{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ice Out Predictor for Rainy Lake\n", "\n", "Ice out is a key date in the annual life of the lake. For the tourism industry, ice out is when the lake becomes generally available for fishing and recreation. For many species native to the lake, ice out marks a transition from Winter to Summer patterns of life. In typical years, by the time of ice out the Spring water flows have already increased significantly due to the Spring runoff, with increased summer rains not far behind.\n", "\n", "![Rainy Lake Ice Out](../images/DSCN0059_.jpg)\n", "\n", "Ice out on Rainy Lake is the first day in the year in which a boat can travel from Island View to Kettle Falls unimpeded by ice. This has been recorded by the International Falls Daily Journal since 1930.\n", "\n", "The purpose of this notebook is to investigate the historical data for ice out on Rainy Lake with a view to determining its role in the management of the lake and surrounding watershed.\n", "\n", "* Initialization\n", "* Distribution of Ice Out Dates\n", "* Fitting Ice Out Dates to a Trendline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Initialization" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Display graphics inline with the notebook\n", "%matplotlib inline\n", "\n", "# Standard Python modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import seaborn as sns\n", "import pandas as pd\n", "import os\n", "import datetime\n", "import scipy.stats as stats\n", "import pickle\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display\n", "\n", "# graphics context\n", "sns.set_context(\"poster\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ice Out Descriptive Statistics\n", "\n", "Records for ice out dates on Rainy Lake from 1930 to the present day are maintained by the Minnesota DNR, available [here](http://www.dnr.state.mn.us/ice_out/index.html). The data set has been previously downloaded into a file in the data directory. The ice out dates are converted to an integer 'day of year' and stored as a Pandas series object." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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zh6NHj2q9F4UmyREjRA5r2rQpKSkprF27VmP7gQMHCA0NJSEhgaJFi1KzZk0i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TOEEEIIHW8yv0tmm9NDiI9F5ogRQgghhBBCCCGE+EgkESOEEEIIIYQQQgjxkUgiRgghhBBC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\nsWDBAsqWLatzH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read .csv file\n", "RL_ICEOUT = pd.read_csv('../data/IceOut_RL.txt',index_col=0,parse_dates=True,skiprows=1)\n", "\n", "# remove duplicated data\n", "RL_ICEOUT = RL_ICEOUT[RL_ICEOUT[' source']=='MNDNR-SCO']\n", "\n", "# drop unneeded columns\n", "RL_ICEOUT.drop(' source', axis=1, inplace=True)\n", "RL_ICEOUT.drop(' comments', axis=1, inplace=True)\n", "\n", "# translate to a pd Series with 'day of year' of ice out events\n", "IO_DOY = pd.Series(RL_ICEOUT.index.dayofyear, index=RL_ICEOUT.index.year)\n", "\n", "# fit normal distribution\n", "param = stats.norm.fit(np.array(IO_DOY))\n", "\n", "# visualization\n", "plt.figure(figsize=(16,7))\n", "\n", "# plot of PDF and overlay Normal Distribution fit\n", "plt.subplot2grid((2,5),(0,3),colspan=2)\n", "x = np.linspace(90,150,61)\n", "pdf = stats.norm.pdf(x,loc=param[0],scale=param[1])\n", "plt.hist(np.array(IO_DOY),normed=1,alpha=0.8,bins=20)\n", "plt.plot(x,pdf)\n", "plt.title('Distribution of Ice Out Dates')\n", "plt.xticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.plot([param[0],param[0]],plt.ylim(),'r',lw=2)\n", "plt.annotate('Mean Ice Out: May 2',xy=(95,0.05))\n", "plt.xlim(90,140)\n", "\n", "# plot cumulative PDF\n", "plt.subplot2grid((2,5),(1,3),colspan=2)\n", "IO_DOY.hist(cumulative=True,alpha=0.8,bins=20,normed=True)\n", "plt.title('Cumulative Distribution of Ice Out Dates')\n", "plt.xticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.plot([90,IO_DOY.median(),IO_DOY.median()],[0.5,0.5,0],'r',lw=2)\n", "plt.annotate('Median Ice Out: May 4',xy=(95,0.6))\n", "plt.xlim(90,140)\n", "\n", "# create time series plot\n", "ax = plt.subplot2grid((2,5),(0,0),rowspan=2,colspan=3)\n", "IO_DOY.plot(marker='.',ms=15)\n", "plt.yticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.xlabel('Year')\n", "plt.ylabel('Day of Year')\n", "plt.title('Ice Out Dates on Rainy Lake 1930-2015')\n", "\n", "idate = datetime.datetime(2016,1,1) + datetime.timedelta(days=param[0]-1)\n", "s = idate.strftime('Mean date for Ice Out: %b %d \\n')\n", "s += 'Mean DOY for Ice Out: {0:.1f}\\n'.format(param[0])\n", "s += 'Std Dev: {0:.1f} days \\n'.format(param[1])\n", "s += '90% confidence interval: +/- {0:.1f} days'.format(1.645*param[1])\n", "\n", "plt.annotate(s,(1940,95),linespacing=1.5)\n", "\n", "plt.tight_layout()\n", "\n", "fname = '../images/IceOutData.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Significance of Ice Out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Data Sources" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "dir = '../data/'\n", "\n", "# Rainy River Flowrate, units of cubic meters per second\n", "RR = pd.read_pickle(dir+'RR.pkl')\n", "\n", "# Rainy Lake Level, units of meters\n", "RL = pd.read_pickle(dir+'RL.pkl')\n", "\n", "# Stage-Area function for Rainy Lake, units of ?\n", "area = pd.read_pickle(dir+'area.pkl')['Rainy Lake']\n", "\n", "# Stage-Volume function for Rainy Lake, units of millions of cubic meters\n", "volume = pd.read_pickle(dir+'volume.pkl')['Rainy Lake']\n", "\n", "# Rule Curves for Rainy Lake, units of meters\n", "RL2000 = pd.read_pickle(dir+'RL2000.pkl')\n", "RL1970 = pd.read_pickle(dir+'RL1970.pkl')\n", "\n", "# Discharge Relationship (Thompson, 2014), units of meters\n", "data = pd.DataFrame([\n", " [335.40, 0.0],\n", " [336.00, 399.0],\n", " [336.50, 425.0],\n", " [336.75, 443.0],\n", " [337.00, 589.0],\n", " [337.25, 704.0],\n", " [337.50, 792.0],\n", " [337.75, 909.0],\n", " [338.00, 1014.0],\n", " [338.50, 1156.0],\n", " [339.00, 1324.0],\n", " [339.50, 1550.0],\n", " [340.00, 1778.0]\n", "])\n", "\n", "# Create a function to compute maximum discharge as function of lake elevation\n", "from scipy.interpolate import interp1d\n", "Qmax = interp1d(data[0],data[1])\n", "\n", "# Compute inflow\n", "Inflow = RR + RL.map(volume).diff()*1000000.0/86400.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Historical Lake Inflows" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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27dtZvXo133//Pb/++itWq5UyZcrw0ksvMWzYMIoXL35ffVWqVIk2bdowb948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\nv7qipweLIIubG43BQKNeJytiNLKFVwU771IIcPOZ5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iNSGMi7uxxbh4cKqxWfKYLGBGBu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g7c3d0xf/586Orq4vz587h8+TIMDQ1hZmaGxYsXY+HChbh161aJCR4BYPTo0Thz5gz27NkD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\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CwqddsSRtBAhTwiSoFlbPtHW6FHG4oXgtQbpCIUwNFDFo0ZEyJgTpRqMQEBCmpDhS9Xrh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\nWLGCf/3rX5SXlzNgwAB+/etfM3r06MQ+1cV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ymin = -200\n", "ymax = 3200\n", "yrA = '1948'\n", "yrB = '2016'\n", "\n", "H = RL2000.copy()\n", "\n", "dateA = datetime.datetime(2014,1,1)\n", "\n", "plt.figure(figsize=(16,9))\n", "plt.subplot(3,1,1)\n", "H['AGO'].map(Qmax).plot(color='g',lw=3)\n", "for (yr,r) in Inflow[yrA:yrB].groupby(Inflow[yrA:yrB].index.year):\n", " shift = dateA - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days)\n", " r.plot(color='b',alpha=0.15,lw=2)\n", " \n", "doyA = plt.xlim()[0] + IO_DOY.min()\n", "doyB = plt.xlim()[0] + IO_DOY.max()\n", "\n", "plt.fill_between([doyA,doyB],[ymin,ymin],[ymax,ymax],color='r',alpha=0.3)\n", "\n", "plt.ylabel('cubic meters/sec')\n", "plt.title('Rainy Lake Inflow:' + yrA + ' to ' + yrB)\n", "plt.ylim(ymin,ymax);\n", "a,b = plt.xlim()\n", "plt.xlim(a-20,b+20)\n", "plt.annotate('Ice Out Range',xy=(16100,2500))\n", "plt.annotate('AGO Discharge Rate',xy=(16071,1100))\n", "\n", "plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", "\n", "# Adjusted Inflows\n", "\n", "plt.subplot(3,1,2)\n", "plt.xlim(a-20,b+20)\n", "H['AGO'].map(Qmax).plot(color='g',lw=3)\n", "for (yr,r) in Inflow[yrA:yrB].groupby(Inflow[yrA:yrB].index.year):\n", " io_shift = IO_DOY[yr]-123\n", " shift = dateA - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days - io_shift)\n", " r.plot(color='b',alpha=0.15,lw=2)\n", " x = 16071 + IO_DOY[yr] - io_shift\n", " plt.plot([x,x],[ymin,ymax],'r',alpha=0.5)\n", "\n", "plt.title('Rainy Lake Inflow with Dates to a Constant May 3 Ice out')\n", "plt.ylabel('cubic meters/sec')\n", "plt.ylim(ymin,ymax);\n", "#plt.gca().get_xaxis().set_ticklabels([])\n", "plt.annotate('AGO Discharge Rate',xy=(16071,1100))\n", "\n", "plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", "\n", "# Plot 2000 Rule Curves\n", "\n", "plt.subplot(3,1,3)\n", "\n", "plt.plot(RL2000.index,RL2000['ELW'],color='g',alpha=0.5)\n", "plt.plot(RL2000.index,RL2000['EDL'],color='g',alpha=0.5)\n", "plt.plot(RL2000.index,RL2000['EHW'],color='g',alpha=0.5)\n", "plt.plot(RL2000.index,RL2000['AGO'],color='g',alpha=0.5)\n", "\n", "plt.fill_between(RL2000.index,\n", " RL2000['LRC'].tolist(),\n", " RL2000['URC'].tolist(),\n", " color='g', alpha=0.5)\n", "plt.ylim(336.5,338.5)\n", "plt.ylabel('level [meters]')\n", "plt.title('Rainy Lake Rule Curve: 2000 - present')\n", "\n", "plt.gca().xaxis.set_major_locator(mdates.MonthLocator())\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", "\n", "plt.tight_layout();\n", "\n", "fname = '../images/IceOutInflows.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relationship of Ice Out to Summer High Water Events" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[22, 22, 23] [2, 6, 11] [34.0, 176.0, 467.0] [120.0, 127.0, 142.0]\n", "17.0\n", "29.3333333333\n", "42.4545454545\n" ] }, { "data": { "image/png": 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57bSG7nxdWmP6H0vrNwvn67p+fNHjTie5vEc1AAAAS+hV8L+k/f1DdV2/tv3nv6yqalda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\nTvKqtH4jcL6u68c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Are ice-out dates correlated with level and flow data?\n", "\n", "# create DataFrame for 'day of year' of ice out events\n", "ds = pd.Series(RL_ICEOUT.index.dayofyear, index=RL_ICEOUT.index.year)\n", "df = pd.DataFrame(ds)\n", "df.columns = ['DOY']\n", "\n", "# create DataFrame with Lake Level data\n", "level = pd.DataFrame(RL)\n", "level.columns = ['Level']\n", "\n", "# is the lake level greater than EHW and AGO levels\n", "AGO = 337.90\n", "EHW = 337.75\n", "level['EHW'] = level['Level'] > EHW\n", "level['AGO'] = level['Level'] > AGO\n", "\n", "# concatenate\n", "df = pd.concat([df,level['AGO'].groupby(level.index.year).sum()],axis=1)\n", "df.columns = ['DOY','AGO']\n", "df['High Water'] = df['AGO'] > 0\n", "df['Early'] = df['DOY'] <= 123.4\n", "df['Late'] = df['DOY'] > 123.4\n", "\n", "x = df.ix['1948':]['DOY']\n", "y = df.ix['1948':]['AGO']\n", "plt.scatter(x,y)\n", "\n", "# trim to year range\n", "df = df.ix[yrA:yrB]\n", "\n", "#print(df.loc[df['Late']].sum())\n", "\n", "k = 0\n", "nyr = [0,0,0]\n", "nAGO = [0,0,0]\n", "nDays = [0,0,0]\n", "nDate = [0,0,0]\n", "for idx in df.sort_values('DOY').index:\n", " k += 1\n", " if k/len(df) < 0.333:\n", " nyr[0] += 1\n", " if df.ix[idx,'High Water']:\n", " nAGO[0] += 1\n", " nDays[0] += df.ix[idx,'AGO']\n", " nDate[0] = df.ix[idx,'DOY']\n", " elif k/len(df) < 0.666:\n", " nyr[1] += 1\n", " if df.ix[idx,'High Water']:\n", " nAGO[1] += 1 \n", " nDate[1] = df.ix[idx,'DOY']\n", " nDays[1] += df.ix[idx,'AGO'] \n", " else:\n", " nyr[2] += 1\n", " if df.ix[idx,'High Water']:\n", " nAGO[2] += 1 \n", " nDays[2] += df.ix[idx,'AGO']\n", " nDate[2] = df.ix[idx,'DOY']\n", " \n", "print(nyr,nAGO,nDays,nDate)\n", "\n", "for k in range(0,3):\n", " print(nDays[k]/nAGO[k])\n", " \n", "#df.plot.pie('High Water')\n", "# Fraction of Years with High Water > AGO\n", "#df[['AGO','Early']].plot('Early').pie()\n", "\n", "#plt.xticks([92,102,112,122,132,142,153],\n", "# ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Indicators of Change" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ice Out Trendline" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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RybNCoxMgreWQ6Wegr4fRsQnGxmfwgxDPdRge6uPw8IACH2kaOpdFREREJK8U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2/kOW1p8+bNqVWrNnPnzvbds1NSUli8eBHt23eiTJlY3G438+bN5cILL6J69ZoBn7Vu3QuJj6/r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\nUAJnFPucXABgrc00xlQ3xryI8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16,9))\n", "\n", "sns.regplot(x=RL_ICEOUT.index.year,\n", " y=RL_ICEOUT.index.dayofyear,\n", " data = IO_DOY,\n", " ci=90,\n", " scatter=True,\n", " fit_reg = True)\n", "\n", "plt.title('Ice Out Date on Rainy Lake')\n", "plt.ylabel('Day of Year')\n", "plt.xlabel('Year')\n", "plt.xlim(1930,2020)\n", "plt.yticks([92,102,112,122,132,142],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20']);\n", "plt.annotate('Ice Out date is decreasing 0.8 days/decade over 85 years',xy=(1935,100))\n", "\n", "fname = '../images/IceOutTrendLine.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.055\n", "Model: OLS Adj. R-squared: 0.044\n", "Method: Least Squares F-statistic: 4.913\n", "Date: Tue, 07 Mar 2017 Prob (F-statistic): 0.0294\n", "Time: 10:30:27 Log-Likelihood: -305.00\n", "No. Observations: 86 AIC: 614.0\n", "Df Residuals: 84 BIC: 618.9\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const 284.7548 72.785 3.912 0.000 140.014 429.496\n", "x1 -0.0818 0.037 -2.217 0.029 -0.155 -0.008\n", "==============================================================================\n", "Omnibus: 2.212 Durbin-Watson: 2.108\n", "Prob(Omnibus): 0.331 Jarque-Bera (JB): 1.576\n", "Skew: -0.290 Prob(JB): 0.455\n", "Kurtosis: 3.321 Cond. No. 1.57e+05\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 1.57e+05. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "import statsmodels.api as sm\n", "\n", "x = RL_ICEOUT.index.year\n", "y = RL_ICEOUT.index.dayofyear\n", "\n", "regressors = sm.tools.tools.add_constant(x)\n", "r = sm.OLS(y,regressors).fit()\n", "\n", "print(r.summary())" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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m3H2/N9r3/wKbgOuBz4x121mNkHDXrBM2NaJykkULKbXQWCl5KOu6N3HQ61/J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\nILeq8Cj5M/WonieJK/czL+7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ypred = r.params[0] + r.params[1]*x\n", "\n", "plt.figure(figsize=(8,5))\n", "plt.plot(x, ypred, 'r', lw=3)\n", "plt.scatter(x, y)\n", "plt.xlim(1947,2016)\n", "plt.ylim(95,145)\n", "plt.yticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.title('Ice Out Dates for Rainy Lake')\n", "plt.xlabel('Year')\n", "plt.ylabel('Day of Year')\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average DOY for Ice Out: 119.9\n", "Average date for Ice Out: Apr 30\n", "Std Dev: 8.7 days\n", "90% confidence interval: -14.5 to +14.5 days\n" ] } ], "source": [ "from statsmodels.sandbox.regression.predstd import wls_prediction_std\n", "prstd, xa, xb = wls_prediction_std(r, exog=[1,2016], alpha=0.1)\n", "\n", "day = r.predict([1.0,2016.0])\n", "\n", "idate = datetime.datetime(2017,1,1) + datetime.timedelta(days=day[0])\n", "print('Average DOY for Ice Out: {0:.1f}'.format(day[0]))\n", "print(idate.strftime('Average date for Ice Out: %b %d'))\n", "print('Std Dev: {0:.1f} days'.format(prstd[0]))\n", "print('90% confidence interval: -{0:.1f} to +{0:.1f} days'.format(day[0]-xa[0],xb[0]-day[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weather Data\n", "\n", "\n", "[GHCN (Global Historical Climatology Network) – Daily Documentation](https://www1.ncdc.noaa.gov/pub/data/cdo/documentation/GHCND_documentation.pdf)\n", "\n", "### Read Data Set" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "STATION: GHCND:USW00014918\n", "STATION_NAME: INTERNATIONAL FALLS INTERNATIONAL AIRPORT MN US\n" ] }, { "data": { "text/html": [ "
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PRCPSNWDSNOWTMAXTMINWESDAWNDSnow on GroundMonthYearWater YearWater Month
DATE
2016-12-270.000279.400.00-11.666667-21.111111NaN2.279904True12201620173
2016-12-282.540279.4035.56-3.333333-16.666667NaN3.084576True12201620173
2016-12-290.254279.405.08-5.000000-11.666667NaN5.900928True12201620173
2016-12-304.064248.9286.36-11.666667-13.888889NaN2.503424True12201620173
2016-12-310.762330.2010.16-7.777778-27.777778NaN2.503424True12201620174
\n", "
" ], "text/plain": [ " PRCP SNWD SNOW TMAX TMIN WESD AWND \\\n", "DATE \n", "2016-12-27 0.000 279.40 0.00 -11.666667 -21.111111 NaN 2.279904 \n", "2016-12-28 2.540 279.40 35.56 -3.333333 -16.666667 NaN 3.084576 \n", "2016-12-29 0.254 279.40 5.08 -5.000000 -11.666667 NaN 5.900928 \n", "2016-12-30 4.064 248.92 86.36 -11.666667 -13.888889 NaN 2.503424 \n", "2016-12-31 0.762 330.20 10.16 -7.777778 -27.777778 NaN 2.503424 \n", "\n", " Snow on Ground Month Year Water Year Water Month \n", "DATE \n", "2016-12-27 True 12 2016 2017 3 \n", "2016-12-28 True 12 2016 2017 3 \n", "2016-12-29 True 12 2016 2017 3 \n", "2016-12-30 True 12 2016 2017 3 \n", "2016-12-31 True 12 2016 2017 4 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read temperature data series\n", "wdata = pd.read_csv('../data/893229.csv',index_col=2,parse_dates=True);\n", "for col in wdata.columns:\n", " wdata.ix[wdata[col]==-9999,col] = float('nan')\n", " \n", "# extract station and station name\n", "STATION = wdata.ix[0,0]\n", "STATION_NAME = wdata.ix[0,1]\n", "print('STATION: ',STATION)\n", "print('STATION_NAME: ',STATION_NAME)\n", "\n", "# the data set has a large gap, so slice to 1948 and forward\n", "wdata = wdata['1948':'2016']\n", "\n", "# keep key columns\n", "cols = ['PRCP','SNWD','SNOW','TMAX','TMIN','WESD','AWND']\n", "wdata = wdata[cols]\n", "\n", "# convert units\n", "wdata['PRCP'] = 25.4*wdata['PRCP'] # inches to mm\n", "wdata['SNWD'] = 25.4*wdata['SNWD'] # inches to mm\n", "wdata['SNOW'] = 25.4*wdata['SNOW'] # inches to mm\n", "wdata['TMAX'] = (wdata['TMAX']-32.0)/1.8 # F to C\n", "wdata['TMIN'] = (wdata['TMIN']-32.0)/1.8 # F to C\n", "wdata['WESD'] = 25.4*wdata['WESD'] # inches to mm\n", "wdata['AWND'] = 0.44704*wdata['AWND'] # mph to m/s\n", "\n", "desc = {\n", " 'PRCP':('Precipitation','mm'),\n", " 'SNWD':('Snow Depth','mm'),\n", " 'SNOW':('Snowfall','mm'),\n", " 'ACMH':('Average Cloudiness Midnight to Midnight','%'), \n", " 'TMAX':('Maximum Temperature','degrees C'),\n", " 'TMIN':('Minimum Temperature','degrees C'),\n", " 'WESD':('Water Equivalent of Snow on the Ground','mm'),\n", " 'AWND':('Average Daily Wind Speed','meters per second'),\n", " 'Snow on Ground':('Snow on Ground','days')\n", "}\n", "\n", "# logical variable to determine if snow is on the ground\n", "wdata['Snow on Ground'] = wdata['SNWD'] > 0\n", "wdata['SNWD'].replace(0,np.NaN)\n", "\n", "# add calendar year and month columns\n", "wdata['Month'] = wdata.index.month\n", "wdata['Year'] = wdata.index.year\n", "\n", "# add water year and month columns\n", "wdata['Water Year'] = wdata.index.shift(+4,freq='M').year\n", "wdata['Water Month'] = wdata.index.shift(+4,freq='M').month\n", "\n", "# peek at data\n", "wdata.tail()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Regression plot using Seaborn\n", "\n", "def regplot(q,data):\n", " data['Year'] = data.index.tolist()\n", " sns.regplot(x='Year', y=q, data = data,\n", " ci=90, scatter=True, fit_reg = True)\n", "\n", " sns.set_context(\"notebook\", font_scale=1.5)\n", " plt.title(desc[q][0])\n", " plt.ylabel(desc[q][1])\n", " plt.xlabel('Year')\n", " plt.xlim(1948,2017)\n", " plt.ylim(0,1.1*plt.ylim()[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ENSO Data" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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130iXmWGE0Y2HygDl6Wr+crnK7YnjvgHRurgzIfHPzNzuWDUCnTdSI+GqtVx6\ny7yJg7srcZCeUy4T9UBvoKajIqlI1mbETSsFZppVQveNKBlJaeIR3/2vclx/XOVe7URaTixMxl4Z\n477RCfYfmKA8fRymq+3jE3Z8Up97sp974HL1xdLjBlcvnZ4LqHK59D51jpRcK5dhqlxmqskajnjY\na7m/j917xmY1m8T9OpLHgsQJNT7RAgUKRP9RKDB9056ZCYKY1bZeSlyFF2Z21/aTcN/SMe7fP9He\ng0jPO/6YB83q45BcLr2v3i2nb2P+OuNR4LfAFdFtn0VyJR72OjFZaqgvR7vKIJImcT8GjarIpno1\nDtcx//dSH/Bg4NNmts7dP9CykomI9CgNRQzJQ95izot6fRzObGQnZvYWwuyVShxEJNc0FFGyrlUT\nGlwHtObeqyIiPWy+oYgiWbDoxMHMBoCXA7cvvjgiIr1NQxEl6xaVOERNFLuBM4ALWlIiEZEeVmvI\noYYiSlYstsbhh8A/Ao919y+2oDwiIj2t1pBDDUWUrGjoPg5m9kTgVcBm4OBo8Tbg+8Al7v6z9hRP\nRKS3aCiiZF3dxMHMPgC8DjgA/Bj4f9GqQ4HTgTPN7L3ufl7bSiki0iHxUMr7909w0IolTZ30aw1F\n1DBNyYJ6N4B6BXAWoTni3e6+t2L9QcDfAW82sxvc/UttK6mISJslh1L29xVaOpRSwzQlK+r1cfgL\n4DPu/neVSQOAu9/v7n8HfBZ4TTsKKCLSKe0cSqlhmpIV9RKHRwD/0cB+vgw8evHFERHpnnYOpdQw\nTcmKeonDKmBnA/sZBh6w+OKIiHRPO4dSapimdEo8Gd7kVGl6Hp0D45OMjk22ZP/1OkcWgUaONMXM\nJH2LZmZ9hPtCnAmsBr4F/LW776ix/fHAh4DjCKM93qVJt0Rkodo5q2PeZ4yMp3QvzXoM076XmZma\nfXp5PGV7Gcql8vRU7rPXRc+v3GfyufG078CKFfezZ8+B6W1L5TLl0kyZ4n3OKWdiCvlZz41nrYVo\nmxrlKFXb9/zHKVWWJxF7tfImjzPfBFNf+6dDF/1aNjIcsxuT751PuBvlywg1Hh8FriQMB53FzIaA\nbwOfA/4c+EPgU2b2O3e/qlMFFpHeU/nlfcT61Zxy3CHc8Mth9hwIoyoe9ZB1DK1ZzsisE061E0WV\nk0Np9knkmAev4fZt97F3dIKVy/o5asNB7N0/wf/6PXNOSLVPODMnmZmTaZMnM8r09/cxNjZZZX1y\nH/OczBLwYZGYAAAgAElEQVTHmbW+4oSsWVyzo5HE4cNmdn+dbQ5qRWFg+hbWZwGvc/f/jpa9CNhq\nZie4+w8qnvJK4D7gLHcvAbea2WOANwBKHFJEQ9EaU+vKbPrkUPULfe7JLPlFX/0KK7l85mSxfec+\n7rj7fvYdmGDF0iUccfBqHrhmGeUSLF8xwN69Y3WvzHbdf4Dtu/YxNj7F0iV9DK1ZzkErB6qecKtf\nMYWf612ZVVufvEpNxjbr5NnAlVns1t/sbsvrvOv+Me66Z19b9i3dUwAKhQLFYvRYKFAoEB6LBYoQ\nHgsV64sFCsw8hm0Sz432Gf88s3zmMd7fsmVLmJiYjH6fWV5sUbtAvcThWkKNw5I6241G27bCownN\nE1fHC9z9TjO7EzgRqEwcTgSujZKG2NXAR82s4O5KdFugoZNZleXjZRjZvZ87t9/PD27+XfiiLsP2\nnfv56nV38rhjHsQhD1xZfZ9Vr3zqnHAqr7wSJ5lq6ytPMjWvzOacKGfvs1gsMDEx1VA1Y7UT+kJP\nZp0ysmecbfcu7uS2d3SSnferA2A3VTu5xD/39xWgXP1kFp945juZxT9XPVHGy5lZX+1kNr2f4tz1\nMyfd2ftJPnd2+aqVI+z7oIOWs3fvgei5FSf0RDmm406Wd07s1U/ihULLWu2btnbtSnbtal9SWm9a\n7ZPbduTaDoset1Usvxs4vMb2N1TZdgWwDri31oF+t2v/nC/0WldmtdrMqlVXVp4IKtcvXdrP/tGJ\nmf00eDKbc6Jk5jjVTmZzr8yqtIlVuTKLY4+v+tp5Mvvmj37Tpj1L2tU6mVVemU1fhVV8kVeeZBo5\nmc05aVVdH7ZZvmKAsQMTNY8Tn8zmHLOyPMX6J8pZ+6wsZ3Ge9Ym/T7Mns3afZNIkT7G2U0O3nO6w\nFUDJ3Scqlo8By2psf6DKttTYftrFX7qxqQJKdlVeKc2cIGZ/kRcLVa5Cpn+uPLHNrmIszrq6SRyn\n8su/WOW5FSerYuK4yRNc9Z9nH3vOybhY4Evf+SXlcjn0dI7+F1/JnfnHx9Y8acb7LRYKfOSLPyNU\nVBZmekxH5Tj3pY9N1ZWZBGvXrux2ETomL7G2M840Jg6jQNHM+t09OaJjKVAtVRyN1lGxLTW27zn1\nqsaqXdUkr0pqX5nVvvKqeuVG9ePMaqOruKJbuXKAA6MT/Oz2YfaPTYV4pgODVcuW8AfHrm/syoyZ\nk1Vl7JVXpdWu3Gaf3FtbzZiVK5n1g8urNiusO2gpBy3tqxFnGUrl+CfWrl46vY9yYpPBVQPcf99o\n28reall5TevJS5yQn1jni/PQoVWL3n8aE4d4vNKGxM8AhzC3+SLefkPFskOAvYROkzU97fEPnmmD\nq1JdOLftK9nulTh5FmufrKqdzAYHV3D/faM91WbWrPgNvOGBK6oORTvtcYerg2SKtGLIYN6HHYpk\nXRoTh58De4CTgMsBzOxI4Eiqd8DcAryioiPkKcB1FR0m5zjxUYe0qMgLs/YByylMzVu0zNGMgb2h\nFa+TXmuRbEtd4uDuY2b2UeBCM7sXuIdwH4dr3P36aLjmWmCXu48DnwLOBS4xsw8CpwIvBp7anQgE\nas8wqJNH+rXiddJrLZJd9W453S1vAf6NUOPwPeDXwPOidScA26NHortJPpVw18gbgNcCL3P373a4\nzBKJZwHceX8Y7x/PAnjbb9szHl5ERDondTUOAFGnyNdH/yrXXU3F7a3d/XrgcR0pnNQ13yyAugoV\nEeltaa1xkB6mWQBFRLJLiYO0nGYBFBHJLiUO0nK1ht1pOJ6ISO9LZR8H6W3J4Xh7RidYt3JAw/FE\nRDJCiYO0RTwcr5E7tWnWzN6l1y4/9FpLTImDdFU8dDMWD90E9KWUcnrt8kOvtSSpj4N01XxDNyXd\n9Nrlh15rSVKNg3SVhm42Ljk5WIFo/hRm5lmBmXlNCtE2c6ZZB0hOk15tvvR4npWKfQMM9PexpC9c\nb+zeO0a1aVR27x1n+UBfXKCZssfb1jpmcnV5Zjr3cnnWrqbjKpXKTEVTx7dr2ncJ9DmVJCUO0lWD\niZkUK5dnRbFYoL8YTT1dLNCXmAa7r1ioevKFaFLqRJKQBkODy2EyTFq7Yd1KdozMne1y/eByHrCq\ns69fqVyeTpDK5XKYrLM8d5tSucxUqRySjiklHo3Kw+dUGqfEQboqCzMpFguwpK/I0iV99PWFJKGv\nr0hfsUB/X3ZbAzdv2sCV19xRdXmnFcM0sk0/v1SaSSjiJOSglQMc2D8WajwStR/lcrwN049Zl4XP\nqbSOEgfpqjTPpFgA+hJJQDGqKQg/M/17oVBgaO0KClNT3S5yR208ah0AW27czvDuAwytWcbmTRum\nl/eSuDYoafWKAQ6sGKj73DiRmEk+mF2zUSpFCUm7St9+af6cSucpcZBZujHkqlszKRaAQrFAsQB9\nxWJUWxAes15b0Cobj1rXk4lCKxUKBfoKBfqKsGSe7cpRMlGelVSU59R2pDXB0IynElPiINN6echV\ngWQNwEynvkIhTgxmagyKiZ9FOqVQKNDfF95z8yUYwEwSUZrdLBLXXJSSiYb6aEiHKXGQad2c1TJu\nFigmmgZgdk/6+Kd4WUgCiDoZqnZAsqNYLFCkAH2NbT+n9iJRqzFdw5GT/hjSfkocZFonhlzFTQDJ\nZoH+Pp34RRajWh+Namb6Y8zUYDxg1VLGR8enk46pUilqUulAwaUnKXGQaa0aclUoQH+xSH9fgYNW\nDlAanwjJQrGQmmGFInmU7I8RW7V8CaPL5zaeJEeYJO8HEv9eSv6e6J+h4a3Zp8RBpi10yFVl7UF/\nX/g9eeWzesUAB/bpJjEivWa6uaQJpYrmkqlSmampEpNT0SgTZRY9TYmDTKs15OoRR6wNzQl9M8mB\nag9EpJY46eiv0UcjHqYaEomZxCL+WdJNiYNQLISOhn19RR71kAfy+w97UNXag067eevO6B4Bowyt\nWd7SewS0c9/Sfnr9elvok9HHkipnoLgz59TU7D4XU1Pl6bt/dqP/hWYHnaHEIaMK0RDE+P4ExUJh\nZhRCYfbQxDS6eevOWXcl3DEyOv37Yk8Q7dy3tJ9ev2yLh63Wqq2IVQ5VTc7JMn1fjMRok8XkGr08\nVL0dlDj0uEJ0u+O+viJLolqCbtcUtMKWG7fXXL7Yk0M79y3tp9dPYOF9MEqlMoNrllMan5hdoxE1\nkcyXWHRzqHoaKXHoEfF9Dvr7Q2KwJO6UmNG7Gw7vnjt5Ulh+INX7lvbT6yfNKBYLDCzpY9lA9dPe\nVKmUaB6ZSSgmS2XNDlohdYmDmT0I+AhwGjAOXAqc5+6T8zznHmCoYvFb3f2CthW0TeLbH1d2Rsxq\nglDL0JrlVWdeHFqzLNX7lvbT6yft0FcsUutrdsO6FewYGZ3uW1EmNIuse8AyCgVyd8+L1CUOwJWE\nCXFPAg4F/hWYBM6rtrGZrSckDU8Cbkus2tPWUi5SVpsYWqWdMy+maVZHWTi9ftJpJz7qEK685o7E\nBKzhh6f8/mGsH1wR+lVMJe9nMfv24I00h/SSVCUOZvYEYDNwtLtvBX5uZm8EPmxm73T3avVCGwmJ\nxfXuPtHB4jakAPT1FRJJQpGD165gIDNvofZo58yLWZrVMY/0+kmn1XvPFQsFiv31L/rimVLjYaiz\n7tY51TuJRaoSB+BE4NdR0hC7GlgNPBr4UZXnbAR+lYakIb4hUty8sKS/+v0O+nLW7NCshc68uJAh\ner08q2MWhyIuNKZefv1aIYvvgbSr9Z5byGsRN4dUG4YKzNzbYqryBlrpmpo9bYnDYcC2imV3R4+H\nUztxmDSzrwPHR8//oLt/tl2FLBYICUJ/kf5ikSX9oT+CZlvsnrwM0ctinFmMqZ3090qPVr8W0/0s\nakyfOmdK9vLc+110or9FRxMHMzsS2Fpj9RhwOTCra7S7T5hZGajV8+lYYB3wVkI/iKcBl5pZv7tf\nupjyxglC3A8hbmpQP4T0ycsQvSzGmcWY2kl/r/To9GsxPTX7PPe4iIedTo1N0K5bfXe6xmEb8PAa\n60rA3wCzZlQysyWErgL7ajzvFGDA3ePOkD83syOAcwgjMmo66KBl9Pf30VcssCQa5jhdk5CY2rkd\nhoZWt23fadOJWEf2jrOkf24T0O594x37WyvO5qQhplq6ffxq2vH3SmOc7dLKWNP83n3wYYNzlpVa\nlDl0NHGI+iHcWmu9md0FPL1i8SHRY2UTRrzPMUJtRdJNwOn1yjNQgL5yiUKpQGm8xDhh/Ge7DQ2t\nZng41YM+WqZTsQ6uGqg6RG/94PKOHF9xNq/bMdWS1s9pq/9eaY2zHVoday++d1uR0KStl94W4Ggz\nOzyx7BTC0MqfVW5sZv1mdpeZnVOx6njglnoH6+8raqKmjKg1FC9rQ/SyGGcWY2on/b3SI6+vRdo6\nR/4QuB64wsxeC6wH3gdc5O7jAGa2Cljl7r9z90kz+xpwnpndDvwf8GzgpcAzuhKBdEVehuhlMc4s\nxtRO+nulR15fi1QlDu5eNrPnAB8Dvk+oafgk8M7EZm8A3g7TNyk/GxgBLgY2EJpCXuDuV3Wq3GmW\np2FbeRmil8U4sxhTO+nvlR55fC0K5bzdKzNheHhPV4LvVJti5VCh2HNPOrpjb/S8tJ8qzuzJS6x5\niRPyE2udPg6Lbp9PWx8HaaH5hgqJiIg0Q4lDhmkWQRERaTUlDhk2tGZ5jeWaRVBERJqjxCHD8jpU\nSERE2idVoyqktfI6VEhERNpHiUPG5XGo0GK0e/hqnobHSm/qxnu0VcdM236ySomDSKTdsw5qVkNJ\nu268R1t1zLTtJ8vUx0Ek0u7hqxoeK2nXjfdoq46Ztv1kmRIHkUi7h69qeKykXTfeo606Ztr2k2VK\nHEQi7R6+quGxknbdeI+26php20+WKXEQibR7+KqGx0radeM92qpjpm0/WabOkSmgHrzp0O7hqxoe\nK2nXjfdoq46Ztv1kmSa56oLkBCRpmIiqnTSpTLbkJU7IT6x5iRPyE6smuco49eAVEZFeosShy9SD\nV0REeokShy5TD14REeklShy6TD14RUSkl2hURZepB6+IiPQSJQ4p0I2JqDQEVHpB3t+neY9f0kmJ\nQw5pEhfpBXl/n+Y9fkkv9XHIIQ0BlV6Q9/dp3uOX9FLikEMaAiq9IO/v07zHL+mlxCGHNARUekHe\n36d5j1/SK7WJg5ktNbOfm9lLGtj2DDNzMxs1s+vN7LGdKGOv0hBQ6QV5f5/mPX5Jr1R2jjSz1cAV\nwKYGtj0V+DTwN8D3gXOAq8zsYe4+3NaC9igNAZVekPf3ad7jl/RKXeIQJQIfB3Y3+JQ3Av/u7v8S\nPf8vgScDfwG8py2FzIBuDAEVWai8v0/zHr+kUxqbKp4JXAacUG9DMysCTwSujpe5ewm4FjixTeUT\nERHJrdTVOLj7WfHPZlZv8zXASmBbxfK7AfVzEBERabGOJg5mdiSwtcbqMXdfaHfhFdFj5fikMaDu\nvgYHV9Df37fAQ7bG0NDqrhy3G/ISq+LMnrzEmpc4IT+xtjPOTtc4bAMeXmNdqYn9xQOdl1YsXwrs\nq/fkkZH9TRxy8YaGVjM8vKcrx+60vMSqOLMnL7HmJU7IT6zzxdmKhKKjiYO7TwC3tnCXuwgJQuX4\npEOY23whIiIii5TGzpENc/cy8APgpHhZ1GHySYQOkiIiItJCqescWY+ZrQJWufvvokUXAV8zsxuA\n7xLu4/AA4JNdKqKIiEhm9WKNwxuA6Vle3P1bwKuA1wM/BR4BnObu93aneCIiItmV6hoHdy9UWXY+\ncH7FskuBSztTKhERkfzqxRoHERER6RIlDiIiItIwJQ4iIiLSMCUOIiIi0jAlDiIiItIwJQ4iIiLS\nMCUOIiIi0jAlDiIiItIwJQ4iIiLSMCUOIiIi0jAlDiIiItKwVM9VIdKrbt66ky03bmd49yhDa5az\nedMGNh61rtvFEpEEfU6bo8RBpMVu3rqTK6+5Y/r3HSOj07/rS0kkHfQ5bZ6aKkRabMuN2xe0XEQ6\nT5/T5ilxEGmx4d2jNZYf6HBJRKQWfU6bp8RBpMWG1iyvsXxZh0siIrXoc9o8JQ4iLbZ504YFLReR\nztPntHnqHCnSYnHHqtBb+wBDa5apt7ZIyuhz2jwlDh0UD/0Z2TvO4KoBvUkzbONR6/TaSmpkbdhh\nq+LR57Q5Shw6JDn0Z0l/UUN/RKQjsjbsMGvx9CL1cegQDf0RkW7I2ndP1uLpRUocOkRDf0SkG7L2\n3ZO1eHqREocO0dAfEemGrH33ZC2eXpTaxMHMlprZz83sJQ1se4+ZlSv+vaUT5WyUhv6ISDdk7bsn\na/H0olR2jjSz1cAVwKYGtl0PDAFPAm5LrNrTntI1Jzn0Z/e+cdYP9n7PZhFJv6wNO8xaPL0odYmD\nmZ0KfBzY3eBTNgKTwPXuPtG2grVAPPRnaGg1w8OpymskA7I25E5aJ2vDDrMWT69JY1PFM4HLgBMa\n3H4j8Ku0Jw0i7RQPUdsxMkqpPDNE7eatO7tdNBHJmNTVOLj7WfHPZtbIUzYCk2b2deB4YBvwQXf/\nbHtKKJI+8w1R05WZiLRSRxMHMzsS2Fpj9Zi7N9Mt9lhgHfBW4DzgacClZtbv7pfO98TBwRX09/c1\nccjFGxpa3ZXjdkNeYu1mnCN7x1nSP7cCcfe+8ZaXKy+vJ+Qn1rzECfmJtZ1xdrrGYRvw8BrrSk3u\n8xRgwN3jTgM/N7MjgHOAeROHkZH9TR5ycfLUxyEvsXY7zsFVA+wYmTu+ff3g8paWq9txdlJeYs1L\nnJCfWOeLsxUJRUcTh6gfwq0t3ucYMFax+Cbg9FYeRyTNNm/aMOs2vMnlIiKtlLo+DgthZv2Epo8P\nuPtFiVXHA7d0p1QinachaiLSKT2XOJjZKmCVu//O3SfN7GvAeWZ2O/B/wLOBlwLP6GY5RTpNQ9QW\nJu/DVzVbrzSr5xIH4A3A24FC9PvZwAhwMbCB0BTyAne/qjvFE5G0y/sMi5qtVxYj1YmDuxeqLDsf\nOD/x+xhhNMV5HSuYiPS0vA9fzXv8sjhpvAGUiEhb5X2GxbzHL4ujxEFEcifvMyzmPX5ZHCUOIpI7\neZ9hMe/xy+Kkuo+DiEg75H34qmbrlcVQ4iCSUnkfLthueR++qtl6pVlKHERSKO/DBUUkvdTHQSSF\n5hsuJyLSTUocRFJIw+VEJK2UOIikkIbLiUhaKXEQSSENlxORtFLnSJEUyvtwQRFJLyUOIimV9+GC\nIpJOaqoQERGRhilxEBERkYYpcRAREZGGKXEQERGRhilxEBERkYYpcRAREZGGKXEQERGRhilxEBER\nkYYpcRAREZGGFcrlcrfLICIiIj1CNQ4iIiLSMCUOIiIi0jAlDiIiItIwJQ4iIiLSMCUOIiIi0jAl\nDiIiItKw/m4XIAvM7BKg391fmVj2UuBNwFHAzcBb3P2/E+v/Cvjnil1NuXt/Ypuzgb8FhoDrgL9y\n99vaFkgdTcY5APwDcAawErgWeK27b01sk6o4ozItKFYzOx94e43dvd3d3xltl6pYm3xNjwI+BDwJ\nGAW+DrzR3XcntklVnFGZmon1oYRYTwD2Ap8C3uXuk4ltuh6rma0H3gecBiwHfgS83t1vjtafFq03\n4DbgTe7+zcTzHwR8JHr+OHApcF7W4kzsZynwY+D97n55xbquxxmVY7Gv6WOi9ccD+4FvAOe6+67E\nNk3FqhqHRTCzgpm9E/jLiuWnA58B/g04DrgM+KqZnZzY7JHAV4ENiX+HJvbx58A7gNcDjyd8QX8r\nesN31CLj/DjwAuDFwBMIH4Cvmlkh2kdq4ozK02ysFzL7tdwAXALcQzjZpCrWZuM0s37CF9AU4fV8\nLrAZ+ERiH6mJMypPs7EOAt8HlgGnAKcT3ssfT+yj67GaWRH4MvAw4E8ISc59wHfMbJ2ZPYLwXfNF\nQpxfAf7TzI5N7OZK4GDgJOBM4BWEuOJjZCVOzGx1tJ9NVY7R9TijciwqVjM7BPgfYCvhc/p84HHA\nFxLHaDpW1Tg0ycyOJpwQNgK/qVj9JuBz7v4P0e+/NLNHE65Ir46WbQS+6+6/q3GIc4GL3P1L0fFe\nDGwnfFF/rlVx1LOYOKPnngk8xd2/G+3vNcBVwO8Bt5OSOKNjNx2ru+8lXJHG+3oC8CrgGe6+LVqc\nilgX+d49Jvr3Anf/RbS/DwPvTewjFXFGx15MrC8HVgDPi6/SzOyVwBYze5e730k6Yn0U4eTwiMRr\n8lJgF/AM4InA9e7+7mj7t5rZZuAs4FXRe3UzcHRUE/hzM3sj8GEze6e7j2Uhzmj7UwmJ326qS0Oc\nsPhYXwgcAF7t7lPR8/8auNbMHuzuv2ERsarGoXknAHcRag62Vqx7KOFKJekG4IToig3gWOAX1XYc\nVRs+jJkkg+jE9BPgxMUWfIEWE+dpwHCcNAB4cIS7356yOGHxrykQrnAJ1dtXuvu3omVpinUxce4C\nSoQTzjIzeyDhKvwnkLo4YXGxPhS4JVm1G60HeFKKYv0N8MeAJ5aVosfBqCxXVzznambKeCLw62Tz\nYbR+NfDoDMUJ8ExCzdIJlTtPUZyw+Fi/CrwwThoqn7/YWFXj0KSoXexyADOrXH03cHjFsiOBAWBN\nVBU0CDzNQtv4SuAaQvvT3cBh0XO2Veyj2n7bajFxEt6Yd0SZ7JuYaUc7291/S4rihEXHem9i+bOA\nxxCaZ2KpiXUxcbr73Wb2N4S2078iXHz8glDFDSmKExb9mt4NPNPMiu5eSqwHeBApidXddwL/VbH4\ndYRmwauAdzF/GQ+rsZ5om4no516PE3c/K/65yvshFa8nLD5Wd/8V8KuK9W+KnnMzoUaD+fYxH9U4\ntMdngdea2VPMrM/MTgH+PFo3QKhtgPCBfBGhPfFhhPar5YTqUQhVTUljhPbWtKgX50GEau3XA2cT\n2tnWE+JcRu/ECfVjTfpb4IvufntiWa/EOm+cUdvrMYT20ycCfwRMAleYWR+9EyfUf02/QEgQ/tHM\nVljorHYxId4BUhqrmT2L0CH5oqiaewXzl3HOenefAMrRNlmJs55UxgmLj9XM3kuowfirqBZiUbGq\nxqE93kv4wvkm0AfcAryf8MLf5+5XmdmQu09fpZrZLYTs7+nAndHiyk4qS4F97S36gswbJyExegCh\njXgrgJk9j9CO9nTg19F+0h4n1I8VADM7DDgZeHLF80ejx7THWi/OMwg1KUe4+z4AM3s24erm6cxc\nqaY9Tqj/Ob3bzJ5PaBM/h9CH5W2ETnX3kcLX1MzOJHRU/TyhDRtCOecr45z1ZrYEKETbZCXOelIX\nJywu1iiZ/wihY/Br3P2riefHz5l3H9WoxqEN3H3c3V9LaCM81N03EYbD7Ii/bJNJQ/T7dkJ19+GE\nNlkIPfOTDmFu1VLXNBDnNmBfsu3U3e8BdhKGv/VEnNDYaxr5E0JidE3FLnoi1gbi/APg1mTM7n4H\n4b37EHokTmj4c/o1dz+EUI09RBimOERIlFIVq5mdRyjfJcDLEs0rdzF/GWutJ9omK3HWk6o4YXGx\nRrW6XybUor3E3T+e2HZRsSpxaAMzu8DM3uTuY4lRE88mtE1hZq8zs7ujrD5+zhGEL6RbopPrbcy0\nG2Nmqwjjca/tVBz11IuT0PFspZk9PPGcg4EHAr/qlTihoVhjJwLXJD7gwHTClPpYG4jzt8DDkkO2\nzGwDsA64rVfihIY+p5vN7Dtm1ufu2919PFq/D/hBmmI1s3OBC4C3ufvfuHs5sXpLsoyRU5gp4xbg\naDM7vGL9HuBnGYpzXmmKMzp207FGTYpfBJ4CPNPdZ42SWGysaqpojzuBfzKzm4BbCW3ejwVeE63/\nL+DdwKfM7D2EL90PAVt85uYzFwEXmtnthM4s7yFcyf5Hp4JowJ3MH+e1hOTh3y0Mw9wHfJDQU/gb\n0Ta9ECfUjzV2HOHeANX0Qqx3Mn+clxGqSz9rZu8gtJV+APgZ8K1om16IE+rHeiuhk+s/mtk/A48G\nPgy8x93vj7bpeqxmtik67qeBT0TJeWxPVOb/jV6vfyc0NT2emTh/CFxP6KfyWkI/pPcR2tPHo22y\nEGcjuh4ntCTW1xD6NLySMLw2+fydUR+WpmNVjUMbuPsnCW2lHwduJAwFe7K7e7T+V8AfEpolfkwY\nOnMjoTd+vI9LCMnFRYQP9QDw1MQHuesaiLNMiOknhGTpOkLb8B/GcfRCnFA/1oQNhCGL1faR+lgb\neE23EWpVVhOSwq8CdwB/5NFdBnshTmgo1nsJw/dOZKb/w9vd/T2JfaQh1hcR+mj8GeGLP/nvbHe/\nCXgO8DxCgvcswlXoL6IYytH6HYTX9FLgk8A74wNkIc5GpCROWHysZ0SPn6zy/MfD4mItlMvletuI\niIiIAKpxEBERkQVQ4iAiIiINU+IgIiIiDVPiICIiIg1T4iAiIiINU+IgIiIiDVPiICILYmaXmFnZ\nzJ5eY/2zovVv6XTZRKT9dB8HEVkQM1tNuCFSGTjW3fcm1j0A+D/CralPiGbiE5EMUY2DiCyIu+8B\nXgU8mHCb2qT3A2uBlytpEMkm1TiISFPM7F+BlxJqFn5kZk8CrgbOcfcPJrZ7NXAWcDRh5r1LgPcn\nJ+2J5jL5C+AYwnTO/wdc4O5fjta/kjDPyZuAtxMueo539zvbG6WIVFKNg4g062zC/AYfNrMB4KOE\nic0+FG9gZm8F/pkwV8kzCfMgvBt4b2Kbc4CLgS8ATwdeApQIk6Mlp/1dTpi85+WE+/Xf2a7ARKQ2\nzY4pIk1x9xEz+yvgy8B/E5ou/jiuSTCzQeDvgYvd/Q3R064ys/3Ae83s4mjSrCOB97p7Mpm4C/gR\n8AfR/iFc6Jzv7t9sf3QiUosSBxFpmrv/p5l9njCb36sqagGeCCwDvmZmye+arwIXAqcAl7v762A6\n0TDgIcBTom0HKg75s5YHISILosRBRBbr24TEobImYF30+J0azzsEwMweSpja+hRgDLgVuDnaplDx\nnJxLnTAAAAEBSURBVL2ISFcpcRCRdrkvenw+cGeV9dvMrA/4BnA/8PvAje4+aWabgDM6UkoRWRAl\nDiLSLj8EJoCD3f1L8UIz2wy8FXgzoUbhIcCr3f2niec+LXpUB26RlFHiICJt4e47zOyDwD9G/Reu\nI3SEfA+wkzDkchy4C/hbM7uHUPPwNOB10W5WdrrcIjI/ZfMi0k5vAs4jNDt8E7gA+DrwZHcfi0Zg\n/AlwD/BZ4ArgscAzgNuBE7tRaBGpTTeAEhERkYapxkFEREQapsRBREREGqbEQURERBqmxEFEREQa\npsRBREREGqbEQURERBqmxEFEREQapsRBREREGqbEQURERBr2/wFmnXOruzAINQAAAABJRU5ErkJg\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "enso = pd.read_csv(\"ENSO.csv\",index_col=\"Year\")\n", "enso.head()\n", "x = enso.index.tolist()\n", "y = enso['DJF'].tolist()\n", "df = pd.DataFrame(y, index=x, columns=['DJF'])\n", "df['Year'] = df.index\n", "sns.regplot(x='Year',y = 'DJF', data=df)\n", "plt.title('ENSO Anamoly - DJF')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u = enso\n", "u['IO_DOY'] = IO_DOY\n", "plt.plot(u['DJF'],u['IO_DOY'],'.',ms=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Annual Mean Wind Speed\n", "\n", "According to Vautard, et al. (2010), annual mean wind speeds have declined at a large majority of stations located throughout the Northern hemisphere. In North America they report a decline of -0.07 meters/second per decade. \n", "\n", "The following calculations demonstrate a decline of -0.3 meters/second per decade for annual mean wind speed found using data reported at International Falls, MN.\n", "\n", "1. Vautard, Robert, Julien Cattiaux, Pascal Yiou, Jean-Noël Thépaut, and Philippe Ciais. \"Northern Hemisphere atmospheric stilling partly attributed to an increase in surface roughness.\" Nature Geoscience 3, no. 11 (2010): 756-761." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: AWND R-squared: 0.652\n", "Model: OLS Adj. R-squared: 0.640\n", "Method: Least Squares F-statistic: 56.16\n", "Date: Tue, 07 Mar 2017 Prob (F-statistic): 2.36e-08\n", "Time: 10:33:16 Log-Likelihood: 5.9908\n", "No. Observations: 32 AIC: -7.982\n", "Df Residuals: 30 BIC: -5.050\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "Year -0.0297 0.004 -7.494 0.000 -0.038 -0.022\n", "Ones 62.9346 7.934 7.933 0.000 46.732 79.137\n", "==============================================================================\n", "Omnibus: 5.247 Durbin-Watson: 1.203\n", "Prob(Omnibus): 0.073 Jarque-Bera (JB): 1.929\n", "Skew: 0.164 Prob(JB): 0.381\n", "Kurtosis: 1.842 Cond. No. 4.33e+05\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 4.33e+05. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] }, { "data": { "image/png": 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92teU7F6UOYLlRdLYIE1fFhEROQgFAj2gdtnRTjvaotYFDL1Sn5BNp7htapjb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\n1XJC/7eqxhj3qn6hekP11Opj1VdXj6pu0hIiDnxm9Q9aph7daXNMAHZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.DataFrame(wdata.groupby('Year')['AWND'].mean()).dropna()\n", "\n", "data['Year'] = data.index.tolist()\n", "sns.regplot(x='Year', y='AWND', data = data,\n", " ci=90, scatter=True, fit_reg = True)\n", "plt.ylim(0,5)\n", "plt.title('Annual Mean Wind Speed')\n", "plt.ylabel('meters/sec')\n", "\n", "import statsmodels.api as sm\n", "data['Ones'] = np.ones((len(data),))\n", "Y = data.AWND[:-1]\n", "X = data[['Year','Ones']][:-1]\n", "result = sm.OLS(Y,X).fit()\n", "print(result.summary())\n", "\n", "fname = '../images/WindTrendLine.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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D+APyfhLxAlBMHnPnVnP99d9g0aLF3Hnnz1i79mPq6+tSFn7hcJhf/ernPPvs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = wdata[['AWND','Year','Month']].dropna()\n", "\n", "#plt.figure(figsize=(8,12))\n", "\n", "uList = [2,3,4,5,6,7]\n", "for u in uList:\n", " data[u] = data['AWND'] > u\n", " p = data.groupby('Year')[u].value_counts(normalize=True)\n", " p[:,True].plot(logy=True)\n", " plt.text(2000,p[:,True].mean(),'u > {0:.1f} m/s'.format(u))\n", " \n", "for d in [.9,.8,.7,.6,.5,.4,.3,.2,.1]:\n", " plt.plot(plt.xlim(),[d,d],'w',lw=.5)\n", " plt.plot(plt.xlim(),[0.1*d,0.1*d],'w',lw=.5)\n", " \n", "plt.ylabel('Frequency')\n", "plt.title('Evolution of the Wind Speed Distribution')\n", "plt.tight_layout()\n", "\n", "fname = '../images/WindDistribution.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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0Lj6Xl1J+otb6zTHKCjdxwdEn5R07Rwvds2/EAwe+M9Y+T9mxKz8/1pYAAGtr1KD/ziQf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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "awnd = wdata.groupby(['Water Year','Water Month'])['AWND'].mean()\n", "awnd.unstack().boxplot()\n", "plt.xticks([1,2,3,4,5,6,7,8,9,10,11,12],\n", " ['Oct','Nov','Dec','Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Daily Temperatures" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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CAQAAACA2EgoAAAAAsZFQAAAAAIiNhAIAAABAbCQUAAAAAGIjoQAAAAAQGwkFAAAAgNhI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\nAvioscknPQ+9AfhgjPGf0s03hhBWAW8KIXwMeBPwrhjjJeljbiIZKf8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.DataFrame(wdata.groupby(wdata.index.year)['TMAX'].mean())\n", "regplot('TMAX',data)\n", "\n", "data = pd.DataFrame(wdata.groupby(wdata.index.year)['TMIN'].mean())\n", "regplot('TMIN',data)\n", "\n", "plt.ylim(-10,15)\n", "plt.title('Mean Max and Min Temperatures')\n", "plt.ylabel('deg C')\n", "\n", "fname = '../images/TempTrend.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### There are fewer cold days" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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IBmnhndIaSR1ETROiblym3zY0UYbePYNw+Z6EvTmZ48x0DxLzFRvAZSqDU7xX\nPnsNbd3JMy9hdw9oUVyhwc3wUdNED5VT3X5Mkt/KpW8R1JP1ZPf0NBEJgyvlfmslfZjB5POBwm5r\nz1ii36gWwuML01BWi9vtIhy2JJZwUKepqycpfKxtpaZ1SMVx7NjiJ5VU/eRM9Vrh99MdTH4RO+UV\nwFcaoaY02XBAZ38fXYGeJL9hdw96xGqbiYNtty9EOJje8c1PaLND5dfpflvPgS+tDUyvLMftjSa5\n7ettJRxwJz1fg/WarE873HOQqDft2LY81gqdKzzYDsJua+9folum8js9WwCVXj9d/cn3KxJNr5do\nNP39AjDTtYi1+95KzqveFa/DxPullfRhBtLPuZpbU5eUX6fyA3hLogQDyQJeJOpyfGZPS34fi17d\nJCcXs+MjoVgGyoVkpPfo97//DQ0NM7j22j9TUuLDOOwUfv3HSjY9fyutuzZQN3cFAN07nqW5uYmb\nbrqV+fMXALBs2Qouv/wrrF79AOedd37GPAUCAb73vW/S2dnJ9df/ncWL949fu+iij/OHP1zNzTff\nzNKly7nwwmQLqiMtT6FWFo8/aKbjXq2YUafRkIvnzekZCkeidPeH0oSjfD3XTozlWXddccUVOcjS\nxOOuN568okyv4pS5JyYNnsvKSujrC7L/9FkQ9NPY3UrYDOLkN8Y0fxnvdG0lEjWJmiYet860Mj8H\nVh1CV38gKfwnjjg1Ld5T557MSQsPpW2gg/7IAPX+Wt638FTq9Xlp6TuF9/mgoqQ0Kf2qMi8ub4Tj\nZh01bLlOnbuS/auWZJXWSOqgtBRKSkyiWpioaeL2hqmsCbKiellavTjFmekeJOWLIKVDlMEp3q1d\nWwmaA0l5LSvxxFct4vewvITldYvZp2+ku2wTemUrxy6dw+Hz9ke1b0mKMxAJUOouBVNPugczymvR\ndDMtLZ/bm+R3Wpmfk+cdTcSMEjSD1JTUcOq8k1hatzjrtnXh4cdQV+WjrWuA/kCE6dV+zjxqXtpD\nn6leT1y0Ii0tp7xWlXk5cd4R7O1rSorX5/FwQNlBSfk6pG4FAa3HihMTj8sKf/J+R9ISaElrsx8w\nTqW+dPj8Ot3vTM+Bz+fivIVnJj1fh04/kNaBtlE/s4ltK/ZsZWpbLk8Et+5KaltO7S1T+Z2eraoy\nLx9d/j7qXHOGrRen98up807i1EXHpJWrtqycEq877X5FtCCVvrIh3zGZyl9V5mVx7RwOnXZkVu+d\nlPfxlWkdOmZiAAAgAElEQVQPcJHS1xe8Ilu/iW0qX6x7t5W7/r2V1S9tZ+P2dnwlLqZXOx/8PFKG\nKs/G7e30DqQfPj292s/hB0wfl/SHYvVL2x31E/oDEU46ZJZjmELcn1wzXvcoEAjw3HPPcNJJK3nP\ne46w/ZXi85Xw9BMPUFEzB2PpCs48ah63/+137L+/wUc/+vF4+Nmz5/D444+wb99ezjrrnIz5XbXq\nVh577BG+9a3/5Kijjkm7/t73nsg//3kzO3Zs44Mf/PCoyxNbbegdCGMCvQNhNm5vp67KN6bnI5vn\nbXp1abxPD4Sj1FX6HPv0kZCL583pGRoIRghHolSUpkxWJqST7+douGd9qP5myliry2Q5aLTWMza2\nbuaFxjW0DLRR56vhmJlHsLR2yZjzmQ03rPsnzf0tae71/jo+u+Ji63serIKk1kFXsJtAJJDmLzFf\nY2U05drYupn7tq5Ocz+k/kB29zTG8z+7fCavN7+V5u+8hWcBJJV1JH6PmXmEo1usvaSWaSRtK+63\nv406/8jboVNamfKabb5i/jrDnVS5q0YcPluyeQ6GK+to0k+8X05tqz88AGj43SVJ7qntLav7muP3\nS2L+E1cwS1wlWT3LmZ6t8xaeNdq6nTQmN0ZrrS4fs9a5tiY21Hs635bMUuuzsyfIQCiS5q+h2s8X\n37/CMY6JZmUrG4ZrR7m+R48+upqf/OSH/PjH/81pp51JV1cXZ5/9Xj72sU/y5S9/LcnvFVd8nxdf\nfI6HH/5XxvguueSTbNu2jdWrn3Q8eLy+voJXX13PjBkz09TzhioPpB+zMdL2MRyjqc/xanO5eN6u\nu3ddmvpffyBMT3+I+mnJ2iyJ6eT7OXLKJwzeS7FW58BYT7tfWrskb8JQKsfMPMJxQBIb2OaL1Dr4\n5ZrfOfprGWjLV5YcieVxuMHmDev+6Rj+hcY1fHbFxWn+51XMyRinU9vItr1k27ZSB6bN/S3x32NN\nK5NbNvHG/KW+CMf7mRnpc5CLZzZT23JyG0na+Xq/JOa/M9xJvb86nv9s6jbbZ0vIjnzthymkalks\nfmtAOkD9NN+IBcBsBUin+uwPhNEgTf1nLKpLE42xtqOR3qPE++HXeqk0G7nntutZuHARJ564EoCW\nFkvzoL4+fbWitraOnp4eenp6KC9P16w1TZPNmxUHHniwo2AUY+7ceSMqD5BWT42tvVSXl4yrethI\nz0ocT8bjeUvFSf3PX+Lm+INmsqupZ9zSGYps3gFjUVOcksJRrk67zxcTdUBS569xnMmv89U4+M4v\n2Qw2W/qdhbhMwl0hBWSw7n8m90K3hXwwUZ6DkQiYE5FMwixkV7eFfg4mE/kSWgq972fFgtpx3Qye\naeDvVJ/+Ejc+j05VeUleBnGFYDzaUbb3KPF+hAZ6eeQf3wLA6y3hssu+TUmJtYLe19cHgM+Xblwg\n5mdgoN9ROOro6CASiVBbW5dV3p1wKs91965L8+d26Y57Z8ZiFMHpeesPhGlsDTCz1tofm0vDIGN5\n3jLFB+MrcI2EbN8BY8nnlBSOntn1ckb3YhCOYGIOSCbKitZomcjCnRMjFeYmIxPxOZgsSN3mn3wJ\nLbmwipUvRjLwz1SfwbA5ahWpiUjqLPr2fd34vOnDu1wYIEi6HxocuPI/iEYjNKqnufzyr3DllT/j\n5JNPiVsDHvqsOueLLpdl3CUajTpeHy1O7aPc76GjJ12leCQri6n16XW70lT1evpDuF3pVkmLxTDI\neAtcI2GkK3GjyeeUFI76op0Z3LvynJPJxUSZyR8txSbcFZswJwhCMrFBVHtPkOpyr+MgCkYmtIy3\nuslEOxNoJAJkroTAiVQnTrPo3X0hMNNVB53KPVYVvMT74SkpY8Yia4J55sLD2PDI//Lb317NySef\ngt+2nhkIpAseMbeysrK0awAVFZV4PB7a28d34s+pffhL3FSXe0e9spitKmc4EqW6vCQtfCGtu+WK\nmGAcjZpEoyYmZtJRMNZ3y83+iu0yeLxE3L/J3rY+ogm/AQYCEfa0BGioLsUEdrf0ctuTW+g+Oogx\nt9qO20ogdopjfX2yBd5EpqRwVKpX0esgIJXqlQ6+hZFQzLPNxSbcFZswJwjCIImDKI9bH5f9MOOt\nbjLSgXOqsJcLoWEkAk8uTCMX+pwkJwMTqZT7PY6qYU7lHqsKXqb7MaOukmnHnsCqVbfS0dFBQ8MM\nAB57YSMbetYkCZUtLc2Ul1fg96cfTQHW2ZTLlx+IUpsIh8NJ+44S29z21+7HRzc//M/vZaWCl6l9\nvO/Y+aO+l9mqcvo8o5sIMU0zLkDEzi9MFCDWb2vl+bf20tzZT12Vn2NXNLB0v5o0f7HQyUJKYtxx\nx/j3wfCD6aYKHCTEAdYRKZt3dvDKpia6+kJUlLo5eHE9C2ZWWsKSaSZ8kvLbEo4iKf40oLffOqMv\nlmaP/bu7L9Ed7n9uG9sX9STFYdppLd8/s7W+KSkcnTDnSMdzX06Yc2QBciNMJIpJuCs2YU4QpipO\nKw1j3Q+TbZzgPNDNRt1kJPE5CXu5EBpGIvDkYm9EIY1ZOAlmTgYE/CVuNE2jodo/bLnHqsq5uC7E\nqj9+n/kHnc7cZSfF3Y8/aCb3re9F0zS8Xg9b9w3gr6ilcddWZq5IFirffltxwAFLh0znpJPey+uv\nv8oTTzzKGWecnVYfOmE2v/E0phllV1uE2oSixgfz9p/YcP+AedV84Pj5PLduLy0dA9RV+Tj2wBks\nmTONQExwcRBCYt83bm/jhfV7aem0wh65dDqNrb1ETXvFIy5kmARDGheuXBwXALbs7uDfbzSm5a1u\n/jSeX7eXsrJ2Ojr7rAF9xCRiWuHMhEF+JCZQ2AP+po5+Nu/siOevtTPAph0dzG8op7KsJFk4sMNG\nkn6bdPeH6OwJEApHcbl0yv0eolFL+IhETHRdw+d14XbpgwKLnRczIT9RO04ng9gbtnUMea/HQmdv\n8mRBVx/sbdvp6Pe7Q8QzJYWj2L6iZ3a9TL/ZRak+cmt1gjARKCZhThCmIplWGgaCYcd9Idnshxlp\nnKNV1RnJwDlfQsNIBZ7x3htRSGMWTnWcyYDAfg3lQ7Yj0x7M1lX5HFd+aqf5CEeitt94qPjviD0w\nPvxAAy0aoHHzM8xYfAx108o4dEk9wZ52nnzqCQ5YdhB72kM89OJ2auYewp6NT9HStIvSygZM4P9u\neYgdO7Zz1Env59k3G4lEo0RNk0gkYdUgGsUz/TAqp9Xzq2t+xbsdfmqnz+W1t5vp6Q9jmlF2vHIr\nwf4uZh14Lv94fAsvbmwZ0coEQFNHP3c9vZVV5laHsJbfmCAQDkcJRaJxAWjHvh5e3Zyu5p7If/9t\n7ZDXAR560XkgPxbWb2sfXcBQlL7UM5IiDAqOk5gpKRyBJSClnnYvCIIgCONJJqEhFI7i86a7Z7Mf\nZrRxOp1rmOiybmsrz701uBrlcemOqj+JA+cYTe19SWo3sbSa2vsJhWN+hz76af22trhKUH2Vn2NW\nzGD5/Jq0kPvPmcb+c6YlFSIQjNhf02f5k8qb5G46fEtXNfJ0B+joCRCJRKnwe2jpGhhUIbL91lT4\n2LyzI2FADdFINH2WP/Y7aqYMwCGS4D8aG4jbM/uRqMnG7e1J+TNNk2gkSjAcpbm9P6k0mga/uu31\n+Mx+bCY/Freua4RCEfoCYbrs2fZEdaiWzgG+ce1z6WGjCepXNlVLzmXv67fy4n2/onLOYTz1cC8d\n257HjEbpqz2Fn/39VQBKZh+HvuUl3nzkd9QsOpFoJEz7O/+ipGo2r7XM4I2HNjrfNJtpB36M3S9d\nzz9//59UzD4U37S5RIJ99DS+SaBrD+UzD6Js3nG0dgZo7dw3ZFyCZRxD1zR0XUPXNMKRqPXc2lYz\nNKw2COByaYBmmczQwOPSmV7tj4fVddA13f4cjDO2koWdVuy9EImaVJR6GAhG8Je4mVNfRv00f1LY\ntZub6B0IJ5jp0NA0qCj1cOLBswbT1jT2tPawZlNz3K9mZ/S4A2ewcGal5VfX0DQNXbPa/1DkXTgy\nDGMOcA1wCqADDwPfUErtsa+/DKRumvg/pdTn7OvTgWuB04EgcCPwfaVU+hHAgiAIwpSmUH1OW5e1\nkmCp2aRfjw1GYsS+H7iolpaU1Qm1q4NXNjbR2jVAbaWPXS09lHjSu29N0xIEkUGWL6hhb1vfUNnl\n7V0dPPzSjvjvnc29DATDaCZ4ve6kvQfzGirYsK09aWbdpet024NslwZhu9AVfg//fmNPkgqONdgm\nSThoau9j045BdZu4StDMCqaVlziGjQkNiQP3qDnobiYKJJnSj8WTEGeq0JINe9v62bB9lDP040Bf\nILk5bmsc26Rv2orBEFTOOQxNd9H2zr9o3nA/mstLad1i6owz8ZbXx/25S8qZe+wXaVp/Py3qUXSX\nh/IZy6lb+j501/DDUV/VbOadcBkd7z5Db5Oie88bgElJxUwaDr6QyjmHo2UwhxcbEOuaPUDWtSS3\n5EG+luau2e4ue4C9Y99g/WoJfzQN5taX09zZTzAUocTrYmZtGbWVvnhcVhwkDe5d8cG75V5V4aev\nL2Bddw3mxaUlhLV/x8ry0Ivb6UjYg6Zp1p/ayhI+vHIxbl1PEg427+pgzaYm2roGqKn0sbu5h5KU\nleemduu9Mb26NKU+Nb5+wUEJCSXURcKPm1ZvornTep95XDqhSJSBQITegRAlXhclXpeVTkc/Ry0b\n3B8F8MY7LVSUOsz2oHHk0oakch5KHQtnVfHi+r20dgaorSrhmOUzWDZ/dAaq8iocGYahAQ8CzcBK\n2/m3wP3Ae+zry4GLgScTgia+1e/Emts4CZgN/BUIA9/PZd4FQRCE4qKQfc6aTU3xwXVPfyjBApP1\np9TnoqHaz67mXnr6Q3jdOg01pajtHWzY1h7fW9DeHWBXcy8x/Z2WzgGCoQguVwhd04ivlZiWipWu\nQU9fiHDC/oD7nt2WpiKUKpxEhpQCkvX473LY85OJtq4A2x/bnLX/VNZtnTpHE4wXToN8TddwaZYA\n7dI13G4d07SEBpduXY8N1HU9eeCeKjhouj2Yt900TcN14Bno+pnJYRIG863dA6jtHVA+h+kzvgRg\nDZA9LjxuV5KJ72llXk49fK4VPlUI0DV0/WR0TWP73i6een03YA28w1FrcH7WUXM5YL8aXPqgIBIT\nmhL/QmbT4poWXych5QNNg7/cv4EmBxXL6dP8XHLu8rR4U+MbjMs5A6PRatJ0zXE/3hlHzmPu9GTL\nbOvebeWxV3YBoOs6HT1B+gIRXLqepKLpcVvCS6rZ8YZqP1UO1vZSWXnY7HieXC6dqAl9gQCVpV5c\nenKcT67dxVrVHF+59nvdjivXDdV+yv2eNPfDjekcbmQ2sjAS8r1y1ABsBL6nlNoGYBjG1cA9hmFU\nAzVAKfCCUmpvamDDMI4BjgcWKqXeBd4wDOPbwO8Mw/iJUirdRqQgCIIwVSlYn3Pbk1uGzJi1UTh5\ncDWSfStRhxWiYDiavIIwBfYHxGbdTawVIkxLKPR6XHjdusNgfnDmXLMH8gPBMG1d1q1MHKvOqiuj\nqsyL3+chFIokCAyDM/eJM/FOgoQrwZ9b19jX0c/WPZ309IeoLPVizJvGvOkVcUFA0zRcrmRhIDHv\n2/Z28drmFtp7AtRWlnDk0uks268GXdeThJUYmQb59fUVtLR0E1vtyOTfWnwYWgUpWwaNiFh7xTKd\nx2SicfTyGcPGt2TuNGbWlfHsm4109AaZVpYbC4lOnHjILEdB5MRDZuFxp59flA9Gsh/PSTXXycph\nud/jePpUthYfE/PU0RukodrvuDfS6VDcsVrvHAt5FY7szuei2G9b3eELwBqlVLthGCcC/cD2DFGc\nAGy3O6kY/wIqgEOAl3KRb0EQBKH4mIx9zqAKj63DjzX77/O68Xr0lAF65oF7bAUhJiDsaOomGIom\nxW8NTFz24FuLh1m3tZU+e+CSuD+h3O/mqGUzqKzw0dcftNJOnPEfYmXi4Ze209kbSku/uqKEC05e\nlFQel0u3V0KsYfzmXR2sTlAJjPG+Y/bjgHnV8XzG4k4c8Gsa3PjQRscDOasrSvjcOcuor6+gNUtB\nAjILE+vebeWFDfsAjXK/l6gJG7d3sGx+TdYD+gUzK1l56Jys/A6F116xySepxjGuu3fdmM+hisWZ\n7/3jubCEOF75Gun5VDEyWTmEsZUz9R453XenQ3FHYr1zvCmYQQbDMO4B3g+0M6jusALoAP5pGMZJ\nQCuWfvevlVJRYA6wOyWqPfbnXEQ4EgRBEBzId5/z6bMOSBdOUlcx7GvV1aV0dQ0MqjglCDJ3PPU2\nrV2BtAF3bWUJHz11bJYqtYQv1p6jncnXNDjrqHkcMK/acrPzsHlnOx63Ny0iXdM4+dDZ1NeV09ra\nQ0ZhIi6gEPfj0uHuZxJlUItlC2p4dM3OIQ9cXfX0O47Czetvt3D0suFXINq7A44btNu6ApR4XHHV\nr7GSyZDGg89vmzCHyuaTXJxDlU/G2xLiSBnLYcSZzqfKZOUw1+b4Mx2Km431zlxQSGt1PwR+BvwA\neMwwjEOxdL/LgUfsa8cBVwFVwI+x1B+S9A6UUiHDMExgyKmG6upS3BlebkOdklvMSLmKh8lYJpBy\nFRuTtVw2ee1zDl8+A7fbFV+liAkJWtIKRmw/BMyZXpHkbvmFs09YxB2PqWRJBjjnxEUsSti8nBgv\n2HtDEoSPxNWTxD0YMVYsaWC/2dU88fIO9rb1MqOmjFOOnMdhDjr882dNo7GlJ819Vl05C+ZZeSov\nHdlG6JkzqqipKU9Kf79ZlbzwpiWLulw6bd0B7ntuG1VVpUn5au8JOqoydfQGs2rTcxoqM5YnFn48\nng2nfPYNhNjb1sdcc+gy5oKRlulV1cTjL+9gb2svM2rLODVD+8iWlfUVVFWVZtXmsmGyvb+GKs+r\nqon7ntsGjK7dvO+ERfz9oQ2O7rmsx/r6Csf7XlHqZSCYbgQk8RnMJwUTjpRSbwEYhnERsBP4FPBJ\noFwpFTNZ85ZhGFXA9w3DuAJL/SFJtDQMw4P13u8dKr32dmdLPZPVlLeUq3iYjGUCKVexMRHKlctO\nMN99TqlbZ9AKg5nRirUJ1A1R9wfMquT8ExemqbXsP6OC3u7xPVtnbo2fT59pJLk55esIo44793al\nuR9u1NHc3D3qtpSa/nX3rnO0vvfgM+8wt8Yf/11d7nWcBW+o9meVj/EoTzaz+E757OgJ4tLTrQym\nlnG8Gek9Sj1ba8feLm64bx2dJy0c06pCtm1uOCbC+2s8SS1Pavvq7Alm9WxkYm6Nn/OOm5/2Xplb\nk90zMxoSy5R631PbV4zYM5ir/GQi39bqGoCVSqlbY25KqT7DMN4BZtumUVOPzn0LS7+7CqtDOzvl\n+iz7M1X1QRAEQZjCTJY+p9DqO6nka79FtgeujlU9a6zlyXQob2LcmfKZSZ0oH4fKjoR8HfI7FGNR\nIyv2tFPbV2NrL9XlJWnGCkbSbibSe2Wi7eHK98rRfsAthmFsUUq9AmDP0hnATYZhvAi8pJT6ekKY\nw4E9SqkOwzCeBf7XMIy5SqmYcvRKoBt4PX/FEARBEIoA6XNyRD4GVpn2RaRu2B+PgdVYypOt4OCU\nT5/H5WiueCRGCfJBtoJqrshWAJ1saYNz+3K79DTLcjDx2s1ImEjCWr6Fo1eAZ4DrDcP4PBACfoF1\nBsVNQBnwE8Mw1gLPAScD3wViHdcLwIvAbYZhXIplpvWXwNVKqeSDGARBEISpjvQ5RcxIVoQKObAa\nieCQms9M6kTHHzSzoKsVqWQrqOaKkaxcjXe9FXrVzKl9lfs9dPSknyRQLMYsJjp5NcZuW//5INaM\n2wPA00AXcJJSqgdrI+x/YW2YXY/VSV2ulLreDm8C5wP7sDq8G4HrgZ/ksxyCIAjCxEf6nOJmxYJa\nPnTSQhqq/ei2ieEPjXGPSy6on+a8xyMbwSFTGQHufHor+9r7iZqDqxXr3m0d17xnS6ZBd74G49kK\noDFhczzrrdCrZk7ty1/iZsGMign/bBQreTfIoJRqAT6d4ZoJXG3/zxR+L1ZnJQiCIAhDIn1OYRnr\nLP5EUrXJRKYVrjnTy7nu3nXDlt2pjNfdu84xrXzu8Umk0HtCsl25ysUqT6FXzTK1r/cdO3/CPxvF\nSiFNeQuCIAiCMEkp9F6NfOEkOMyZXs5a1Rz3M9Ky52q1IiastvcEqS73jkjAKaSgmq2KZS7qrdDn\nMRVaMJ2KiHAkCIIgCMK4U+i9GvkkVXAY68pPLlYrEoVVj1svKmE1WwEhF/U2EYSTYlhBnUyIcCQI\ngiAIk5hCbewv9F6NQjLWsuditaLYhdVsBIRcrfKIcDK1EOFIEARBECYphVRtK/RejUIy1rLnYrVi\nKgirE2GVRyh+RDgSBEEQhElKIVcLCr1XY6yMZX/OeJR9vFcrpoqwKqs8wlgR4UgQBEEQJimFXC0o\n5ln8se7PmYhlL3ZhVRDyhQhHgiAIgjBJKfRqQbHO4o/HittEK3uiwNbRG6ShurAHywrCREWEI0EQ\nBEGYpMhqweiYrPtzYgJbfX0Fzc3dhc6OIExIRDgSBEEQhEnKRFTvKgYKveI21SmUhUVBABGOBEEQ\nBGFSM9HUu4oBWXErHFPl8GBh4iLCkSAIgiAIQgKyP6dwFPt5TELxI8KRIAiCIAhCCrI/pzBM1v1e\nQvGgFzoDgiAIgiAIggDWfi9nd9nvJeQHEY4EQRAEQRCECUGmfV2y30vIF6JWJwiCIAiCIEwIxMKi\nUGhEOBIEQRAEQRAmDGJhUSgkolYnCIIgCIIgCIKACEeCIAiCIAiCIAiACEeCIAiCIAiCIAiACEeC\nIAiCIAiCIAiACEeCIAiCIAiCIAiACEeCIAiCIAiCIAiACEeCIAiCIAiCIAiAnHMkCIIw6ehdv46u\nZ/9NsLkZb309lcefSNnyFYXOliAIgiBMeEQ4EgRBmET0rl9Hy12r4r+DTU3x3yIgCYIgCMLQiFqd\nIAjCJKLr2X87uz/3TJ5zIgiCIAjFh6wcCYIgFJDxVoELNjc7uoeam0XdThAEQRCGQYQjQRCEApEL\nFThvfT3BpqY0d83rEXU7QRAEQRgGUasTRk3v+nU0/ukPbP/vK2n80x/oXb+u0FkShKIiFypwlcef\n6HzBzJAHUbcTBEEQhDhTduUopl6yp6MNbVrNhFYvmYiqMLLpWxDGzlAqcKMl9vx1PfcMoeZmPPX1\nVB53Ai133znuaQmCIAjCZGNKCkeJA3u320VoAg/sJ6oQMtSM90SrQ0GYqGRSgfPU148p3rLlK9Ke\nw65n/52TtARBEARhMjEl1eqKyZrTRM1rLma8BWGqkUkFrvK4E4o6LUEQBEEoVqbkylExDewnal5z\nNeMtCFOJTCpwuVh9zWdagiAIglCsTEnhqJgG9hM1r5XHn5ik7hd3l1loQRgRTipwkyEtQRAEQShG\npqRaXTGpl0zUvJYtX0HdBy/A29CAput4Gxqo++AFMvASBEEQBEEQipYpuXKUqF5itrfhbaibsOol\nE1kVRmahBUEQBEEQhMnElBSOYHBgX19fQXNzd6GzMyQihAiCIAiCIAhC7pmywpEgCIVnIp7hJQiC\nIAjC1EWEo0lGMR1uK0xtJuoZXoIgCIIgTF1EOJpEFNPhtoKQ74OEZZVKEARBEIThmJLW6iYrE/XA\nWEFwIp9neMUmDoJNTWCa8VWq3vXrxj0tQRAEQRCKF1k5mkRM1ANjBVm1cCKfZ3jle5VKEARBEITi\nRISjBPI5gM1FWhP1wNipjuytcSafBwnLxIEgCIIgCNkgwpFNPgewmdIa2L6N4M4doxaY8jnYFLJn\nIqxaTMSVq3ye4SUTByNnIrYZQRAEQcg1IhzZ5HMA65RWtL+f9odXxwdroxHOiulw26lEoVctJvLK\nVb7O8JKJg5ExkduMIAiCIOQSEY5s8jmAdUor0tONGQ6nuY9UOCumw22nCoVetfjlVT9jT2sLPzjy\n2CT3rueeobO6mmuv/TWvvbYWgGOPPZ5LL72c6urqrOLu6+vl3nvv5vHHH2HXrh1EIhEWLFjIOed8\ngM9+9hPjXpbRks9VqsnARFjtFARBEIRCIMKRTT4HsE5pmeEwmtuT5ncy74mYKmo7hVy1eOCBe3hi\ny2aWVtekXWvbvZsff+2LhEIhLr74k0QiEW655e+8884W/vKXm/B40ttjIjt2bOO73/0GjY17OP30\nszj77HMJhYI888zTXHXVz9i06S2+850foWlaroo3IvK1SjUZKPRqpyAIgiAUChGObMZjAJvtYN8p\nLc3txlVenuZ3su6JmEpqO4VYtYhEIvztbzdwww1/zujn4aZGmpubuOmmW5k/fwEAy5at4PLLv8Lq\n1Q9w3nnnZwwbCAT43ve+SWdnJ9df/3cWL94/fu2iiz7Or371v9x99x0sXGhw4YUXjV/BhLyQabJI\n83po/NMfJv2EhiAIgjB1EeHIZqwD2JEM9p3SKn/P4fSsfSUt3sm6J2Kqqe3kc9UiEAjw+c9/mnfe\neZszz3wfr7z4vKO/Fxv3cMgh74kLRgBHHHEU8+btxxNPPDqkcHT33XewY8d2vv/9K5IEoxiXXvp1\nnnzyUe69904RjooQpwmcaH+/9X8gAEzuCQ1BEARh6iLCUQJjGcCOdLDvlJZvv/lTZk/EeKjtTBW1\nvJESDAbp6+vlyit/zimnnMYFF5yLp7ISb0NDvG1phxxG4yMPsPL0s9LCL1lyAC+++NyQaTzxxKP4\n/aWcdtqZjtdLSnzcfvvteL2V41KmyUAxtVenCZxwRwfRQCDN70gmNIqpDgRBEISpiQhH48R4DPan\n0p6Ise7xmkpqeSOlrKyMW265C7d78PHWS8uY+fkvxX9v3boFgPr66Wnha2vr6Onpoaenh3IHVU/T\nNNm8WXHggQcnpZHK/PnzxSiITTG219T30fb/vtLRX7bvuGKsA0EQBGHqkXfhyDCMOcA1wCmADjwM\nfL8jSOgAACAASURBVEMptce+fjrwS8AA3ga+q5RanRB+OnAtcDoQBG4Evq+USjf1lkcKbZGs2Bjr\nHq+pppY3EnRdR9f1If309fUB4PP50q6VlJQAMDDQ7ygcdXR0EIlEqK2tG4fcFg+xVY89HW1o02pG\ntOoxGdrrWN9xhaqDydrnCIIgCLkhr8KRYRga8CDQDKy0nX8L3A+8xzCMZcB9wE+BO4GLgXsMwzhM\nKbXe9n8nYAInAbOBvwJh4Pt5KoYjxXaOSj7VW4ZKa7RqhGJNa2yYpgnA0IbknC+6XJbgFY1GxzlX\nE5fEVQ+320UoYdUDGPZZmgztNdM7zjtn7rBGGkzTJNDUBHa7SyS4b1+Cul7FuOZ5Mvc5giAIQm7I\n98pRA7AR+J5SahuAYRhXY3VG1cDXgReVUv9j+/+hYRjH2+6fNwzjGOB4YKFS6l3gDcMwvg38zjCM\nnyil0hXibcIdHQljPc0aFWoQKjGJdPc4jxI1jb5NG+l+8XmCLS146+qoOOY4Sg9YGvdvfWj4F+9P\nzbnvp/uF5wi1tFiD/WOOw7/EGDy/KJZGyme+TR3nU71luLRGm95UW6kbb2HW7y8FLOMNqcTcysrK\nHMNWVFTi8Xhob28bdfrFRqZVj7aH7o8bKIDMz9J4tVfTNAcFDPt774b1dD33zGDbOPY4Sg9YlhgI\nMO0P6zvm4LVe+x23u7MDqqZRceTRlBrGoB/LIyWzZ1N9+hl0r3mJcGsb7poaPDNn0v3SC3G/gd27\nab7tFsJnnIV/8f5JaXkqKwi2prcZT20tXWteonftGra89dbLx91755EjqpShKVifIwiCIBQneRWO\nlFJ7gbjpKlvd4QvAGqVUu2EYJwC3pwT7V0KYE4DtdieVeL0COAR4KVPa0YEBR/dwiUakt9fxWt+W\nzbQ/+kj8d2DfPgL33EX16WcA0Lt2DcG2drw11ZS95whKFy+h5PwLkuNvbc2UpWRsISsmtGnWH1uA\n0pKua/HvCWHiTtb3UAlEenri8Q160Oh8+ilMh1n/zmeexr/EsHwmCmypQp39PRuhLleqNLlaqZuI\nG8ZzIcw2NMwAoKWlJe1aS0sz5eUV+P1+x7CaprF8+YEotYlwOJxx39E111zD229v5Wtf+0bOVPCS\nhAXLIfkz5ic2QjdJu5782/rs3bBhcFKktpaBXbvQbXVDUwMzEgFgYOdOPDW1afnqeOoJSubMiUdZ\ndshhBB56IM1f2UGHEGprI0lgwSqTVTbSBZoE0t5RjY0037mK6tPPoHTxkvQAQ4R3u3TCTU20PnAf\n0aBzeN9+C/DtN2jdsPm2fzotBtHzysv4Fy1OLut7jiCYkNcYnhkzE8swtD7oCClknyMIgiAUJwUz\nyGAYxj3A+4F2BtUd5gC7U7zuAeYOcx3bz7h2VL1r1zi6dz79FNFAMP472NoW7/SzGZA4Ytp/7JGG\nw3gj2eswhEsg0uMs9AX27XNWb9nbmL0wl0iKYGf9sr4H9uxxDBJsbLQHhbE4tJSvCcKfrsXjjAl9\nvv3mU3P2OXS/9IK1UldXR8XRx+JbuIjoQH9q5tLScKJ34wZa7707/juwdy/Nq24nGgxStjQ2E5+p\n9rUM1xLTTL4em8kP9+pE+voyxt35rycxo5F096efwhczw51WtAQH04RodDANE0p1nZkzZqI2rreE\n6ATeVhsx9l9CpDvZmIKZIGCccNSxvP76qzx6/z2c/t5TU4pnEggEuOP22wmHI5RGzYR7nTrIdxBs\nSPTqJNQ4CwrjhdOkSKS7CyJlaD4fZoTByQXTdJxoCLU0E+0fnJDx7TefaaedTu/aVwi1t+GprqHs\nPYfjm78AMxhMC58tmd5RvWtfyepdNNbwwbZ2R/eQw6piLL7UOsiUh/GmGPocQRAEofAU0lrdD4Gf\nAT8AHjMM41CgFEhd4gkAsV3jadeVUiHDMMwEP45UVvlwu1yO12pqnNWHmro6cbvSJzKD+/bhrU2f\nLQ699To1Rx46VDbySqZydc6YzkBT+l4H3/T6jGFGS0fGtOqoLvek523DRtpeeJFASwsldXXUHHM0\nVcuWxq+Hu7up8lrfqw40mHmgkRLD6PdIt77wDC6HUffAi88yc3n6WT7jRaijk6ohnsTGthacWm60\ntYUqz/D7fjRMXJpJlTtZwDrtxBO5+c5VtO3dzoJ58wB4ce1aduzayWcu+ghVJekxxfj4+eey6p47\n+NMNf+KwZUtYvGBwNSESifCr3/2O1rY2Lv/CF6mvGvLRnHB0vvV6+nNfUUG0twdPmaWOGLvunT0r\naaIkhtOzVHPkoTDO74dM7yizqzOrZzk1fOx7tuFH+i5xqoNNTz0eTzc0bIpjIq99TnV1KW63c5/j\nRH39+O63KjRSnonPZCuTlGfiUyxlKphwpJR6C8AwjIuAncCngH4gdUhWAsSWQNKuG4bhwRq1OS+T\n2Ox88FHrS8rstN/vpb8/aKuxJIcJDQSI9PWTSjQYJNDRmeBiBQx2drL1zvsc04n7zODu6H8kflPi\n9/s89A+EHP2GB4IEnGZ8KyrZ8o/bEmMDINTRQWjfXqIDAXRfCZ7pDbinVZOmCkRaUMK9/QQc9hlQ\nWsbbf/1HUnHCnR0Ed+2Me+lvbqFj4yZKZs/BXVkFQInPTWAgYQiVVjwz5cM5X05++zYrpwgJtLSg\nrvu/JP9Dx+vgkFpPCffF43ERCiUILimrh8G2dqKh9DLrXg8bf/P7tPymxh/q6qYvHGHjr69Ncj82\nEOAel5vPfuELnL1oMaFIlAfeeZsFVdNYuG4zGzZucSjDYP6/uugAfr7mBT56yec4btYcFlVNozsU\n5KXGPWzv7uLombM4bNsu1v/yasd8DemWwX1Ez89Q7knXzKSfodaW5LIm+B9oaoZoBHQd3e+HbtJW\n3gCCXd289eOfJgZOyEqWbSeTCmACkZ5ux5UrTdd54z9/mBy5QzrRvr7M4b/zX4m5T4nDrrNIxHHl\na6Cpide/9V3HMKnliQaDQ9+ncSLffU57e1/Weauvr5hUZu+lPBOfyVYmKc/EZ6KVaShBLd/W6hqA\nlUqpW2NuSqk+wzDewbICtBOYmRJsFoNqDTuBsx2uQ7rqQxLtDz/k7J5VztOJdnc5unc88dgoYxxf\nnHM3NP0b1pMuCiYT7e0ZnepdalpqU9Z+B97eHP+ePgzNPSbQ++brBUh5aCKBgazq0QyFiPb10b/5\n/7P35mFyXOW9/6d6nZ6Znr2lkWTJ2uySLMmSdxtblnHADgY7rLkkhCRAwu8mIQ6YG8wTXwgBklwg\n4eZ3Q8zF+EIIF2ISwBgwxhuLZSPb8iJjyVLL1r7PvnX39Fr3j+qluruqp3u6q5eZ9/M80kydOlV1\nTlWdqfM973veE8xL9wB3rljFfUNn+O7+V/A4FC7p8POuwCDJo4cpduTLZxD41Ko1PDo+yq+HzrHr\n9Ek0TWOlt433Da7guq4e4seOzrd6TUlmrhFA0iSYRXbf5MSc989OtGSS5OTE/I9PpUjOzP8jpkWj\ndno+lk0jvzmCIAhCa1Jvy9H5wL+rqvpaMBh8DkBV1W709SW+AbjRw6Uah1xfD2Rm9T8JfE5V1ZXB\nYPCEYf800Hy9V6H5KZyHZDaCrSjm6Q4HmYhhKAo4HOaBLOa4pqIo1h3JTN5UCi2RBC0FigPF5UTJ\nuokWXEfJ/+Uft15aeFIAtGSCZQ4HHzl/bX61vF6UbJAFs3PnAoAMAL8zMMDvmOR1Oh0kDVYJJXuc\neWRII1o8Tio6i5ZMoTgdONraUDwe0zIpBfUtOf/Kap/hHFo0SmK6WBi4urpweL04XU6SSRN3xrkC\nlOTNqys/r3E7FYno1qJEAsXlwun3A4qeFo+juN04/X6c6WiEc5dRIRkJ6fPLEglwuXB2deH0dWR2\nFx2rFGxbkQyHSU5OkIrFcXjcOLt7cJqsmwWQDIV0QTk1VWtNKd8cQRAEoSLqLY6eA3YC96qq+kF0\nF/P/gb4GxTeANcDzqqr+DfDvwO8CVwF/kj5+F/A08B1VVT+EHqb188AXg8FgyVnNyz/04aJOI0B3\nt4/JqUguvagvaN7xjBw7SmTfXhKTE7i6e/Bt3oLPEMWp4DL5CcagBXm7S3QaS3X4ijYVenvamZgM\nl5E3nWBybwDOfP1eU2GgOBQG3/fH5YkBq/0F2yPfvc90grenr4/Ab+vd776+DsbGCrxZ5hAhlYRK\nD7920HTCeGEIYm12lmQ4jKuvLy+93ChhRkzrVAeGv/Mt09DKnv5+Av/ld6s+/3zrlQmI4PDnm7zn\nc2/ni9l7kLl2o55X5r44e3rz0mt1X2pZr9wz7MqGn9NSKfxXX1OyrCu2XHBVTQqQo2HfHEEQBKE1\nqXco75Sqqm8H/gH4MfqE1oeBHcFgcAZ4WVXVt6F/fO4EDgC3BoPB/enjtfT+L6N/8KaBe4FPz3Vt\nz+Cgabqvr4NIW+UdAvdAgK7Lrqj4uHrh7u7AmSx/MrAV3oF+yw600yLU83zpvOIqxh95uEi7+a+8\nGofHoweu83pxtFkFXTCzEBSLt4xWCgeDTD/7NPHRUdwD/fivvIbOLVvp3LI1L//E44+hOPInvSci\nYbRkoig99NIe/FvnmHRfINZcXZ04YyZWlbnm51iIvtCB/cw88ytiI6N4BvrpvOp1dGzYWJQvPjFZ\nVH6AxOQkjvZ2kzJYzDspmhuj/3R43ChuN1ZzTfKnw+Q2Qs8/Zxr7r9wIarWgff2FdbtWuVQbWa6e\nNEtZG/nNEQRBEFqTugdkCAaDI8Afltj/IPqK5lb7zwJvq33JmpyCcNmK0dqTtxaSns/RlhERJlah\nopDbhem5tK7rX8/oD39QVJyuHa/H1dubdy4wrH1ktjZSNpt5p75ncBB3bx9TT+0kPjysL6R77fa8\ntXzaAn7cjuon9IX27WX8kZ/qxXE6SYxPMP7wQzg7OorWDvIODhYv4JlM4nB7DK5t6eSJibSrU/m4\n/X6c5stwVUxo317GH9Kbj+JwEB8bZ/yhB3H6fOXVC/AsXYqrq6vqsngDftylA3qZkpieRnG7i0Ry\ncmYG99KlxQdkRJfBhU8rEGrlrm9kGhegQCC6u/0444789GwQjXSQEuN5S4rJgv3pneFgkJnnniU+\nNoa7T7dcVRI2u9E0U1nlmyMIgiBUQiNDeTeWjAhwOMDpKF501ZgHyLc6FIgIpbTIUAoER95+yBcU\nJm5qlbiFZfD2+3Gl9Dka1Sxs6r/kUhweT0nBUks6Nm2uy6KrlSxOa7bgrOJymc6fcAcCtSvkPKi2\nXlD9QrrV4gkETEWbOxAwbwuZNIMVrPIWUz6uzg6ckdIh1Ktpc6F9e5n42WOA/p4lpqaY/PnPcHV0\nkDRZzNqzdCnugfxFdrVCcZa3OK6WXWPLuN/l78QZLRR4RnGpWQi73LkzC9d6+vqImQRucff2FaUJ\ngiAIQjOxaMSROxDIig9jB8sX8ONxNU9owXIpt/MV2rc3rwMcGxrKbpfbWauXYKknseHitVkA4ibp\nmbobBWLnZZcz8/xzRXkbLSyqrZedwrdcmlW0lUu1bc5K4OrjK8Wyr/u66w0BNLJZK8bd5cdpHYCv\nInrecFO2zsbw6903viEr5LQCcSYIgiAIzcCiEUeF7k+tTCWdr0osCYuJUtYJM8wEYtv5q5tOWNSi\nXo2mWUVbuVTb5qwErhaLM/D2d7bEfSnnGdpp3RMEQRCE+bJoxNGxz/5Nxe4tzUolna9KLAmLiVpY\nJ6yERTUuVdXS6laXDNWKtkY+g2rbXCmB24xi1opWKqsgCIIgZFg04ghNm5dLWTNSSeerUktCIzuV\n9cQu60Qt3Birod5Wl2Z8Xyp5BnaUv9I2V8hCEbiCIAiC0IosHnFkoNVdyirpfFXS0Wp0x74UmU7s\n6YkxlJ6+mnRi7RjZbgY3xnqN2Dfr+1LuM7Cr/NWKm1Z3KxQEQRCEVmZRiqN6u5TVenS6ks5XJR2t\nZujYm2HsxLpcTuJN0gk3YzG5MTbD+2LWtsp9BnaVvxbiRlzSBEEQBKExLEpxVM9wy3aMTlfa+Sq3\no9WsHftm6ISXS7UuVa1Eo98Xq7bl8HpJRYvDrhU+AzvLL+JGEARBEFqTRSmO6um7b+fodK07X7Xo\n2Nsxh6OSTmyj58AspvkijRaCpUJem1H4DBpdfkEQBEEQmo9FI44Uh6MhvvuNHl2vhGo79nbN4Si3\nE9sMc2AW03wRq/fFc95Kznzl7prODzOj2pDXi0nICoIgCIuT/aMH2XVmNyORMQZ8fVyz7Ao29l/Y\n6GI1NYtGHK2665MNuW4rjU5X27G3y0pWbie21PUz++thUWp1l6pyrW9m74vnvJXZxXHtnh9Wbcjr\nxSRkBUEQhMXH/tGD/PDwQ9nt4chIdlsEkjWLRhw1ilYbna6mY2+XlczYidXGx/AsHTDtxFpdf/bY\nMWLnzuXyNUlAh1pE4Ku1G2Gl1rfC9+XMV+42PW8t5ocV1tWzcpWpOKrFWlWCIAiC0OrsOrPbMl3E\nkTUijmxmMY1O22kly3RiAwE/w8PTFV1fi8egra0ovZEBHWoRgc8ON8JqrX92CWSzusaGhui87HJi\nJ08s+LYlCIIgCJUyEhkzT581Txd0RBzVgcUyOt1oK5nV9RW3xzR/I+d91cIF0Q43xmrFjV0C2aqu\nsZMnWPbBP6nq3IIgCIKwEBnw9TEcGSlOb+trQGlaB0ejCyAsHDo2bWbg7e/Es3QpisOBZ+lSBt7+\nzroGQzC7ftuqVab5GznvqxYWFjusNB6Le1Luveq67nrz9CoFcisFNhEEQRCEZuCaZVdUlC7oiOVI\nqCmNtpJZXb/Z5n3VwsJih5WmWutfufPDKqWVApsIQrlkokhNJCbocfVIFClBEGpK5u/JrjO7GZkd\nY6BNotWVg4gjYcHTjPO+SomQcoMs2OHGWOpeVRLFbq75YZXSaJdNQag1xihSLpdTokgJgo0s5nDW\nG/svXDR1rRUijoRFQaMtWoVYWViAsoMs2CX6zO5Vo9eQakaBKwjVIFGkBKE+SDhroVJEHAlCgzCz\nsFQaCrteos+uNawqodkEriBUg0SREoT6UGogIvNzMVqUBGtEHAlCE9GsgQeatVyC0KpIFClBqA9W\nAxEnZk4zLBYlwQSJVicITUS10eLsolnLJQitikSREoT6MOAzH3CIJ+Om6VaWJmHxIOJIEJoIu0Jh\nV0uzlksQWpWN/Rdy29o3EfAN4FAcBHwD3Lb2TTJiLQg1xmrAwe1wm6aLa6sgbnWC0EQ0a+CBZi2X\nILQymShStYzsKAhCPlbhrHed2S2urYIpIo4Eoclo1sADzVouQRCEVqFeIaUXc+hqM6zCWRuj2GUQ\n11ZBxJEgCIIgCC1NK4iBeoWUbobQ1a3wPGSBVMEKEUeCIAiCILQslYqBRnXc67W2VaPX0GoGcVYu\nskCqYIYEZBAEQRAEoWWZax0bI5mO+3BkBI1UtuO+f/Sg3cWs29pWjV5Dq5LnIQjNiFiOBEEQBEFo\nWSoRA420qtRrbatGr6HVaHEm2E8ruE1Wg4gjQRAEQRBahsKOmcfpJpqMFuUzEwON7Lhfs+yKugQA\nqNd1rGi0OBPspZXcJueLiCNBEOpCaN9epp58gtjwMJ5AgK7rrpfod4IgVIRZxyySmAUUfC5vXl4z\nMdDIjnu9AgA0OtBAo8WZYC+NntNWD0QcCYJgO6F9exn5/nez27Ghoey2CCRBEMrFrGPmc7XhdXjp\n8vrnFAON7rjXKwBAIwMNNFqcCfayGNwmRRwJgmA7U08+YZ7+1E4RR4IglI1VxyymxXn/5vfMebx0\n3OuDRIFbuCwGt0kRR4Ig2E5seNg0PW6RLgjC/FjoE6Vr0TGTjvvcVPIeLfR3Tsin0dbXeiDiSBAE\n2/EEAsSGhorS3YFAA0ojCAuTSiZKt2qHdjF0zCql1s+y0vdoob9zQj6Lwfoq4kgQBNvpuu76vDlH\n2fRrtzegNILQ+ph1NMudKN3K0aYWYsesGtFgx7O0eo8ePvozy3du6MBpXn3kZSZOjqIoCs+t/QV/\n/eFPs3nzlrxyhken2ffA84weOsc3gcuuvJK7PvrX9Pb2llW2cDjEAw/cz2OPPczJk8dJJpOsWbOW\n3/mdd3PDDb+JwyHLd9aDhW59FXHUIE4cGePAr88wNTFLV08bGy5exso1C8dfUxCMZOYVTT21k/jw\nMO5AgK5rt8t8I0GYB1Yd4tlEjDaXpyh/4UTpVo82ZUfHrFFWjWrFjR3P0mxeVyQxy9noEIOpJXnl\nnE3EmDk6zjP3PI5/sIcNt2xDS2kce+ogf/7nH+Rf/uWrXHTRZnad2U0sFOVX//IoqWSK9TduIpXS\neOHnu/nIR/6Mr371G7jd7pLlOn78KHfeeQdnzpzmppvexC233Eo8HmPnzl/yyU9+kptu2sUnPvFp\nFEWZV70FIYOIowZw4sgYz/zycHZ7cjyS3RaBJCxUOjZtFjEkLBpC8TAACqAoCgoKiuJI/1T09PTv\nmqZVdG6rDnE8FaeNYnFUOB9nMUSbqoRGWtKqFTd2PEuzeV2heBiXo7jLGE/F2feD3fh6Orjuw2/C\n5dHzbNt+OT/+zH3cc8/d/NM/3c1IZIxDv3iF2ckwOz52K/6l3QD0nR9g15cf5aGHfsxtt73NskzR\naJSPf/yjTE5Ocu+932T9+guy+9797t/j7ru/yLe//W02btzEu9717nnXXRBAxFFDOPDrMxbpZ0Uc\nCYIgLAAiiQhJLVVW3uTMLOPhEKBweOIoLw7/mvHZSfraerhsyTYu6FuLggNHWmSdC48AxnPrYsvl\ncKFpWtHIeeF8nMUQbaoSGmlJq1bc2PEszeZ1JVIJur3dxZmjGlOnx1l3w0VZYQRwo3oDJ7cdZPfu\np7PlPP3iUfrXLc0KI4CNWzdzatVBHn/8kZLi6P77/5Pjx49x112fyhNGGe68805+9KMf88AD36ub\nOJI5VPkspPsh4qgBTE3MWqRH6lwSQRAEoRnQgEMTR/jZiV9m00ZmR3n4+OPEtQTrelZn07s9fsai\nxZ3nJb4Bti3Zwp6hlxmPTdDn7eHSJVsZ7FjCRHQya6naFtjMT489npZUOS5fegnxZNxg6VI4MPoq\nT599bkF0eKywEignZk7ztb3fYiIxQY+rx5a6Vytu7AhQYTavy+v0Ek1Gi/KuHljFZ+/+R/ZOHiCs\nxPLmgE1OTuB0OgG42L+Rr43OsGzr+UXlPH7hKzz99FMly/T444/g87Xzxjf+pun+trY27rnnXxkc\nXDafKldMK8/bs4NS9wP0d8nOdlRrRBw1gK6eNibHi4VQV4+vAaURBEEQmoE9Qy9bphvF0bYlW/JE\nlDF9Xc/qvLwAsVQ8b3uFfzk3nLddF1HRCXq9PWxbsoWlHQHGohPZfIcmjqavo4uoM6GzfP+1H/GG\n2A1c2LsOyLgMOlCUnJugL+YgkoiUdCV0KM0zcd5MoEQSs4TiYYYjI7hcTts6v9WKG7sCVBTO6yrs\n/Ga4dsVVbOy/kBvYkZf+2muv8vLLL3HlldcA0JfsAmBgIICiOPLK2d8/wMzMDDMzM3R2dhZdQ9M0\nDh4MsmXLVlwu627rypWr5lXX+dDq8/ZqTakgHtGULqrtbEe1RsRRA9hw8bK8OUe59EHT/BK8QRAW\nLtK+FyaffvofcDqcuBQXLocTlyP9U3Glf0//U5x0+NpIxjWOTh0HhayIIC0oIvFZ9o7sx+Vw4kwf\nv2VgM6+NH2Y6PkOPp4stgYtY3jlIPBXHpbjmnJRuJqIKyYk1zfA/PH/uJVZ3F3dED00cZc/Qy0wl\np+hydmXFmhV6PfOFVe5nfrojc1cUMncnLbyM20rWGlaJADMTKKF4mA53R1HeWnd+ayFu6hE5rJJy\nhsNhPvvZvwbg937vD7JpADesuY5bL39rXn6v1wvA7GzEVBxNTEyQTCbp7x+oXYWqpJQ75EJyLysX\nq/txKnSGAV/x96zZRaSIowaQ6fgc+PVZpiYidPX42HDxoGmHSII3CMLCRdr3wiWpJUkmk8SI1eR8\n33/tx5b7hiMjvDqZP+DmVMwEWTotT7DpAi3zu9OQ/8TMKaAgqARwNjnEyenTBpHn5OT0GZ46vQsF\nBafTyVhiLGvdshJIGqCRyqmuyuJSlEVOgOmldyg58ZSZx7XSv4I3rno9z517kbHoBP3eXsLxKF6n\nG03Tsv8AhiOjNS9jq4RFLqecs7OzfPzjd/Daawd573vfxyWXXAaQvX+lNbv5TqdTF7mpVHlz+OqB\nlTukR3EvSnc7q/thRbMHfxFxNE+qHe1duaavrPwSvEFYjNhhTWlGC42074XL5v6NJFIJ4qkEiVSC\nhJYgmUqS0JL6dipBIpUkoem/15qMOIsma35qAL6271tz5lFQ+E7w+3R6OvMEWDwVJxQPk0gl8Dg9\nDPj66fV251vUSoo6t7nQS1/DoTiylrPX0tYso/ugmVhb4V/GCn9uvsr3Dv4oO69LS2kkNf1G9nn6\nGAoPQ1ZoZaxdmFu9jC6FeVELM3eIrIUwk5eC31uF6elpPvaxD/Pyyy/x5jffxgc/+KfZfT5fO6BH\nnSskk9bRUWypA/D7u3C73YyPN0+H2sod0kLfNb2lpFqs7seKzmWmc9WaPfiLiKN5UM/RXgneICw2\n7GhfzWqhkfa9cHnXhbeVHa2ut7ed4dEpEqkkr00c4eXhV5iMTeJ3d7K+dy1LO5ZkBVUyLajiRoGV\nSpDME136/lxaMr2dy5/Q8o+1Aw2NhJZkIjppmWc2GWUqNl3T6yoouBwuFBQSWiIrPIYiIxycOERf\nWy9+T6e5AEsLLo/TQyge1q1NSYceBRCFpX1LODZ1sqQlrpbzqUq7HuZcDZV8uZUVZEZXROP/swkP\nsWQsvd+4r/Ac5Ym08fEx7rjjQ7z66kFuu+1t/OVf/lXecUuX6tMGRkaKrQsjI8N0dvrx+cznXSuK\nwqZNWwgGD5BIJCznHd1zz92cOnWS22+/w3YXPCs3wx8dftg0f7mWkoxLXisFLwDr+wHUPGAIKKic\n3AAAIABJREFU2B8ZT8TRPKjnaG8zB29oxpF4ofWxo301q4Wmmdu3UDsOzWG9UBQl27HePLCBzQMb\n6lo+TdPyxJIunpIkUwmOTZ0kOPYqU7EZOtztrPSfx4CvN5snnkqQTCXYNxokkoigoYcST6VSaGi4\nFBf9vr60lSzOxOwkCS0JmpZ2q6u9L52GRrwgCEV6BwDnwkOcCw/N69w/O/HEnHkciiPPUpabK2a0\ncLmxcm10Fc1V0/c7Taxq7oI0p8NZljhzRpKMR0MV1T0nnhyGuV8KkUiYv/rIHRw+dIjfesc7+OM/\n/VMmY1P54s2rMLhsGfuD+5iJhdJz6/QcwYMHuEBViSQiFIo40NvHtduvZ8+eF3j40Ye46aZ0xDqD\nqJsJzfDjH/+AZDJFp99PymJgopYWOTM3w11nds87+qAx6EUrBS/IUMrtcteZ3UwmJgn4eqsWMvWI\nFCjiaB7Uc7S30uAN9aJZR+KF1seO9tWsFppmbd9C7chFfNMZi849F6feKIqCW3HjdriL9g12LOWq\nZZfNeY6V/vOy9XI6nSSTujXqxpU78up578vf1OcZGdDnoyi896Lfzgo0o+UrnrWaJUzdEuMZi5pB\n2CVSCQ5PHkPTUtlwEpqmoaXlmNfpzVrNrDrS8yWlpYhpqaIogfXCoThMLFr5VrJ2bxupBHkCzFkg\n0Nx5wUNywUCMx7gVF//nf97N4UOHeNNbb+W9H/wA0aT5PLsrr30dD97/A4KHg5y3aiUAL73wIidP\nHOfWd76dqdiMZZ2uu/n1/Md/fJsv3/2/WLJqkFVrVmf3JZNJ/v7zX2JsbIzf/+MPMJGYgjk8VfNt\nZUZrWWFK+nelOFXPn2+xu3hgE48c+1nR9bYObGIqNl141mxhFBR2ntqVfRdTmpL9/clTT7O6e5WJ\nx57hXIpikmqeP7P/wNirPHP2eUYj4/T7erl68HI29F9QcIT52fKvpxSlGcmIpkDAz/Bw9VbiekQK\nFHE0D+o52ltJ8IZ60qwj8ULrY0f7alYLTbO2b6F6ujx+NGDfyH6cirNo/76R/VyyZAsAPd5OEp5c\nx0LLGlM0Q6wCLWv5KLS2GLeNx5rt1/MUW2syefJ3aZa/aQVlWd+zGgV4cehlppPTdHu7Tef39Hp7\nitZoUhSFPm8fPldt26Nx3pCRPm8f77jw1ux2SkuZzgPLiC5fp4uxyZk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aerhkycWs61lt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\nHvD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V8EG6ysGshCmUOojV8WwBRzIFZCUJUZbFvFgYyTCHoYKAgYKAoqyAYwjaOBYhhjER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\nN998q4UY6bjlllvwi1/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6+8TrfWT0eNK6RzzHcNmqqbKZE3J39+8xbR8PilXMSYQ5nIKS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tlist = [30,20,10,5,0,-5,-10,-20,-30]\n", "\n", "plt.figure(figsize=(12,8))\n", "\n", "plt.subplot(1,2,1)\n", "for T in Tlist:\n", " data = wdata[wdata['TMIN'] < T]\n", " data = pd.DataFrame(data.groupby('Water Year')['TMIN'].count())\n", " data = data.ix[1949:2016]\n", " regplot('TMIN',data)\n", " dave = np.mean(data.index.tolist())\n", " Tave = data['TMIN'].mean()\n", " plt.text(dave,Tave,'{0:3d} C'.format(T))\n", "\n", "plt.title('Days with Tmin below')\n", "plt.xlim(1949,2016)\n", "plt.ylim(0,380)\n", "plt.xlabel('Water Year')\n", "plt.ylabel('Days')\n", "\n", "plt.subplot(1,2,2)\n", "for T in Tlist:\n", " data = wdata[wdata['TMAX'] < T]\n", " data = pd.DataFrame(data.groupby('Water Year')['TMAX'].count())\n", " data = data.ix[1949:2016]\n", " regplot('TMAX',data)\n", " dave = np.mean(data.index.tolist())\n", " Tave = data['TMAX'].mean()\n", " plt.text(dave,Tave,'{0:3d} C'.format(T))\n", "\n", "plt.title('Days with TMAX below')\n", "plt.ylim(0,380)\n", "plt.xlabel('Water Year')\n", "plt.ylabel('')\n", "plt.tight_layout()\n", "\n", "fname = '../images/TempColdTrend.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### There are more warm days" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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5mzo2U+sfshBJpBOcPfNMluYsHuRGcMwlu+hgj0V9iX7i6cKgKM3B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vjWFU+utQMI7dlvGCgJ5VDchLLx0J64kWDr42SCgQp6XVkfaM1EIYdHTle0ig+JFhq5HtWEzB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tlist = [30,20,10,5,0,-5,-10,-20,-30]\n", "\n", "plt.figure(figsize=(12,8))\n", "\n", "plt.subplot(1,2,1)\n", "for T in Tlist:\n", " data = wdata[wdata['TMIN'] > T]\n", " data = pd.DataFrame(data.groupby('Water Year')['TMIN'].count())\n", " data = data.ix[1949:2016]\n", " if len(data) > 0:\n", " regplot('TMIN',data)\n", " dave = np.mean(data.index.tolist())\n", " Tave = data['TMIN'].mean()\n", " plt.text(dave,Tave,'{0:3d} C'.format(T))\n", "\n", "plt.title('Days with Tmin above')\n", "plt.xlim(1949,2016)\n", "plt.ylim(0,380)\n", "plt.xlabel('Water Year')\n", "plt.ylabel('Days')\n", "\n", "plt.subplot(1,2,2)\n", "for T in Tlist:\n", " data = wdata[wdata['TMAX'] > T]\n", " data = pd.DataFrame(data.groupby('Water Year')['TMAX'].count())\n", " data = data.ix[1949:2016]\n", " regplot('TMAX',data)\n", " dave = np.mean(data.index.tolist())\n", " Tave = data['TMAX'].mean()\n", " plt.text(dave,Tave,'{0:3d} C'.format(T))\n", "\n", "plt.title('Days with TMAX above')\n", "plt.ylim(0,380)\n", "plt.xlabel('Water Year')\n", "plt.ylabel('')\n", "plt.tight_layout()\n", "\n", "fname = '../images/TempWarmdTrend.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Snow Cover" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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RaTMK/iIiIm1GwV9ERKTNKPiLiIi0GQV/ERGRNtPZyBc3s3OBTnd/U3T7PuCwEnc/zN0f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\nH0c38EexP4hEW0AdZAnHeyOhMXQNYYzzBbljbPU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.DataFrame(wdata.groupby('Water Year')['Snow on Ground'].sum())\n", "data = data.ix[1949:2016]\n", "\n", "regplot('Snow on Ground',data)\n", "plt.title('Days with Snow on Ground')\n", "plt.xlabel('Water Year')\n", "\n", "fname = '../images/SnowOnGround.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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UxVjM570VN/CppOnB38yeCTwLeGPJqmOBy0uWXR4tj9ff4e4bS9avBh7T6P0U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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = wdata[wdata['SNWD'] > 0]\n", "data = pd.DataFrame(data.groupby('Water Year')['SNWD'].mean())\n", "\n", "regplot('SNWD',data)\n", "plt.title('Averge Snow Depth for Days with Snow on Ground')\n", "plt.xlabel('Water Year')\n", "\n", "fname = '../images/SnowDepth.png'\n", "\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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uBj4B/NTMXgPMBnbn7NcHzIx+zkt39wEzy0T7zI42j3eOorq6ZtPW1lpKHgBIpztLPqaR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\nkTwKEERERCSPAgQRERHJowBBRERE8vz/nESoKh7MN+oAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.DataFrame(wdata.groupby(wdata.index.year)['SNOW'].sum())\n", "regplot('SNOW',data)\n", "plt.title('Annual Snow Fall')\n", "\n", "fname = '../images/SnowFall.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Total Annual Precipitation has been Steady" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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9QsjHXYHvEvLpGELhrvAkw3sJAbTwHPu+cd9VhMe/tiA8qvi6EsfPE55tPyWu/05M30+B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\niGSMgr+IiEjGKPiLiIhkjIK/iIhIxvx/LG4kbjW+ErQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.DataFrame(wdata.groupby('Water Year')['PRCP'].sum())\n", "data = data.ix['1949':'2016']\n", "regplot('PRCP',data)\n", "plt.title('Annual Precipitation by Water Year')\n", "plt.xlabel('Water Year')\n", "\n", "fname = '../images/PrcpTrend.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seasonal Precipitation Patterns" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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RpudlOrof2NbMlnT3V3PrgepVLp25sUo8ED2olgS+T/eJ0ICiNgAtKl2FXg6MMrPv56db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\nNMVyOlGN0efix1TsdixRXH0xkW2/DOx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prcp = wdata.groupby(['Water Year','Water Month'])['PRCP'].sum()\n", "#print(prcp.unstack())\n", "prcp.unstack().boxplot()\n", "plt.xticks([1,2,3,4,5,6,7,8,9,10,11,12],\n", " ['Oct','Nov','Dec','Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep']);\n", "plt.ylim(0,250)\n", "plt.ylabel('mm per month')\n", "plt.title('Seasonal Precipitation Patterns 1950-2014')\n", "\n", "fname = '../images/PrcpSeasonal.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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Oh2dCvIQQyF4WHXd0dP8vLjV1bTZEr/UK4BuEgP8lwrr0HyLkcSXXfIgQqIYYq2kX8zXC\n+JplhEWqTiUMPjyAMAf/xanrriH8bWD6o/w/QQjqX2JsSusHCf+vSwjN8+8kzJh5bjSYsBr+hdCt\n8QzCvf09YZDwiydpCQFC1wmh7z+eiXEqYYzJsVHLZOxswufNC6PXeCbhfVXuoF1JaCkU6tUSKiLV\nYBU+5U8al5ldDSx290PrnRZpTqr5i4g0EDN7GqFL4pKpjhWpVN36/KPBSSsIK4ktj7YdSxgZaoR+\n5DPd/erEOTsT5uQeS5imcglhnepK1mQXEWkYFtbwP5kwuDJepElkVtSl5h/NMf8Oifnh0XKUVxLW\nfz+I0O94hZntlzj1csIUj6MI/yRvZ/yysCIiWbWVMC5hI/DGKcZ4iMxIXfr8Lazp/gzC4J9j3H15\ntM2S/ZZm9nvgAXc/xcwOI8xJXxYPVrHwKM8Lgd5ocJGIiIhMoeY1fzM7jjC6+AOpXUcS1ktPWh5t\nj/c/nBqlupwwTebAaqdTRESkWdW0zz96mMk3CM316YVH9gAeS21bRXie+2T7iY5Jr2I1ztq1m8pu\n4ujpmUdf36SzVZqe8kB5kPf7B+UBKA+yev+9vd1Fl3qu9YC/rwFXuvsvzWyP1L55hFXQkrYTFkEp\nuj9al7uQOKaknp55tLeXvxx0b296/Y38UR4oD/J+/6A8AOVBM91/zYJ/1D9/EGFhi2L6mbh+81zC\nsphF90dLpbYkjimpkhJbb283a9dumvrAJqY8UB7k/f5BeQDKg6zef6kCSy1r/icTmu5XR4+8jJsi\nrjazbxMeW5l+rvtujDX1P0p4tnV6P0zsDhAREZESajng7x8Iy2keGH29PNr+LsJypCuIHh6ScAwQ\nr7m9AlhmZktT+zcRHo8pIiIi01Czmr+7j6udm1ncf/+Yuz9hZhcCt5nZOYw9QOZQwtrxADcS1i+/\nzMxOJaxXfT5wgbvP5nOpRUREmkrDLO/r7ncRHkjxRkJN/njgNe5+X7S/EO1fQ3gO+CWEp4KdW5cE\ni4iIZFTdlvd1978x1u8fb7sKuGqSc1Yz9sQqERERqUDD1PxFRESkNhT8RUREckbBX0REJGcU/EVE\nRHJGwV9ERCRnFPxFRERyRsFfREQkZxT8RUREckbBX0REJGcU/EVERHJGwV9ERCRnFPxFRERyRsFf\nREQkZxT8RUREckbBX0REJGcU/EVERHJGwV9ERCRnFPxFRERyRsFfREQkZxT8RUREckbBX0REJGcU\n/EVERHJGwV9ERCRnFPxFRERyRsFfREQkZ9pr/YJmtgfwReAlhMLHL4EPufuqaP8twPNSp33D3d8V\n7d8ZuAg4FhgALgHOcveh2tyBiIhIttU0+JtZC3AVsBY4Jtr8FeBnwHOj/fsBbwV+lzh1a+Lny4EC\ncBSwO/AtYAg4azbTLiIi0ixqXfNfAtwH/Ku7PwRgZhcAV5hZD7AYmAfc6O6r0yeb2WHAEcAyd18J\n3GFmZwAXmtm57r69RvchIiJSNXevXMeKOx9n7YZ+ehd1ccQBu7L/3jvO2uvVNPhHAf3E+PeoC+Dd\nwB/dvc/MXgT0Aw+XuMSRwMNR4I8tB7qBA4GbZyPdIiIis+Xuleu4/NoHR39f09c/+vtsFQBq3ucf\nM7MrgNcCfYx1AewPbAC+Z2ZHAesIffpfcvcRYA/gsdSlVkXfl6LgLyIiGbPizsdLbm+64A+cDXwW\n+BhwjZkdROjvXwD8Ktp3OPAFYCHwCUKXwLbkRdx90MwKQOdkL9bTM4/29rayE9nb2132Oc1GeaA8\nyPv9g/IAlAezdf99mwfoaJ84+W7DloFZe826BX93vwvAzE4EHgVOAv4RWODuG6LD7jKzhcBZZvZJ\nQpfA3OR1zKwDaAG2TPZ6fX1bJ9tdVG9vN2vXbir7vGaiPFAe5P3+QXkAyoPZvP+eBXNY09c/YfuS\nnq4Zv2apwkNN5/mb2ZIo2I9y963AX4Hd3X0oEfhjdxH69BcSCgm7pvbvFn1PdweIiIg0vCMOSIe1\nybdXQ60X+dkTuNTMDok3RDV7A+41s5vM7Mupcw4BVkWFghXAMjNbmth/DLAJuH12ky4iIlJ9+++9\nI284ahlLerpobWlhSU8XbzhqWfOM9gduBa4HLjazU4BB4DzCvP9vA/OBc83sNuAG4GjgTOC06Pwb\ngZuAy8zsVMLUwfOBC9x9oIb3ISIiUjX7773jrAb7tJrW/KMR+68n1NJ/DlwLbASOcvfNhMF9HyUM\nAryHEPhPd/eLo/MLwAnAGkIh4hLgYuDcWt6HiIhIltV8wJ+7PwmcXGJfAbgg+ip1/mpCAUBEREQq\noAf7iIiI5IyCv4iISM4o+IuIiOSMgr+IiEjOKPiLiIjkjIK/iIhIzij4i4iI5IyCv4iISM4o+IuI\niOSMgr+IiEjOKPiLiIjkTM3X9pfmdffKday483HWbuind1EXRxywa02fUiUiItOj4C9VcffKdVx+\n7YOjv6/p6x/9XQUAEZHGomZ/qYoVdz5e1nYREakfBX+pirUb+kts31bjlIiIyFQU/KUqehd1ldje\nWeOUiIjIVBT8pSqOOGDXsraLiEj9aMCfVEU8qC+M9t9G76JOjfYXEWlQCv5SNfvvvaOCvYhIBqjZ\nX0REJGcU/EVERHJGwV9ERCRnFPxFRERyRsFfREQkZxT8RUREcqbmU/3MbA/gi8BLCIWPXwIfcvdV\n0f5jgfMBAx4AznT3qxPn7wxcBBwLDACXAGe5+1At70NERIrTEz4bX01r/mbWAlwF9ADHAEcBuwI/\ni/bvC1wJ/Ag4CPgpcIWZ7Ze4zOXALtG5JwNvB86pzR2IiMhk4id8runrZ6Qw9oTPu1euq3fSJKHW\nzf5LgPuAd7n7He5+B3ABcLCZ9QCnATe5+2fc/X53Pxv4Q7QdMzsMOAI4KTr/F8AZwPvNbG6N70VE\nRFL0hM9sqGmzv7uvBk6Mf4+6AN4N/NHd+8zsSOCHqdOWJ845EnjY3Vem9ncDBwI3z07KRURkOvSE\nz2yo24A/M7sCeBR4AfBP0eY9gMdSh64Clk6xn8QxIiJSJ3rCZzbUc23/s4HPAh8DrjGzg4B5QLp4\nuB2I3zUT9rv7oJkVEscU1dMzj/b2trIT2dvbXfY5zUZ5oDzI+/2D8gCmlwevOnIfvvOLe4tuz3oe\nZj39SXUL/u5+F4CZnUhoATgJ6AfSffdzgS3RzxP2m1kH0JI4pqi+vq1lp7G3t5u1azeVfV4zUR4o\nD/J+/6A8gOnnwdLFXRx/+F4TnvC5dHFXpvMwq++BUgWWmgZ/M1sCHOPuP4i3uftWM/srsDuhEJB+\nAPxujDX1PwocV2Q/TOwOEBGROmimJ3zG0xb7Ng/Qs2BO00xbrHWf/57ApWZ2SLzBzBYS5vTfC6wg\nTOFLOga4Lvp5BbDMzJam9m8Cbp+tRIuISP4kpy0WCoWmmrZY62b/W4HrgYvN7BRgEDgPWAt8G9gb\nuM3MzgEuBd4CHAq8Jzr/RuAm4DIzO5UwdfB84AJ3H6jljYiISHObbNpi1mv/Na35u/sI8HpCLf3n\nwLXARuAod98cjQM4AXhjdMzxwGvc/b7o/EK0fw2hEHEJcDFwbi3vQ0REml8zT1us+YA/d3+SsDJf\nqf1XEVYBLLV/NaEA0NS0PKaISH31LupiTd/EAkAzTFvUg30akJbHFBGpvyMOSI8/n3x7ltRznr+U\n0Mz9TCIiWRF/3q6483E2bBlgSU/ztMIq+DegZu5nEhHJknjaYlbn+ZeiZv8GpOUxRURkNin4N6Bm\n7mcSEZH6U7N/A0r2MyWXx2yGfiaRZqEZOZJlCv4NqpmWxxRpNvGMnFg8IwfQ/61kgpr9RUTKNNmM\nHJEsUPAXESmTZuRI1in4i4iUSTNyJOsU/EVEyqQZOZJ1GvAnIlImzciRrFPwFxGpQDPNyNG0xfxR\n8BcRyTFNW8wn9fmLiOSYpi3mk4K/iEiOadpiPin4i4jkmKYt5pOCv4hIjmnaYj5pwJ+ISI5p2mI+\nKfiLiORcM01blOlRs7+IiEjOKPiLiIjkjIK/iIhIzqjPv4loiU4REZkOBf8moSU6RUQmpwrSmJoH\nfzNbApwPHAt0ATcDH3b3u6P9twDPS532DXd/V7R/Z+Ci6PwB4BLgLHcfqs0dNKbJlujM65tbRCTW\njBWkmRRmahr8zawV+AnQArwW2Ax8Evitme0LrAf2A94K/C5x6tbEz5cDBeAoYHfgW8AQcNbspr6x\naYlOAdVsREpptgrSTAszta75Pwc4DNjX3e8DMLO3EYL+q4AbgHnAje6+On2ymR0GHAEsc/eVwB1m\ndgZwoZmd6+7ba3QfDad3URdr+iYWALREZ340Y81GpFqarYI008JMrUf7PwK8GvDEtpHoew+wP9AP\nPFzi/COBh6PAH1sOdAMHVjWlGaMlOkVPZxMprdmeYTDTwkxNa/7uvg64KrX5A4S+/18Drwc2AN8z\ns6OAdYQ+/S+5+wiwB/BY6vxV0felhPEDuaQlOqXZajYi1XTEAbuOaxlLbs+imbb21nW0v5kdD3wO\nuMDd7zOz/YAFwK+AzwKHA18AFgKfIHQJjPskc/dBMysAdS2+NUJfq5bozDd1/YiU1mwVpJkWZloK\nhUK10zQtZnYy8HXgB8BJ7j5iZu3AAnffkDjuTMJgvoXAV4CD3P2IxP4Owqj/17v7T0q93tDQcKG9\nvW1W7uVP/gTf+cW9E7a/7bh9Odh2npXXFEnT+1AkX/7kT/DbWx5h9fot7LJ4Pi95/t8V+19vKXZu\nXWr+ZnYW8GnClL0PuHsBIJqutyF1+F2EPv2FwKPAcan9u0Xf090B4/T1bZ1sd1G9vd2sXbtpyuOu\nuv6vDA6NFN2+dHHxfqasmG4eNLOs5MHSxV0cf/heE2o2Sxd3zSj9Wbn/mZiq5S4PeTCVvOdBI97/\n0sVdnPwKG7ctncbe3u6i59Zjnv9HCIH/4+7+qdS+m4Cb3f20xOZDgFXuvsHMVgCfN7Ol7v5otP8Y\nYBNwew2SX5T6WqVRqOunfJolIXlU63n+BxD68r8JfN3Mdkns3gT8GDjXzG4jTPs7GjgTiAsDNwI3\nAZeZ2alAvGDQBe4+UJObKEJ9rSLZ1Wzzv0Wmo9ZT/U4E2oB3AI+nvk4nDO77KPAx4B5C4D/d3S8G\niLoHTgDWANcTZgJcDJxb07tI0TQ7kexSy53kUa2n+n2UENwnc0H0VeoaqwkFgIbRbKNIRfJELXeN\nrRFmUjUjPdinStTXKpJNzTb/u5loPMbsUfAXkVxTy13j0niM2aPgL7mgpkOZjFruGpPGY0xPoVBg\naLjA0PAIwyPh+9DwCMPDhcaZ6idSa2o6FMkmjccYb3gkBPSh4QJDoz+HgF+uWo/2F6k5PfBGJJvy\nOpNqeGSE7YPDbNk2yFNbBlj31DbW9G1l7YZtrN+0nY1bB9i6bYjtg8MVBX5QzV9yQE2HItnUzOMx\nCoUCwyMFhocLDA6PMDw8Mlqjr8Wq+wr+0vTUdCiSXVkfjxE3y8fBPe6Tr7TGXi0K/tL0NJVLRGbT\nSGFicI8H3NU3xJem4C9Nr5mbDkWkduKAPjQSBfrhEYZGCozUuRZfCQV/yYWsNx2KyOyK++BHRqK+\n+PgraqIfpIV1TzXPOCEFfxGRDNLaFeVLDrIrt/aevbr95BT8RUQyRmtXTC70wacWvRkKPzdbEK+U\ngr+ISMZo2dvQ/z5SpHl+aHiEDHbB15yCv4hIxuRh7Yp4Nbt0cI/75SeL7w/8bQO33v8EfZu209M9\nl0OeuTNP32NRzdKeBQr+IiIZ0wxrV4Ra+9j0uGSAnyq4T+aBv23gV7c8Ovr7uo3bR39vhAJAoxRM\nFPxFRDImK2tXxAPshoYTg+tmeRW7W+9/ouT2egf/RiqYKPiLiGRMI61dMVs1+Er1bdpe1vZaaqSC\niYK/iEgG1XLtivhBM1u3DSUCfTR6vsEG1/V0z2XdxomBvqd7bh1SM141CiYjhQL924fY3D/I5v5B\ntvQPsrl/KPo+yJZt8fZwzP+e9+qi11HwFxGps3rP2S9Wex9J1OALwHBrGxu3DtQsTZU65Jk7j2ta\nT26vt1IFk4Xz57B+47YocA8lgvpYQI+D+ZZtg1UpcCn4i4jU0WzO2R9JPERmpBBq6SMjBQqFAiMF\nQnAvNF69TGn3AAAgAElEQVTtfSbi5vN6DqrzR/q4+d41rN+0nflz21m6ZAHd8+bQ0tLChk3bR/8e\nI1Eha9WTW7jnob6qvPac9lYWdHUwv6uDBV0dJY8rK/ib2cHAC4BiuVhw98+Vl0wRKaWatcF61yyl\ntGrM2Y8fJJMcVDc8kt/57k/fY1FVg30hampf99S20dr4+Cb2qOl92yBPbRlg+8DwuPNXrt5U8Wu3\ntsD8zrFgHgJ7e/je2ZEI9O3M7+pgTnvbtK477eBvZqcBFwAtJQ4pAAr+IlVQzdqgVoOrXFxo6ts8\nQM+CObNSaJrunP3RZvlEf3ujPzmukQ0Nj7BlW6KvfEJQH9+PPjRcvVzunNMWAnbnWCBP1tbnd7az\noGsOC7ra6ZzbTmtLqbBbuXJq/h8GfgKc4u7rq54SERk1WW0w/j7dWrxWg6tMstDU0d46a4Wm3kVd\nrF6/FYBCIV5DvkDPDp2se2pbaJbXsrRTKhQKbBsYHl8zHw3eQ2zeOsjmbWPbtqVq5zPR1toyGrjX\nPbWN1tYWWltbaGth9Of21hZOPu5ZzO/soKO9tWqvXalygv9i4KJmCvxqCpVGVao2+PCazawpsxaf\n5dXg6vk/Wq1CU7wEbdzHO25A3cgI++29mL+t3TLhvIOe0cvg8EjF6W8Gg0Mjqab18SPZk/u2bBti\nuIr9HF1z28bVxndcNI/2FsY1sy+ImuM757TREtXOL/3Nn4sO6ttxh7ksWlD/GQexcoL/r4CjgeWz\nkpIaU1OoNLJSK7gNDg3TOWdin95kAanRV4MrFeDr/T86WaFpJBXMRx8HGw2oGxkpTLvG3ggD1Gpl\nZKTA1u1Rc/q2sb7y8bX0sQC/fbB6tfP2tpZxwXxBoh893fQ+v7OdttbxtfPFi+ezfv3EQlpaI882\nSCon+L8P+L2Z7QncAkzIBXf/n2olbLapKTS78tBiU2oFt1LNhZPV4ht5NbjJAnyt/0fjgB7Xynu6\n5/LEhn4oQEtL6CMuFGCnhdH2Kqr2ALVaGhgcHgvaWwfZnOhHH9f8vm2IrVWapgZh8Nm8zvbUQLgQ\n1OPBb/M7O1gwL2yb09E6WjufTVkpzJUT/F8DPA0w4KQi+wvAlMHfzJYA5wPHAl3AzcCH3f3uaP+x\n0X4DHgDOdPerE+fvDFwUnT8AXAKc5e5DZdxLpptCm0m5gbzetcFaKbWC24o7Hy+7Ft9Iq8GlTRbg\nq/k/mn5ITHKaVamV6J7ztJ1Ga3AjicVsnmuNVYOrtuGRAluTC8VENfRh4Mn1W0dHtceBfXCoel0T\nczpaUzXyOLC3p0a2dzBvbjutrbMfzCuRhcJcOcH/48AvgU8Aayp5MTNrJQwabAFeC2wGPgn81sz2\nBZYAVwKfAi4H3gpcYWYHu/s90WUuJxQ0jgJ2B74FDAFnlZOWRm8KzYNKAnmeWmxKreBWSS2+lqvB\nlWOyAD+d/9HhkRFGRib2qyeb5CtdYjZZg9vUP8iO8+c0ZA1uKoVCge2Dw6P95JNNU9vcP0j/tqGq\nDS6Mp6ktmBdq4SOFAk9t2c7g0Ajd8+bwrD17eMYei0Itvat92tPUZObKCf49wAXu/qcZvN5zgMOA\nfd39PgAzexuwHngVcDhwk7t/Jjr+bDM7AjgNOMXMDgOOAJa5+0rgDjM7A7jQzM5192mvkdjITaF5\nUUkgz3uLTSPX4itRLMAXCgV2WtTJC/Zbwk+uXwnxCPhCCOIH7LMjT2zoZ6QGk9jjGtx0+3trJT1N\nbWKfeW2mqY2bc56Ydx43tXfObRudphY/1GZuRztzO8LMhnsf6mPpzgvYY+cFVUufTE85wX85IXD/\nfgav9wjwasAT2+I2ox7gSOCHRV73xOjnI4GHo8Cf3N8NHEjoQpiWZvsQzaJKArlabBq3Fp+W7kMf\nXVUu+rlQgOc8bUd+cdMj4YTRaW6w/7Id2WXxfF763D0m9J0u221hTQJ/LYVFZIbHTUWbMLp9Fqep\nJQe6FZ9z3sEeuy5kcPsg7W2VTVNrpIfaSHnB/xvA181sH8KAvwlLFrn79ye7gLuvA65Kbf4Aoe//\n14Tm/sdS+1cBS6Of9yixn+iYaQd/yM6HaLOqJJCrxaY+QuAuhCb2QhTIo59HUn3oI1GQn469d13I\nsc9bOhrgF6cGR2Wh77SU5DS1cTXzItPUNvcPMVLFNXa75raHqWjpGnlyNbhoW3Ka2mR6duhk/fqx\nQke5z6Vv5Kft5VE5wf/y6Pvbo6+0AjBp8E8zs+MJqwJe4O73mdk8IF3t2w7E0WDCfncfNLNC4pii\nenrm0V5Bf1Jvb3fZ5zSb2cqDVx25D9/5xb1Ft5d6zWN6u1m4cB6/veURVq/fwi6L5/OS5/8dB8/y\nIKysvg/i/u5CYay2Ha/xHtfEC4kAHq/9njxm1drNFFpaw0id6Fv0Y1Ucung+hx6we5WuNnsWLZrH\nlm2DbNoywKatA2zamvx5gI1bBsPP0bZq1s472lvpnjeH7vlz2GFeB93z54Tfo23d8zrYIfp5QVcH\nbRXWzqeyePF8AO55cB2/ve1vQFjE5qktA/z2tr+xYEEn+y0rXqFasuN81vZtnbB95555o9dtdFlJ\n53SUE/z3ruYLm9nJwNeBHwAfiTb3A+lVEOYyNq1wwn4z6yB8Fk3aIddX5E03ld7ebtaurXxN5kYx\nk6lxs5kHSxd3cfzhe03oelm6uGvS11y6uIuTX2Hjts3m36nW74ORRKCOA3CB8Q9kGYnmkMfBO3nc\n6O9VSk+j9XdXUzxNLTkdbUv/IJv6xze/b40eoVrNB+B0zmljhyhYJ6epFVvudU779KapDQ8M8dRA\nWROfpi35Plh+6yNFxxEsv/URdi3RcnfAssX86paJ76NnL1ucifdXVv8Pdu8tPp6inOD/OGGu/2GU\neLAP8PLpXMjMzgI+TZiy9wF3j99FjwLp9tvdGGvqfxQ4rsh+mNgdIDT+1Lisdb0UCvHiq4xG17iW\nDBOD8Uiqpj3ue9TJPRJft4oBO6+KTVPbvDXdxB4t91rlaWpzO9pKPnBl09ZB7n5w/ehSr60t0NLS\nwsufvzST3RqVNOFnZf57XpQT/P8TeCdwN7Cu0hc0s48QAv/H3f1Tqd0rCFP4ktuPAa5L7P+8mS11\n90cT+zcBt1eaptnWDEuU1lqy9huLA2xcIx5JBNHxxyUCdOKHQuJChbEfJ56XCsxDLa2sW79VgbkO\n4mlqyb7yYv3lyRp6tbS2MFrzXtTdydz21iIrwY2NeJ9smtqlv/kzc4uszJjVwW6lnkvf0z358rVZ\nHsPRbMoJ/icQAvanK30xMzsA+CzwTcLgwV0SuzcBFwK3mdk5wKXAW4BDgfdEx9wI3ARcZmanEtYF\nOJ8wZmCg0nTNpnrXvMsZUT/W1zu2TOmW6IO2WJBMi2vDyWlZpZpJ04E2bqZOB/xGMJIoLMjMxdPU\nNvdPHNlei2lqxZrYk3PR40Vlkk9Tm2mTb7MNdsvKErbNoIWwwiQtLbQSWoxaopYjCIVU4m2J/fG5\npZQT/AuEwDsTJwJtwDuir6Sz3f3TZnYCIaCfCdwPvCZeE8DdC9H+/wauJxQYLgbOnWG6ypaumSZr\npeGn4NrbVxWdlnTt7Y/xtN0XJs6dXCFRjU0H1WI13TgAL1wwp2ig32lhJ08+1T+umbqYtrnb2bR1\ncOoESm5NNk0tDvLJbbMyTa2zfVzwnrjka1jutdJpajNVaU25UeWxCb8lekJfPOCVFmhheoE4Pi6+\nTjh9LEK3RhcM15p43dlQTvD/FvBOM/udu1fUUebuHwU+OsUxVzFxOmBy/2pCK0RZtg8Oh2bcRJQb\nDdiMNSOTGDjVOqed9Ru3TeyzLeN116zfWnTa05r1/WzYPPuNFQc9vbdoCf3gZ/RWtUYlzWVwaGQ0\nYD+2vp/VazcVnaYWb6vmNLV5c9snTEcbv9zrWNP73I7pTVOrt2asKderCX+0Jkz4YTQYRzvjoDoW\nbMcH4xBsx4L1WOBuic5P1q7Dz60tLfTutICO1Ps8y88ZKXd53z8Bfzaz25g4ur7g7u+sWsqqrJLm\ntW0DwwzMcEBQvUv8k5XQy52nK0EW863U09TGLSQzy09Tm9jcPmf8CnHR9vTT1JpBXmrKozXiOCin\narFxsE3+Htd4W8eqxMlvo8e3tsx+bbgc9e7Snalygv/nCQ/beQo4uMh+VSOLaIQSf7ESerzUZmzd\nxu2jvzfbB1I1NUq+FQoFBoZGxjez1+ppai2hdp6ukc/vbKc73eRew6epNbq61ZRLBOOwr1hAnhhs\nW1pgp555tA4Pj78u42vLeZLVwdSxcoL/PxIKAB9NTM2TKTRqiV9LbVZmNvMtOU2t9EpwUT/61kEG\nh6v8NLUSK8Et2WkBDI9k4mlqzWI0UI8G7ZaxPudEwE42WycDezguDuDV+Vt1tLfWbcxEI8r6c0bK\nCf7DwK8V+MvXiNNbmm30ca2Uk2/Tm6Y21vw+W9PUxgf0iUu+TjVNLauLm9TKaI2ZiU3a0/k9eY08\n1qCzKuvPGSkn+H+PMM9/Jg/2kQZRy7EIlfSRN2q/+sIFc3hywzaGk2vZj4Sa8/8u/8u4YL65f5Dh\nKj6AZvRpaulpaskgPy+MbE9OU5Px4lp1XCse1//cMr7/OQ7Qi3fopDA4VLSJXPIp688ZKSf4rwFO\nMrO/AH9k4oN9Cu7+7qqlTGZVrcYiVNJHXst+9ZFCgW1TPE1t+9AwGzZtn3Ka2pNPldfc19raQneR\nh6002jS1RpMO3nETd7Hm8GS/dWtr5c3gXXPbmduhZ83LmKw/Gbac4P8uYD1hnv4LiuxXd0CG1Gos\nQiV95DPtV09OUxsf1Gs3TW10JbjODh58fCPbB4ZHl3Ztaw1BaaeFc3nLy2zqiza5FhjLl1QeJZfC\nbbTR3lJdWZw2V6vlyWcjb6Yd/N197xm9kjScWoxFqGRsQXpfvOLgE339/HXVUxP6ykcD+tYQ7AcG\nqzcQrqOtlR0WzKErXhkutRLc/Hgu+rww2r3YNLX/+sldRWvttVjnoZ6SQT2uobdFwTwZ7Jtxap+U\nJ+vT5mbTbOVNOTV/kbIVG1tQKBTYYcFc1m/cVnSa2qatg/QPDCWeDz927jd+ft+M0tMCzEs0pY8b\nEDdvbHvyaWo77rhgRgPe6r3Ww2xJBve2tlba20LtvL1NQb2ZxLXOvs0D9CyYMys18qxPm5tNs5U3\nCv5SFcMjYb32dBM7wIZN2xmOnhsQB/TH123l3of6qvLaczvaii7vOr9z4qNR6zFNrRHWeihXXDtv\nbWlh3tx2tne2j9bg21pbuO+RPv5w1+M8+dS2zDTRSvmStc6O9tZZq5FnfdrcbJqtvFHwLyIeab5x\n6yA7zOtomJHmtRRPU1uzfiuPrd44vom9yCpx1Z6mNndOe7SccoGuue3svtN89th5wYTHpU41Ta0R\nNNJaD63RQLnWVP96W7LPPTUormeHToa2jz3f4e6V67ji+pWjv083IGSxTzfvalUjz/q0udk0W3mj\n4J+SHGne3tbSVCvfDQ2PTGhiH/80tdmdpjZZjXxsmloHnXPbmm4K1WyPr2hpIQrgrYm+9MSguVaq\n1gxfSUBQn2421apGnvVpc7NptvJGwT8lSyvfTfY0tdGm98S+2XiaWnqa2oQnqmma2owla+vjAvto\njb21pl0ZlQQE9elmU61q5FmfNjebZitvFPxT6r3yXXqa2uat4x+4kn4Ay+w8TS0K5l0d9C6eT2uh\nMGGFuKw8Ta2RJWvrrUWa3uOfG00lAUF9utlUyxp5rabNZdFs5I2Cf0q1R2aPe5rauCb2ofHN7v2z\nM00tnoKWfthKMpAv6OpgXmcHbUUCjZZ2rVwLjK+ht7WOBvj2ttrW1qupkoDQCH26GnNQvmStc8OW\nAZb0KN+ahYJ/ylQjs4s+TS3qK5/Q/D4bT1PrDNPRkiPb0yvBxdvmaEWyWZWe6jYW2GvfFF9LlTRD\n1rtPV2MOKhfXOnt7u1m7Nr2wq2SVgj/jp6kBPG33HXjg0ad4qn+Q1lZY0NXBNX98lJ9c9yBb+odm\n5Wlq42rkyeA+L17HXU9Tq4fW1hbmtLfRNadtXIBva8v3PPZymyHr3aerMQci4+Um+N9875rxfen9\nY1PV+qeYpta3aforsbW2MGEVuPRKcAsS67d3tOc3gDSC1tYW2hO199aWOLCPrUzX29MFQ9WbyphX\n9ezT1ZgDkfFyE/x/umLl1AeVkJymlhzFPm6qWlfzTlPLsnhQXftorb11QnCX5tcIYw5EGklugn9S\neppact752OIxHeyx6w4MbhvUNLUGlw7w7dFSs83c7y7lqfeYA5FGk5vg/+7j9yt7mlpPdyfrB6s3\nN14q19oSFqlpb6vuqHmNAM+Heo85EGk0uQn+e+7SXe8kyCTGrVCXaJaPf5+NrhSNAM8XzSNXYVfG\n5Cb4S/0l15BvG22ir1/zvEaAS56osCtJCv5SNS0wOgWuPfm9QafFaQR4dqkGWz4VdiVJwV/Kkp4a\nl+V57xoBnk2qwVZGhV1JqmvwN7OvAu3u/q7EtluA56UO/UZ8jJntDFwEHAsMAJcAZ7m7JmJXQbxq\nXTxyfuH8ORQGhkb74ZtpalyjjABXLbY8qsFWRoVdSapL8DezFuAc4N3AN1Lb9wPeCvwuccrWxM+X\nAwXgKGB34FvAEHDWrCa6ySRHy8dN9MUC/IJ5c+jfUpuHGtVaI4wAVy22fKrBVqZRCrvSGGoe/M1s\nGSHg7w88ktq9DJgH3Ojuq4ucexhwBLDM3VcCd5jZGcCFZnauuzdnlKpQPD2urW3iHPhmqsHPRL1H\ngKsWW7481WCr2SrUCIVdaRz1qPm/EHgUeDPwg9S+/YF+4OES5x4JPBwF/thyoBs4ELi5qinNgGJ9\n8FrgJjsaoRabtW6HvNRgZ6NVqN6FXWkcNQ/+7v5d4LsAZpbevT+wAfiemR0FrCP06X/J3UeAPYDH\nUuesir4vpQmDf/xY2NHBdW1jzfXN1gefR/WuxWax2yEvNVi1CslsarTR/vsBC4BfAZ8FDge+ACwE\nPkHoEhhXJXL3QTMrAJN+Wu6wQyft7eU/4nbx4vlln1Ou+GEyyab5+PdGWFq4t1cLJM1WHrzqyH34\nzi/uLbq9Fvn+x1960YdL3epPcszz9xr9vdHeA8f0do9LXy1MNw/+5E/wm1seYfW6Leyy43xe+vy/\n42DbuezX69s8UPRvs2HLQN3+Ho32Pqi1Zrr/Rgv+/wgscPcN0e93mdlC4Cwz+yShS2Bu8gQz6yBU\nkLdMduGNG8tvRl28eD7r10962WkbbZ5PNc23tbXQSgsMwfDQMMOEKQyNQs/wnt08WLq4i+MP32tC\nLXbp4q6a5Pvf1mxkpDBx+6NrNo2+ftbeA7PRjTHdPEi3pDyyeiPfvPJunjpqWdlp6Fkwp2ir0JKe\n2rw30rL2Pqi2rN5/qQJLQwX/aLrehtTmuwh9+gsJYwWOS+3fLfqe7g6ouVKr12mAnUymnv2w9e52\nqLZ6d2NUs6k+L2MbpD4aKvib2U3Aze5+WmLzIcAqd99gZiuAz5vZUnd/NNp/DLAJuL0WaWxpgfbW\nVtrbQ1BvLzFFTmovawPXGkGzBZh695NXcwBnXsY2SH00VPAHfgyca2a3ATcARwNnAnFh4EbgJuAy\nMzsVWAKcD1zg7lVrLY+b6OfNbWegqyPTq9jlRb1rfFnVbAGm3rMnqt2SotH5MlsaLfh/gbBgz8eA\nvyOsA3C6u18M4O4FMzsB+G/gekKN/2Lg3HJeJDn/vdiT5OIafM8OnQxtHxx3rmqXjaneNb4sa6YA\nU+9ujGZrSZHmVdfg7+5Hp34vABdEX6XOWQ2cUO5rLVowZ8aPh1XtsnHVu8YnjaHewbfZWlKkeTVa\nzX/WdM6Z+a2qdtm46l3jk8bQCMG33i0pap2U6chN8K8G1S4bV71rfNI46h1860mtkzJdGr1Wht5F\nXSW2q3ZZb/vvvSNvOGoZS3q6aG1pYUlPF2+oYG61SJZN1jopkqSafxlUu2xsea7xiYBaJ2X6FPzL\n0Aj9iSIipWjsi0yXgn+Z8lK7jAcN9W0eoGfBHBVyRDJArZMyXQr+MkFy0FBHe6sGDYlkhFonZboU\n/GUCTWkUya68tE7KzGi0v0ygQUMiIs1NNf86atTFODRoqHKN+jcVEUlS8K+TRl6MQ4OGKtPIf1MR\nmVzeCu4K/nXSyP3qyUFDG7YMsKSn+f8RqqGR/6a1krcPUGkOeSy4K/jXSaX96rX6cI0HDfX2drN2\n7aaqX78Z5X2sRB4/QKU55LHgrgF/dVLJUsHxh+uavn5GCmMfrnevXDdbyZQy5H35Zy0tK1mVx4K7\ngn+dlOo/n6xfXR+uja2Sv2kzyeMHqDSHPBbcFfzrpJIH0ejDtbHl/eFCefwAleaQx4K7+vzrqNzF\nODQFr7YqWeI4zwusaJaIZFUeV0ZU8M8QfbjWjpY4Ll8eP0CleeSt4K7gnyH6cK2dPI7+rYa8fYBK\nfWlqaeUU/DNGH661ofEVIo1NU0tnRgP+RIrQ4DWRxqbZTzOj4C9SRB5H/4pkiVrnZkbN/iJFaIlj\nkcam2U8zo+AvUoKWOBZpXJr9NDMK/iIikjma/TQzdQ3+ZvZVoN3d35XYdixwPmDAA8CZ7n51Yv/O\nwEXAscAAcAlwlrsP1TLtIiJSX5r9VLm6DPgzsxYzOxd4d2r7vsCVwI+Ag4CfAleY2X6Jwy4HdgGO\nAk4G3g6cU4Nki4iINIWaB38zWwb8DngP8Ehq92nATe7+GXe/393PBv4QbcfMDgOOAE5y9zvc/RfA\nGcD7zWxuzW5CREQkw+pR838h8CjwbGBlat+RwPLUtuXR9nj/w+6+MrW/GziwyukUERFpSjXv83f3\n7wLfBTCz9O49gMdS21YBS6fYT3TMzVVLqIiISJNqtNH+84D0Cg3bgc5S+9190MwKiWOK6umZR3t7\nW9kJ6u3tLvucZqM8UB7k/f5BeQDKg2a6/0YL/v1Auu9+LrCl1H4z6wBaEscU1de3tezEaH638gCU\nB3m/f1AegPIgq/dfqsDSaMv7PgqkV2jYjbGm/lL7YWJ3gIiIiBTRaMF/BWEKX9IxwHWJ/cvMbGlq\n/ybg9tlPnoiISPY1WrP/hcBtZnYOcCnwFuBQwrRAgBuBm4DLzOxUYAlhQaAL3H2gDukVERHJnIaq\n+bv7XcAJwBsJNfnjgde4+33R/kK0fw1wPWF1v4uBc+uSYBERkQyqa83f3Y8usu0q4KpJzllNKACI\niIhIBRqq5i8iIiKzT8FfREQkZxptwN+s+dS3/0jvoi498lFERHIvNzX/kQKs6evn8msf5O6V6+qd\nHBERkbrJTfBPWnHn4/VOgoiISN3kMviv3ZB+fICIiEh+5DL49y6a9BlAIiIiTS2Xwf+IA9KPBxAR\nEcmP3Iz2b21poXdRp0b7i4hI7uUm+J990iH1ToKIiEhDyGWzv4iISJ4p+IuIiOSMgr+IiEjOKPiL\niIjkjIK/iIhIzij4i4iI5IyCv4iISM4o+IuIiOSMgr+IiEjOKPiLiIjkTG6W9xWR8ty9ch0r7nyc\nvs0D9CyYo+diiDQRBX8RmeDuleu4/NoHAehob2VNX//o7yoAiGSfmv1FZIIVdz5e1nYRyRYFfxGZ\nYO2G/hLbt9U4JSIyGxT8RWSC3kVdJbZ31jglIjIbGq7P38z2Be4psutId19hZscC5wMGPACc6e5X\n1zKNIs3uiAN2He3jT28XkexrxJr/s4EngV1TXzdHBYMrgR8BBwE/Ba4ws/3qlFaRprT/3jvyhqOW\nsaSni9bWFpb0dPGGo5ZpsJ9Ik2i4mj+wP3Cvu69O7zCz04Cb3P0z0aazzewI4DTglBqmUaTp7b/3\njuy/94709nazdu2meidHRKqoUYP/fSX2HQn8MLVtOXDibCZIxsRzv9du6Kd3UZfmfouIZFCjBv9O\nM7sJ2Au4G/iou98C7AE8ljp+FbC0pinMqeTcb0Bzv0VEMqqh+vzNrAtYBiwEzgCOJwT3a83sWcA8\nID3XaDugIcg1oLnfIiLNoaFq/u7eb2Y9wHZ33w5gZicDzwXeC/QDc1OnzQW2THXtnp55tLe3lZ2m\n3t7uss9pNnEe9G0eoKN9Ynlxw5aBps+nZr+/qeT9/kF5AMqDZrr/hgr+AO6+MfX7iJndQ2jaf5Qw\n8j9pNyZ2BUzQ17e17LRooNP4POhZMIc1fRMXf1nS09XU+ZT390He7x+UB6A8yOr9lyqwNFqz/3PN\nbKOZPTexrQ04kDD3fwVwVOq0Y4DrapfK/Co1x1tzv0VEsqXRav53AA8BXzOz9wGbgTOBnYAvA0uA\n28zsHOBS4C3AocB76pLanIkH9YXR/tvoXdSp0f4iIhnUUMHf3YfM7JWEFfx+BswHbgBe5O5PAE+Y\n2QnR/jOB+4HXuHupqYFSZfHcbxERya6GCv4A7v4Y8NZJ9l8FXFW7FImIiDSXhurzFxERkdmn4C8i\nIpIzCv4iIiI5o+AvIiKSMwr+IiIiOaPgLyIikjMK/iIiIjmj4C8iIpIzCv4iIiI5o+AvIiKSMwr+\nIiIiOaPgLyIikjMK/iIiIjmj4C8iIpIzCv4iIiI5o+AvIiKSMwr+IiIiOaPgLyIikjMK/iIiIjmj\n4C8iIpIzCv4iIiI5o+AvIiKSMwr+IiIiOaPgLyIikjMK/iIiIjmj4C8iIpIz7fVOQCXMrA34NHAy\n0A38Enifu6+pZ7pERESyIKs1/08CJwH/CLwI2AO4vJ4JEhERyYrMBX8zmwOcBnzU3a9x9z8BJwKH\nm9kL65s6ERGRxpe54A8cSGjqXx5vcPeHgIeAI+uSIhERkQzJYvDfI/r+WGr7KmBpjdMiIiKSOVkc\n8DcPGHH3wdT27UBnqZN6e7tbKnmx3t7uSk5rKsoD5UHe7x+UB6A8aKb7z2LNvx9oNbN0wWUusKUO\n6REREcmULAb/R6Pvu6a278bErgARERFJyWLwvwPYBBwVbzCzvYC9gOvqkyQREZHsaCkUCvVOQ9nM\n7M7y94kAAArvSURBVDzCAj8nA08A/wVsc/ej65cqERGRbMjigD+AjwEdwHej778E3lfXFImIiGRE\nJmv+IiIiUrms1vwrYmZfBdrd/V2JbW8DzgT2Bu4GPubu1yT2vxf4z9Slht29PXHM6cAHgV7gBuC9\n7v7ArN3IDFSYB3OAzwFvBeYTxlac6u4rE8c0bR6Y2SeBT5S43Cfc/dzouEzkQYXvgb2BLxOW0+4H\nfg6c4e4bEsdk4v6h4jx4OiEPXghsBr4BfMrdhxLHNGwemNkS4HzgWKALuBn4sLvfHe0/NtpvwAPA\nme5+deL8nYGLovMHgEuAs7Jy/zDzPEhcZy5wC/AFd/9ual9D50EsiwP+ymZmLWZ2LvDu1PY3A98G\nvgccBPwPcKWZHZ047NnAlYTZBfHX7olrvBM4B/gwcCjhg/GX0ZujYcwwD74GvAl4C3AY4Z/mSjNr\nia7R7Hnw74z/++8KfJUw3uQb0TUaPg8qvf9oWu0vgGHC3/8NwBHA1xPXaPj7hxnlQQ9wPWEtkWOA\nNxP+J76WuEbD5oGZtQI/AZ4BvJZQgHkK+K2Z7Whm+xI+535EuP+fAleY2X6Jy1wO7EIYbH0y8HbC\n/cav0bD3D1XLA8ysO7rOAUVeo6HzIKnpa/5mtozwAb0/8Ehq95nA9939c9HvfzazAwm1vOXRtv2B\n37n76hIv8RHgAnf/3+j13gI8TviA/H617mMmZpIH0bknAy9x999F13sP8GtgH+AvNHkeuPtmQk0v\nvtZhwCnAq9w9nl7a0Hkww/+DZ0Zfb3L3+6LrXQicl7hGQ98/zDgPTiIsMPZGd18fXe9dwAoz+1S0\nxHgj58FzCAW3fRN/w7cB64FXAYcDN7n7Z6LjzzazIwjPUTkles8fASyLWvzuMLMzgAvN7Fx3305j\n3z/MMA+i419KKPBtoLhGz4NReaj5v5CwNsCzgZWpfU8nlOaT/g94YWIRof2A+4pdOGoGewbjnzOw\nGbiVxnrOwEzy4FhgbRz4ATzY093/kpM8GBW1dnwZuNzdfxlty0IezOT+1wMjhCDQaWY7EWq9t0Jm\n7h9mlgdPB+6JA39iP8CLMpAHjwCvBjyxbST63kNI4/LUOcsZS/uRwMPJrr5ofzdwYAbuH2aeBwCv\nIbQKTXiIXEbyYFTT1/yj/pjvAphZenex5wHsBcwBFkVNNT3AK6N+3/nAtcBH3H0VGXnOwEzygPBm\nfjAqwZ7JWD/W6e7+N/KRB08mth8PHEzoAok1fB7M5P7dfZWZvZ/QF/peQqXhPsbW2mj4+4cZvwdW\nAa8xs1Z3H0nsB9iZBs8Dd18HXJXa/AFCF96vgU8xedr3KLGf6Jh4ufWGvH+oSh7g7qfFPxd5DzX0\neyCt6YP/FL4DfMjMfk8orb0IeGe0bw6h1g/hjX0isBPwWUIf0cGEZkCAbanrTvqcgQYzVR7sQGjy\n/TBwOuHePkfIg+eQjzxI+iDwI3f/S2Jb1vNg0vuP+kqfCfyG0NS/A2EcxGVm9jKyf/8w9Xvgh8DZ\nwOfN7BOEGu9XgKFof6bywMyOJ/wfX+Du95nZPCZP+4T97j5oZoXomEzdP1SUB1PJVB7kPfifRyi1\nXw20AfcAXyC8IZ5y91+bWa+7j9b8zOweQsnuOMJjhCE8VyApS88ZmDQPCAWfhYS+zpUAZvZGQj/W\nccDD0XWaOQ8AMLM9gKOBF6fO74++ZzUPprr/txJaOvZ09y0AZvY64K+E90BcA8zq/cPUnwWrzOzv\nCf29HyKMAfk4YdDXU2ToPWBmJxMGa/6A0EcNIf2TpX3CfjPrAFqiYzJz/1BxHkwlU3mQhz7/ktx9\nwN1PJZTid3f3A4CtwJr4Qy4Z+KPfHyc0Ay+lCZ4zMI08eAzYkuzrc/cngHWEKVF5yIPYawmFnmtT\nl8h0Hkzj/l8A3J/MC3d/kPB/8DQyfv8w7c+Cn7n7boTm3V7CVLdeQiEoE3lgZmcR0v1V4B8TXRiP\nMnnaS+0nOiYT9w8zyoOpZCYPIOfB38w+bWZnuvv2xGj+1xH6fzCzD5jZqqiEG5+zJ+Ef/p4oCD7A\n+OcMLAAOISPPGZgqDwiDoOab2bMS5+xC6AL5a07yIHYkcG3iwwIYLQxlNg+mcf9/A56RnK5kZrsC\nOwIPZP3+YVqfBUeY2W/NrM3dH3f3gWj/FuAPWcgDM/sI8Gng4+7+fndPrvC2gkTaI8cwlvYVwDIz\nW5ravwm4PQv3DzPOg0llJQ9ieW/2fwj4DzO7C7if0J/7POA90f6rgM8A3zCzzxI+7L4MrPCxxT8u\nAP7dzP5CWBjks4Ta4Y9rdRMz9BCT58F1hALApdEUvy3AlwgjZn8RHdPseRA7iDAXvJgs58FDTH7/\n/0NoGv2OmZ1D6Nv8InA7YWltyPb9w9R5cD9hoOf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = wdata.loc[(wdata.index.dayofyear >= 136) & (wdata.index.dayofyear <= 197)]\n", "data = pd.DataFrame(data.groupby('Water Year')['PRCP'].sum())\n", "regplot('PRCP',data)\n", "plt.title('Summer Precipitation 15-May to 15-Jul')\n", "data.head()\n", "\n", "fname = '../images/PrcpSummer.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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xyUVSmTyRiEEsapB2hzlFIxG2jsSJGAaGAT96/flNKQrcKmMj8cDMmbGReMOf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\no9n7dzNzcymamxOs7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "doy = [1,61,122,183,244,305,366]\n", "per = ['Jan-Feb','Mar-Apr','May-Jun','Jul-Aug','Sep-Oct','Nov-Dec']\n", "\n", "plt.figure(figsize=(16,7))\n", "plt.subplot(2,3,1)\n", "for k in range(0,len(per)):\n", " plt.subplot(2,3,k+1)\n", " data = wdata.loc[(wdata.index.dayofyear >= doy[k]) & (wdata.index.dayofyear <= doy[k+1])]\n", " data = pd.DataFrame(data.groupby('Water Year')['PRCP'].sum())\n", " regplot('PRCP',data)\n", " plt.title(per[k])\n", " plt.ylim(0,350)\n", " \n", "plt.tight_layout() \n", "\n", "fname = '../images/PrcpChange.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pacific Decadal Oscillation" ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 233, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+RbXzzo4OJiYmWdRdHCL6ehfMeJyHH7BMAT7GUhPwH9wzytj4BB25HLlcjo4c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\n4IsknObei0g11KQvIiKSAQr4IiIiGaC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pdoCSV = pd.read_csv(\"../data/Pacific Decadal Oscillation.csv\",index_col=\"YEAR\")\n", "\n", "mdict= {'JAN':1,'FEB':2,'MAR':3,'APR':4,'MAY':5,'JUN':6,\n", " 'JUL':7,'AUG':8,'SEP':9,'OCT':10,'NOV':11,'DEC':12}\n", "\n", "pdoSeries = pd.Series()\n", "for yr in pdoCSV.index:\n", " for mo in pdoCSV.columns:\n", " pdoSeries.set_value(datetime.datetime(yr,mdict[mo],1),pdoCSV.ix[yr,mo])\n", "\n", "\n", "pdo = pd.DataFrame(pdoSeries, columns=['PDO'])\n", "pdo['Month'] = pdo.index.month\n", "pdo = pdo.loc[pdo['Month'] <= 3]\n", "pdo = pdo.groupby(pdo.index.year).mean()\n", "pdo['Year'] = pdo.index\n", "pdo.drop('Month',axis=1,inplace=True)\n", "sns.regplot(x='Year',y = 'PDO', data=pdo)\n", "plt.title('Pacific Dedacal Oscillation [Jan-Mar]')\n" ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 237, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fGm0ayyd+f5gLnhH/FK+oOOPYKN52Xu+dfP34xJdj58DAippFD90f/ehHOxxKfJOTMx/N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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u = pdo\n", "u['IO_DOY'] = IO_DOY\n", "plt.plot(u['PDO'],u['IO_DOY'],'.',ms=20)" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZoM6RIlQNbW0wT0m1AlAoFqiUSuzctT80myQ7gcajTdQJtKvKUR1/8tWd1XEw\n0V8geS+BUJtVOxEYWrqIsfF5VHPJtOOOvv+sPg7J5TL4mt1y+lYad4QcA34HXB7d9lkkVyqEk87E\nVJn9E81PMvF8Jslai1q5xMzQ15kaj0oFKsz0pE9uB9TcT6Wqpz2QmJRtdlNOWs060SdqBSanQmfB\nqXJ2+gZkRdyPQaMqsqlZjcN1NE4cSsAfAJ82s9Xu/sGOlUwkg6bnM5lnn41uKxSYk0gUCkzXmsSX\n8vsnppiYDAWvTA/RJboHwOw2/jhRme5Pwuwvk/hkX4l+SCZGlUqoARjUhEBDEUPykLeY86JZH4fT\nW9mJmb2VMHulEgeRAVSpwGQLfUIKi4bYUaPtWmZoKKJkXadmSboOyMe9V0VEGmg0FFEkC9pOHMxs\nMfAK4Lb2iyMiMtg0FFGyrq3EIWqi2AmcBpzXkRKJiAywekMONRRRsqLdGocfAv8EPNrdv9CB8oiI\nDLR6Qw41FFGyoqX7OJjZ44FXAxuAQ6LFW4DvAxe5+8+6UzwRkcGioYiSdU0TBzP7IPB6YB/wY+D/\nRasOA04FTjez97n7OV0rpYhIj8RDKe/bO8GByxct6KRfbyiihmlKFjS7AdQrgTMIzRHvcffdVesP\nBP4eeIuZ3eDuX+xaSUVEuiw5lHKoVOjoUEoN05SsaNbH4S+Bz7j731cnDQDufp+7/z3wWeC13Sig\niEivdHMopYZpSlY0SxweBvxnC/v5EvDI9osjItI/3RxKqWGakhXNEocVwPYW9rMNuF/7xRER6Z9u\nDqXUME3plUo0p8vkVJmJyTCPzr7xScb2T3Zk/806RxaBVo40xeyJ6dpiZiXCfSFOB1YC3wT+xt3v\nqrP9ccCHgWMJoz3erUm3RGS+ujmrY95njIynJi/PegxznIS5TqqWx9OYV2ZmL01O2FapxJOeVe+7\n6rnRSbQCLF9+H7t27ZveNsyrMlOmeJ9zylmuzJpevZzcLtp3pVz93OTxa+278XHK1eVJxF6rvMnj\nNJri5av/fFjb72UrwzH7Mc3MuYS7Ub6cUOPxMeBKwnDQWcxsBPgW8DngL4A/AS42s9+7+1W9KrCI\nDJ7qL+8HrlnJycceyg2/3MaufWFUxSMetJqRVcsYnXXCqXWiqHFyKM8+iRz9B6u4bcu97B6b4ICl\nQxy59kB2753gf/3uOSek+iecmZPMzMl0gSczKgwNldi/f7LG+uQ+GpzMEseZtb7qhDyg85VJDa0k\nDh8xs/trWtr6AAAgAElEQVSabHNgJwoD07ewPgN4vbv/T7TsxcBmMzve3X9Q9ZRXAfcCZ7h7GbjF\nzB4FvBFQ4pAiGorWmnpXZtMnh5pf6HNPZskv+tpXWMnlMyeLrdv38Os772PPvgmWL1nEAw9ZycGr\nllIpw7Lli9m9e3/TK7Md9+1j64497B+fYsmiEiOrlnHgAYtrnnBrXzHNzLbZ6Mqs1vrkVWoytlkn\nzxauzGK3/HZnV97nHfft546793Rl39I/8VT3xWL0WJiZabZQLFCE8FioWl8sUGDmMWyTeG60z/jn\nmeUzj/H+li5dxMTEZPT7zPJih9oFmiUO1xJqHBY12W4s2rYTHklonrg6XuDut5vZ7cAJQHXicAJw\nbZQ0xK4GPmZmBXdXotsBLZ3Maiwfr8Dozr3cvvU+frDp99PTMG/dvpevXHc7jzn6/hx68AG191nz\nyqfJCaf6yitxkqm1vvokU/fKbM6JcvY+i8UCExNTLVUz1jqhz/dk1iuju8bZck97J7fdY5Ns14ya\nfVXr5BL/PFQqQKX2ySw+8TQ6mU1Pv17rRBkvZ2Z9rZPZ9H6Kc9fPnHRn7yf53Nnlq1WOsO8DD1zG\n7t37pqeLn3VCT5RjOu5keefEXvskXih06OzchoMOOoAdO7qXlDabVvukrh25vgdEj1uqlt8JHF5n\n+xtqbLscWA3cU+9Av9+xd84Xer0rs3ptZrWqK6tPBNXrlywZYu/YxMx+WjyZzTlRMnOcWiezuVdm\nNdrEalyZxbHHV33dPJl940e/7dKeJe3qncyqr8ymr8KqvsirTzKtnMzmnLRqrg/bLFu+mP37Juoe\nJz6ZzTlmdXmKzU+Us/ZZXc5ig/WJ12ehJ7Nun2TSJE+xdlNLt5zuseVA2d0nqpbvB5bW2X5fjW2p\ns/20C79444IKKNlVfaU0c4KY/UVeLNS4Cpn+ufrENruKsTjr6iZxnOov/2KN51adrIqJ4yZPcLV/\nnn3sOSfjYoEvfueXVCqV0NM5+l98JXf6M46pe9KM91ssFPjoF35GqKgszPSYjspx9ssenaorMwkO\nOuiAfhehZ/ISazfjTGPiMAYUzWzI3ZMjOpYAtVLFsWgdVdtSZ/uB06xqrNZVTfKqpP6VWf0rr5pX\nbtQ+zqw2uqorugMOWMy+sQl+dts29u6fCvFMBwYrli7ij49Z09qVGTMnq+rYq69Ka125zT65d7aa\nMStXMmuGl9VsVlh94BIOXFKqE2cFypX4Jw5auWR6H5XEJsMrFnPfvWNdK3unZeU9bSYvcUJ+Ym0U\n52EjK9refxoTh3i80trEzwCHMrf5It5+bdWyQ4HdhE6TdT31sX8w0wZXo7pwbttXst0rcfIs1j9Z\n1TqZDQ8v5757xwaqzWyh4g/w2oOX1xyKdspjDlcHyRTpxJDBvA87FMm6NCYOPwd2AScClwGY2RHA\nEdTugLkReGVVR8iTgeuqOkzOccIjDu1QkefnoPstozDVsGiZoxkDB0Mn3ie91yLZlrrEwd33m9nH\ngPPN7B7gbsJ9HK5x9+uj4ZoHATvcfRy4GDgbuMjMPgQ8GXgJ8JT+RCBQf4ZBnTzSrxPvk95rkexq\ndsvpfnkr8O+EGofvAb8Bnh+tOx7YGj0S3U3yKYS7Rt4AvA54ubt/t8dllkg8C+D2+8J4/3gWwFt/\n153x8CIi0jupq3EAiDpFviH6V73uaqpub+3u1wOP6UnhpKlGswDqKlREZLCltcZBBphmARQRyS4l\nDtJxmgVQRCS7lDhIx9UbdqfheCIigy+VfRxksCWH4+0am2D1AYs1HE9EJCOUOEhXxMPxWrlTm2bN\nHFx67/JD77XElDhIX8VDN2Px0E1AX0opp/cuP/ReS5L6OEhfNRq6Kemm9y4/9F5LkmocpK80dHNw\ntfreFWB6zpXkDVji+8PH08B3a+p2aZ/+TiVJiYP01XBiJsXq5RKdcEmcdAvRLKVV855VKjMn5+kp\nrqMZReP9VG8fn6or07+Hk3j1JG2l4sw+RlYfwFC5DAVYu3o5d42OResKVKKdrBlexv1XLZsp/zwm\naStHGUSFKJmYLufcfSR3W+sQ5TKUyxWmymWmyhXK5QrlCkyVy5QrUClXlKy0SH+nkqTEQfpq0GdS\njE/mpWKBoWI4y8cznAKzpvSefkyc+IuF+DkknpPeWVFLxZBMQJgk7sprfj29Li7vCY84dHqb+Ypf\nj1qJwnyVphtiS3W3iZOdOD+JU4lKBQ4eXk5xaipKOCohEalUomSkQiX+OaoxybJB/zuVzlLiIH3V\nr5kU4yvyUrHY8OSerGKf2Wb2MghX4qVyvmY8XXfkagA23riVbTv3MbJqKRvWr51ePgji968w+38A\nLBoqMlQqNso7ZilXKjPNLpVQu0ElqkVhJumoVGZ+nk5KUp54aMZTSVLiILP0Y8hVJ2ZSjNvRi4nq\n9fhxpvq+MOuKWdq37sjVA5UodFMxzioXICQatWsuZmo84pqOmcQkTlSmKpWuN71oxlOJKXGQaWka\nclUsFijFSUApOuEnagWm2+BTXK0v0qpCIXzea2qxxgOi/hvl+DEkGtP9O3LSrCLdp8RBpvVqVssC\nzKoRKJWKoTYgShDiWgIRmZ9SsUipCIsajLSvVGbXXKw+cClT+yeikS0zzSnJWo1yoglGI2BEiYNM\n69SQq0LUWbBULLJi2SImli+aTghKxaKaCkT6qFAoMFSa+RtcumSIZUvmdyqomUzMGg2TTDqY6Uha\nrt8kI4NDiYNMa3XIVbJjYak4u6agOjG434oljI+Nd73sItI7DZtWWpDsHDqV6MNRTjStTGm4bGop\ncZBpySFX8XdCoRCG1w2vWDLd36CoZgQRaUOxUKBYKjTtvxHfh2Nyaqa/xtRUefpn6Q8lDjk0Uzsw\nu3/B4445hFUrFnPdTb8f2OF1IpIdxWKBYrHEohpnqrivxtRUlFzEP0+V1Qm0y5Q4ZFDcx2CoVJz1\nWIx+buThRx3Mw486uEclbWzT5u3RPQLGGFm1rKNJTDf3Ld2n90/ivhpDJahVdTEzqiSMMJksV1i2\nZIhFpeKChq9qdtAZShwGWFxrMFQqMlQKtQdDpdDPYNBt2rx91l0J7xodm/693RNEN/ct3af3T1pR\njC6WkiNMDopGkMSq+1RM97WozB7C+ss70jNUPQ2UOKRYcnRCnBDkZcjixhu31l3e7smhm/uW7tP7\nJ50SJxfN/Oc1v5oeiTI9rwsVfnbrPaw7cvX0/CflnPS7UOLQZ/GNjmYSgrj2IBs1Bwu1bedYneX7\nUr1v6T69f9Jr99y7b+b25NN5RoGdu8fnjDqrrr1I1mjEE64Nev+L1CUOZnZ/4KPAKcA4cAlwjrtP\nNnjO3cBI1eK3uft5XStoi4rR5EdxR8RSscDBq5ZRKk/NmgxJZhtZtWx65sXZy5emet/SfXr/pNfm\n85lrpRajXK4wORVGi0yWy0xNzW4iSXtekbrEAbiScGOyE4HDgH8DJoFzam1sZmsIScMTgFsTq3Z1\ntZSRZHNCqRQnCTNNCrUSgyWLSrmuTWjFhvVrZ7VjJ5ened/SfXr/pNc6/ZkrFgssLpZYvKj2+lq1\nFdWdPfvZKpKqxMHMHgdsAI5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = enso.index.tolist()\n", "y = enso['DJF'].tolist()\n", "df = pd.DataFrame(y, index=x, columns=['DJF'])\n", "df['Year'] = df.index\n", "sns.regplot(x='Year',y = 'DJF', data=df)\n", "plt.title('ENSO Anamoly - DJF')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasting Ice Out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Verify Data Set" ] }, { "cell_type": "code", "execution_count": 609, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PRCPSNWDSNOWTMAXTMINWESDAWNDSnow on GroundMonthYearWater YearWater Month
DATE
1948-01-010.000533.40.00-8.888889-30.000000NaNNaNTrue1194819484
1948-01-020.000533.40.00-5.555556-12.222222NaNNaNTrue1194819484
1948-01-031.524558.840.64-5.000000-10.555556NaNNaNTrue1194819484
1948-01-040.000558.80.00-4.444444-8.333333NaNNaNTrue1194819484
1948-01-050.762558.87.62-0.555556-10.000000NaNNaNTrue1194819484
\n", "
" ], "text/plain": [ " PRCP SNWD SNOW TMAX TMIN WESD AWND \\\n", "DATE \n", "1948-01-01 0.000 533.4 0.00 -8.888889 -30.000000 NaN NaN \n", "1948-01-02 0.000 533.4 0.00 -5.555556 -12.222222 NaN NaN \n", "1948-01-03 1.524 558.8 40.64 -5.000000 -10.555556 NaN NaN \n", "1948-01-04 0.000 558.8 0.00 -4.444444 -8.333333 NaN NaN \n", "1948-01-05 0.762 558.8 7.62 -0.555556 -10.000000 NaN NaN \n", "\n", " Snow on Ground Month Year Water Year Water Month \n", "DATE \n", "1948-01-01 True 1 1948 1948 4 \n", "1948-01-02 True 1 1948 1948 4 \n", "1948-01-03 True 1 1948 1948 4 \n", "1948-01-04 True 1 1948 1948 4 \n", "1948-01-05 True 1 1948 1948 4 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(wdata.head())" ] }, { "cell_type": "code", "execution_count": 433, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Z5fcALDW9Oco5p0KhUCQvsdZoYT3pWy+6UCZTXp+G7Rmncc3FEzB+7MiYtifR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0TkQaAnLtppEe741JWrcWljU0Xkflzk4lVA3HvAho5FzhiZ5DXv85WES9URVZ2Lq4ZuGEbjIPy2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oox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\nIRQJzgiCIAiCIAiCIAiCIJQRCc4IgiAIgiAIgiAIgiCUEQnOCII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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def colplot(col):\n", " wdata[col].plot()\n", " plt.title(col)\n", "\n", "plt.figure(figsize=(16,7))\n", "plt.subplot(3,4,1)\n", "k = 0\n", "for col in wdata.columns:\n", " k += 1\n", " plt.subplot(3,4,k)\n", " colplot(col)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Selection\n", "\n", "We seek a correlation between late Winter and early Spring temperature records at International Falls to ice-out dates on Rainy Lake. For this purpose we create additional regressors that should correlate with ice melt. \n", "\n", "$T^{max+}_k$ (respectively $T^{max-}_k$ is the difference by which the daily high temperature $T^{max}_k$ is above (respectively below) freezing. Since temperature must either be above or below the melting point,\n", "\n", "$$T^{max}_k = T^{max+}_k + T^{max-}_k$$ \n", "\n", "where\n", "\n", "\\begin{align*}\n", "T^{max+}_k & = \\max(0,T^{max}_k) \\\\\n", "T^{max-}_k & = \\min(0,T^{max}_k)\n", "\\end{align*}\n", "\n", "showing the linear dependence among these three regressors. The intuition is that a high mean value of $T^{max+}_k$ in late Winter and early Spring would correlate with an early ice-out date.\n", "\n", "Similary, we define $T^{min+}_k$ (respectively $T^{min-}_k$ as \n", "\n", "$$T^{min}_k = T^{min+}_k + T^{min-}_k$$ \n", "\n", "where\n", "\n", "\\begin{align*}\n", "T^{min+}_k & = \\max(0,T^{min}_k) \\\\\n", "T^{min-}_k & = \\min(0,T^{min}_k)\n", "\\end{align*}\n", "\n", "Here the intuition is that very negative values of $T^{min-}_k$ would correlate with late ice-out dates. Conversely, positive values of $T^{min+}_k$ would suggest periods of ice melt and therefore earlier ice-out.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{align*}\n", "Pred & = \\beta_0 + \n", "\\beta_1 \\frac{1}{55} \\sum_{k=50}^{105} \\max(0,T^{max}_k) +\n", "\\beta_2 \\frac{1}{55} \\sum_{k=50}^{105} \\max(0,T^{min}_k) + \n", "\\beta_3 \\frac{1}{55} \\sum_{k=50}^{105} \\min(0,T^{min}_k)\n", "\\end{align*}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Empirical Dimensionality Reduction" ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [ { "data": { "image/png": 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Y8s0I0R07DxlJ3icOD7NzSfpWUlwQiTEBpKQVkFNYae/iiHYcyy3nf+vTCfLz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\nXsfOnW0nzb7zzt/h7u7BP//5IPX19W0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eez1Dh7ZqHXEVibRnvqKiglGjbmTMmFt44olx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\njRjjb4G7gXOz5+sHHAucFmN8Nsb4dPaYY0IIG6+DpyQ1y8w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3bmZtp1tuuYnL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8Hmy1O/fgPAf4Fgj/JE8+q94pKTTyApKamw7aIKJpQOH84MebuRdszJGWNMK2BrGQ9nA3OBYved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\n8kd5l2AVHR1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# data series to fit\n", "Y = IO_DOY.ix[1950:2015]\n", "\n", "# begin building a dataframe of regessors\n", "TEMP = wdata[['Water Year','Water Month']].copy()\n", "\n", "# create feature set\n", "TEMP['SNWD'] = wdata['SNWD'].copy()\n", "TEMP['TMAXpos'] = wdata['TMAX'].copy().apply(lambda x: max(0,x))\n", "TEMP['TMAXneg'] = wdata['TMAX'].copy().apply(lambda x: min(0,x))\n", "TEMP['TMINpos'] = wdata['TMIN'].copy().apply(lambda x: max(0,x))\n", "TEMP['TMINneg'] = wdata['TMIN'].copy().apply(lambda x: min(0,x))\n", "TEMP['TMINm5'] = wdata['TMIN'].copy().apply(lambda x: min(0,5+x))\n", "TEMP.fillna(0,inplace=True)\n", "\n", "# create regressor by average over water months\n", "X = TEMP.loc[TEMP['Water Month'] <= 6].copy()\n", "X = X.groupby(['Water Year','Water Month']).mean().unstack()\n", "X['ENSOpos'] = enso['DJF'].copy().apply(lambda x: max(0,x))\n", "X['ENSOneg'] = enso['DJF'].copy().apply(lambda x: min(0,x))\n", "X['PDO'] = pdo['PDO'].copy()\n", " \n", "labels = ['{0}_{1}'.format(X.columns.levels[0][i],X.columns.levels[1][j])\n", " for i,j in zip(X.columns.labels[0],X.columns.labels[1])]\n", " \n", "from sklearn.linear_model import enet_path\n", "\n", "alphas, coefs, _ = enet_path(X.ix[Y.index], Y, l1_ratio = 0.5, normalize=True)\n", "\n", "plt.figure(figsize=(16,12))\n", "plt.subplot(7,6,1)\n", "for k in range(0,len(labels)):\n", " plt.subplot(7,6,k+1)\n", " plt.plot(np.log10(alphas),coefs[k])\n", " plt.annotate(labels[k],xy=(plt.xlim()[0],plt.ylim()[0]))\n", "\n", "plt.tight_layout()\n", "\n", "fname = '../images/IceOutFeatures.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predictor Fit - Elastic Net Regression with Cross-Validation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reduced Feature Set\n", "\n", "The next step is to remove features which don't add to the regression." ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "image/png": 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CkjMDYNrYIDQa2H8q19KhCPHTSk3ug3sqhhAD5UJeOblFlUyO9MfJ0c7S4ZjN\npCg/QgLc2H8yl6LSakuHI1oxGAy8+nECBSXVrJwZwZgIWZ3JnEIC3PnFZeNo0Bv495bTNOhlIYih\nIM1Uh2vkMFnpRtiOfUk51DfomTd58C5oMFhIcmYAeLk5Mi7Ch3NZpeTpqiwdjhjiSsplGW0h+uLg\naeMoyKljAi0ciXlpNRqWTQlDbzDww5FMS4cjWtl+LIudxzKJCvVqqhEkzGtSpD8zxweTllMmtQaH\nAIPBQEpWCV5ujoO+9pgYPAwGAzsSsrHTapg9yBc0GAwkOTNAppmqYB+U0TPCwkoqjLWPZOSMED1n\nMBg4cCoXJwc7Jkb6WTocs5sxPgh3Fwd+PJZJTV2DpcMRJueySvnP92fwcHXkzsvGS7F3C7pqQST2\ndhq+3ncevV6W1x7MistqKCmvJTLES0YfCJuRklVKRn45saMD8JQLtVZPPs0HSGx0AHZaDYfUfEuH\nIoY4nYycEaLX0nLKyNdVExvtj5PD0JnS1MjB3o75McOpqK7noNRRsxrfHbpAQ4OBh2+Mx9fT2dLh\nDGk+Hk7MnjiMvOKqplF2YnBKyTLWm4kcLvVmhO348ahx5OuCGCkEbAskOTNA3F0cGBvhw/mcMvJl\napOwoMaaM7JakxA9d8A0+nHq2KE1pam5+THD0QA/HpOpTdbiZ/NG8dub4olVhm67tCYXTQ9Ho4Fv\n9qdjMMjomcEqJbMEgFGSnBE2oryqjgOn8wj0cZG6ZDZCkjMDKF4JAOCwjJ4RFtS4pLsMZRSiZxpX\n3XNxsmfCyKE3pamRv5cLEyP9SMkqlVVprIS/twtRIbLihrUI9HElfnQA53PLOJ2us3Q4YoCcyypF\nq9HISk3CZuw5kUNdvZ4FMSFoZSqeTZDkzACKHR2ABjh2VpIzwnJ+GjkjNWeE6ImzF3QUl9UQrwTg\nYD+0Py7nTzYOh96VmG3hSISwTsunhwPw7QFZen4wqqtvIC2nlLBA9yG1ap+wXQaDgR+PZWJvp2H2\nxGBLhyO6aWj3NgeYp6sjkaFenM0soayy1tLhiCGqpLwWR3stztKZEKJH9p80TmmabirwPpRNjPTD\nw9WBfUm51DfIksFCtBY53IvI4Z4kphSSW1xp6XBEP0vNLqO+wUB0mIxYE7bhzAUd2YWVxCuBeLjK\n6HlbIcmZARYb5Y/BAMdTCi0dihiidBU1eLk7ysoCQvRAfYOeQ2o+nm6OjA2Xedr2dlpmjg+mvKqO\nhGT5PBOZVVt9AAAgAElEQVSiPYunhGIAfjgs9ZkGmzMXjNPVRod6WzgSIbrnhyPG89DC2BALRyJ6\nQpIzAywm2h+AY8kFFo5EDEUNej2lFbX4yJQmIXokKbWI8qo6po0NRKuVxCbArAnGYdH7TuZYOBIh\nrNMUJRAvN0d2J2bL0vODTGNyJjpMkjPC+unKazhyJp/QADeiQ2W0ly2R5MwAC/Z1xd/LmVNpxej1\nUsFfmFdpRR0GA3h7SHJGiJ7YZ5rSNGOczNNuFBboznB/NxKSC6msrrd0OEJYHXs7LXMnD6eypp4D\npnOIsH0Nej3JmSUE+bjgJYsrCBvwv8MZNOgNLIoPlZHzNkaSMwNMo9EwboQvlTX1pOaUWjocMcTo\nTCs1eblJckaI7qqurefo2XwCfVwYOczD0uFYDY1Gw/RxQdQ36Dl8Js/S4QhhlRbEDEejgW1HZWrT\nYJGSWUp1bQNjZSliYQOqaurZdiQTD1cHZo2XC0y2RpIzZjB+pC8AJ1OLLByJGGoakzPeHnKlR4ju\nOnImn9o6PTPGBckVp1YaiyMfPC3JGSHa4+vpzORIf9JyymTp+UEi8ZyxztakSH8LRyJE13YmZFFZ\nU8/i+FAcHWQxEFsjyRkzGBvhgwZjDQMhzElXLstoC9FTe5OM0xFmTpArTq0FersQEezBqbRiyqvq\nLB2OEFZp7qRhAOw8LkvPDwbHUwqxt9PIyBlh9eob9Hx78AJODnYsigu1dDiiFyQ5YwbuLg6EB3uQ\nklUqBeKEWenKTCNnJDkjRLfoyms4mVZE5HBPgnxcLR2OVZqiBNCgN3DsrBS6F6I9EyP98HJzZO+J\nHOrqpd9ny4pKq7mQV44S7oOTo4xCENZtX1IuxWU1zI8ZjruLg6XDEb0gyRkzGRvuQ4PeQHJmiaVD\nEUNI07Qmd5nWJER37E3KwWD4aWUi0dbUMYEAHFJlapMQ7bG30zJzQjCVNfUck6XnbVrjaquTI/0s\nHImwJYqiOCmKkqAoyo3meky93sDX+85jp9WwbGqYuR5W9DNJzpjJmAjj0nunzxdbOBIxlMi0JiG6\nz2AwsDsxB3s7DdNMtVVEW4E+roQGuHEyrZjqWlm1SYj2zDYlePckytQmW3b0TD4AcaMDLByJsBWK\nongAnwGTzPm4R87kk1NUycwJwfh6OpvzoUU/kuSMmUSHeqPVaDidLskZYT668hqcHO1wcbK3dChC\nWL3U7DKyCiqIjQ7AzVmGA3cmJtqf+gY9SanymSZEe0IC3IkI9iDxXBElFbWWDkf0QmV1HafTdUQE\ne8iXXdEtiqIsAY4BZr3CYzAY+GrveTTARdPDzfnQop9JcsZMXJzsGTHMg7TsMmpqZf6xMA9deY2M\nmhGim3aZrnDPnjjMwpFYv9ho41XkY2fzLRyJENZr1oRg9AYDB0/lWjoU0QtHzxbQoDcQFy2rNIlu\nuxR4B5hlzgdNPFfE+dwypowJZJifmzkfWvQzSc6Y0egwbxr0BlKypO6MGHh19XrKKuvwkXozQnSp\ntq6B/Sdz8XZ3ZMJIX0uHY/Uigj3wcnckIaUQvcFg6XCEsErTxgSi0cD+k5KcsUX7knIAZJqr6DZV\nVe9XVfVxVVVrzPWYBoOBzXvTALhk1ghzPawYIDLXwYxGh3rzzf50zlzQMW6EdP5tmaIogcDfgWVA\nLfAv4DFVVTsswKAoyg3AH4BwIAG4T1XVg+3s5wucAK5RVXVXb2MsKq0GwMdDRs4I0ZUjZ/Kpqqln\nYWwEWq3G0uFYPa1Gw6RRfuw8nk1adhmjhntaOiQhrI6XuxPjInxISismr7iSQCteAW4g+jWKovwF\neLjV3VJUVY3q5/D7XXFZDSfPF8vKfaKJoigjgNQONteoqtrruW8+Pq7Y23e8GlhAgEeH2xLO5JOc\nUcL08cHEjZeRv529VrZAkjNmFBXqBcCZCzoLRyL6wSeAAZgPhAD/BuqBx9rb2TQH9S3gPmAn8CCw\nVVGU0aqq5jfbLxj4Eujz2bVAVwWAj4fMkxaiKzsSsgCYO0k6Nt010ZScSTxXKMkZITowbVwQSWnF\nHDydx8UzR1g6nM4MRL9mIvAq8GSzu9pEFfF9J40r980YLyv3iSaZwNgOtun7cuDi4soOtwUEeJCf\nX9buNoPBwDtfnwRg2ZTQDvcbKjp7raxJZwkkSc6YkbuLA6EBbqRklVLfoMfeTmaV2SJFUWYCc4BR\nqqqmAgmKojwMvKIoyp86GMr4MPAfVVX/YTrGL4BFwO3A06bbVgMvARn9EWdhSWNyRkbOCNGZ3OJK\nTqfrGBPuTZCvXCHtrnEjfLHTakg8V8iqOSMtHY4QViludADvfKNy8JT1JmcGql8DTAA2qaqaM+BP\noh/p9Qa2HcnE0V7LjPEypUkYqapaB5y2dBzNnU7XceaCjkmRfowcJhdJBgPJDphZdJg3dfV6zudY\nf1ZPdGgucN7UgWm0HfAAYlrvrCiKFpht2gcAVVX1wA7TsRpdDjwBXN0fQRaWyLQmIbqjadTM5OEW\njsS2uDrbExniRWpWKeVVdZYORwir5ObswPiRvqTnlZNT1PHVcQvr936NoiheQChwaqCCHijHzxVS\nUFLNjPFBsnKfsFoGg4HPdxnfsnKBZPCQ5IyZRYUYpzYlZ0pRYBsWinFoY3NZpt9h7ezvDbh1cJ+m\n/VVVXa2q6t/p49DIRgUyckaILtU36NmdmIObsz1TlABLh2Nzxo/0xQCcOi9LagvRkaljAgE4eDrP\nwpF0aCD6NRNMv9cqinLO9POqKWlj1bYeSAdgUVyohSMRomNJaUWcuaBjsoyaGVRkWpOZRTdLziy3\ncCyifV0V/AI2AtXNb1RVtU5RFAPQXoGXxnkS1a1ur+lg/x7pqIhYoc74cNEj/PDxlLoz3WHrRcRE\nzyUkF1BaUcuSKaE4dFKMT7Rv/AhfPttxjqTUwqYvoEKIlmKj/bHTajii5nOpBVZTsVC/ZrzpdyGw\nChgJPA+MUxRlkaqqHS7z1pfiqH2lni/idLqOmNEBxE+w/dGU0q8ZnPQGAx9vT0EDXDFvlKXDEf1I\nkjNm5ufljLe7I8kZJRgMBjQaWRXECnVV8Os+oMVwFEVRHAANUNHOfapMv1sPYXHqYP8e6aiIWGFJ\nFXZaDbXVteTXyJSDrgyGImKi5348Zrw4PF+mNPXKiGAP3JztSUotls80ITrg6uzA2AgfTqQWUaCr\nwt/bxdwhWKJf8ybwqaqqBab/JyqKkgvsA+KAwx0F29viqP3h3a+MxVWXxtt+cVVb6dfA4OzbqKo6\nYB+IB07mkp5bzozxQYQHDb7XbiiT5IyZaTQaokK8OKTmk19STaD5P6BFF7oq+KUoygVgZaubG7/Z\ntR7iC1CEsbPSehmY4R3s3y8KSqrxdndEK1+WhGhXnq6KE6lFRId6ERLgbulwbJJWq2FMhA+H1Xzy\ndFWy5KwQHYhXAjiRWsThM/ksnxZu1se2RL/GNDKmoNX2RNPvMDpJzljKmQs6ElIKiQ71Yky4t6XD\nEaJddfUNfPLjOeztNFw5V0bNDDZSc8YCGuvOnJO6M7ZqFzBKUZTm87AXAmXAsdY7mzooezAuTwk0\nFdObh7F4Xr/T6w0UlVbLMtpCdOLHo8bvHAtiQywciW0bG+EDwGmpOyNEh2KjA9AAR8/kd7mvBfR7\nv0ZRlL8qitI6ATPF9Ptk/4XeP/QGA5u2JQNw9cIoGQUorNb3hzMoLK1mcXyoJUbhiQEmI2csYJQp\nOZOSVcqM8cEWjkb0wl6Mw3I/VBTlXiAI+AvwgqqqtQCKorgD7s2Wj3wB+FJRlKPAD8CDgBfwz4EI\nsLSyFr3egLcUAxaiXXX1Dew8no27i4MUAu4jJdyYnFHTdcyPkUSXEO3xdHMkMsSLs5kllFXW4uHq\naOmQmhuIfs2nwAOKovwF+AcwClgPvKeq6hnzPK3u23Ykk3NZpUwbG9h0EVUIa1NaUcvmPWm4uzhw\niQXqV4mBN6hHztTW1vLuu//m5puvY8mSOcTFxfHzn9/Ie++9TW1tbdN+Gza8wZw5U1i//qUOjzVn\nzhSeemodAOvXv8ycOVM4fbrt6oCNx7r55uvaPc5lly3nL4/fj51Ww9Yv32POnCktfhYsmMGqVct5\n9NGHSUxM6NPzT08/z+9+9xsuumgRixbN4uabr2PLls19OqZoumJ0BZAL7AT+hbEz8qdmu/0ayG52\nn2+AO4CHgCPAOGBZs7nY/aKxzd/1i5s4u+UxPnrlLqto87/4xdoW+w5Um8/MzOCxxx7mkkuWsGLF\nQh577GEyMi706ZjCujU/z8fExLBs2fxutfkDp/Ior6pj7uRhTYWAbbHNN1dVVcU116zi3nvv6Ldj\ndsdwP1c8XR04nW6sOyMGjrX2a8zV3tevf6nN8efMmcLFFy/u03HNJTbaH4MBjqcUWjqUFgaiX6Oq\n6h7gMmABkAC8A3wB3NaT2MzR5rMKKvh4ewpuzvZct2S0VbX5+vp63n57A9deezmLF89mzZpr+eqr\nL/p0TGF9nnpqXbvntjlzpqAoStO/H3j4/0jd/z5HPvoVFy2bTXFxxyNWb7nl+hZtHuDrr79kzpwp\nfP31l20e+9NPP2r3ONnZWcyZM4UNG97ot+drbpbqH/XGoB05U19fz0MP3UdSUiLLl1/MqlVX4uJi\nz+7d+3j99b+za9cOXnrpNRwdf7py8eGH77NixcWMGhXV6bFjY+N4//13OHUqiTFjWtZXO3z4IPb2\n9pw7l4xOp8Pb+6c5q5mZGRQVFXLxxZeR5+zB4dPGD5WbblrLiBHG9elramrIzc1hy5bN3HPP7fzu\nd39i2bIVPX7+Op2Oe+65nYaGBq6+ejVeXt5s2/Y9Tz21jrKyMq65pv0PHNE9pitHV3SyfR2wrtVt\n/8LY4enq2GkYi/D1SPM2Hz9jETUek4iL9qO6OM0q2nxzA9Hmi4oKufvuWwG47rqb0Gi0fPTRf7jz\nzrX861/vExAgK8kMNq3P8zfccB0lJZUkJBzttM0vX76S/x3WodHAwg5GethCm2/t9ddfISsrk8DA\noD4fqyc0Gg1KuA8HT+eRW1xFsK/UnRkI1t6vaW6g2ntq6jnCwyO4+eZbW9ze/Dlbs5hofz7ansLR\nswXMnti6XItlDUS/RlXVr4GvexuTOdr88cTjHC8ppaaugbUrx+Pl5mhVbf7ppx/nu+++4dJLLyc6\nWmH79h945pk/0dDQwGWXdfjnEjZm1aormTJlWtP/ExKO8sUXn3HZZVcwZ85MysqqKSypZvPhElwq\nDlEK6PV69uzZ2aYtAmRlZZKc3LMBav/4x3oWLFiEr69fX5+O1bFU/6g3Bm1y5ocfvufo0cM89dRf\nmD9/EWCsBH7RRVfw/vvvsH79y3z11RdcccVVTfdpaGjgueeeYf36f3Y613TSpBi0Wi0nT55ocf/q\n6mpOnjzB0qUr2LJlM4cPH2Tx4qVN2xuz57Gx8SSXeHLQdIVx6tTpxMVNafEYq1ffyF13/Zxnn32C\nSZNiCA7u2fSnd97ZQGlpCRs2bCQqKhqAK6+8mrvvvo1//vN1Vq26EicnmfIymDRv8zUuURT+kMxF\nl0wgXgm0ijbf3EC0+ffeewedTsdbb71HZKSxUzZjxizWrLmWjz76gLvv/mWPjiesX+vzfOPKFFdf\nvbrTNv/k009B1E3EjQ7ocL62LbT55o4dO8Jnn32Mvb1lPtaVcG8Ons7jzAWdJGcGiLX3a5obqPZ+\n7lwKcXFTWL68de1a2zDMz40gHxeS0oqoq9fjYD+oB7D3mTna/Gff7sIlKoAlU0KZNjbIqtr8wYP7\n2bp1C7fddie33GIccHT55T/jttvW8O9//1OSM4PIhAmTmDBhUtP/Gxoa+OKLz5gwYRKrVq0iL6+U\nZ987grNPCSHaM+SmwLBhIeza9WO7yZkdO7bh7e2DTtf9WnDl5WW8/PILrFv3VL88J2th6f5RTw3a\nT4UTJ4wnz6lTZ7TZdsUVV2Nvb8+JE8db3D5nzjwSExP46qvPOz22m5s7UVGjOXnyRIvbExKOUl9f\nz1VXrcbDw5PDhw+0iuk49vb2TJw4mVHDPTt9DA8PDx5++DFqa2v46KP3O923PUePHiY6WmlKzIDx\n6ubChUuorKzg3LnkHh9TWLfmbb6wtAYAX09jQWBraPNd6WubBwOzZ89rSswAjBoVibe3Nykp0t4H\no96e58+qJyi9cJClU8La3K+RbbR5o+rqap555k+sXHkp/v6WqZ8zOtR4ZfnsBZ1FHn8osPZ+TVf6\n2t4rKyvIzc0hImJEj+9rTSZF+lNT28AZea90aSDbvMbOGQ+/UHIzUoiN9mf1ImN/2Zra/Ndff4m3\ntzfXX7/mp7g1Gm6//S4uu+wKamqqe3xMYZv2nMjhbEYJ8aMD8HY3XlyfO3ceBw/ub7cd7NixnTlz\n5vXoMebMmcf333/LoUMHut7ZRlhD/6inBm1yxtXVDYDPP/+0zTYXFxe++24nv//9n1rcftttd+Hn\n589rr72CTtf5h2ZMTCzp6ecpLy9vuu3w4YN4eXkxerRCTEwsR44canGfEycSGTt2HC4uLozsIjkD\nMHlyDEFBwezfv7fLfVv785//xh/+8ESb20tKjM/Lzs6ux8cU1q15my8qM56oG5Mz1tDmu6Mvbf6+\n+x7k6aefa3FbXl4uJSUlBAVZ/zBG0XO9Oc9ftXot9k6eFKlbCOriNGztbb7R66//nZqaGu6991e9\nPkZfDQ9ww8XJnrMZsgrhQLH2fk139KW9p6amAjBihHHp2KqqKpuscTQ5yjhlICGlX0vODUoD1ebP\nZuj4078PonEPp7Y8nxsXR6DVGkfZWFObP378GJMmxTZN26qsrMRgMDBjxixuueU2nJxkRc6hoLSi\nlk3bknF00LJ68U8X3efOXUB1dTUHD7ZMphQXF3HixHHmz1/Yo8d54IGHcXZ25vnnn21Rz6k9V111\nKc899zTffvs1N954DYsWzWL16iv45JNNbfY9ceI4DzxwN0uXzmPp0nn86lf3tLkQALB3725uv/1m\nliyZw9VXr+KTTzbx7LNPcNVVl/boeTRnDf2jnjJbckZRFDtFUZ5RFCVbUZRyRVE+VhSlw29MiqJM\nURRlt6IolYqinFUUZU1H+7Zn2bKLcHBw4NVXX+Smm67hzTdfY//+/U2NzcHBoc193Nzc+OUvH6Sk\npKTTgmIAMTHxGAwGTp36qXEdOXKImJg4NBoNcXFTyci4QE6Osah9ZWUFqakpxMYahzwGervg2I3h\nrKNGRZKWlkpdXV23nztAYGAQ4eERLW6rqanh66+/xM3NjZEjI3t0PGH9mrf5L996jKIzW0lWj1tN\nm++u3rb55nQ6Hfv37+Xhhx/A2dmFa6+9odfHEkb9fQ5XFMVVUZR/KIpSoCiKTlGUN02rgXRb6/P8\niy++yJEjhzpt84fPlhEw/hLqaip47bWXOz2+LbT5hIRjfPrpJn7969/i7t6jl69faTUaokO9yNNV\noSuvsVgc5iT9GvO299RU4wjI3bt3sGrVCpYuncvKlYt5883XaGho6NGxLGl0mDfOjnYcT7auosDW\nqD/bvN6UyDuZVsQzG4+Qp6tizswZgIHksz8VwraWNl9TU0NeXi5BQcFs3vxfrrrqUpYtm8fKlYt5\n++0NNpmYFL3z781JlFXWsWrOSPy8fkrITZoUg7e3N7t2/dhi/507f8TZ2YX4+GmtD9Wp4OBh3HLL\nbVy4kM7Gjf/ucv99+/bw4ot/ZeHCxdx334M4O7vwt7/9hb17dzXtc/DgPu699w4qKsq5/fY7ufnm\nn5Obm8O9995BQsLRpv12797JI488SH19HXfccQ8LFy7i1VdfZMeO7T16Ds1ZS/+op8w5cmYdcDOw\nBpgHhAKftLejoigBwLcYq7/HAS8DGxRFWdbdBxs1KpKnnnoOHx9fUlPP8fbbG1izZg0XX7yYdese\nIz39fLv3W7x4GdOmzWDLls0tGk1rkyfHoNFoSEoydmLKy8s5e1YlLm4qQNO808bhkElJJ2hoaGia\no6rRaJqGpVXXdtyp8PAwXtotLe371cgXXvgz+fl5rF59Y7sfaMK2NW/z5cVZFJz5nvt/eafVtPnu\n6o82f//9d/LQQ/eRknKWtWtvt/lh8FZiHf17Dn8DmANcAlyKcUWPHi0F0Po8/9prr/HLLtr8gVO5\nhCvTmTp1us23+Zqaap555nEWL17W4+HLAyE61Lj87BCarrEO6deYrb2npp4DQFVPceed9/L4488Q\nHz+Ft9/ewHPPPd2jY1mSvZ2WcSN8ydNVkVtcaelwrFp/tPljx46QkFzAHzcY221xWQ1RIV48emM8\nd92wwmrbfGVlBQaDgb17d/P3v7/IlVdewxNPPEtsbDxvvvkab731jx7FIGxTVkEF3x1IJzTAvc1U\nbDs7O2bNmsvu3TvR6/VNt+/YsY2ZM2f3qlD66tU3MnLkKDZufLvL1U7z8nJ55ZU3uPXWX3DFFVfx\n/PMvo9Fo2Lr1G8BYsPi5555h7NjxvP76v7jmmuu58cZb2LBhI4GBQbz44k+j3V9++XmGDQvh9dff\n4pprruPuu+/n8cef7vV3AWvrH/WEWZIziqI4AvcDj6qq+p2qqkeA1cBsRVFmtXOX24AS4H5VVU+r\nqvoKsBHjMn7dNmvWHD7++Esef/wZli9fSUBAAFVVVXz//bfccsv1HD16uN37Pfjg/+Hg4Mhf//oM\n9fX17e7j5eXNyJGjOHkyCYCjRw/R0NDQdCJvrHXR+BgnThzHwcGBSZN+mqPq7WFMzuQUdfzh3Pj4\nnRU1647GomkxMXHcdNPaPh1LWK9Zs+bwwYefMyzuBsLHzMTPz9+q2nx39EebX7Pm5zzxxLMsXryM\n9etf4qWXnu/1sUT/n8MVRQkFrgfuVlV1n6qqO033uU5RlPaXT+pA8/P8qlWrumzztfUNLJ0SxkMP\nPWLzbf6NN16loqKC++/v0UfjgJk4yjhdY8+JHAtHMvCkX2P+9j5lynTWrr2d117bwEUXXcLixUt5\n8sm/sHjxMjZv/tymaulNHOULQKKVLaltjRrb/MSFt+ITPgUXN+9utfl77nsIO3sH/u/3f+TFTUfJ\nKqwAjDV/Hr0pnqhQL6tu842jgzIy0vnzn//G9dffxMKFS3j66eeIj5/Ge++93S8XboV1252YjVYD\na1eOwd6u7df2uXPnU1xcRFJSIgAVFeUcPnyQefN6NqWpkb29Pb/+9W+pq6vlhRf+3Om+4eERLWqb\n+vn54+vrS1GR8bx25oxKVlYmc+cuoKysDJ1Oh06no6amhtmz53L27Bny8/NITj5LZmYGl19+ZYup\nenPnLuj1xVVr6x/1hLlGzsQAHsD2xhtMywWnAXPb2X8usENVVX2z27Zj7PT06NPcycmJxYuX8vvf\n/4ldu3axYcNGlixZTm1tDX/96zPt3ic0NIybbrqF1NRz/Oc/Gzt+UjFxTXPmDh8+hJ+fHyNHGudC\nazQaYmLiOX78GGCcozpu3IQWja5x5ExCcgF5xZXk6ara/BQUFqHV2lHV4NDu9q5+cosreerZp3n/\n/XcYGRnNQ488SVF5XZf3yyms6NXjDeSPXi9DOLujshY8hk/momvv4/PPv7GqNt8dJSUl2NnZNV1p\n6o3Fi5excOESHn/8aZYsWc7HH3/Q5RUA0an+PofPAvTA7mbbdwMNGEfT9IiTkxNx0+bx4P/9kTff\n/oznXvwnc+cvoba2hmf//DR5uiqKy4xTbVydHVgYG2LzbT4xMYGPP/6Qn//8DoCmTo9er6ehoR6d\nTtflnPH+Fh7kQeRwTxJTCknOLOnxOb68qvdTGS1A+jVmPsfPnDmbW2/9RZvHW7XqSoA2tUGs2YSR\nxkTmidQiC0diG5ycnLj4oosYP+9mwhY+SvjcX+IxPIba2hr+8PjjnD5fTFml8fzx47EsXvwogec+\nOY/XyPlUFGfjWnqYx9cap3h4uLYcOW6tbb6xpk1YWDiTJ8e22LZixUpqa2s5cSKxR3EI21NaWceq\n+VGMHNZ+25k6dQZOTk7s2rUDMNZt0Wi0zJw5u9ePOXlyLBdddAkHDuzj+++/7XA/b2+fNrc5ODg2\nTTPNzMwAYP36l7jkkiUtfj780FggOzc3h4yMdABCQ8PbHC88fESP47fG/lFPmGtNqVDT78xWt2cB\n7S2XEQq0HnubBbgCfkCnVdSqqqp45523GDNmbNPSe40UZQzr1j1FeXkZ+/btaSqQ29oNN9zM1q1b\nePvtf7J06fJ295k8OY5PP/2InJxsjh491GYOalzcFLZv/x8FBQWcPHmCn/3smhbbA01LuKrpOh55\nY1+b4xsMBs6dOo29WwC/39DzTofBoCfn2CbKMo/g7B2GNupGntjYtgCTrZg3eTi3XDTG0mFYpeZt\nPjTKONw2wMe4nK01tfmuGAwGUlLOEBExot+m3i1cuITvv/+Ws2dVQkM7Xp1HdKq/z+GhQJ6qqk3f\nxlVVrVcUJa+D47XRvM07+I3ln5tPtdzBYxmuARfIzFB5+OXvKU7NAmBhbAhOjsaC6Lbc5g8c2Ide\nr+f555/l+eefbbEtLy+XSy5ZwqOP/pGVK3tfSK83FsWFkpJ1kqffbf9qdme0Gg1P3TGdIB+bWIpb\n+jVWco738TGOQqmqquqX45mDn5czw/3dOJsxZKYA9ljrNn/JrBFcMmsEBjs7dh65QEJyDF+9/xeK\nc0/zzNu7KE41fhH8am8aDq6+DPNzZclNt7Dp9dOohzZjr7+53cex1jbv4eGJs7NzU/turvFLcWVl\nRY9iEbajwnSxwtvdkRtXjKFE1/4sC2dnZ6ZNm8GuXT9y1133sWPHdqZOnYara98+R++++352797B\nK6/8jeeff6XdfboaCabXG5M0t912J+PHT2x3n/DwEeTkZAO0Ow2rN1OzrLV/1F3mSs64AvrmHXGT\nGqC99LMr0HpdsMYKg52mq318XPH1deWDDzYSGxvLVVetarE9IMADgHHjxrB//15CQvxxczOOYPH1\ndTVVOIIAACAASURBVGvaDvCnPz3O2rVrefXVF4wP7OzQYvvixXP54x8hOTmJc+dSuOWWm1tsX7Jk\nPi+88GcOHdpFWVkpCxfObbHd07SSzuKpYbj5t80WZpw7wdnaCmJmLGP61Lbbu7Lt8zcoyzzC8Iix\nrLzhNzg6da+yvLVaOCW0xesnfuLo6MgHH2xkwoRJPP/CfC6bPYLl0yOgWZHEkSMj2b9/b4dXfBwd\nHXnwwf/jV7+6hxde+Eu7+8TEGK/eHD16mHPnUvjZz65tsT0+3jhPe/v27ykrK20aGtxdR44cQqfT\ncdllV/bofgaDgdtvv5nQ0DDWrXuqxbbGzousatAn/X0Ob297Z8drofV5/rkXXyezsIq6en2L/fYU\nRXOs4AyLpo7ieH0S+8/C5QujzHqeb/x88fZ2bff8tXfvXnQ6HatXr+7R+e2GG65l3ry2s2cefvhh\n/Pz8eOSRR4iKiurymP19Tl05z43iyjp0ZT0vCuzp5sjokf44OtjEaoLSrzFjewe49dZb0Wq1vPnm\nmy1uP3o0FwBFiTR7e++Le6+JIT271KpisibN+zXNE5KBvq7MmzyceZOHQ1Y8mzapLJk6koPViRSd\nheuWRDN9stJUODXC/RGb7NdoNBqioxXS09PQ6/VotT9NdsjONl5sCAoK7tExhe1wdjJ+RV8cH9rl\nZ+LcuQt4+unHOXcumX379nD//Q/1+fG9vb256677ePbZJ/nHP9b36hjDhg0HwNXVlalTp7fYdupU\nEqWlpTg5OTF8uHE2+4UL55k2bUaL/Xoz6n3FiouZNCmmze1PPPEHfHx8uffeB6x6YRxzJWeqAK2i\nKPaqqjaf7OwEtJf2rTJto9W+dLB/k2JTcbVFi5by7bdfs3HjhyxfvhIwfijn55dRWlrCli3fMGXK\nNMrL66moMPaPiooqcHIqazpWdPRElixZ3jSkq7q6jvz8smaP5kxYWDgbN76PwWBg9OiJLbZ7egbi\n5+fHpk0f4+joSGhoVIvtjY8bH+1PXFxUi+dRUVHOPe/+ARcXF37/4C/w9/fv7Gm3sXnz55w6so2J\nEyfxt7+tx9m5Z19MG18ra9NeTNKxMRYFa2zz2374lsuXryTA17Xp9SotLWH79v8xZcq0TtvC1KnT\nW7T51vz8/AkLC+fzzz/FYDA0dVoaRUSMwM/Pj6+/3oyjo2OHmfL2VFSU88orf8PFxYUrr+zZlSmN\nRoOvry87d24nMzODkBDjRe36+no++WQTbm5uTJ7c9kQtuq2/z+Htbe/seC20Ps9/v2UzVy9f2eK8\nVVpawmevH2HqlGncfNF4NmTtYr/pvs7O5j/P63SVbc5fFRXlPPnk07i4uLBixeU9Ouc6O3sTHe3d\n5nZ7ewdcXNyIjja+9zo75kCd51dO6/0ItfauDlrpOV76NWZs7wAuLu78739b2blzP2PGjAOgrq6O\n9etfx93dnfHj4/6fvfuOr7q6/zj+yiCBhBAChBmGrMMWEVBAUEQUB66fWutEi9ZWqGLV1lGLo1pt\nQWsVV61arVatWgui4EKUJc6CwGGvECBANpB5f3/cm5id3JubfO/35v18PPIIfNf95PLO5XvPPcOR\nvAeqc5tYOrdJ1n1NDcrf1yxatLAs86Wys7NYuvRTRo4czZVnDqFgzzK+WQrH9UuusKKNW+9rACZP\nnsLcuQ+zYMG7nHvuBYA38//5z7/p0CGZQYOG+H1NcYco39LupVNg1GbcuPFERUXxxBN/IT//aNAm\nwD377PN47735LF/+eUDnDxgwiPbtO/Dmm69zzjnnl/XmycvL5Z577qCgoIC33lrAgAGD6NixEwsW\nvMvUqReU9ZZZu3YNGzdu8LsRslu3lLL3AeXFxMSQkJBQpaEo1DRV40xps1eXcn8G6ErVLsGlx3ep\ntK0rkIt3Qr06zZx5C+vX/8D999/DokXvc8IJJ9K5cwc2bNjMwoXzKSoq5JZbflOP68xi5cpl5Obm\nVrt/+PDjmT//HTp16lxtEI47biQffbSI4cNHEBtb/S/Y6tWrSE/fD0BhYQGpqaksXvw+Bw6k8/vf\n/8Hvhpni4mL+9renARg7djyfffZJlWNGjTqBdu3a+3VdCW2VMz9p0il4PNGkpu4O+8wDzJhxMz/7\n2ZXMnPlzLrzwYmJiYnj//QVs3ryJO+/8PfHx7llGLwQF+zV8F9DRGBNlrS0GMMZEAx1ruF61mnvm\nxVG6r2nivP/85zeyYsUybrllJhdffCnx8a1ZtGghGzdu4J577tdrfBhq7pk/99wL+PDD95kz549s\n3bqF7t17sHjx+2zbtpX77nuIqChX9DKURpaY2JahQ4/lyy9XMGLESBITq35wE4iIiAhuvfUOrr32\n8rJ5ZPwRHR3NzTffyu9/fyfXXnsFU6eeR0xMLPPnv8PevWncc8/9REd7myJmzpzFPffcwQ03XMuU\nKWeTmZnBm2/+ixYtYhq8KI7bRHg8jT/JqjEmFkjHuzLHK75tvYBtwBhr7cpKx98JXAP0t9Z6fNte\nBDpba6f48bjxwCzgPKAv3m7Fe4D3gD9Ya9N8x80Gfg8c45vQr/J1bgSeAF6y1k6rtO9yvCsuVNnn\n238d8Cxwr7V2dqV9pY9bXhGwD/gC+LO11u/JZowxA4D1dRw20Vq7xN9rS2hrrpkvd/0RwB/wTr4Z\nCXwFPGCtXRzoNSX4r+G+FZl2AROstV/49p8CfAz0sNbWu4GmuWe+mlq2A9uttacE65pSle5rHHuN\nHwI8CJyC9wPG7/C+xi8M9JoS2pR50xq4F+9qcO2ANb463gv0mhL6jDHTgBeAa6y1L1ba9yJwtbU2\noty2m4FHgZnW2ifKbfdQLtfVXbe661V6vD/hXVmwLP813WtUt90YMwm4CxiFdzGItcBD1toFlc69\nGLgbGID3Q46HgKuAZGttgycddcv9UZM0zgAYY/4ITPN97QfmAUettaf4lqRsBxyy1hYYYzoBFngd\neAw4DZgDTLHWVu0GIiIijSrYr+HGmH8BxwHXAhF4bxaWVXdjLBKKdF8jIiLSMMaYKKCdtTa9mn1r\ngAxrbXDGarlAUy2lDd6WsH/ibZn+FNgBXOTbNxZI833HWrsPmIL3xv1bYAZwlW5gREQcE+zX8OnA\ncmAh8C7wCfCLRv8pRIJH9zUiIiINEwWkGmOeLr/RGDMUGAx86UhVDmmynjPSML5unRfU8/Dl1tqt\njVmPSGNT5qW5UealOVHepblR5kWqZ4x5CbgceA74Gu8cbb/E23BzLJBNM/ndaaoJgaXhkoGX63ns\nNYBrQynio8xLc6PMS3OivEtzo8yLVO96YCNwJd6hwlnAR8Dd1to035xuzeJ3Rz1nREREREREREQc\n1JRzzoiIiIiIiIiISCVqnBERERERERERcVDYzznjW77yEeB0oBWwCvi1tXato4WFOGPMicAXwGnW\n2iUOlyN+UOYDo8y7k/IeOGXenZT5wCjv7qXMB0aZdy9lPjDhkPmw7jljjIkE3gH6A+fhXdIyC/jY\nGNPeydpCmW82+ZfxzpAtLqLMB0aZdyflPXDKvDsp84FR3t1LmQ+MMu9eynxgwiXzYd04g3fprTHA\ntdbaL6216/DOAt0aONvRykLbXGC300VIQJT5wCjz7qS8B06ZdydlPjDKu3sp84FR5t1LmQ9MWGQ+\n3BtndgLnALbcthLf96SmLyf0GWPOwvuL/yuna5GAKPN+UuZdTXkPgDLvasq8n5R311Pm/aTMu54y\n76dwynxYzzljrT0IvFdp86/wjt1b3PQVhTZjTAfgebzrw2c4XI4EQJn3jzLvbsq7/5R5d1Pm/aO8\nu58y7x9l3v2Uef+EW+bDvedMBcaYc4GHgLnW2vVO1xOCngH+a639wOlCJDiU+Top82FEea8XZT6M\nKPN1Ut7DjDJfJ2U+zCjzdQqrzId1z5nyjDHTgOeAfwG3O1tN6DHGXA0cBwxzuhYJDmW+dsp8eFHe\n66bMhxdlvnbKe/hR5munzIcfZb524Zj5ZtFzxhhzF/AC8DRwlbW2pI5TmqNpQAqw1xiTy4/jHN83\nxjztWFUSEGW+XqahzIcF5b3epqHMhwVlvl6mobyHDWW+XqahzIcNZb5ephFmmQ/7njPGmNuBB4B7\nrLX3O11PCLsC71jGUp2Bz4HpwIeOVCQBUebrTZkPA8q7X5T5MKDM15vyHiaU+XpT5sOEMl9vYZf5\nCI/H43QNjcYYMwz4BngJuKvS7hxrbV7TV+UOxpgUYBcw0Vq7xOFypJ6U+cAp8+6jvDeMMu8+ynzg\nlHd3UuYDp8y7kzIfuHDIfLgPa7oUiAKuBdIqfc1ysC6RxqLMS3OivEtzo8xLc6PMS3OjzDdjYd1z\nRkREREREREQk1IV7zxkRERERERERkZCmxhkREREREREREQepcUZERERERERExEFqnBERERERERER\ncZAaZ0REREREREREHKTGGRERERERERERB6lxRkRERERERETEQWqcERERERERERFxkBpnRERERERE\nREQcpMYZEREREREREREHqXFGRERERERERMRBapwREREREREREXGQGmdERERERERERBykxhkRERER\nEREREQepcUZERERERERExEFqnBERERERERERcZAaZ0REREREREREHKTGGRERERERERERB6lxRkRE\nRERERETEQWqcERERERERERFxkBpnREREREREREQcFO10ATUxxkQBDwDTgATgA+BGa+0+J+sSqS9/\nM2yMGQn8BTgOSAXut9b+o2mqFaldsPNsjDkLeK+aU7tba3cHt3oR/ynzIhXpvkaaG2Vemloo95yZ\nDVwNXAVMAFKAt5wsSMRPs6lnho0xycAi4BtgBPA48Lwx5vQmqVSkbrMJbp6HAt8CXSp97Wmc8kX8\nNhtlXqS82ei+RpqX2Sjz0oQiPB6P0zVUYYyJAQ4Av7LWvujb1gvYBoyz1i6v6dz09Jwaf6CkpDgy\nMg4Ht9gw5abnKjk5IcLpGirzN8PGmDuA64C+1toS37YXgG7W2lpf1GvKvJv+DUOBW54vJ/LeGHk2\nxrwMlFhrr/a3HmU+ONzyfDX3zOu+Jjjc9FzpvkaZDwY3PVfKvDIfDG55rmrLe6j2nBmOt+vYktIN\n1trtwHZgfKAXjY6OamBZzYeeqwbzN8PjgaWlL+Y+S4BxxpiA/sPSv6F/9HzVqjHyPARYH8wi9W/o\nHz1ftVLmw4yeqwZz/L4G9O/oDz1XDabMu0w4PFehOudMiu97aqXte4DuTVxLQA5lH2XBih0czS9y\nupSAxMa2ID+/0OkyKhg7tDNDjmnvdBn15W+GU/B2d698bBzQHm/LfZMpLCrmv8u2czDraFM+rKNC\nLfPRUZGcPbYnnZLinC4FgpxnY0wGMAA43hjzPZAMrAZut9baoFUtEjhlXqQiV9/XZObm89l3e9h3\nKPQ/VQ+WULuvARg9qBPD+3Zwuoz6cnXm66OwqIQPvtxJ2oE8p0sJilDLfFRkBFNO7Em3DvH1PidU\nG2fi8Hb9rfzs5gMtazsxKSmu1laz5OSEhldXh0PZR5nz+irSDoZH0ENFUttWTBzdy+ky6svfDMcB\nlVtC8n3fA858IHkvKfHw539+zeffVf6/SJraCcO6MqR/479m1UOw89zH9z0WbxfgGOBu4HNjzBBr\n7f7aigl25pszPV81CpnMh8J9TbjQc9UgIXFfA/7/OxYVl/CbZ1aQnnHEr/Mk+OLiYpg85hiny6gv\n12a+PgqLSrhz3hds2JER9GvLj44b2JnhAzvX+/hQbZw5AkQaY6KtteW7nsQCtbZ41DbOLDk5gfT0\nnOBUWItXFlvSDuZx9pienDoipe4TQlD79vEcDLHGpbatY6r99wvRmy1/M3zEt49Kx1LD8WVqynyg\nef/floN8/l0qfVMS+fnUwURGhtww4EYRapmPioqgTVzVzDuU96Dm2Vq72xjTHsgsNy77QmAncCUw\np7Zigp355sotz1dzz3wo3NeEAzc9V7qvCW7md+zNIT3jCMf168Dlk/sTEaH7Gqck6l6+Wk68zq/f\nfogNOzIY2rs9V57Rn6jIUJ3tpP5CLfNRkRG0iffvXj5UG2d2+b53KfdngK5U7VoWUoqKS/hy/X7a\nxLXg/PHHuDbo7RNbUVLgziFZIcLfDO/yHUulY3OBrKBXV4v1Ow4BcP5Jx9A+sdaG/rCizNcq6Hm2\n1h4qv9Nae9gYsxWXDF2VsKfMi1Tk2vuabWnZABzbtwPt2ui+RurNtZmvj7Xbvf8lTTo+hQ6JrRyu\nJjjCIfOh2nLwPZADnFy6wTc7di9gqTMl1c+67YfIPVLIqIGdXNswI0Hhb4a/ACZUmjBsIrCs0sRi\njc7uzCQqMoI+3RKb8mEltAU1z8aY840xOb5lJ0uvlwD0B34IfvkiflPmRSpy7X1NaePMMV3aNOXD\nivu5NvP1sW5bBtFREZjubZ0uRcoJyZ4z1tp8Y8w84M/GmAPAfmAe8Jm1dqWz1dVu5bp9AJw4uJPD\nlYiT6sqwb3m+dsAha20B8DxwO/C0MeYx4DTgMmBKU9Z9JL+IHfty6NM1kdgW7p/xXIKjEfL8GZAN\nvGyMuR3v/0UP4p0s7+Um/NFEqqXMi1Tk1vsa8DbOxLSIpGuHkJhgX1zCzZmvS/bhAnbsy2FgzyRi\nY3S/H0pCuWvH3cA/gVeAT4EdwEWOVlSH/MJivt10gA6JLemt1nmpPcNjgTTfd6y1+/C+eB+Hd6b3\nGcBV1tpPmrLgzalZeDxgeqgVXaoIWp6ttRl4b1oK8S4zuQTveOxTrbXNZ4kwCXXKvEhFrruvyS8o\nJvVAHr06JahHuwTCdZmvj/XbvZMAD+qV5HAlUlmEx+NxuoagSk/PqfEHauzJ4L7asJ95/1nL2WN6\n8n8n92m0x2kKLps4r3nM7FaDmjIfyL/hW59t4b0VO5h1ybEM7e2aZcuDwi2Zb+55h+Bmvjlzy/PV\n3DPv5H1NOHHTc6XMBy/zdmcGD7/6LaeP6s6lk/oFpT63UObdo6lf5/++cD1f/C+Ne6aNpFfn8OlQ\n4JbM15Z3NSEH0ar13iFNowdqSJO4k92VSUQE9NV8MyIiIuJy29K8b9R6dw2fN6AiDeHxeFi3/RDx\nLaPp0SkkV8lq1tQ4EyRH8ov435aDdGkfR0pyvNPliPitoLCYbXuy6dkpgVaxITkdlYiIiEi9bfVN\nBqzpBkS89h46zKHsfAb2akdkM1lW3k3UOBMk328+QGFRCaMGdCRCQRcX2ronm+ISj+abERERkbCw\nbU8WbeJa0D6x+SyhLVKbdb75ZgZrvpmQpMaZIFm9YT+gIU3iXht3ZQLQX0vqiYiIiMtl5eZzMDuf\nY7q00QenIj7rth8CYHCvdg5XItVR40wQ5B0tZM3Wg6Qkx9O1g4Y0iTtZX+NMvxQ1zoiIiIi7lQ5p\nOkbzzYgAUFxSwoadGXRs24oObVs5XY5UQ40zQfC1Taeo2MMJg9RrRtypqLiELalZdEuOp3WrFk6X\nIyIiItIgW/f45ptR44wIANvTcjiSX6wltEOYGmeCYNU67ypNapwRt9qxN4eCohL6q9eMiIiIhIGy\nxhlNBiwC/DikaZCGNIUsNc40UEZOPht2ZNA3JZEOieoeJu60cbfmmxEREZHwUFLiYVtaNp3bxRHX\nUj2CRcA7GXAEMKCnes6EKjXONNDqDfvxACdoImBxsY071TgjIiIi4SHtYB5HC4o1pEnEJ7+gmM2p\nWfTonKApDEKYGmca6Mv1+4iIgFEDOjpdikhASjweNqdmkdy2JUkJsU6XIyIiItIgmm9GpKKNuzMp\nLvFovpkQp8aZBkjPPMLWPdkM6plEm/gYp8sRCcie9DzyjhZpvhkREREJC1t8jTN9uiY6XIlIaFi/\nPQPQfDOhTo0zDfDleu9EwKM1pElcrHS+mX4a0iQiIiJhYOueLGKiI0npGO90KSIh4Yfth4iOiqRf\nNzVYhjI1zjTA6vX7iYqMYIRJdroUkYBt3OVrnEnRi7WIiIi425H8IlLT8+jVpQ1RkXqrI5KVV8Cu\n/bn0S0kkpkWU0+VILfSKFaC0g3ns3J/L4GPaEa9Z4MWlPB4Pm3Zn0SauBZ3bxTldjoiIiEiDbE/L\nxgP00XwzIgCs9y2hPfgYDWkKdWqcCdDqDfsBGD1QEwGLex3MOkpGTj79UtoSERHhdDkiIiIiDbK5\ndL4ZDd8QAbxDmgAGa76ZkKfGmQB9tWE/0VERDO+rIU3iXpt2ZwGab0ZERETCw5ZU772Nes6IeHvJ\n/7DtEK1btaB7p9ZOlyN1UONMAPYcyGN3eh5DjmlPXMtop8sRCdim3ZpvRkRERMKDx+Nh655sOiS2\nJLF1rNPliDguNT2PzNwChhzTjkj1kg95apwJwFe+IU2jBmhIk7jbxt1ZxLaIooda0kVERMTl9mUc\nIfdIoYY0ifis3eYd0jSkt4Y0uYEaZ/zk8XhYtX4f0VGRDO/XwelyRAKWe6SQPQfy6N1VqxmIiIiI\n+2lIk0hFa7YeBGDwMe0drkTqQ+/I/JSankfawcMc26c9rWI1pEnca3PpfDMa0iQiIiJhYLOvcaav\n7m1EOFpQxKbdmfTo1JrE+Biny5F6UOOMn77csA+A0YM6OVyJSMOUzTejyYBFREQkDGxJzSImOpKU\nZA3XFtmwM5OiYg9De6vXjFuoccYPJR4PK9buIzYmimF9FHJxt02pWURGRNC7i7r+ioiIiLsdPlpI\narp3uHZ0lN7iiKz1DWlS44x76JXLD5t2ZXIw+ygjTTKxLaKcLkckYIVFxWxPy6Z7p9YaniciIiKu\nt3VPNh7QZMAiPmu3HqJVbBS9NQeTa6hxxg8rftgLwNjBnR2uRKRhtqXlUFTsoZ9uYERERCQMbNJc\neiJl9h06zP7MIwzs2U49yVxEH5nXU0FhMas37CcpIRbTM8npckQaZIsmzBM/GWOigAeAaUAC8AFw\no7V2Xw3HjwT+AhwHpAL3W2v/UW5/HPAYcCHe/4veBGZZa3Mb8ccQqTdlXsRdSicDVs8ZEfh+i3dI\nk6bicBc1o9XTd5sPcCS/mBMHdyIyIsLpckQapPTTpb66gZH6mw1cDVwFTABSgLeqO9AYkwwsAr4B\nRgCPA88bY04vd9gzwEnAOcBU4BTfNpFQMRtlXsQViopL2LIni64d4olv2cLpckQct2bLAUDzzbiN\nGmfqaflaDWmS8ODxeNicmkX7NrG0a9PS6XLEBYwxMcBNwJ3W2g+ttd8AlwLjjDFjqzllOpAF3GSt\n3WCt/SvwCnCr73opwGXAL621K621n/vO+akxplsT/EgitVLmRdxl575cCgpL6K8VKEU4WlCE3ZVJ\nj46tSUqIdboc8YMaZ+ohK6+AtVsP0bNTAt20NJ+43L6MI+QeKaRvim5gpN6G4x3WsaR0g7V2O7Ad\nGF/N8eOBpdbaknLbluB9YxsBjAVKgGXl9i8DivH2LBBxmjIv4iIbd2UC0F/DtUVYu/UQRcUehvVV\nrxm30Zwz9bDqh72UeDyMHapeM+J+mzWkSfyX4vueWmn7HqB7Dcd/W82xcUB73/791trC0p3W2iJj\nzP4arlerNz7ZzOoN+4mKiqC42OPv6c1WqD1fowZ05JJT+zpdRillPsyE4nMVYpl3tbLGGfWcEeHr\njekAHN+/o8OViL/UOFMPy9buJSoyghMHdXK6FJEGK50wT40z4oc4oKT8G0uffKC6sXFxwNFqjsV3\nfHX7a7teBUlJcURHR5X9vVVcDFFR3rnASr9L/YTS89UqLobk5ASnyygVMpmvnHdQ5gMVas9ViGW+\nVsaYjsATwOlAAfACcJe1tqiG41sAd+Kds6kzYIF7rbXvBru2Eo+HTbszad+mpYZrS7NXWFTMd5sP\nkNy2JT06acSH26hxpg7b0rLZtT+XEf2TSYiLcbockQbbkppFbIsoUjrGO12KuMcRINIYE13pRjwW\nyKvh+MqDnEv/nlfD/tquV0FGxuEKf596Yg+mntiD5OQE0tNz6jpdfELx+aquHofevIZM5ivnHZT5\nQITqcxVCma/LW4AHOBnoBrwIFAF31XD8A3gbZq4H1gMXA28bYyZaa5cGs7A9B/LIO1rEsD4dgnlZ\nEVdau/UQ+QXFjDyuGxFaxMZ1NOdMHT75ZjcApxzX1eFKRBou72ghqQfy6N21DVGR+vWXetvl+96l\n0vauVB32UXp8dcfm4p00dRfQ0bdUMQDGmGigYw3XE2lqyryIjzFmDN65ka621n5vrV0I3AbMNMZU\naXQ0xkQC1wH3WWvnW2s3W2sfwjsP07Rg12d3eoc0mR4a0iSy2u4HYOQADWlyI707q0XukUK+XL+f\njm1bMahXO6fLEWmwLanZAPTRkCbxz/dADt5PTAEwxvQCegHVfQL6BTDBNxFqqYnAMt+Eqcvw9twc\nU27/SXj/Tyo/YaqIU5R5kR+NB3ZYa7eV27YE76TZw6s5PhK4BHi70vYSICnYxZXON2M034w0cwWF\nxXy76QAdElvSq3NI9sCTOmhYUy2++F8ahUUlnHJcNyLVLUzCgOabkUBYa/ONMfOAPxtjDgD7gXnA\nZ9balb5lh9sBh6y1BcDzwO3A08aYx4DT8C4jPMV3vVRjzBvA88aYa4EI4DngZWutehGI45R5kQpS\nqH5ybPBOaL2q/A7fUMCPym8zxowCTgV+WdeDVTfPUnnlh315PB42pWbRrk0sg/t31DCOSkJ0iJw0\nkrXbvEOaTtWQJtdS40wNSjwelnybSovoSE4aVrmnsog7bd7t/XSpb7c2DlciLnQ30AJ4xff9A+BG\n376xwKd4ewossdbuM8ZMAR7Hu4LNDuAqa+0n5a43HfgrsBDvvAX/Bm5ugp9DpL6UeWkWfL3CttWw\nOx/v70CFCa2ttYXGGA/1mMTdGNMXeAf4Evh7XcdXN89SqcpzB+07dJjMnHxGDejIgQO5dV26WQnV\neZaqo0ak4Phy/T4ARg3UkCa3UuNMDdZuPcT+zCOcNLQLrVu1cLockQYrLilha1o23TrEE9dS0plp\nMQAAIABJREFUmRb/+D4J/bXvq/K+JXh7ApTfthIYXcv1coFrfF8iIUeZl2YkFRhYw74SYCaVJrT2\nrcYUQR0TWhtjjgfew9v77JxqVkBrkLIewSnqESzNW36Bd5Wmjkmt6NlJjV1upcaZGpROBDzp+BSH\nKxEJjt378ygoLNF8MyIiIlLG12Cyoab9xphdwFmVNpeulFHjsDxjzOl4V3n6Hphqrc1oYKlVbN3j\nnUtPw7Wluft2czoFhSWcMLCThjS5mCYErsa+jMOs2XKQvt0S6anJlCRMbPINaeqnT5dERESk/r4A\nehtjupfbNhHvpNnfVXeCMWY88F+8EwdPboyGGYAtqVm0iI6ke8fWjXF5EddY9YN3SNPoQZ0crkQa\nQj1nqvHJ16l4UK8ZCS+lXX/Vc0ZERET8sAJYCbxujJkBdAIeAeb6JsTGGNMaaG2t3etbXvtVYCPe\nCYATjTGlNx/5wWqoyS8oZld6Ln26JRIdpc+bpfnKOVzA2m2H6NGxNd06xDtdjjSAXskqOZJfxBdr\n9tC2dQzHm2SnyxEJmi2pWbRu1YJOSa2cLkVERERcwlrrAS4A9gGfAy8AfwPuK3fYrUCa788n413h\naSiw07e99OvNYNW1LS0bjwf6dNUiB9K8fbVhP8UlHk4c3NnpUqSB1HOmkmVr0jiSX8yU0T3UCi9h\nIyMnn4PZ+Qzv20HjUEVERMQv1tq9eBtoato/G5jt+/NiKk2Y3Ri27PFNBqwewdLMrfhhHxHACRrS\n5HpqnCmnpMTDR1/tJjoqkpOHd3O6HJGg2aLVDERERCSMbN6t4drSeIwxHYEngNOBArw9xu7yreRX\n0zn7gcpDL35nrX2gsercd+gwm1OzGNQriaSE2LpPkJCmxplyvt98gP2ZRxg/rAtt4mOcLkckaMqW\nmtQNjIiIiLicx+Nhy55sOiS2pG1rvSGVRvEW4ME7TK8b8CJQBNxV3cHGmE54G2YmAJvK7cppzCKX\nrd0LwLghXRrzYaSJqHGmnMWrdwEweVT3Oo4UcZfNqVlERUZo9TERERFxvX0ZR8g9UsiQY9o5XYqE\nIWPMGOAkoLe1dhvwvTHmNuCvxpj7rLX51Zw2BG/jzUrf8vSNrsTjYcXaNGJjohjRX3OlhgNNquKz\nfW82dlcmg49pR0qyluOT8FFYVMyOvTl079ia2BZRTpcjIiIi0iAa0iSNbDyww9cwU2oJkAAMr+Gc\nIcCWpmqYAVi/PYOD2fmMHtCR2Bjd44cD9ZzxWfSlt9fMGaPVa0bCy/a9ORSXeDSkSURERMLC5tRM\nQMO1pdGkAKmVtu3xfe8OrKrmnCFAkTFmATDSd/5j1tqXG6vIpd97S5pwbNfGeghpYmqcAQ5kHWH1\n+v2kJMczuJe6R0p42ZKaDejTJREREQkPm3ZnERsTRUrHeKdLERcyxvQCttWwOx94BThafqO1ttAY\n4wFa1nDeYKA98Du889KcCbxgjIm21r5QWz1JSXFER9fc8yU5ueq0BJk5+Xy7KZ0enRM44dhuWo3V\np7rnyk3UOIN3rpkSj4czRvdQsCXslE4G3KdbG4crEREREWmY3COFpB08zKBeSURFaoYGCUgqMLCG\nfSXATKDCTNPGmBZ4l4jPq+G8iUCMtbZ0AuDvjTE9gVvwrvRUo4yMwzXuS05OID296pzC85dvp6jY\nw0lDOnPgQG5tl282anquQk1tDUjNvnEm90ghn3+fRlJCrNaGl7Dj8XjYkppFYusY2repqaFfRERE\nxB20AqU0lG9emA017TfG7ALOqrS5dOxQ5eFOpdfMx9vrprw1wE8DLLNGRcUlfPrNblrGRDFuqFZp\nCifNvrn5k292k19YzOSR3YmOavZPh4SZg9lHycoroG/XRPUKExEREdcrnQy4b4oaZ6TRfAH0NsaU\nn4x0It5lsb+rfLAxJtoYs8sYc0ulXSOBH4Jd3OoN+8nMLeCkYV1oFdvs+1qElWb9r5lfWMxHX+0m\nLjaak4drIiUJP5pvRkRERMLJ5t2ZRERAn666t5FGswJYCbxujJkBdAIeAeZaawsAjDGtgdbW2r3W\n2iJjzHzgLmPMZmAdcD5wJXB2MAvzeDx8sGonEREweaQWsgk3zbqryGff7SH3SCGnHp+iVkcJS1v2\naL4ZERERCQ+FRcVsTcuhe8fWuneXRmOt9QAXAPuAz/HOGfM34L5yh90KpJX7+yzgaeBxvL1lrgQu\nsdYuDmZt67ZnsGt/LqMGdCS5batgXlpCQLN9VSsoLOb9lTuIjYni9FFqdZTwtCU1m6jICHp2cvfM\n5SIiIiKbd2VRVFxC/5S2TpciYc5auxdvA01N+2cDs8v9PR/vKk13NWZd763YDsCZJ/RszIcRhzTb\nnjOffbeHrLwCJo1IoXWrFk6XIxJ0BYXF7Nzn/XQppkXNy/OJiIiIuMEP2w4C0K+7Gmek+dmyJ4sN\nOzMZfEw7enbWB6/hKCx7zvzhD7N5//0FdR7XtsdI1uZ35LG7FxIZGcm77y4iKSmp2mOnTbuMzZs3\ncuaZ53DXXbMBWLhwPg8+eC933vl7zjpraoXHvuWW33DhhRdXuU5a2h4uvvhcrrnmOn72s58H/kM2\nsXnz/sKrr75cZXtiYiLvvfexAxVJqbryvh5Y/Dc488xzAHj//QXKex2Kior45z9fYuHC+Rw4kE63\nbin85CeXc/bZ5zpdmlD/1/hwyfw550wmMzOjyvZLL72CGTNubtC1H374D+zatYMnnni2QdeRxqXM\newWa+VWrVvDqqy+ydu1aIiMjGTRoKNdd9wuGDBkajHKlEdSV+Vm+Xcp89b7+ejUvvfQc69dvID4+\nnokTT+O6635BXFxcMMqVIKvva3zPgWPJyMln44KvefdJ5b06mzdvYvr0K7nyymtc9d6jVMg3zhhj\nYoEvgT9Za1+pzznnnXchI0eOLvv7999/y3//+w4/+clP6N9/MP/bcpBV6/ZxyomDydqxCoCSkhKW\nL/+82jdfe/aksnnzRr/qfvbZeZxyyqm0a9fer/NC1bZtW+nRoydXX/2zCttjYmIcqkhK1ZT30ePP\nZGdOIhOP60bflES6dUvh3XffBpT3ujz44L18+OEHTJ16Pv36GZYs+YSHHrqP4uJizj23xh6u0kTq\neo0vFQ6Zz8jIIDMzg6lTz2f48BEV9vXq1btB137zzTeZP/+dKteV0KPMewWS+W+//Zpbb/0V/fr1\n4/rrf0lxcTHvvPNvZs68nieffI5Bg4YEq3QJopoy3773GNp37sdPJvUFlPnqfP31ambNupHBgwdz\nww0z2L9/H2+++S82bFjHk08+R2Rksx04EbJqyvu5517ASSeNISfnKPszjrDw22zalHxDNsp7dYqK\ninjwwdkUFRU16DpOCunGGWNMAvA6MMyf84YMGcaQIT+eUlxczH//+w7Dhw/n+FETWbB+OZ379OSa\ni8bw2Bxv40yXLt344ovPqg340qWf0rZtUrUtfDXJzc3h8cfnMnv2H/wpPWRt3bqFESNGcsYZZzld\niisYYzoCTwCnAwV4JxK7y1pb46uFMWY/kFxp8++stQ/U9lg15T02sTttEvty8f+NoaNvwrDSGxjl\nvWarV69i8eL3mT79BqZNmw7A+ef/H9OnX8WLL/5NjTMhoLbX+PHjJ1c41u2Z37ZtCwCTJ09hxIiR\nQblmcXEx//jH3/n739Vbxi2U+cA9/vgcOnbsxBtvvEFurve/4ClTzubyyy/m2Wfn8dhj8xr8GBJ8\nNWU+OqE7404+jTPOGFS2T5mv6Mkn/0KnTp155ZVXyMkpBKBTp87Mnfswq1atYMyYcQ1+DAmumvI+\nZMgwzjvvPNLTc5jzr29plZRBh8iN7LbKe3WeeeYZtm3bGtRrNrWQbTo1xpyGdx35TsG87qIvd5J3\ntIgzT+xBfMsf55oZP34Cq1evIj//aJVzli5dwkknTfDrcU46aQIffbSIr776ssE1O+3w4Tz27dtL\nz569nC7FTd4COgMnA9OAa4B7azrYGNMJb8PMBKBLua9HAy0g7VAeCXEtSE5sWWWf8l6zhQvn07Zt\nWy677KqybREREVx33S8499wLqn3OJPS5NfOlNzG9eh0TlOvl5+dz7bVX8Pzzz3DeeeeRnNwxKNeV\n0KPMQ3Z2Nps3b+LUUyfTqtWPq5q0a9ee4cNHsHbt/xr8GNL0+tcw34wy732Nb9s2ialTz6dlyx/v\n/0p7KGzZsqnBjyFN74dth/hhewaDeyWR2DoWUN4r27JlM0899VSVUR5uE7KNM8BU4B/A2GBdMO9I\nIYtW7yQxPobTjq+4QtP48adw9OhRVq+uGMiMjEOsXfs/Tj55ol+PdfPNt9GyZUvmzPkjBQUFtR57\n0UVT+dOfHmTRooVcccUlnHrqWC699ALeeuuNKseuXfs/br75l0yePIHJkycwa9aNrFu3tspxK1Ys\n47rrrua0007i4ovP46233uCPf7yfiy6a6tfPAbBt2zbgx65mR44cwePx+H2d5sIYMwY4CbjaWvu9\ntXYhcBsw0zdMrzpDgCJgpbV2b7mvvEDryMkrpHeXNkRERFTZp7zX7H//+45hw44rG7J3+PBhPB4P\nJ544lmnTphMbW7WxS0Kf05mfO/dh5s//D5deeiGnnjqO6dOvYt26tRw8eIDf/e63TJ48gfPPP5Nn\nnnmSkpKSsnO3bdtKmzaJtGvXnpKSEo4ebVjjYEFBAYcP53HvvQ/x8MMPExWlycLDlTIP8fHxvPrq\nW/zkJ5dV2ZeVlan8u1TNjTPKfGxsLHPn/pWrrrq2wvbSIS6dOnUO+NrijOISD298uhmAi07pW7Zd\nef+RdzjTvYwbN871ozxCdliTtfam0j8bY+p9XlJSHNHRFf+zTUjwvpla+cNeCgp7Mf28gaR0876w\nt/T1npk0aTxJSUl89dVyLrjg7LJzP/30fVq1asWUKZO47Tbv8cnJCRWum5DQsmxb6fWGDu3PjTfe\nyJw5c3jnndeYMWMGAPn58QDEx8eWnRMVFcnq1StZsuRjrrjiCjp06MDrr7/Oo48+wsCBfTn55JMB\nWLZsGTNn/pwBAwZw8803UVBQwNtvv82MGdfzwgsvMHLkSF/Nn/Lb395C//79ueWWW9i3bx9PPvkY\ncXFxxMfHlz1uXUqPS0/fDcDXX69gzpyHSE9PJzExkcsuu4yZM2fq5qaq8cAOa+22ctuWAAnAcGBV\nNecMAbZYawuDWUjvbonVbh82bDht27bliy8+q9Cy/vnnn9GyZSuOP350tefVpHPnLkybNp2nn36C\nV155kWuvvb7W41euXM4nn3zERRf9hHbt2vPuu2/z6KOP0LVrV8aMOQmA1atXctttN9OvX3+uu+4G\nCgoKWLhwPjNmXM+jjz7JscceB8CyZZ9z55230rt3H66//kYOHNjPk08+RsuWrfye+C4/P5/9+/cx\nYcJEFiz4Dy+++Dx796aRkNCGSy+9nKuuurbaxq7mIMChepcD9wA9gO+Bmdba1eX2P4K34bK8Ldba\nvgSZ05n//PPP+OyzT7nkkp9SUuLhH//4O3ff/Rvi4+Pp3bsPM2bczGeffcLLL79Ajx49yya53Lp1\nC/Hxrbn77ttZvnwZBQX59OnTjxkzbmbUqBP8fh7i4+N57bW3iY4O2f/+Q4Lb8w7KPEBUVBTdu/eo\nsn3z5k2sWfM9o0eP8et64pzSDwXjW0WXDdWuTJmvau/eNL755iueeOIxevfuw4QJ/r1hF+ctWrmd\nXftzGTe0c4UVmpT3H/3zny+xe/dOnn32afbvzwroGqHCkbszY0wvYFsNu/OttQF/NJ2RcbjKtpwc\nb4vc2i0H6D9sEMf1TiI9PQeAo0e974UPHTrMmDEn8fHHn/CrX2WVTZb13nvvc+KJ48jKyi87vvTc\n0uvm5Bytcr309BymTr2Yt99+h2eeeZZx404lJaU7hw55O0Lk5eWXnVNcXMK+fXt54YVX6du3HwAj\nRozh/PPP5M0332bQoBGUlJRw992/Y8CAQTzxxLNlDSJTppzPNddcxuzZ9/LCC68CcP/9D9ClSzee\neOK5sk/5+/YdyB133ErLlq3KHrc2yckJZcetWbMOgO+//x/XX38jMTGxfPrphzz11FPs2rWH3/72\nd3VerzHVt7GpCaUAqZW27fF9707NjTNFxpgFwEjf+Y9Za6sukeWHPl3bVLs9KiqKsWPHs2zZ55SU\nlJTlfenSTxkzZlxAEz1feukVLFq0kFdeeYnTTz+TlJTuNR67f/++CnmfMOEUzj//TBYv/oAxY06i\npKSEP/3pIQYOHFwh7//3fz/hmmsu47HH/lSW98cfn0OXLt14+um/l+V96NBjueOOW/1unDl8OA+P\nx8OKFct4//35XHXVz+jSpQsffriI5557iqKiIlfO/B4kbwEevEP1ugEv4u3tdVd1B/uGpv4dmAl8\nDtwCLDbG9LfWpvsOGwo8CZSfV6lRZnFzOvMHDqTz4ouv0aeP9314Tk4Wr776MpMmTebeex8C4PTT\nz+Sss07lyy9Xlt3EbNu2ldzcHEaOHM199z1Ieno6r776Mrfe+iseffRJv8drR0ZGajLI+nF13kGZ\nr8nhw4d54IHfA3DFFVc36FrSdLLyvJ/kpyS3rvFDEmW+oszMzLIexC1btuTmm28jNramDtwSig7n\nF/HywvW0io2q0GsGlPdSW7du4cUX/8asWbfTuXNn1zfOOHWHlgoMrOHLr8l//eHxwCWn9iWqhhvT\n8eNPJiPjED/8sAaAvLxcvv56dcCtzNHR0dx66x0UFhYwd+7DtR7bo0fPsjeqAO3bd6Bdu3YcOnQQ\ngI0bLXv2pDJ+/Cnk5OSQmZlJZmYm+fn5jBs3nk2bNpKevp/NmzeRmrqb88+/sMLwi/HjTwl4zpiR\nI0/gmmuu46mnnufMM89h0qTJPPDAI0yadDoLFrzL1q2bA7quWxljehljPDV8HQXigAp99Hw9YjxA\nTQ2Pg4H2wPPAGcCbwAvGmGvqqicpKY7k5ISyr9IeXRERMGpo1wr7Snt2JScncPbZU8jIOERq6haS\nkxNo1SqCr79ezTnnnFmhJ1jl65b2FKt8vS5dknjggfspLCzgiSfmkJycQLt2FXuKJScnEBUVyTHH\nHMOYMSPKtg0YcAwdOnQgJyfT1zC4iz17UjnzzDOIiSkhKqqQqKhCWreO5rTTJrFp00ZKSg5z8GAq\nqam7ueKKy0hJSS673oUXTqV3795ERUVW+Plr+/L+bN7/yHbv3skzzzzDTTf9kksuuYDnnnuaMWPG\n8M9/vkSLFsX1vmZjfDkhwKF6twGvWWuftdauB34OHAKuK3fMEODrSkP5DjTWz+Hka3y3billNzAA\n3bv3BKjw2K1atSIpqR0HD3qfgqKiIq688hp+97v7+c1v7uKkk07mggsu4pln/k6rVq148sm/BFS3\n1C5c8g7KfGVHjx7lt7+9hc2bN3LFFdM47rjjG3Q9aTp7D3k/fO3WsXWtxynzP4qIiODeex/k7rvv\npVev3syadSNLlnwc8PWk6a38YS+5Rwq5cEIfEuOrNrY097wXFxfz4IP3MmzY8LBZsMORnjO+N6ob\nmurxdu7z9gDp0ak1x/apeXmwUaNOJDY2li++WMrQoceyYsUyIiIiGzSr+bHHHseZZ57DwoXz+eij\nRQwePLTa49q2rbpGfYsWMRQXFwOQmuodWjRv3l+YN6/64O7bt5cDB7wf0KWkVO3G26NHLzZtsn7/\nDGPGjKv2OTjvvAv5+OPFfPPNV/Tu3Si9skNVaeNidUrwfnJa4QbeGNMCiABqmkNmIhBjrS3t1vS9\nMaYn3k9fX6itmMq9xbKzjwDQrk1L8nKOkpfzYztR+Z5dxhxLbGwsCxZ8QPfu/fjoo0VEREQyePDx\nFXqC1benGEDPnqYs76+99u+yvFfuKZaQkFilB1dUVDRHjxaQnp7D2rXesdGPPPIIjzzySLU/97p1\nm8vy3rZtxyrX69atB5s22Xr1FANvA9Phw97ft+7de9Czp6lw7qmnnsGKFSv47LMVjB17Ur2u2Rgc\naqDxa6ieMSYSGAfMKN1mrS0xxiz1XQtjTCLeXmbrG7Xycpx8jU9Kalfh76W9wSpvj4yMLBubHR0d\nzWWXXVnlWu3atWf8+FN4//0F5OXlEh9f+5sV8VtY5B2U+fKys7OZNetG1qz5nrPPPpfrr/+l39cQ\n5+w96GucSa79316Z/1FiYiKTJp0OwMSJk7jyyp/w+ONzOeWUSX5fS5yxLS2HE8e3Y+KIbtXub+55\nf/XVl9myZRPz5v2NzMxMoqIKycnJBiA//yiZmZm0adPGVT2Gm8Wg89Ub9gNw8nEptc4X0bJlS0aP\nPpEvvviMX/xiJkuXLmHUqNF+D42o7Je/vIlly5by178+ypw5f632mLrmsSgp8b5pnD79hhp/SXr0\n6MXevWkA1XZlC6R7W21Kf/mOHDkS1OuGuroaF40xu4DKs1F19X2vPNyp9Jr5QH6lzWuAn/pbX0au\n9zKd29eeW+W9qoSENrRs2bLKfyzwYwPq4cMBz9HsZv4O1WsLxNdwzijfn4f4vl9jjHnV9+f3gTut\ntY3SJ9XJzAd7bq6kJG8ejxw5qsaZ4AuLvIMyXyoj4xC3334T69ev59xzL+C22+5stvOHudU+3wdR\n7drUPvOBMl+92NiWjB07nn//+19kZmbStm31kypLaMgv9N4Ht4iOYNZPRxDpKan2uOae91WrllNY\nWMh111Udovrqqy/z6qsv8+ab/6VLl67VnB2amkXjTJJvybH2NUwgVt748afw4IP3snXrZlauXM5N\nN/26wY/ftm1bfvGLmfzxjw/w7LPzArpGaaji4uKqTJa0fv0PZGdnExsbS9eu3pbVXbt2MHr0iRWO\n2717V0CPfcstM4iMjOTPf368wvadO7dXqE3KfAE8bIzpbq0tfdInAjl4l4evwBgTjXcOpkettXPL\n7RoJ/ODvg7eM8f5aD+xVtYGhMuW9ooiICPr1M+zcub3C+F2AtDTve7NwXOmgrnnAgFeoZqieMaam\noXqldwWVp+DPL3f8YN/3g8B5wDHAHGCQMeZUa22NS8JVnvi9dMgdVO1ZVH7oHcBZZ03hjjvuICMj\njVWrlnPXXXdVOKe+k76XPyc5OYHbbruNu+++m5deehaoOul7TEx0hXNKr922bVyF7eWPXbNmDbfd\ndhvTp0/noosuqvBzpaXtJi4ujv79ezToBqm62sKd2/MOyrw/mc/NzeW667wNM9OmTeOOO+6o97kS\nOjq3i2cLdX+4A6F7b1OdDRvWcd99v+Oyy67inHPOq7Bvx47tvmEhVXvX12THju38+tczueyyq/j5\nzyuu2HT4cB4RERHExLQISu3S+CYM60qXDvG19gJvznmfMWNWWU8Zb91xbNu2m/vu+x1nnHEWU6ac\nTbt2NY+aCUXNonHm1ONTWLmofseOGzeeqKgonnjiL+TnH/V7jfianH32ebz33nyWL/88oPMHDBhE\n+/YdePPN1znnnPPLWkTz8nK55547KCgo4K23FjBgwCA6duzEggXvMnXqBWW9B9auXcPGjRsCemOZ\nmNiWjz9ezIYN6xgwYBAAhYWFvPLKS7Ru3bpBXefC1ApgJfC6MWYG0Al4BJhrrS0AMMa0Blr75hwo\nMsbMB+4yxmwG1gHnA1cCZ1f7CLWIi/X+Wqd0rPvNlvJe1eTJU5g792EWLHi3bPxqYWEh//nPv+nQ\nIZlBg4bUcQVXCvZQvdLudJXn54gtd/xzwNvl5txYY4zZh/d3ZwTwdU3FVh7Kl1Nu6F7lG5jKQ++G\nDRtFVFQU99//IEePHuXYY0dXOMffoXylTj75DIYOfZNPP/0UqDqUr6CgqMI5pdfOzDxcYXv5Y9u0\nSSY1NZWXXnqZceMmla2wtGHDepYuXcoZZ5zFoUNVJ8Gvr+TkhGprCzWN0HDk6ryDMu+P+++/h/Xr\n13PVVVcxffqMkM56qebUWFpfJw/vyrKF9Ts2VO9tqtOjR0/27k3j7bffZMqUsytkfuXK5Zxxxll+\nNUZ265ZCbm4u7777Ftdcc0XZ9r1701iy5BOGDx9BXFx80OqXxhHbwvtv3qtL9Qt7lNec8z5gQMX/\nypOTE2jd2juFR9eu3Rq82pkTXNE4Y61tsr6niYltGTr0WL78cgUjRowkMTE43f4iIiK49dY7uPba\ny8vmkfFHdHQ0N998K7///Z1ce+0VTJ16HjExscyf/w5796Zxzz33lwV85sxZ3HPPHdxww7VMmXI2\nmZkZvPnmv2jRIiagbrw///mNrFixjFtumcnFF19KfHxrFi1ayMaNG7jnnvvVpb4Sa63HGHMB8BTe\nVTtygL8B95U77Fbg93hv9gFmARnA40AXvMOmLrHWLm7MWpX3qs499wI+/PB95sz5I1u3bqF79x4s\nXvw+27Zt5b77HgrLpeMbYajeIbxvSrtUc06q7zE9QOXJUNf4vnenljerDRGqma9OXFw8N9wwk8cf\nn8PMmddz2mlTOHAgnbfeeoPk5I7ccMOMui8iVTSnvEPzzvz27dtYtGghrVsnMHDgQBYtqvru/owz\nKv9Ti9s158xHR0cza9Zt3H//PVx55ZVMnHg62dlZvPXWG0RGRjBr1m1BqVtCR3POezhyReNMU5sw\n4RS+++4bTj45sJmua9KnT18uueQyXnstsNWRJ048jYSENvzjH3/nxRefJzIygt69+/DHP85l3Ljx\nFY6791546aXneeqpx+nQoSMzZ87igw/eIzMzw+/H7dy5C/PmPcczzzzJa6+9QnFxEf36GR555FHG\njHFuYtRQZq3dC9Q4bbi1djYwu9zf8/Eu0VrtMq2NSXmvKDo6mjlznuD555/h448Xk52dTZ8+fXj4\n4UcdnQjYYX4N1fM1UC7Huwzxy1A2aeoEvD0IMMb8GZhorS2/XErp+onrGuWn8AnVzFfnkkt+Slxc\nK9544zX++te5tG7dmgkTTuGGG2a4rquui4RV3qH5Zv6777xtXrm5OTUOZ1LjTHhqrpnNspY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create regressor by average over water months\n", "X = TEMP.loc[TEMP['Water Month'] <= 6].copy()\n", "X = X.groupby(['Water Year','Water Month']).mean().unstack()\n", "#X['ENSO'] = enso['DJF']\n", "\n", "# remove features that don't add to the regression\n", "X.drop(('SNWD',1),axis=1,inplace=True)\n", "X.drop('TMAXpos',axis=1,inplace=True)\n", "X.drop('TMAXneg',axis=1,inplace=True)\n", "X.drop('TMINpos',axis=1,inplace=True)\n", "#X.drop('TMINneg',axis=1,inplace=True)\n", "#X.drop(('TMINm5',1),axis=1,inplace=True)\n", "#X.drop(('TMINm5',2),axis=1,inplace=True)\n", "X.drop(('TMINneg',1),axis=1,inplace=True)\n", "X.drop(('TMINneg',2),axis=1,inplace=True)\n", "X.drop(('TMINneg',3),axis=1,inplace=True)\n", " \n", "labels = ['{0}_{1}'.format(X.columns.levels[0][i],X.columns.levels[1][j])\n", " for i,j in zip(X.columns.labels[0],X.columns.labels[1])]\n", "\n", "from sklearn.linear_model import enet_path\n", "\n", "alphas, coefs, _ = enet_path(X.ix[Y.index], Y, l1_ratio = 0.5, normalize=True)\n", "\n", "plt.figure(figsize=(16,10))\n", "plt.subplot(6,6,1)\n", "for k in range(0,len(labels)):\n", " plt.subplot(6,6,k+1)\n", " plt.plot(np.log10(alphas),coefs[k])\n", " plt.annotate(labels[k],xy=(plt.xlim()[0],plt.ylim()[0]))\n", "\n", "plt.tight_layout()\n", "\n", "fname = '../images/IceOutReducedFeaturesApril.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 168, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ElasticNetCV(alphas=None, copy_X=True, cv=10, eps=0.001, fit_intercept=True,\n", " l1_ratio=[0.1, 0.5, 0.7, 0.9, 0.95, 0.99, 1], max_iter=1000,\n", " n_alphas=1000, n_jobs=1, normalize=False, positive=False,\n", " precompute='auto', random_state=None, selection='cyclic',\n", " tol=0.0001, verbose=0)\n", "alpha = 1.43704\n", "score = 0.55698\n", "beta_SNWD_2 = 0.05967\n", "beta_SNWD_3 = -0.00936\n", "beta_SNWD_4 = -0.01091\n", "beta_SNWD_5 = 0.01087\n", "beta_SNWD_6 = -0.00469\n", "beta_TMINneg_4 = -0.59126\n", "beta_TMINneg_5 = -0.49001\n", "beta_TMINneg_6 = -0.91675\n", "beta_TMINm5_1 = -0.00000\n", "beta_TMINm5_2 = -0.00000\n", "beta_TMINm5_3 = -0.00000\n", "beta_TMINm5_4 = -0.25166\n", "beta_TMINm5_5 = -0.00000\n", "beta_TMINm5_6 = -0.00000\n", "intercept = 84.23038\n" ] }, { "data": { "image/png": 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5zIPMi2GwIb6CVbrCzlr7tTHmRFzl5CpcuuMIYKAx5mxrbU7jhYf7Pcnzs+G1xf0CF0Sb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6oyG2RZWGYP9SfvQJC6u5B7ztDkEMnfFRUJ/obTiV5Wju1405CPG4lZTtDw+kmynvsz2sLFeC+6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\n+hLelw/FHSMl2svMKgETgH2BnoT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import ElasticNetCV\n", "\n", "# Estimate alpha by plotting the elastic path regression as a function of alpha\n", "\n", "clf = ElasticNetCV(cv = 10, l1_ratio=[.1, .5, .7, .9, .95, .99, 1], n_alphas=1000)\n", "model = clf.fit(X.ix[Y.index],Y)\n", "print(model)\n", "print(\"alpha = {0:9.5f}\".format(clf.alpha_))\n", "print(\"score = {0:9.5f}\".format(clf.score(X.ix[Y.index],Y)))\n", "for k in range(0,len(labels)):\n", " print(\"beta_{0:<7s} = {1:9.5f}\".format(labels[k],clf.coef_[k]))\n", "print(\"intercept = {0:9.5f}\".format(clf.intercept_))\n", "\n", "# Predictions\n", "P = pd.Series(clf.predict(X.ix[Y.index]),index=Y.index);\n", "\n", "# time trace\n", "plt.figure(figsize=(16,6))\n", "plt.subplot(1,2,1)\n", "Y.plot(color='b')\n", "P.plot(color='r')\n", "plt.legend(['Actual','Prediction'])\n", "plt.title('Ice-Out Predictor using Historical Data')\n", "plt.ylabel('Day of Year')\n", "plt.xlabel('Year')\n", "plt.yticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.annotate('Standard Error = {0:.2f} days'.format((P-Y).std()),\n", " xy = [1952,95])\n", "\n", "# classification\n", "aio = 123.4\n", "k1 = (P>=aio) & (Y>=aio)\n", "k2 = (P<=aio) & (Y<=aio)\n", "k3 = (P>aio) & (Yaio)\n", "\n", "plt.subplot(1,2,2)\n", "plt.plot(Y[k1|k2],P[k1|k2],'bo',ms=10,alpha=0.8)\n", "plt.plot(Y[k3],P[k3],'ro',ms=10,alpha=0.8)\n", "plt.plot(Y[k4],P[k4],'go',ms=10,alpha=0.8)\n", "\n", "# add visual guides\n", "plt.plot([92,153],[aio,aio],'r--')\n", "plt.plot([aio,aio],[92,153],'r--')\n", "\n", "plt.xlabel('Actual')\n", "plt.ylabel('Predicted')\n", "plt.title('Prediction vs. Actual')\n", "plt.axis('square')\n", "plt.yticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.xticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.annotate('Early/Late Prediction {0:.0f}%'.format(100*(sum(k1)+sum(k2))/len(P)),xy=(95,145))\n", "\n", "plt.tight_layout()\n", "\n", "fname = '../images/IceOut_PredictionApril.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reduced Feature Set - March 1st Estimator\n", "\n", "The next step is to remove features which don't add to the regression." ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "image/png": 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qZAUnMTy05ZuRKU1C9MxkNrMnvQRvDxfGjxneIwy8PVw4N2k0lTVNbE2V6RnD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create regressor by average over water months\n", "X = TEMP.loc[TEMP['Water Month'] <= 5].copy()\n", "X = X.groupby(['Water Year','Water Month']).mean().unstack()\n", "\n", "# remove features that don't add to the regression\n", "X.drop(('SNWD',1),axis=1,inplace=True)\n", "X.drop('TMAXpos',axis=1,inplace=True)\n", "X.drop('TMAXneg',axis=1,inplace=True)\n", "X.drop('TMINpos',axis=1,inplace=True)\n", "X.drop(('TMINneg',1),axis=1,inplace=True)\n", "X.drop(('TMINneg',2),axis=1,inplace=True)\n", "#X.drop(('TMINneg',3),axis=1,inplace=True)\n", " \n", "labels = ['{0}_{1}'.format(X.columns.levels[0][i],X.columns.levels[1][j])\n", " for i,j in zip(X.columns.labels[0],X.columns.labels[1])]\n", "\n", "from sklearn.linear_model import enet_path\n", "\n", "alphas, coefs, _ = enet_path(X.ix[Y.index], Y, l1_ratio = 0.5, normalize=True)\n", "\n", "plt.figure(figsize=(16,10))\n", "plt.subplot(6,6,1)\n", "for k in range(0,len(labels)):\n", " plt.subplot(6,6,k+1)\n", " plt.plot(np.log10(alphas),coefs[k])\n", " plt.annotate(labels[k],xy=(plt.xlim()[0],plt.ylim()[0]))\n", "\n", "plt.tight_layout()\n", "\n", "fname = '../images/IceOutReducedFeaturesMarch.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ElasticNetCV(alphas=None, copy_X=True, cv=10, eps=0.001, fit_intercept=True,\n", " l1_ratio=[0.1, 0.5, 0.7, 0.9, 0.95, 0.99, 1], max_iter=1000,\n", " n_alphas=1000, n_jobs=1, normalize=False, positive=False,\n", " precompute='auto', random_state=None, selection='cyclic',\n", " tol=0.0001, verbose=0)\n", "alpha = 1.96816\n", "score = 0.44809\n", "beta_SNWD_2 = 0.06131\n", "beta_SNWD_3 = -0.00605\n", "beta_SNWD_4 = -0.01549\n", "beta_SNWD_5 = 0.01588\n", "beta_TMINneg_3 = -0.00000\n", "beta_TMINneg_4 = -0.66686\n", "beta_TMINneg_5 = -0.52646\n", "beta_TMINm5_1 = -0.00000\n", "beta_TMINm5_2 = 0.00000\n", "beta_TMINm5_3 = -0.00000\n", "beta_TMINm5_4 = -0.24025\n", "beta_TMINm5_5 = -0.00000\n", "intercept = 90.65492\n" ] }, { "data": { "image/png": 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yyy+yatWP7Ny5HYCTT87MZK9cuQoDBw4u0P6qVq1G9+49mT37M9assfz11yZ+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f3e72PIMn3fu3fUNjkXlAEw+F7duF/PMMRK+Lx5OnJXB1JnR1BHishOkOpqmTW8RlpvG4Mf+wRa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\n/h9t+q41Yuw4mQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import ElasticNetCV\n", "\n", "# Estimate alpha by plotting the elastic path regression as a function of alpha\n", "\n", "clf = ElasticNetCV(cv = 10, l1_ratio=[.1, .5, .7, .9, .95, .99, 1], n_alphas=1000)\n", "model = clf.fit(X.ix[Y.index],Y)\n", "print(model)\n", "print(\"alpha = {0:9.5f}\".format(clf.alpha_))\n", "print(\"score = {0:9.5f}\".format(clf.score(X.ix[Y.index],Y)))\n", "for k in range(0,len(labels)):\n", " print(\"beta_{0:<7s} = {1:9.5f}\".format(labels[k],clf.coef_[k]))\n", "print(\"intercept = {0:9.5f}\".format(clf.intercept_))\n", "\n", "# Predictions\n", "P = pd.Series(clf.predict(X.ix[Y.index]),index=Y.index);\n", "\n", "# time trace\n", "plt.figure(figsize=(16,6))\n", "plt.subplot(1,2,1)\n", "Y.plot(color='b')\n", "P.plot(color='r')\n", "plt.legend(['Actual','Prediction'])\n", "plt.title('Ice-Out Predictor using Historical Data')\n", "plt.ylabel('Day of Year')\n", "plt.xlabel('Year')\n", "plt.yticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.annotate('Standard Error = {0:.2f} days'.format((P-Y).std()),\n", " xy = [1952,95])\n", "\n", "# classification\n", "aio = 123.4\n", "k1 = (P>=aio) & (Y>=aio)\n", "k2 = (P<=aio) & (Y<=aio)\n", "k3 = (P>aio) & (Yaio)\n", "\n", "plt.subplot(1,2,2)\n", "plt.plot(Y[k1|k2],P[k1|k2],'bo',ms=10,alpha=0.8)\n", "plt.plot(Y[k3],P[k3],'ro',ms=10,alpha=0.8)\n", "plt.plot(Y[k4],P[k4],'go',ms=10,alpha=0.8)\n", "\n", "# add visual guides\n", "plt.plot([92,153],[aio,aio],'r--')\n", "plt.plot([aio,aio],[92,153],'r--')\n", "\n", "plt.xlabel('Actual')\n", "plt.ylabel('Predicted')\n", "plt.title('Prediction vs. Actual')\n", "plt.axis('square')\n", "plt.yticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.xticks([92,102,112,122,132,142,153],\n", " ['Apr 1','Apr 10','Apr 20','May 1','May 10','May 20','Jun 1'])\n", "plt.annotate('Early/Late Prediction {0:.0f}%'.format(100*(sum(k1)+sum(k2))/len(P)),xy=(95,145))\n", "\n", "plt.tight_layout()\n", "\n", "fname = '../images/IceOut_PredictionMarch.png'\n", "plt.savefig(fname)\n", "!convert $fname -trim $fname" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ENSO ONI Data\n", "\n" ] }, { "cell_type": "code", "execution_count": 906, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'ENSO' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mZ\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mY\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0my\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mENSO\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;31m#Z.ix[y,'ENSO'] = ENS\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mZ\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'ENSO'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mENSO\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'DJF'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'ENSO' is not defined" ] } ], "source": [ "Z = pd.DataFrame(index=Y.index)\n", "\n", "for y in ENSO.index:\n", " #Z.ix[y,'ENSO'] = ENS\n", " Z.ix[y+1,'ENSO'] = ENSO.ix[y,'DJF']\n", "\n", "V = pd.concat([Y,Z,X],axis=1,join='outer')\n", "V.tail()" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QZ2Oc5Fegvywzuwn4nLtvM7OfBB4GFoE54D+4++tmtg+4A1gAHnD3p6IKWsIxtKqPa65a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\n2rPGIQkc+UkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(V['TMAXpos'],V[0])" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "image/png": 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SP/7xDz377LMKhUIKh8P6zne+o+XLl6u5uVn79+9Xfn6+HnjgAW3cuNHttueUG8suqGw3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\nFiLAAQCwEAGehd/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TJ/TCCy+oo6NDf/nLX/TMM88oFAopHA7rm9/8pqqrq9XZ2amDBw+quLhYDz74oLZs2eJ1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\nQiRwAAAsRAIHAMB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+NTc367HHHrN6L/Sl8txe6Jn66U9/qoaGBu3cuVPXr1/XCy+8oF//+temmxU4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\nAMBCBDgAABb6f0lgeT1P9IvCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "V.tail()\n", "plt.scatter(V['ENSO'],V[0])\n", "\n", "for k in ENSO.columns:\n", " Z = pd.DataFrame(index=Y.index)\n", " for y in ENSO.index:\n", " Z.ix[y+1,'ENSO'] = ENSO.ix[y,k]\n", " plt.figure()\n", " V = pd.concat([Y,Z,X],axis=1,join='outer')\n", " plt.scatter(V['ENSO'],V[0])\n", "\n" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UG0lliwEfNTc4QKQsvSVKJOwcOkASjJH564kDgUqX9l6w1vLCTA8hBmtZpzsp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lzarV5xkpluGiqbsc940VRrWroK1ZgNEgdm4y625pFC0otmjT83DrKukI7CtbDp5sVH8cOnppVJ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\nIdCVMLCosHpRfUGp51roQhI9kWVpd3baMyNiz7pkuvSoIRKpVdXnertS2Jb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ENSO = pd.read_csv(\"ENSO.csv\",index_col=\"Year\")\n", "ENSO.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deprecated Cells" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SWu3k9c92EG+38vsrh+NwRJAaG8Hm/Bq2FtSR2dNBSlwUZTUu/v1FLklxkdx6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\nOYKrQZNj3I7taj3nPu2go8VI+fJ0NuxYRH5JItFxEUglwbR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Given two 'days of year', create a dataframe comprised of the mean value\n", "# of the temperature regression features, indexed by year\n", "\n", "def meanTemps(doy1,doy2):\n", " X = pd.DataFrame(index=Y.index)\n", " grouped = TEMP.groupby(TEMP.index.year)\n", " for y, T in grouped:\n", " T = T[T.index.dayofyear >= doy1]\n", " T = T[T.index.dayofyear <= doy2]\n", " for col in T.columns:\n", " X.ix[y,col] = T[col].mean()\n", " X.drop('TMAX',axis=1,inplace=True)\n", " X.drop('TMIN',axis=1,inplace=True)\n", " X = X.ix[Y.index]\n", " return X\n", "\n", "X = meanTemps(50,105)\n", "\n", "\n", "X.plot()\n", " \n", "plt.legend(['Tmax_pos','Tmax_neg','Tmin_pos','Tmin_neg']);\n", "\n", "\n", "plt.plot(X,Y)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "grouped = TEMP.groupby(TEMP.index.year)\n", " for y, T in grouped:\n", " T = T[T.index.dayofyear >= doy1]\n", " T = T[T.index.dayofyear <= doy2]\n", " for col in T.columns:\n", " X.ix[y,col] = T[col].mean()\n", " X.drop('TMAX',axis=1,inplace=True)\n", " X.drop('TMIN',axis=1,inplace=True)\n", " X = X.ix[Y.index]\n", " return X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look for the Best Calendar Window for Temperatures" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = ElasticNetCV(cv = 10, l1_ratio=0.5, n_alphas=1000)\n", "\n", "def score(doy):\n", " X = meanTemps(doy,105)\n", " clf.fit(X,Y)\n", " return clf.score(X,Y)\n", "\n", "doy = range(1,105,7)\n", "plt.plot(doy,np.array([score(d) for d in doy]))" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }