvITajZ4THOhiYiIoB40KQVf+AI8\n8wzrNH6adiQiIiJlTQVahSlqL8H668P223P2IXO77GS16sWIT7lLRvlLRvmLT7lLhwo06Vh77MEe\n/q8uPVmtiIhIsakHTTrWDTeEiuzWW6mra7pQ+sSJKtJERKTyxO1BU4EmHau+Hvbck7o/L2bc4bbm\nTM5evXQkTUREKo9OEpCCFL2XYNAgqKrihgteXVOcQZhyY9Kk4r51Z1AvRnzKXTLKXzLKX3zKXTpU\noEnHMoO99mKn9x9Za9P8+V1r0loREZFi0RCndLxf/pKF9/yXIXddSWNj802aD01ERCqJhjildOy1\nFwMXPsLw4WkHIiIiUp5UoFWYTuklGDECXn2VX0x+v8vNh6ZejPiUu2SUv2SUv/iUu3SoQJOOt846\nsOuu7L/+Y5oPTUREJIai9qCZ2ZbAdcDnAQeucvfLzexc4LvAO9FDz3T3u6LnTAKOB1YDP3D3mTmv\nqR60cnDWWeGEgfPPTzsSERGR1MTtQetejGCyfAac6u7zzKw38JSZzSIUa5e6+6XZDzazocDXgaHA\nFsA9ZraduzfmvrCUuL32gl/8Iu0oREREylJRhzjd/S13nxfd/xB4jlB4AeSrJg8FbnL3z9y9HngJ\nGF3MGCtNp/US7LknPPkkfPZZ57xfJ1EvRnzKXTLKXzLKX3zKXTo6rQfNzAYDI4HHolWnmNl8M7va\nzPpG6/oDi7Ketoimgk7KSd++MHgwzJ9PXR3U1ISb5kETERFpW6fMgxYNb84GLnD3f5rZ52nqPzsf\n2Nzdv2NmVwCPufsN0fP+CMxw939kvZaPHz+ewYMHA9C3b19GjBhBdXU10FTpa7kElr/3Pa5d3J0T\n645k5cqwvUeP2Zx/PvzkJyUQn5a1rGUta1nLHbycuV9fXw/AtddeW5rX4jSzdYA7gLvc/Zd5tg8G\nbnf3XczsDAB3vyTadjcwxd0fz3q8ThIoF9dfz0M/vo0vv31rs9WarFZERCpFSU5Ua2YGXA08m12c\nmdnmWQ8bBzwT3Z8OHG1mPcxsCLAt8EQxY6w02RV+0e2zDzu//xDhnJCuoVPz18Uod8kof8kof/Ep\nd+ko+CxOM1vP3T9u5+vvBXwDeNrM5kbrzgSOMbMRhE/uV4GTANz9WTO7BXgWWAWcrMNlZWzgQHr2\n7cXwD/7L/E93ALrGZLUiIiLF1uYQp5l9Efgj0Mfdt4wKqxPd/eTOCDBPPKrZysn48SzY8Iuc+vxJ\nQCjONFmtiIhUirhDnIUUaE8ARwK3ufvIaN0Cd98pVqQJqUArM1dfDffdBzfckHYkIiIina6oPWju\nvjBn1ar2vpGUhk7vJdhnH3jgAerudmpqYNSocCvXKTfUixGfcpeM8peM8hefcpeOQnrQFprZXgBm\n1gP4AWHCWZG2bb01n3zinHbYKzz76dbNNj38sK7PKSIikk8hQ5yfA34FHECY/X8m4RqZ7xY/vLzx\naIizzNy/2TFct6SGa/j2Wts05YaIiHRlRRvidPd33P1Yd/+8u3/O3Y9LqziT8vR0v33YhwfSDkNE\nRKRstFmgmdkVZnZ51tfLzewCMzu0MwKUjpVGL8EXTv0y+9iDa60vxyk31IsRn3KXjPKXjPIXn3KX\njkJ60HoC2wN/IwxxHkGYu2yYme3r7j8qYnzSBex9wo6s/MkKjh32Os99uCUAm2yiKTdERERaUkgP\n2uPAXu6+KlruDjwM7A084+47Fj3K5vGoB60cHXEEHH44HHdc2pGIiIh0mmJOs9EX6J213BvYKCrY\nPmnvG0qFiqbbEBERkbYVUqD9HJhrZn82s2uAucAvzGx94J5iBicdL7Vegn32gS7Qx6BejPiUu2SU\nv2SUv/iUu3S02oNmZlXA84Rrao4mXDtzsru/ET3k9OKGJ13GLrvAe+/BokUwYEDa0YiIiJS0QnrQ\n5rn7iE6Kp03qQStjRx0FY8fCN7+ZdiQiIiKdopg9aPeY2ZFm1u4XF2lmv/3gvvuoqwuXeirXyz2J\niIgUWyEF2veAW4CVZrYiui0vclxSJKn2Euy3Hw133su4w5xZs2DWLBg3rryKNPVixKfcJaP8JaP8\nxafcpaOQKwn0dvcqd1/H3ftEtw06IzjpYrbbjo+Wr6b/Jy+vWdXQAFOnphiTiIhICWqzBw3AzPoB\n2xImrQXA3deeGr4TqAetvM3q/y3+9ube/IET16zT9ThFRKSrKloPmpmdADxIuEj6z4A64Nz2vpEI\nwGbH7EdNt3ubrXvllfIa5hQRESm2QnrQfkiYYqPe3fcFRgIfFDUqKZq0ewl2+eF+fKXn/VTRuGbd\nyy+HkzvLoUhLO3/lTLlLRvlLRvmLT7lLRyEF2ifu3gBgZj3d/XnCtTlF2m/gQN5v3JChLGi2euVK\n9aKJiIhkFDIP2jTgeMKRtP2BZUB3dz+o+OHljUc9aGXuzgEnMfONoVzOD5utVy+aiIh0NUXrQXP3\nce6+zN3PBc4G/ggc1v4QRYIB39qPMda8D80sXA1KREREChvixMy6mVl/4BVgPrBZUaOSoimFXoLh\nP9qX2vUeZLutVq1Z5w4XXlj6fWilkL9ypdwlo/wlo/zFp9ylo5CzOE8BlhAujH4ncEf0VSSez3+e\ndbYexIEbP9lsteZEExERCQrpQXsZGO3u73ZOSK1TD1oXcfrpXPeP3ox/ZUqz1epDExGRrqSY1+Jc\nCOjSTtKxamv5as+Z9OrVtKqqSn1oIiIi0EqBZmYTzWwioe9stplNyqwzs9M6L0TpSCXTS7D33vR7\n/RnOO+19qqK9sLGx9PvQSiZ/ZUi5S0b5S0b5i0+5S0drR9D6AL0JR9BmAT2i5d7RNpH4evaEvfbi\no9vvo7Fpzlr1oYmIiFDgtThLiXrQupDLLuPOqc9zyBu/b7a6Tx/429+gtjaluERERDpIMa/FOcvM\n+mYtb2RmJTwIJWWjpob9PqujxzrNC+4VK8rn0k8iIiLFUMhJAp9z9/czC+7+HrBp8UKSYiqpXoKh\nQ+m1zioO3OaltTaV6qWfSip/ZUa5S0b5S0b5i0+5S0chBdpqMxuUWTCzwZB1pWuRuMygpoYxjTpU\nJiIikq2QedAOBK4CHgAM+DJworvfXfzw8sajHrSu5OabefuyG9hy7nRWrmxa3aMHTJ+uPjQRESlv\ncXvQCjpJwMw+B+wBOPCYuy9tf4gdQwVaF/Puu7DVVsy84R3OOKcHr70GgwbBxRerOBMRkfJXzJME\n9gIa3P12oB9wZvaQp5SXkusl2Hhj2H57ano/ypw5oV6bM6d0i7OSy18ZUe6SUf6SUf7iU+7SUUgP\n2u+Aj81sOHAa8DJwXVGjkspy4IFw111pRyEiIlIyCulBm+vuI81sCvCGu//RzOa4+6jOCXGteDTE\n2dU89hiccAI880zakYiIiHSoYl6Lc4WZnQl8A7jDzLoB67T3jURatNtu8NZbsHBh2pGIiIiUhEIK\ntK8DnwLHu/tbwBbA/xU1Kimakuwl6NYtDHPeeSd1dVBTE26lOFFtSeavTCh3ySh/ySh/8Sl36Wiz\nQHP3N919qrs/FC0vdPdrix+aVJSDD+bta2cwbhzMmhVuBx0ULp4uIiJSaVrsQTOzR9x9LzP7kDC9\nRjZ39w2KHl3+uNSD1hUtW8ZHnxvEJquX8Am91qyuqoIZM0r3rE4REZHWdHgPmrvvFX3t7e59cm6p\nFGfShfXrxyt9hlPN7GarGxtL85JPIiIixdRigRZdFL3FW2cGKR2nlHsJ1h13MAczI+0wWlXK+St1\nyl0yyl8yyl98yl06WutBmwM8FX1dCrwY3ZZG60U61HanHsxx/e6kypqGsHv1gokTUwxKREQkBYXM\ng/YHYJq7z4iWvwKMc/cTOyG+fPGoB62rcoeBA3n4nJmc97cdgVCcqf9MRETKVTHnQdszU5wBuPtd\nwBfb+0YibTKDgw9m7+Uz1hw1mzq1NKfbEBERKaZCCrTFZnaWmQ02syFmNhl4o9iBSXGUfC/BIYfw\n3rXTm023MW5c6RRpJZ+/EqbcJaP8JaP8xafcpaOQAu0Y4PPANOAf0f1jCnlxM9vSzO43swVm9h8z\n+0G0fiMzm2VmL5jZTDPrm/WcSWb2opk9b2Y17f+WpKztvz/rPjeP9RqWrlnV0KAzOUVEpLK02YOW\n6MXNNgM2c/d5ZtabcHLBYcC3gaXu/nMz+ynQz93PMLOhwI3AboQrFtwDbOfujVmvqR60Lu7hTQ/n\nD28fynWMX7Nu5EiYMyfFoERERGIoZg9abO7+lrvPi+5/CDxHKLzGApmrEVxLKNoADgVucvfP3L0e\neAkYXcwYpfRs+K3DGGe3NVu3YEHpDHOKiIgUW1ELtGxmNhgYCTwObOruS6JNS4BNo/v9gUVZT1tE\nKOikg5RDL8EuZxzM/nYvPWlYs27lytIY5iyH/JUq5S4Z5S8Z5S8+5S4dnVKgRcObfwd+6O4rsrdF\n45WtjVlqPLPSbLwxr2w4kgO4p9nq+++HUaN0JE1ERLq+7i1tMLMrshYdyB4/dXf/QSFvYGbrEIqz\n6939n9HqJWa2mbu/ZWabA29H698Atsx6+gDynDE6YcIEBg8eDEDfvn0ZMWIE1dXVQFOlr+X8y5l1\npRJPS8ubHXUoR1x9G3es7hNFXc2qVTB37mwOOQTuuKOa2lrlr5yWq6urSyqecltW/pQ/LZfHcuZ+\nfX09SbR2sfQJ0d0vAkOBmwlF2lHAAnf/XpsvbmaEHrN33f3UrPU/j9b9r5mdAfTNOUlgNE0nCWyT\nfVaAThKoEK+8wqdf2JMBtpily7qttXnMGJg5M4W4RERE2qEYF0u/xt2vAYYD+7r7Fe5+ObAfoZes\nEHsB3wD2NbO50e1A4BJgjJm9EL3eJdF7PgvcAjwL3AWcrGqsY2VX+CVtq61Yd8tNOW6bx9KOpJmy\nyV8JUu6SUf6SUf7iU+7S0eIQZ5a+wAbAu9Fyn2hdm9z9YVouAg9o4TkXARcV8vrSxR16KD98/jau\nnL8XK1c2re7RQ9fnFBGRrq2Qa3F+GzgXmB2t2gc4Nzq61uk0xFlBnnoKjj6auiteYNKZxmuvwaBB\ncPHFuj6niIiUh7hDnAVNVBs18mfmI3vc3d9q7xt1FBVoFcQdhgyB22+HXXZJOxoREZF2K9pEtWZW\nRRiOHO7utwE9zEyTx5apsuolMIMjj4Rbb007kjXKKn8lRrlLRvlLRvmLT7lLR5sFGvBbYE+arr/5\nYbROpPhKrEATERHpDIX0oM1195GZr9G6+e4+vFMiXDseDXFWksbG0HhWVwdDh6YdjYiISLsU81qc\nK81szURUZvY5oLGVx4t0nKoqOOIIuPVW6urClQQ23lhXFBARka6tkALtCmAa8Hkzuwh4BLi4qFFJ\n0ZRlL8GRR7Liz7cydizMnQvvvRe+fuUrcOGFnRtKWeavRCh3ySh/ySh/8Sl36WhzHjR3/4uZPQXs\nH6061N2fK25YIlm++EVWLl7K4JX/5QW2X7PaHc45B3bdVdNuiIhI11JID9qfgCvcfW7WunPd/dwi\nx9ZSPOpBq0C3Dfw+j7/en4s5c61tI0fCnDkpBCUiItKGYvag1QLXmtn4rHWHtveNRJLY/JSjOMry\nn805f7760UREpGsppEB7G/gScJSZ/dbM1ilyTFJE5dpLMPq0vRnadzH7DXxprW2NjTB1aufEUa75\nKwXKXTLKXzLKX3zKXToKKdBw9w+ArwLvAPcDGxYzKJG1dOvGusceyb0n/JWRI9MORkREpLgK6UE7\nz93PyVr+KnCqu+9X7OBaiEc9aJXq0Ufhu9+l7tIFjDvcaGgIq3v1gmnTdKKAiIiUnqJei7OUqECr\nYJlrc952G3VvDV8zrDlxooozEREpTR1+koCZPRJ9/dDMVuTclicJVtJT1r0EZnD00XDTTdTWhsIM\nQv9ZZ50kUNb5S5lyl4zyl4zyF59yl44W50Fz972ir707LxyRNhx7LIwdS90+FzHuiKo1w5wPP6xh\nThER6TpaHOI0s41ae6K7v1eUiNqgIc4K5w4778yP1r+KXz25V7NNY8bAzJkpxSUiIpJH3CHO1q4k\nMAdorRIa0t43E0nMDI45hn2vuolfsVfbjxcRESlDLfaguftgdx/S0q0zg5SO0yV6CY4+mgNX/I3e\nPVetWdWrV1NPWjF1ifylRLlLRvlLRvmLT7lLR5vX4gQws37AtkDPzDp3f7BYQYm0apttWHe7wdw/\n9l7OfCA0nelMThER6UoKmQftBOAHwJbAXGAP4F+aB01Sdfnl8MQT8Je/pB2JiIhIi4p5Lc4fAqOB\nenffFxgJfNDeNxLpUMccA3fcwT3/WM6oUbDxxjBqlK7JKSIiXUMhBdon7t4AYGY93f15YPvihiXF\n0mV6CT73OZYMreaWr93K3Lnw3nswdy6MHVvcIq3L5C8Fyl0yyl8yyl98yl06CinQXo960P4JzDKz\n6UB9UaMSKcDvPh7Psauva7Zu5UqYNCmlgERERDpIuy71ZGbVwAbA3e6+slhBtRGDetAEgIMP+JRr\n7h3AaJ6gPmvWl6oqmDFDJw2IiEj6itmDhpn1M7NhwHLgDWDn9r6RSEf7wenrcmvV1/km1zdb39jI\nmut0ioiIlKM2CzQzOx94GrgCmAr8X/RVylBX6iWorYURl41ngl1H63Mqd5yulL/Optwlo/wlo/zF\np9ylo5B50L4ObJ3WkKZIa/Y8ZVc+nNqDfd96lPtXhisLdNaktSIiIsVSyDxo04DvufuSzgmpdepB\nk7VccgmLHniZ41f/AdCktSIiUjri9qAVUqDtBtwG/Af4NFrt7j623VF2ABVospbFi2HnnWHhQujd\nO+1oRERE1ijmSQLXAZdEt6lZNylDXbKXoH9/+NKX4JZbiv5WXTJ/nUS5S0b5S0b5i0+5S0chPWgf\nuvvlRY9EJIkTTuD90y/ka389HtAwp4iIlLdChjgvJQxtTqdpiBN3n1Pc0FqMR0OcspaZM1ax08GD\nqeVuFrAzvXrBtGkq0kREJF3F7EGbTZ45DKLrcnY6FWiST00NfGnW2fRhBafySwBGjoQ5qfwbISIi\nEhSlB83MugHT3X3f3FvsSCVVXbmX4E8cz3HcwLp8AsD8+R1/Xc6unL9iU+6SUf6SUf7iU+7S0WqB\n5u6rgWM6KRaR2CZOhIVVQ5jLSMYxDdAVBUREpHwVMsR5GbAOcDPwEWCEaTbUgyYlZdQo2GbuLXyP\n37E/9wEwZgzMnJlyYCIiUrHUgyYVr64Ovn7Ypzz/ySD24QFeqtqe4cPh4ot1soCIiKSjaPOguXu1\netC6jq7cS1BbCzf/c13u3PQ7nMyVNDbC3LkwblzH9aJ15fwVm3KXjPKXjPIXn3KXjkIult7XzC4z\ns6ei21Qz27AzghNpr9pauG/bk/gG17MeHwHQ0KBeNBERKS+FDHH+A3gGuJbQf/ZNYJi7H1788PLG\noyFOaVVNDZw86zBmcBB/4ERAvWgiIpKOYvagzXf34W2t6ywq0KQtdXVwxdhZXLjyx4xgHr16mSat\nFRGRVBTzWpwNZvalrDfaG/i4vW8kpaESeglqa+GUf+7Pxus18MPdHu3Q4qwS8lcsyl0yyl8yyl98\nyl06CrkW5/eA67L6zpYB44sXkkhytV+pggtP5pdP/AZq90o7HBERkXZpc4hzzQPNNgBw9+VFjajt\nODTEKYVZtgy22gqeew422yztaEREpALFHeJs8wiamfUEjgAGA93MLDNR7XntjlKkE9U90Y8V3b7O\ny0N+x807nqv50EREpGwU0oN2GzAW+IxwJYEPo69Shiqll6CuDsaOhbPe/RETPrmSZ+d+wtixyedD\nq5T8FYNyl4zyl4zyF59yl45CCrQt3P3r7v5zd5+auRXy4mb2JzNbYmbPZK0718wWmdnc6PaVrG2T\nzOxFM3vezGpifD8iQJj3bOVK+C878BRf4DhuYOVKzYcmIiLloZBpNq4Cfu3uT7f7xcPZnx8C17n7\nLtG6KcAKd78057FDgRuB3YAtgHuA7dy9Medx6kGTNtXUwKxZ4f4BzOIyTmUXnmHkSGNOKleRFRGR\nSlTMaTa+BDxlZi+Y2TPRraBizd0fIpz1mStfoIcCN7n7Z+5eD7wEjC7kfURyTZwIPXqE+/dwAI5x\nAPewYEHHXfZJRESkWAop0L4CbAvUAF+NbmMTvu8pZjbfzK42s77Ruv7AoqzHLCIcSZMOVCm9BLW1\nMH069OkDYFzGqZzKZYmHOSslf8Wg3CWj/CWj/MWn3KWjzbM4o6NZHelKIHMG6PnAVOA7Lb19vpUT\nJkxg8ODBAPTt25cRI0ZQXV0NNO1IWs6/PG/evJKKp5jLtbWw3XazeeopuJFjuYgz2ZJree+9QUC8\n16+k/GlZy1rWcrZSiafUlzP36+vrSaLgedBiv4HZYOD2TA9aS9vM7AwAd78k2nY3MMXdH895jnrQ\npGB1dTBuXLhg+jn8jK26LWSzO6/WdBsiItIpitmD1qHMbPOsxXGEC7EDTAeONrMeZjaEMKz6RGfH\nJ11LbS1MmxYulv6ffb7Psb2mUbvzG2mHJSIi0qqiFmhmdhPwKLC9mb1uZscD/2tmT5vZfGAf4FQA\nd38WuAV4FrgLOFmHyjpe7iHrSlBbG04aWNFjY27faDyv/vCy2K9VifnrKMpdMspfMspffMpdOgq5\nFmds7n5MntV/auXxFwEXFS8iqUTZw5zPcRrzFw7nvlvPZL8jN0o7NBERkbyK3oPW0dSDJu2VPSca\nwJ/4Nrb11kx46az0ghIRkYpQNj1oImn7OT/h0NevgI8/TjsUERGRvFSgVZhK7CWYOBF69WpafqFq\nR97e+otw9dXtfq1KzF9HUe6SUf6SUf7iU+7SoQJNurzaWpg8Gaqivb2xEcY/P4kPzv4FfPppusGJ\niIjkoR40qQi5fWgAMziIgaeMZafLv5dOUCIi0uWpB02knc5lCp/7w0U6iiYiIiVHBVqFqdRegokT\nm4Y4M55gd15bfye45pqCX6dS89cRlLtklL9klL/4lLt0qECTilBbC+ed17xI69ULVp81BS66CFau\nTC84ERGRHOpBk4pSVweTJsFrr8GgQXDxxVB72YFw+OFw4olphyciIl2MetBECvT88/DeezB3brjC\nwGO10VE09aKJiEiJUIFWYSq9l2Dq1HDJp4yGBjj5+j1h553h979v8/mVnr8klLtklL9klL/4lLt0\nqECTijd/Pjxy8EXhKNqKFWmHIyIioh40qSx1dXDQQWGy2mxjxsDMTb8J22wDU6akE5yIiHQ56kET\nKUBtLQwf3sLG886Dyy+Ht9/u1JhERERyqUCrMOolCGduZl+bs6oK9tkHGDIEjjsOLrywxecqf/Ep\nd8kof8kof/Epd+lQgSYVJ9+1Oc85J6rLJk+Gv/wF6uvTDFFERCqcetCkIuW7NmdVFcyYAbWPToFX\nX4XrrksnOBER6TLUgyaSUGNjmIaDiRPD2QRPP512SCIiUqFUoFUY9RIE+a7NucYGG8DZZ8Npp0HO\n0VrlLz7lLhnlLxnlLz7lLh0q0KQitXRtzokTo4WTToLFi+H221OJT0REKpt60KSi1dVFw5pA//5N\n9dhpp8HkXevg+9+HBQugR4/0ghQRkbIVtwdNBZoI4QzOs85qvu6CC2DyowfD/vuHik1ERKSddJKA\nFES9BPldemkL66ZODROnvfMOoPwlodwlo/wlo/zFp9ylQwWaSGt22AGOPTbMjyYiItJJNMQpQitD\nnJOB99+HHXeE226D0aNTiU9ERMqTetBEEpowAW64Idw/7ji45pqsjddfD7/8JTzxBHTrlkJ0IiJS\njtSDJgVRL0F+dXVwyy2walW4XX89jBoV1gPwjW9A797M1skCsWnfS0b5S0b5i0+5S4cKNBHCuQAN\nDU3LjY0wdy6MGxcVaWbwm9+Ew2pLlqQVpoiIVAgNcYqQ/9qcGWPGwMyZ0cLpp8Nbb4VDbCIiIm3Q\nEKdIAhMnhisJtGnKFHjooayxTxERkY6nAq3CqJcgv9pamDYNRo5sfvmnqirYZ5+m5dn//jdcdVW4\nFNSKFZ0faBnTvpeM8peM8hefcpcOFWgikdpamDOn+TU6GxvhnHPCNBxr1NTAvvvCmWemEqeIiHR9\n6kETyZGvH62qCmbMCEUcAO+9BzvvHE793HvvTo9RRETKg3rQRIqosbHpouoAbLQR/PrX8J3vwCef\npBaXiIh0TSrQKox6Cdo2cWLzPrSMpUtz8nf44bDLLvCzn3VabOVM+14yyl8yyl98yl06VKCJ5Kit\nDX1olnNAeu7ccIWBZidw/vrX8Kc/wZNPdmqMIiLStakHTaQFo0aFoiyXGZx/ftb102+5Bc4+O5xh\nsP76nRqjiIiUNvWgiXSwTTbJv949XFh9m22io2lf+xrsvjv8+MedGp+IiHRdKtAqjHoJCpe/F232\nmnsvvwxjx0ZF2hVXwN13wx13dGKE5UX7XjLKXzLKX3zKXTpUoIm0oKVetGwrV0Znd264IVx3HZxw\ngq7VKSIiiakHTaQNdXXwP/8Tjpjls9FGcOON0RxpkyfD00/D9OmtV3YiIlIR1IMmUiS1tfDSS3DB\nBflrrvfegwMPDD1pM/ecAm++CVde2fmBiohIl6ECrcKolyC+yZPhkktmM3IkdO++9vaXX4avHtGD\nh06+KVxUfc6czg+yhGnfS0b5S0b5i0+5S4cKNJF2GD061F377pt/+8qVcP5ft4Xf/AaOOgref79z\nA13dd4EAACAASURBVBQRkS5BPWgiMdTVwUEHhUtA5Ro5Mjp49v3vw+LF8Pe/qx9NRKRCqQdNpBO1\ndobnvHlw4YWE0zsXLoRf/arT4xMRkfKmAq3CqJcgmez8TZ4Md90Fffo0f0xmItsL/29d+Nvf4KKL\n4NFHOzfQEqR9LxnlLxnlLz7lLh1FLdDM7E9mtsTMnslat5GZzTKzF8xsppn1zdo2ycxeNLPnzaym\nmLGJdITaWthjj/zbzjkH6l4YAn/+c+hHe+ONzg1ORETKVlF70MzsS8CHwHXuvku07ufAUnf/uZn9\nFOjn7meY2VDgRmA3YAvgHmA7d2/MeU31oElJaa0fbcwYmDmTcBTtttvggQegZ89Oj1FERNJRkj1o\n7v4QsCxn9Vjg2uj+tcBh0f1DgZvc/TN3rwdeAkYXMz6RjpDpR8tn6dLozqRJMGgQ/L//F8ZARURE\nWpFGD9qm7p65Fs4SYNPofn9gUdbjFhGOpEkHUi9BMi3lb/Lk/BPZLlgQXavTLAx1zpkDl19e9DhL\nkfa9ZJS/ZJS/+JS7dOSZbrPzuLubWWuHE/JumzBhAoMHDwagb9++jBgxgurqaqBpR9Jy/uV58+aV\nVDzlttxa/iZPhmuumc1LLwGE7StXzmbyZKitrYb112f2pEnwP/9D9dZbwyGHpP79aFnLWtZyW8sZ\npRJPqS9n7tfX15NE0edBM7PBwO1ZPWjPA9Xu/paZbQ7c7+47mNkZAO5+SfS4u4Ep7v54zuupB01K\nVk0NzJrVfN2aedEyHn8cvvrVcGht5MhOjU9ERDpXSfagtWA6MD66Px74Z9b6o82sh5kNAbYFnkgh\nPpHYJk6EHj2ar1szzJmx++7w29/C2LGwaBEiIiK5ilqgmdlNwKPA9mb2upl9G7gEGGNmLwD7Rcu4\n+7PALcCzwF3AyTpU1vFyD1lL+7SVv9pa2Gmn5utWroRDDokmr8048kg45RQ4+OCKuRyU9r1klL9k\nlL/4lLt0FLUHzd2PaWHTAS08/iLgouJFJFJ8m2yy9rpVq8LktS++CNdcE608/fRwBO3QQ+Huu6FX\nr84MU0RESpiuxSnSwerqYNw4aGjIv/3uu8ORNiBMnvaNb8DHH8Ott0L3VM/bERGRDlZOPWgiXVpt\nLUyb1nKt1Wy4s6oqHFJraICTTtIcaSIiAqhAqzjqJUim0PzV1sK55+bflhnu3Gab6OSBHj3g73+H\n//wHfvKTLlukad9LRvlLRvmLT7lLhwo0kSKZPBnGj295+8svh0tEXXgh0Ls3zJgRrgt11v9v797j\nrCrrPY5/fjPMwHCTm+DgJQLMvKVcjonUEVIa1NTS0GNa4intVJad6FSG5g0yy+xkdDxplh7RSkvz\nhgyoTJqiqNxRExDUBOUOM3IZZuY5fzzPntlsZs9s9mJmrz37+3691mvWWnvttZ/922uzfzzPb611\nVYdN0kREJDOqQRNpY5WVflizrq75x4uKfG5WUQGsXw+f+hSccw5cd127tlNERPY/1aCJxFRLw53g\nzxP4zGdg+HConH8gPPWUP2Eg3Q0+RUSkw1OCVmBUSxBNtvFL3KuzR4/mH6+rgwUL4LTTYOod/X2S\n9oc/wI87zlVndOxFo/hFo/hlT7HLDSVoIu1k8mTYtg2GDEm/jXO+BG3qnQfB00/DPffA1VerJk1E\npMCoBk2knTV3v87mTJkCky9b78dIR4+GX/7SF6yJiEjeyLYGTQmaSDtr7UK2CY0nD5y41RepDR4M\nd96pi9mKiOQRnSQgGVEtQTT7I36JC9mOGwfDhkF5efPbNTT4+6n3OOQADllWycq562DCBNi5M3Ib\nckHHXjSKXzSKX/YUu9xQgiaSAxUV/pJn8+fDmjV+OLM5tbVQUwPvbu7Kkcsf5s+PlLKg3ziefmBj\n+zZYRETalYY4RWJi6lR/gkBLjAZu5Eo+x0N87bAZfO/2oU339RQRkdhRDZpIBzB8uL/cRmsu5Xau\n50d8nj/z3pBPMHgwTJqEkjURkZhRDZpkRLUE0bR1/G680d+aszV3cBkTuYuH+BwjV/6R2bP9iQeV\nlW3avEh07EWj+EWj+GVPscsNJWgiMVJRAY884k8e6NPHn0BQVtb8tpWM5xSe4qd8j+u5ml076rny\nyvZtr4iItA0NcYrkgcpK+MY3/A3WU/Xnff7E+eygjAu5lz5D+vDrX2u4U0QkDjTEKdKBVVTAihUw\nc+bedyJYxwDGMZvXOJKXGUm3lYs466x4D3eKiEjLlKAVGNUSRJPr+CUnan36NK2vo4RJ3MJkpvIk\npzKhdjo//3nu2tmcXMcu3yl+0Sh+2VPsckMJmkgeqqiA++7b+4SCP3IBn+JpruE6zn/yUk467gP1\npImI5CHVoInksXS1ad2pZhqXcwLzuIA/MmHKcUyenJs2iogUMtWgiRSg5CHPYcOabtNZQw8mcjdT\nmcxsTuX9q25l6BCn3jQRkTyhBK3AqJYgmrjGr6LC3zZq7Ng919/LRYxiLhcxnWlvnsbXz3wnZ0la\nXGOXLxS/aBS/7Cl2uaEETaQDmTRp77q0lQxlNM/xdz7BC7uHs/Q7vwOVCYiIxJpq0EQ6mJaumXYs\ni5lefDHlw8s58MHb4ZBD2r+BIiIFRDVoIgI01aVNmQKW8k/CEj7GiPp5/GbBx6k9+ni49Vaor89N\nQ0VEJC0laAVGtQTR5FP8Jk+GJ57Y8+QB8NdMu7ruGr529LPw4INwwgnw0ktt3p58il0cKX7RKH7Z\nU+xyQwmaSAeWOHng2GP3fuxv646EOXPg29+Gs86Cr38dtmxp/0aKiMheVIMmUgCGD4cFC/ZeP2WK\n72lj82b44Q/hr3+FG26ASy6B4uJ2b6eISEejGjQRSatfv+bXX3UVTJ0K9O4Nt90Gjz4K99wDxx/v\nL64mIiI5oQStwKiWIJp8jd+kSVCU5tvemKQBjBwJVVW+a+2KK/wY6eLF+6UN+Rq7uFD8olH8sqfY\n5YYSNJECUFEB11+f/vGrroKuXWHgQOjbzxh+3dnMumUpnHkmjBsHEyc2f90OERFpE6pBEykgU6f6\nZCwTpaXwyCNQceJW+MUvYNo0OPtsX7Q2eHDbNlREpINQDZqItGryZD96mYnaWjjjDBg+9gAqR10L\ny5fDwQf7y3J85SuwenVbNlVEpKApQSswqiWIpiPEL5GkpatJS1Zf78/+PO00mPo/vf046RtvQHk5\njBgBX/wiLFqU0et2hNjlkuIXjeKXPcUuN5SgiRSgyZNhxgwYMiSz7Z1LOpmgTx9/KY6VK+GYY+D0\n032R2+zZuseniMh+oho0kQI3dSrccgvs3g27dvmhzZYMGeJL0CZN8nkZtbVw331w881QUuIvfHve\neVBW1i7tFxGJs2xr0JSgiUijykp/U4HWkjTw9/ns0sXPFxfD4UMdd5w7kxHP/8rfOmriRPiP/8i8\nm05EpAPSSQKSEdUSRNPR41dR4c/cHDas9Q4w52DHDj/V1MCChcbIq09j6BszeOZnL/oit1GjYPx4\nePhhqp58sn3eRAfV0Y+9tqb4ZU+xyw0laCKyh8T9O7dvz/yMz2QrV8LJlwym+Oab6Lnlbb789IXM\nPednbK2YwPT+3+GroxZTWbn/2y0i0pFoiFNEWjR1KvzoR9DQEG0/Q1nOxdzNl/g/NtKX6cUT+UvJ\nv7Gx0wAOPxxuvDHUtImIdCCqQRORNlNZCVdeCQsXRj9R02hgLHOYyF2cyaMsYBgPMIEHOZdvThng\nb94uItJBqAZNMqJagmgKNX6JYc8nnvB3fho2zNf+9+jh7ziQmSoAHEU8zSl8iXsoZy2/5ApG8xyv\ncwQnXTWW73a7jcHd3qdv36R7hErBHnv7i+KXPcUuN5SgiUjGKipg1iyfrK1YAdu2+UtzzJyZ2YkF\nqXZSxsN8lou4tzFZG7b978zffgR/3fRJqq/6CcNLltC1zNG1q08Ihw9HNWwi0uFpiFNE9qupU+Gm\nm/xJBsXFTVOPHrB2bWb76MxOxlDFZ3iMM3icIhqYwek8xmeYw1h20JXSUr9fCJf5UB2biMSQatBE\nJPYStWwrVkBdnb+VVOvXXHMcyWucweOcweMMZz5zGcVTnMLTfIoFDKOB4saty8v9ZT/q6vbci5I4\nEckF1aBJRlRLEI3il72qqqrGWrZt23wP265d/lIe1uI/XcZrHMXN/BdjqeIw3uY2vsahvMPdXMx6\nDuRBPsc3mMZRLOO9tQ1UVzddo22Pa7Ut8Jdl69zZ9+gNHeqnvn3jP3SqYy8axS97il1udMrVC5vZ\namAbUA/sds6dYGZ9gD8BHwJWA+c557bkqo0i0vYmT4aRI33P2ltv+eRpyxafVDVnK714mM/yMJ8F\n4CDWMpY5nMJTfIdbOICtzGUUz3MSz3MS8ziBHXTdYx+1tX6qqWlat2mTT966dIEjj1RPm4jkVs6G\nOM1sFTDCObcpad1PgQ3OuZ+a2feB3s65H6Q8T0OcIgUgu+FQn7CdFNKz0TzHsSzhVY7ieU7iBU7k\nFUawgqG4DAYQ+vTx9yitq9MQqYhkJ+9q0EKCNtI5tzFp3evAyc65983sIKDKOffRlOcpQRMpUKlJ\nG7SeuHVhByN5mdE8xwnMYwSv0IstLGAYrzCicVrO4RklbbB3nZuSNxFJJx8TtDeBrfghzt845+4w\ns83Oud7hcQM2JZaTnqcELYKqqirGjBmT62bkLcUve20Zu8pK+PnPYcMGX9+2bt2eJwmkJnF92cBw\n5ielZ6/Ql40s5RiWcgzLOLpxfh39gcz/bU2cXbq/kzYde9EoftlT7KLJNkHLWQ0aMNo5t9bMDgRm\nh96zRs45Z2bNZmITJ05k0KBBAPTq1Yvjjz++8eBJFDNqufnlhQsXxqo9+bas+MVzuaJiDBUVLW9f\nWQmXX17Fu+/CdsYwt/jTLOtZyu07R7Fp0xh6s4lDuIdBrKaCNziHB9nKfBoo4gCGs5RjmE0J/+Rg\nNjCBf3IIjmfwxoS/VSER9MsLFlQxfjyUl4+ha1dYs6aK+nooLvaP19f79iUvFxXBwQf75XXrqhgw\nAKZNG0PnzvGJt5YLazkhLu2J+3JifvXq1UQRi8tsmNk1QA1wKTDGOfeemZUDczTEKSJtLTF0umxZ\n6nCp4yDeC31pSzmaZRzOcg5nOb3YwkqGhKU9p7WUsy+9bpkw8ycw9Oq192VEiothwAA/n+g9rK/3\nfzt3zvw5zdHwrUg0eTXEaWZdgWLnXLWZdQNmAdcBpwIbnXM3mdkPgF46SUBE2tPUqXDLLf7kgO7d\nfWKza9fedW7dqGEoK/ZKzz7CG3Snhrc5jLf4ULPTuxy8x7Xb8kV5OXTt2nJClyyRBG7fDuvXQ0lJ\n88liYlslgtIR5VuC9mHgobDYCbjXOXdjuMzG/cBhpLnMhhK0aKpUSxCJ4pe9fI9dujq35k5S6E41\nh/F2mvTsLfqxgbWU8w6HsoaBrKWcNQzca34bPWnqiauiaSi1Y0t3seHmZNoTWF9f1TiU3NxzlCCm\nl+/f3VzLqxo059wq4Phm1m/C96KJiMRKRUX6H+7Us0tr63vwau3RvMrRzW5fQi2H8g4H825IxdZQ\nzlqOY9Eey8XUNyZsczD6cxTrObDZaQP9qKOkDSPQfjK9JVhC8vXsojwncSHj0tKm24hB5klg8vZK\n9iSqWNSg7Qv1oIlIPkgkbW+9Bb3DueiZ/rgnhgWr11ZTzloGsob+rEuTmq2nHxvoy0Zq6N64djO9\n2UxvttBrr/nUv9X0YH/XzImXaW+gkrqOK6+GOKNQgiYihSKR5L3+uq+Da6ng/6D+DfRs2IJbv57e\nu9dzQMNmetZvpm+nLZR33kzZri30bNhML+fTsl5soW/RZnrWb6GL285WDmCr9aKanlRbDz6gO9vo\nwbaG7lTTgxpa/puY/4Bu7KIzSviyty9JXWs9e0r8ck8JmmREtQTRKH7ZU+yiadP41dXB1q2weTNU\nV/uppgaqq1n6Qg0zH6imdlMNfTtX062hhuLt1XRrqKYbNfRw4S/VdHM1dKeGEnazky7spIza4jK2\nU8YH9WXstDJ2l/j57a6MHVbGTvx8TUMZO9h72kVnailt/NvSlLzNbkrYM0msolBq+NIpLfXTvp69\n27mzvrtR5FUNmoiIxEinTv6O8X377vXQMefDMb/Yx/3V19N15066pt6xvoXpjUU7eLFqB/U1m7Fd\na3Dbd9C5YQed3a7GFKwkkX65puXO7KKsuJYSV0un+qRt2J38DKqAkdbDP2KluE6l1FopO3d3otZ1\nos4VU0enxqmetl1uoKjNJ4ftua7WTx/U+OXOFFGS5rm1FLFkQRFnjC/i4n8H5WftTz1oIiLS8Tjn\nr5VSW9t0nZTUadeuxgvGvTS3jt//tp51a+qwep9GFVFPJ1dHaVEdfXrWUUw927fVUdRQRzF1FLv6\npJTLP17UUIc1NC2nPt6JOkrY3ZgKGa7NU7Uor/E6H+X4oiXMmKEh0mxpiFNERCQGWrv1WKrW7icb\nB+PGwaxZuW5Ffso2QStqi8ZIfKXeukP2jeKXPcUuGsUvmvaMX0WFT2bmz/eXXtm2zZ+Vm27atQtm\nzvRJ0LBhMGQI9OgBZWUtT927+23TbV9aur/eUdX+2pHsA9WgiYiI5FhL19mLIvUafZmc+Znao1da\nCpMm7f+2Scs0xCkiIiJ7SAzTgk/OVH+WPdWgiYiIiMSMatAkI6pjiUbxy55iF43iF43ilz3FLjeU\noImIiIjEjIY4RURERNqIhjhFREREOgglaAVGtQTRKH7ZU+yiUfyiUfyyp9jlhhI0ERERkZhRDZqI\niIhIG1ENmoiIiEgHoQStwKiWIBrFL3uKXTSKXzSKX/YUu9xQgiYiIiISM6pBExEREWkjqkETERER\n6SCUoBUY1RJEo/hlT7GLRvGLRvHLnmKXG0rQRERERGJGNWgiIiIibUQ1aCIiIiIdhBK0AqNagmgU\nv+wpdtEoftEoftlT7HJDCZqIiIhIzKgGTURERKSNqAZNREREpINQglZgVEsQjeKXPcUuGsUvGsUv\ne4pdbihBExEREYkZ1aCJiIiItBHVoImIiIh0EErQCoxqCaJR/LKn2EWj+EWj+GVPscsNJWgiIiIi\nMaMaNBEREZE2oho0ERERkQ5CCVqBUS1BNIpf9hS7aBS/aBS/7Cl2uaEETURERCRmVIMmIiIi0kZU\ngyYiIiLSQShBKzCqJYhG8cueYheN4heN4pc9xS43lKCJiIiIxIxq0ERERETaiGrQRERERDoIJWgF\nRrUE0Sh+2VPsolH8olH8sqfY5UbsEjQzG29mr5vZcjP7fq7b09EsXLgw103Ia4pf9hS7aBS/aBS/\n7Cl2uRGrBM3MioFpwHjgKOACMzsyt63qWLZs2ZLrJuQ1xS97il00il80il/2FLvciFWCBpwArHDO\nrXbO7Qb+CJyd4zaJiIiItKu4JWgHA+8kLf8zrJP9ZPXq1bluQl5T/LKn2EWj+EWj+GVPscuNWF1m\nw8zOBcY75y4NyxcBH3fOfTNpm/g0WERERKQV2Vxmo1NbNCSCd4FDk5YPxfeiNcrmTYqIiIjkk7gN\ncb4MHG5mg8ysFDgfeCTHbRIRERFpV7HqQXPO1ZnZ5UAlUAzc6Zx7LcfNEhEREWlXsapBExEREZH4\nDXHuxcz6mNlsM3vDzGaZWa9mtjnUzOaY2TIzW2pm38pFW+Mkkwv+mtmt4fFFZjasvdsYV63Fzswu\nDDFbbGbPmdnHctHOuMr0YtNm9i9mVmdm57Rn++Iuw+/uGDNbEP69q2rnJsZWBt/dfmY208wWhthN\nzEEzY8nMfmdm75vZkha20W9GGq3FL6vfDedcrCfgp8D3wvz3gZ80s81BwPFhvjvwD+DIXLc9hzEr\nBlYAg4ASYGFqPIDTgRlh/uPAC7ludxymDGM3CjggzI9X7PYtfknbPQ08Bpyb63bHZcrw+OsFLAMO\nCcv9ct3uOEwZxu5a4MZE3ICNQKdctz0OE/BJYBiwJM3j+s2IFr99/t2IfQ8acBZwd5i/G/hs6gbO\nufeccwvDfA3wGjCw3VoYP5lc8Lcxrs65F4FeZjagfZsZS63Gzjk31zm3NSy+CBzSzm2Ms0wvNv1N\n4M/A+vZsXB7IJH5fAP7inPsngHNuQzu3Ma4yid1aoGeY7wlsdM7VtWMbY8s59yywuYVN9JvRgtbi\nl83vRj4kaAOcc++H+feBFg8IMxuEz2JfbNtmxVomF/xtbhslGvt+seQvAzPatEX5pdX4mdnB+B/O\n28IqFcI2yeT4OxzoE8o6XjazL7Zb6+Itk9jdARxtZmuARcAV7dS2jkC/GftPRr8bsTiL08xm44cp\nU01OXnDOuZYuVGtm3fH/K78i9KQVqkx/8FKvKacfyn2IgZmNBf4dGN12zck7mcTvv4EfhO+zsfdx\nWMgyiV8JMBw4BegKzDWzF5xzy9u0ZfGXSex+CCx0zo0xsyHAbDM7zjlX3cZt6yj0mxHRvvxuxCJB\nc86NS/dYKLo7yDn3npmVA+vSbFcC/AWY7pz7axs1NV+0esHfZrY5JKwrdJnEjlDgeQf+zhctDQsU\nmkziNwL4o8/N6AecZma7nXO65mFm8XsH2OCc2wHsMLNngOOAQk/QMondScBUAOfcSjNbBRyBvwan\ntEy/GRHt6+9GPgxxPgJcHOYvBvZKvsL/wu8EXnXO/Xc7ti2uMrng7yPAlwDM7ERgS9JQciFrNXZm\ndhjwIHCRc25FDtoYZ63Gzzk32Dn3Yefch/E93l9TctYok+/uw8AnzKzYzLriC7Zfbed2xlEmsXsd\nOBUg1E8dAbzZrq3MX/rNiCCb341Y9KC14ifA/Wb2ZWA1cB6AmQ0E7nDOnYHvKrwIWGxmC8LzrnTO\nzcxBe3POpbngr5l9NTz+G+fcDDM73cxWAB8Al+SwybGRSeyAHwG9gdtCL9Bu59wJuWpznGQYP0kj\nw+/u62Y2E1gMNOD/HSz4BC3DY+/HwO/NbBG+g+J7zrlNOWt0jJjZH4CTgX5m9g5wDX44Xb8ZGWgt\nfmTxu6EL1YqIiIjETD4McYqIiIgUFCVoIiIiIjGjBE1EREQkZpSgiYiIiMSMEjQRERGRmFGCJiIi\nIhIzStBE9hMz26fbi5nZXWZ2bjPrR5jZL8P8RDP7VZj/auK+i2F9+T6+3rfNrCxCe082s1EZbrva\nzPqE+ef25XXCc641s0n7+jzJTLpjr4XtB5nZkrZs0/6WfAxmuH3jd00kDpSgiewDM2vpO7OvFxVs\ndnvn3CvOuStStwkXi7wnLF4MDNzH17sCf+/GFl+/BWPxt8rJRHK7s7lXaaQLNLbyOYmPb7tcBNPM\ncnVBdF3kU/Ka/hETobGH4HUzm25mr5rZA4nepvA/8Z+Y2SvABDO7wMwWm9kSM/tJyn5uMbOlZvak\nmfUL6y41s3lmttDM/pzciwWcamYvmdk/zOyMsP0YM3s0scukfV9rZpNCz8dI4F4zWxCu7v1Q0nbj\nzOzBlHZ9C5/QzTGzp5LWTwntmmtm/cO6M83sBTObb2azzay/mQ0Cvgr8Z3jNT6Tsv6+ZzQrv/Y6U\ndteEv+Vm9kx4/hIzGx3WjzezV0I7Zift9igzm2NmK83sm0n7e8jMXg6vdWny65jZzWa2EBhlZl8O\ncX3RzO5I6ok8MHwO88K0V9JpZo+Z2bFhfoGZXR3mrzezr5hZt/AZvxKOhbPC493M7PHwXpaY2XnN\n7HuImT0R3sMzZnaEmXUKbTk5bHOjmU1pJj5PJr3O78J7m5/0+sVm9rOwr0VmdllYb2Y2LRzjs4H+\nic/IfI9tVWjPTDM7KGn9ohDPr6e+j6T387PwXhcn3m84hp81s4eBZc0859Nm9nx4X/ebWbek9/pa\nWH9r4ntgKT2q4bM/rKXjIeX1LgqxWmBm/2shgTezSxLHCJn/50OkfTjnNGkq+AkYhL9tzqiwfCcw\nKcyvAr4b5gcCbwF98beTeQo4OzzWAFwQ5q8GfhXm+yS9zg3A5WH+LmBGmB+Kvwl2Z2AM8GhYPzFp\nP9cA3wnzc4DhSft9Degb5u8DzmjmPa5KaUtDYjvgJmBymO+VtM1XgJtTX7+Zfd8KXBXmTw/77hOW\nq8PfScAPw3wR0B04EHgb+FDyawPXAs/hb5XSF9gAFIfHeoe/ZcCSpOUG4PNJn9MqoBf+lnbPALcm\nxWd0mD8Mfw/f1PfzfXxS0hOYBzwR1j8NHB4++x5hXT9geZg/F7g9aT89m9n3U8DQMP9x4KkwfxT+\nnpqnAvNDu9PF58fAhYl1wD/wvaOXJX2OnYGX8Mf2OcAsfFJWDmwO60qA52k6ds7H3yIJ/K2kPhHm\nfwosaea9nJu03/7478ZB+GO4JtHulOf0A/4GlCXF+mqgS3ivQ8L6PwGPJB17k5L2sQQ4rJXjYRXQ\nBzgSfx/JxPHzP8AXQxwS3+US4O+JY0STpjhM+XAvTpH28o5zbm6Ynw58C/h5WP5T+PsvwBzn3EYA\nM7sX+Ff8Dawbkrabjr8xLsCxoTfkAHxSkrhHrAPuB3DOrTCzN4GP7kN7LWn+HuCLZnYXcCL+3rSt\nqXXOPR7mXwHGhflDzex+/A9tKXveTDr5NZN9EvgcgPP37NvczDbzgN+ZWQnwV+fcIjMbC/zNOfdW\neO6WsK0DHnPO7QY2mtk6YACwBrjCzD6baCs+YZoH1AN/CetPAKoS+zOzB4CPhMdOBY40a3wrPcys\nq3Nue1Jbn8V//quAx/E9nWXAh51zy8N7uNHMPon/3Aea74FcDNxsvmf1Mefc35MDYGbdgVHAA0mv\nXxre+6tmNh14FDjR+XtLnpgmPp8GzjSz74blzvhk89P44+3zYX3PEJ9PAvc55xyw1syeDo8fARwN\nPBnaUwysMbMDgAOS2n8PcBp7G52033Vm9jf8d2QbMC/R7hQn4pPR58NrluKTxCOAVc65lWG76fiE\nszXpjgfwx+spwAjg5fB6XYD3aDpGEt/lP9F0jIjknBI0kSbJNSuWsvxB0jbWwnbNrb8LOMs57BZ6\nKQAABFlJREFUt8TMLsb3LqTTkGV7f4//Yd8J3O+cy2Q/u1NeN/Hvwa/wvWaPhSG3azNsT7rkzTfW\nuWdDQvMZ4C4zuwXfk5PuebVJ8/VAJzMbg//BPdE5t9PM5uB/cAF2hkQBWv6cDPi4cy55/6lewg8j\nvwnMxvf6XAa8HB6/MKwb7pyrN7NVQJeQvA0DzgCmmNlTzrkbkvZbBGxxzg1L87rH4mMyIM37SHaO\nc2558oqQgFzunJudsv70FvazzDl3Usr2vVK2aemzTX0sEecPUjdMMts594WU1zyuhf3WsWdJTpfw\nnDGkPx6S3e2c+2HK653dwuuJ5Jxq0ESaHBZ6LAC+gO9FSfUScLL5mqti4N/wwzXgv08Tmnl+d+C9\n0OtyEXsmChNCfdAQYDB+qCodo+lHpBrfOwKAc24tvnfpKnyy1pw9ntOCnmFf4IdYk5/fI81znsG/\nZ8zsNKD3Xo33NUPrnXO/BX4LDANeAP7VfI0b1vJZdxbatjn8GH8U3xvTnJfxn1Mv80XqyWcszsL3\njiXadXzqk0PP3T/xn+fz+M/yu+F9EtqxLiRnY4EPhX2V4xPFe4GbgeEp+90GrEr0cIXP/mNh/hz8\ncOXJwK9CL9aLaeJTmfIehiWt/3p4z5jZR8ysa2j3+WZWFNo4Nmz/D+DAxHFvZiVmdlToqdtioU4Q\nn5A259mk/R6I702eR8vJzgvA6HDMJ+rpDgdeBwaZ2eCw3QU0fVdWE2JpZsOBD4f1rR0PDj+k/PnQ\nPsysTzgWX8QfI33Cd3MCIjGiBE2kyT+Ab5jZq/jhyNvC+uQzEtcCP8DXgC0EXnbOJQr6PwBOMH85\ngjHA9WH91fgfg7/ja8Uad4evuZkHzAC+Gnp1ks+wSzd/F/C/5gvEO4d19wFvO+fSJXm3AzOt6SSB\n5B645H1fix+CexlYn7T+UeBzodA69czM6/CJxFL8UGfy0Fbi+WOBhWY2HzgP+KVzbgO+Z+pB88Xo\nf2jmecnLM/E9aa8CNwJzm9veOfcuvk5rHj7uq/DDbuATm5HmC+CXkX4Y7RngfefcrrCPgTQl3feG\nfSzG1zMlPtdjgRfNbAH+c7+BvV0IfDm836XAWWbWN7yfr4ResWkhPuvTxOcGoMR8Yf5SfPzBJ76v\nAvPDcXgbvvbqIWB5eOxufNKZSEQ/D9wU9r8APwQLcAnw6/Be9ohvQtjvYmARPhH6L+fcOlo4SzR8\n5hOBP5jZotCWI0KcLwMeN39Czvs0JXp/AfqE9/oNmv4j09LxkHi91/D/cZkVXm8WcJBz7j38sT4X\n//kuS9dmkVywphEBkcIVeigedc4dm+OmZM3MpgGvOOfS9aAVFDPr5pz7IPQmPYgvfn841+2SzITh\n9e86587MdVtEckE9aCJN8vZ/K6HH4Rh8YbV414benyXAm0rO8lLefidFolIPmoiIiEjMqAdNRERE\nJGaUoImIiIjEjBI0ERERkZhRgiYiIiISM0rQRERERGLm/wHz5zR/oHZTUgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "site = sites[28]\n", "df = USGS_Site_Data[[site]]\n", "begyear = 1900\n", "endyear = 2015\n", "data = df[(df.index.to_datetime() > pd.datetime(begyear,1,1))&(df.index.to_datetime() < pd.datetime(endyear,1,1))]\n", "data = data.dropna()\n", "\n", "data['doy']=data.index.dayofyear\n", "dailyavg = data[site].groupby(data['doy']).mean()\n", "\n", "\n", "data = np.sort(dailyavg)\n", "\n", "mean = np.mean(data)\n", "std = np.std(data)\n", "f = [(data[i]) for i in range(len(data))]\n", "#f = [(data[i])/mean for i in range(len(data))]\n", "#f = [(data[i]-std)/mean for i in range(len(data))]\n", "\n", "ranks = sp.rankdata(f, method='average')\n", "ranks = ranks[::-1]\n", "prob = [(ranks[i]/(len(f)+1)) for i in range(len(f)) ]\n", "\n", "x = prob\n", "y = f\n", "\n", "plt.figure()\n", "plt.scatter(y,x,label=site,color='blue')\n", "#plt.yscale('log')\n", "#plt.xlim(-.05,1.05)\n", "plt.grid(which = 'both')\n", "plt.ylabel('probability that discharge was exceeded or equaled')\n", "plt.xlabel('normalized discharge')\n", "#plt.xticks(np.arange(0,1.00,0.05))\n", "plt.title('Flow duration curve for ' + site + ' averaged from ' + str(begyear) + ' to ' + str(endyear))\n", "\n", "def func(x,a,b,c,d):\n", " return a*np.log(x*b+c)+d\n", "\n", "par, cov = op.curve_fit(func,y,x,p0=[-0.16528617, 1.54535185, -24.70440088, 0.9])\n", "plt.plot(y, [par[0]*np.log(y[i]*par[1]+par[2])+par[3] for i in range(len(y))], color='red')\n", "print 'curve fit', sp.linregress(x,[par[0]*np.log(y[i]*par[1]+par[2])+par[3] for i in range(len(y))])\n", "\n", "plt.figure()\n", "plt.scatter(x,y,label=site,color='blue')\n", "#plt.yscale('log')\n", "#plt.xlim(-.05,1.05)\n", "plt.grid(which = 'both')\n", "plt.xlabel('probability that discharge was exceeded or equaled')\n", "plt.ylabel('normalized discharge')\n", "#plt.xticks(np.arange(0,1.00,0.05))\n", "plt.title('Flow duration curve for ' + site + ' averaged from ' + str(begyear) + ' to ' + str(endyear))\n", "\n", "def func2(x,a,b,c,d):\n", " return a*np.exp(x*b+c)+d\n", "\n", "\n", "parm, covm = op.curve_fit(func2,x,y,p0=[-0.16528617, 0.02, 0.70440088, 0.9])\n", "plt.plot(x, [parm[0]*np.exp(x[i]*parm[1]+parm[2])+parm[3] for i in range(len(x))], color='red')\n", "print 'curve fit', sp.linregress(y,[parm[0]*np.exp(x[i]*parm[1]+parm[2])+parm[3] for i in range(len(x))])" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def dic2df(dic,head):\n", " df = pd.DataFrame(data=dic)\n", " df = df.transpose()\n", " df.columns = [str(head)+'_var1',str(head)+'_var2',str(head)+'_var3',str(head)+'_var4',str(head)+'_r2',str(head)+'_err']\n", " return df" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "q = {}; m = {}; n = {}; k = {}; j = {}; p = {}\n", "\n", "for site in sites:\n", " q[site] = fdcmatch(USGS_Site_Data,site,1900,2015,1,1)\n", " m[site] = fdcmatch(USGS_Site_Data,site,1900,1970,1,1)\n", " n[site] = fdcmatch(USGS_Site_Data,site,1970,2015,1,1)\n", " k[site] = fdcmatch(USGS_Site_Data,site,1900,2015,1,0)\n", " j[site] = fdcmatch(USGS_Site_Data,site,1900,1970,1,0)\n", " p[site] = fdcmatch(USGS_Site_Data,site,1970,2015,1,0)\n", " \n", "dics = [q,m,n,k,j,p]\n", "heads = ['all','to70','fm70','allin','to70in','fm70in']\n", "\n", "USGS_q = dic2df(q,'all')\n", "USGS_m = dic2df(m,'to70')\n", "USGS_parms = pd.merge(USGS_q,USGS_m, left_index=True, right_index=True, how='outer' )\n", "\n", "for i in range(2,6,1):\n", " x = dic2df(dics[i],heads[i])\n", " USGS_parms = pd.merge(USGS_parms,x, left_index=True, right_index=True, how='outer' )\n", "\n", "USGS_parms.to_clipboard()\n", "#USGS_finish_date = USGS_finish_date.drop([0],axis=1)\n", "#USGS_start_fin = pd.merge(USGS_finish_date,USGS_start_date, left_index=True, right_index=True, how='outer' )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The equations from the modeled fdc plots can be used to estimate the discharge for a site based on data from a similar site. However, the results are mediocre." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/magik/miniconda/envs/earthpy/lib/python2.7/site-packages/ipykernel/__main__.py:8: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] }, { "data": { "text/plain": [ "(719163.0, 720624.0)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAHiCAYAAACz7ltUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n1 = 12\n", "n2 = 11\n", "\n", "USGS_Site_Data[sites[n1]+'p'] = [USGS_parms['all_var1'][n1]*np.log(USGS_Site_Data[sites[n1]][i]*USGS_parms['all_var2'][n1]+\\\n", " USGS_parms['all_var3'][n1])+USGS_parms['all_var4'][n1] for i in \\\n", "range(len(USGS_Site_Data[sites[n1]]))]\n", "\n", "USGS_Data = USGS_Site_Data[USGS_Site_Data[sites[n1]+'p']>0]\n", "\n", "USGS_Data[sites[n2]+'d'] = [USGS_parms['allin_var1'][n2]*np.exp(USGS_Data[sites[n1]+'p'][i]*USGS_parms['allin_var2'][n2]+\\\n", " USGS_parms['allin_var3'][n2])+USGS_parms['allin_var4'][n2] for i in \\\n", "range(len(USGS_Data[sites[n1]+'p']))]\n", "\n", "y1 = USGS_Data[sites[n2]+'d'].values\n", "y2 = USGS_Site_Data[sites[n2]].values\n", "\n", "x1 = USGS_Data.index.to_datetime()\n", "x2 = USGS_Site_Data.index.to_datetime()\n", "y3 = USGS_Data[sites[n1]]\n", "\n", "\n", "plt.figure()\n", "plt.plot(x1,y1, label=\"modeled discharge\")\n", "plt.plot(x2,y2, label=\"actual discharge\")\n", "plt.plot(x1,y3, label=\"reference discharge\")\n", "plt.yscale('log')\n", "plt.legend()\n", "#plt.xlim(USGS_Site_Info['start_date'][n2],USGS_Site_Info['fin_date'][n2])\n", "plt.xlim('1/1/1970','1/1/1974')\n", "#plt.ylim(1,100)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://stackoverflow.com/questions/15408371/cumulative-distribution-plots-python
\n", "http://hydroclimpy.sourceforge.net/installation.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the following script if you want to see a map of your stations. This assumes that you have the [Basemap package](http://matplotlib.org/basemap/) installed." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAHMCAYAAADGYZ8mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nr9fr9WddrxvG6/V6vV6v1+v1Z13/DznxAT1nF6OxAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.basemap import Basemap\n", "X = USGS_Site_Info['longitude'].astype(float).values.tolist()\n", "Y = USGS_Site_Info['latitude'].astype(float).values.tolist()\n", "\n", "n = 0.05 \n", "m = Basemap(llcrnrlon=min(X)+n,llcrnrlat=min(Y)+n,urcrnrlon=max(X)+n,urcrnrlat=max(Y)+n,\n", " resolution='h',projection='cyl',lon_0=np.mean(X),lat_0=np.mean(Y))\n", "m.drawrivers(color='blue',linewidth=0.5)\n", "m.drawcounties(color='red',linewidth=0.5)\n", "m.arcgisimage()\n", "#m.etopo(scale=0.5)\n", "lons = X\n", "lats = Y\n", "x,y = m(lons,lats)\n", "m.plot(x,y,'ro', markersize=8)\n", "\n", "#m.drawmapscale(lon=-114, lat=43.5, length=100, lon0=-114, lat0=39, barstyle='simple', units='km')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis in R" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "col = USGS_Site_Data.columns" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import rpy2.robjects as robj\n", "import rpy2.rlike.container as rlc\n", "\n", "def pandas_data_frame_to_rpy2_data_frame(pDataframe):\n", " orderedDict = rlc.OrdDict()\n", "\n", " for columnName in pDataframe:\n", " columnValues = pDataframe[columnName].values\n", " filteredValues = [value if pd.notnull(value) else robj.NA_Real \n", " for value in columnValues]\n", "\n", " try:\n", " orderedDict[columnName] = robj.FloatVector(filteredValues)\n", " except ValueError:\n", " orderedDict[columnName] = robj.StrVector(filteredValues)\n", "\n", " rDataFrame = robj.DataFrame(orderedDict)\n", " rDataFrame.rownames = robj.StrVector(pDataframe.index)\n", "\n", " return rDataFrame" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [ "USD = pandas_data_frame_to_rpy2_data_frame(USGS_Site_Data)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "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": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }