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<h1>Introduction to Time Series Analysis</h1>
<h3>Workflow Overview of Univariate Time Series Analysis</h3>
<ol>
<li>detect trend</li>
<li>detect seasonality</li>
<li>detect outliers</li>
<li>detect long-run cycle</li>
<li>assume constant variances</li>
<li>detect abrupt changes in either level or variances</li>
</ol>
<p><img 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" alt="plot of chunk unnamed-chunk-1"/> </p>
<p>Features of the plot:</p>
<ol>
<li><p>there is an increasing trend before 2008 / 2009 and another increasing trend before end of 2014</p></li>
<li><p>hard to tell about seasonality</p></li>
<li><p>no obvious outlier</p></li>
<li><p>volatility/variances seem not to be constant - smaller before 2005; bigger after 2008 / 2009</p></li>
</ol>
<h3>Types of Stationary Univariate Time Series Models: forecast univariate time series future values</h3>
<ol>
<li>AR(1) or AR(p):
\( X_t = \delta + \phi_1X_{t-1} + \epsilon_t \)
Assumptions:</li>
</ol>
<p>(1) \( \epsilon_t \) is i.i.d. \( N(0, \sigma_{\epsilon}^2) \): i.i.d. constant variances</p>
<p>(2) \( \epsilon_t \) is independent of \( X \)'s</p>
<p>(3) \( X \)'s is random, not within control</p>
<p>to determine if it is a AR(1) process, you can plot \( X_t \) versus \( X_{t-1} \)</p>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-2"/> </p>
<p>there does not seem to be a clear pattern between \( X_t \) and \( X_{t-1} \), when we try to fit OLS model between the 2:</p>
<pre><code>##
## Call:
## lm(formula = oil_ts[2:length(oil_ts)] ~ oil_lag1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -44.204 -29.220 -1.266 26.183 69.900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 63.7125 2.0525 31.042 <2e-16 ***
## oil_lag1 0.4757 0.3600 1.322 0.188
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 28.44 on 190 degrees of freedom
## Multiple R-squared: 0.009108, Adjusted R-squared: 0.003893
## F-statistic: 1.746 on 1 and 190 DF, p-value: 0.1879
</code></pre>
<p>it confirms our assumption: p-value is not significant for the slope and \( R^2 \) is really low</p>
<p>we also do residual plot versus fitted to check for \( X_t \) and \( \epsilon_t \) are independent</p>
<p><img 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" 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" 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" alt="plot of chunk unnamed-chunk-4"/> </p>
<p>we see that it is not completely independent and there are outliers</p>
<ol>
<li>Model 2: ARIMA(p, d, q) accounts for trend as well as seasonality</li>
</ol>
<p>Trend analysis:</p>
<ul>
<li><p>for linear trend: use t as a predictor in regression</p></li>
<li><p>for quadratic trend: use \( t \) and \( t^2 \)</p></li>
<li><p>for seasonality: use indicator \( S_j \) = 1 for observation in month/quarter j of the year</p></li>
</ul>
<p>Correlation Analysis:</p>
<ul>
<li><p>\( X_t \) can be related to past values: use ACF to find out correlation between lagged values</p></li>
<li><p>ACF plot on residuals: should not be significant indication of correlation after model fitting</p></li>
<li><p>ACF for \( X_t \) and \( X_{t-h} \) is the same for all \( t \) in stationary series and should be symmetrical around h=0:</p>
<ul>
<li>ACF for AR(1) exponentially decreases to 0 for positive coefficient; and alternatively exponentially decreases to 0 for negative coefficient</li>
<li>ACF for MA(1) = 0 for h > 1; only a spike at h=1</li>
<li>ACF for MA(2): 2 significant spikes at h = 1 and 2</li>
</ul></li>
<li><p>PACF is the conditional correlation: helps a lot in identifying AR model: (while ACF is good for identifying MA model)</p></li>
<li><p>PACF shuts off (=0) beyond p for AR(p)</p></li>
</ul>
<h3>Decomposition of a model:</h3>
<p>\( X_t = Trend + Seasonal + Random \) for constant seasonal variation</p>
<p>\( X_t = Trend*Seasonal*Random \) for seaonal variation increases over time</p>
<p>Steps in Decomposition:</p>
<ol>
<li>estimate trend and de-trend:</li>
</ol>
<p>moving average</p>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5"/> </p>
<ol>
<li>seasonality adjustment so they average to 0</li>
</ol>
<p>Example: additive decomposition:
<img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-6"/> </p>
<p>Example: multiplicative decomposition:
<img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-7"/> </p>
<h3>Vector Autoregressive models VAR(p)</h3>
<p>Each variable is a linear function of past lags of itself and past lags of the other variables</p>
<p>Examples of VAR(1):</p>
<ul>
<li>\( X_{t,1} = \alpha_1 + \phi_{11}X_{t-1,1} + \phi_{12}X_{t-1,2} + \phi_{13}X_{t-1,3} + \omega_{t,1} \)</li>
</ul>
<p>same thing for \( X_{t,2} \), \( X_{t,3} \)</p>
<p>In general, for VAR(p) model, the first p lag of each variable in the system would be used as regression predictors for each variable.</p>
<ul>
<li>Difference-Stationary Model:</li>
</ul>
<pre><code class="r">library(vars)
</code></pre>
<pre><code>## Loading required package: MASS
## Loading required package: strucchange
## Loading required package: zoo
##
## Attaching package: 'zoo'
##
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
##
## Loading required package: sandwich
## Loading required package: urca
## Loading required package: lmtest
</code></pre>
<pre><code class="r">library(astsa)
</code></pre>
<pre><code>##
## Attaching package: 'astsa'
##
## The following object is masked _by_ '.GlobalEnv':
##
## oil
</code></pre>
<pre><code class="r">head(cmort)
</code></pre>
<pre><code>## [1] 97.85 104.64 94.36 98.05 95.85 95.98
</code></pre>
<pre><code class="r">head(tempr)
</code></pre>
<pre><code>## [1] 72.38 67.19 62.94 72.49 74.25 67.88
</code></pre>
<pre><code class="r">head(part)
</code></pre>
<pre><code>## [1] 72.72 49.60 55.68 55.16 66.02 44.01
</code></pre>
<pre><code class="r">plot.ts(cbind(cmort, tempr, part))
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-8"/> </p>
<pre><code class="r">summary(var(cbind(cmort, tempr, part), p=1, type="both"))
</code></pre>
<pre><code>## Error in summary(var(cbind(cmort, tempr, part), p = 1, type = "both")): error in evaluating the argument 'object' in selecting a method for function 'summary': Error in var(cbind(cmort, tempr, part), p = 1, type = "both") :
## unused arguments (p = 1, type = "both")
</code></pre>
<p>the above fits model \( C_t = \mu + \phi_1t + \phi_2T_t + \phi_3P_t \) and so on</p>
<p>To take a look on the 1st, 2nd, 3rd variables:</p>
<pre><code>## Error in var(cbind(cmort, tempr, part), p = 1, type = "both"): unused arguments (p = 1, type = "both")
</code></pre>
<pre><code>## Error in var(cbind(cmort, tempr, part), p = 1, type = "both"): unused arguments (p = 1, type = "both")
</code></pre>
<pre><code>## Error in var(cbind(cmort, tempr, part), p = 1, type = "both"): unused arguments (p = 1, type = "both")
</code></pre>
<h3>Test for Correlated Errors</h3>
<p>Durbin-Watson test</p>
<h3>Regression model to contain autocorrelated errors</h3>
<p>\[ y_t = \beta_0 + \beta_1x_{1,t} + ... + \beta_kx_{k,t} + n_t \]</p>
<p>\( n_t \) follows ARIMA(p,d,q) model</p>
<p>Assumptions: \( y_t \) and all \( X_t \) are stationary</p>
<p>Steps:</p>
<ol>
<li><p>difference the non-stationary variables to make them stationary
differenced models with ARMA errors are equivalent to original model with ARIMA errors</p></li>
<li><p>Start a proxy model with ARIMA(2,0,0)(1,0,0)m errors for seasonal data
estimate coefficients, calculate preliminary values for ARIMA errors and then select a more approriate ARMA model for errors and refit</p></li>
<li><p>Check for white noise assumption</p></li>
<li><p>Calculate AIC for the final model to determine the best predictors</p></li>
</ol>
<pre><code>## When AgeGroup Sex Alberta BritishColumbia Canada
## 1 01/01/1976 15 years and over Females 5.2 9.7 8.1
## 2 01/01/1976 15 to 24 years Males 8.0 15.3 13.2
## 3 01/01/1976 15 years and over Males 3.8 7.8 6.4
## 4 01/01/1976 15 to 24 years Females 8.3 12.9 11.2
## 5 01/01/1976 15 to 24 years Both sexes 8.1 14.2 12.3
## 6 01/01/1976 15 years and over Both sexes 4.3 8.5 7.1
## Manitoba NewBrunswick NewfoundlandAndLabrador NovaScotia Ontario
## 1 5.2 11.4 11.5 8.3 8.1
## 2 11.9 17.2 19.2 14.5 11.6
## 3 5.8 11.1 12.6 7.6 5.2
## 4 9.6 15.1 16.5 14.0 10.1
## 5 10.8 16.3 18.1 14.3 10.9
## 6 5.6 11.2 12.3 7.9 6.4
## PrinceEdwardIsland Quebec Saskatchewan
## 1 10.8 8.9 4.3
## 2 21.4 15.9 7.9
## 3 9.3 7.7 3.5
## 4 14.9 12.6 6.9
## 5 18.2 14.4 7.6
## 6 9.9 8.1 3.8
</code></pre>
<pre><code>## Jan Feb Mar Apr May Jun Jul Aug Sep Oct
## 2000 27.26 29.37 29.84 25.72 28.79 31.82 29.70 31.26 33.88 33.11
## 2001 29.59 29.61 27.24 27.49 28.63 27.60 26.42 27.37 26.20 22.17
## 2002 19.71 20.72 24.53 26.18 27.04 25.52 26.97 28.39 29.66 28.84
## 2003 32.95 35.83 33.51 28.17 28.11 30.66 30.75 31.57 28.31 30.34
## 2004 34.31 34.68 36.74 36.75 40.28 38.03 40.78 44.90 45.94 53.28
## 2005 46.84 48.15 54.19 52.98 49.83 56.35 59.00 64.99 65.59 62.26
## 2006 65.49 61.63 62.69 69.44 70.84 70.95 74.41 73.04 63.80 58.89
## 2007 54.51 59.28 60.44 63.98 63.45 67.49 74.12 72.36 79.91 85.80
## 2008 92.97 95.39 105.45 112.58 125.40 133.88 133.37 116.67 104.11 76.61
## 2009 41.71 39.09 47.94 49.65 59.03 69.64 64.15 71.04 69.41 75.72
## 2010 78.33 76.39 81.20 84.29 73.74 75.34 76.32 76.60 75.24 81.89
## 2011 89.17 88.58 102.86 109.53 100.90 96.26 97.30 86.33 85.52 86.32
## 2012 100.27 102.20 106.16 103.32 94.65 82.30 87.90 94.13 94.51 89.49
## 2013 94.76 95.31 92.94 92.02 94.51 95.77 104.67 106.57 106.29 100.54
## 2014 94.62 100.82 100.80 102.07 102.18 105.79 103.59 96.54 93.21 84.40
## 2015 47.22 50.58 47.82 54.45 59.27 59.82 50.90 42.87 45.48 46.22
## 2016 31.68
## Nov Dec
## 2000 34.42 28.44
## 2001 19.64 19.39
## 2002 26.35 29.46
## 2003 31.11 32.13
## 2004 48.47 43.15
## 2005 58.32 59.41
## 2006 59.08 61.96
## 2007 94.77 91.69
## 2008 57.31 41.12
## 2009 77.99 74.47
## 2010 84.25 89.15
## 2011 97.16 98.56
## 2012 86.53 87.86
## 2013 93.86 97.63
## 2014 75.79 59.29
## 2015 42.44 37.19
## 2016
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## [1] "Oil price is non-stationary"
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## [1] "Do a 1st degree differencing for oil price:"
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## [1] "check for ACF for 1st degree differencing"
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## [1] "we are assuming AR(1) model for diff(oil_ts)"
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## [1] "it looks like the non-stationary trend is solved, but the non-stationary variances remain, to solve that, log transformation cannot be applied here because of NA produced"
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## [1] "kpss unit root test for stationarity"
</code></pre>
<pre><code>## Error in contrib.url(repos, "source"): trying to use CRAN without setting a mirror
</code></pre>
<pre><code>## Warning in kpss.test(diff(diff(oil_ts, 1), 1)): p-value greater than
## printed p-value
</code></pre>
<pre><code>##
## KPSS Test for Level Stationarity
##
## data: diff(diff(oil_ts, 1), 1)
## KPSS Level = 0.0117, Truncation lag parameter = 3, p-value = 0.1
</code></pre>
<pre><code>## [1] "p>0.1 infers no significant evidence to reject stationary null hypothesis"
</code></pre>
<pre><code>## [1] "Transform Unemployment rate to stationary"
</code></pre>
<p><img 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y52HPSwa31ueRy2KC76Gpj7ip5kXU/wfR3W7HkN1BP8eX3U51qNPpZy6VNPPcEvxaLLk2Put+jrZnV5tj+URPpKPcFvNIxCCpanAQt82Xd5tl2KRBT4OX/JjmR9X7S6WV2K5Q8nB/muXtEn/VYBSMpY0BC78oq+kuKCjLowUSjcc/+bXH3ctDDjH0icekXfKLYKfKOQhVxi1/oW/UKMuVAxKPBznuD15bpZXagj7FEsfKWe4JNCq8AnZSxoiF3rCX5BBl2gKHM/g+dGgJtV+oLSwJQGzHvlKxstVYGfcpfTXcOu9QR/uva7DZzP/Ra9Sbue4G+DV1xNRnylnuCTDqvAJ2UsaGiBr6S4IKMuTJS5Bd4n+MpVC3OAA4iDj9T3NZJiK2iSMhY01NGrwC/IqAsThcI95y/Z4cv1e/ALM/6BxCHf1RN8Um4V+KSMBQ0rKS7ImAsVZW6Bryf4hTrAAcTywQafKQgNVIFfphtY4Mu+y7TvEqTa9RV9vY1agtUPKwP5rp7gk46rACRlLGjIHWx9i35BBl2gKHO/RV83qws0/oFEwlfIe/UEv1FwFfgDedoNk+Vpp75Ff8NGqOMnNUCB52lr7v+Dryf4SXXWYmgAH6kCn1yhCnxSxoKGPvVUUlyQURcmCk9Zu3zJrnLVwhzgAOLgI/WKPim2giYpY0FDX9GXfRdk1IWJ4mfw9911111Tr1TLlxdm+AOKQ76rJ/ik4CoASRkLGvqKvp7gF2TUhYli4d729+jJUfVrcgsz/oHEwVfqCT4ptwp8UsaChtiVO9my74KMujBR/Ax+W4HnRqC+T7Iw4x9IHPPe1BuhAx19nGSrABynXa7KlUmxnuCvqsnafygNUOC5CZ1b4MuXD2WJ5dDFR+oJPtmzCnxSxoKGOHo99SzIoAsUhZtQkvG2Au9TWeWqBTrBnkXSV+oJfqPYCpo9e9iRkNPR66nnSAxSbFzQwC6v6O+L3eXLF1RYE40GyHv1BJ+UUgU+KWNBQ1/Rl30XZNSFiYKPznlF781q+fLCHOAA4nATWN+iT4qtoEnKWNDQV/T11LMgoy5MlF2e4OsLowsz/oHE8aaxXtFvFFwF/kCedsNk66nnhg1Qx2/VwNwv2eHLvKKvXLVVpbcegQeaekWf3KCCJiljQUNf0dcT/IKMujBR8NE5X7Lzqax8eWEOcABxqGf15eKk2CrwSRkLGpIM64+DLMigCxRll1f09QS/QAc4gEjUs3qCT4qtAp+UsaAhdq3PLRdk0AWK4pP53F+Tqyf4hThB/Gnivx3tp7aJEzh/Pdr/sw0vreMj9SW7pJAq8EkZCxrWK/oFGXOhouzyBF+vXZflBPyTodfPEIk3N6+dgSeKH/vQF4QGqsAv0w3qCX6Zdl2SVLt8ya4+blqS5dd/02BO7aFQz8FTO/UEryY2/S7Ka7bW5RFroD6DP2LjFGsrDfi0te1fxoJXT/DLchrqziGesqFbr+iTr1SBT8pY0LCS4oKMuVBR5r6iJ0fxxanKVctyhDn2BGcOnpoBt75kpzZ2VF7aVsMj14COXl9MOnJD3WL25hZ4blbrT9Uuy1HIT3Oe4OfgZM3UK/qsjRjvcnfUbK3LI9YAjl6/WnTEBirWVgme16nbvkVPkq/fCFmWw1B35taeuXhoCF+pJ3g0sYFdlOee6o9fAzh6fTHp+O10mzmc+yW78uVlegl23Qa71qd6gm80uqsCm+11eaQawK71ueWRGqfYWmnAp61tT/D4cn3JbllOQyGeU3vwkTl4ase8N+fmwT2L7ndR3qIVsTDhfEVPX1AaOEYNzP0MnhxVb6OO0YKX54kCfIgijK/Ut+iTXarAJ2UsaEjw1FPPggy6QFHmFnh8uT6DX54DzKk94MzBUzs80NRn8GpjR+WlbTU8cg0QFDh6PcEfuaFuMXtvf9999835kh2+XN+iX5ajkJfmPMHvUtzREPj1BI8mNrCrAt1X/XFrgACqb9Eft41uLXfx98V9w4QOtn0G7xP8nIJwa3V6YoJTd+bUHvLYHDzFB7ee4NXGjspL22p45BowKdYT/JEb6payh3+SiIE5Bb4+g1/raik/6wn+miy5y93RNbG0Pibu8h8Wjc/pCnbXAHatzy1311vtuB4N+Pk7p80t8Eebq65HZYs6Ze6TOTbfxe6V9xo32UV5zdb9XUYhf060D4Ri9I+J9hMxfFm0V8b426Ldn7WC2RoggHhFX1AaOEYN7FLgTdr1NuoYLXk5nrDpnI9cdrU5+PUZfLLJURT44OdDoz1ww9dXRv/b0R4e7fHRHhGNuYL5GvAV/bHYdz7nhXkbNKB/IuvwCT5u7EnY3KjW90nQ1HIAu87JTeDMwVMz4FaBVxs7Ki9tO+jwk4L6U+Mbtq+N9rsx/qpoHxOtYL4GdHQCqaA0cGwa4AmeRAwMC3yseSNQn8GvVLWYH7sU+F3eRJL36kt2yU1QyLHA4+OG/b2DmRdEe2hi6rEx/uV0XcPtGsCu9Xvw2/VUGDejAQr3nC/Z6cf1BH8zdjrUqdh1Tu0BZ5eHFPDrCT5Z7Vi+xPbc4OlTo/0P0R4S7c+jfXYU/KdG/6RoHxetYL4GcPR66pmvr8K8Xg20n8GPvmNTT/DXa5frOm3uEzx4uxR4cOsJPlnxKAp8vIp/RvBE40t27xPdgxkH/GS0b471N66u6sdcDXgnS19QGjg2DbQF/gEDBinw3KjW26iBgk50em7hJn/tksPMe/hNQWjgKAp8tkQU81fENe3tYvyCKPh8q/6dY7z1NX3g/c3Y9gns7cB/FHMvjfYdnbWTnwrZnxBC/F+hp7+IHkef9QQf+/gi42/FvtdFfwFi/a/F5O/G+msvLB7RRPDJb2G8Kfh88RGxdWlWQp53j82PDnn+70sTOd6N5J3VZ/Ah31tD1odH+4aYs5AT/98eLT/B49MFy9AAdn1L2PzusL8f1fQk29Xm4O/8BB98vGPse3zw8rweE6c8d3QFvqPMz4i5vxTtCzpr7RTJcJTg/9tYe+d2w4Ku/2nIwscc/180C/ycAPnmwH9ytFEh4WOTb4z289GOGf6zYI6bkG85ZiZ34O2vBO5Ton3yDntOBdXCLb/clN8Tjc/aebp7arTnRMN/uRFwPoYFC9AAdrUQTxV4RJ2Tw1SJ/oJ/7QLvFcj/U7TH7rLpFHCHBT7uanhtRpL5kGiPjPaiaL8Y7YVb7roCZX8QZz1tLrXA/aPApV2AkOc1MTmU98KG05vAuXVsHX3O51fvFPt4choBNKB37ACfyn/svM7hD1+dY785tI4NBzudJfaIW57YaSuIWL03Br62p8Djn6fggyv+68dWDeDX2HVbvG5bbw8y7+26D/xd97RnH+X1haCJ4AI+O7j9zWjfGu0J0SgCPEk8N9rLY/0p0QzAmNofBN27o73b/ijeGkq5EOvoF+zb0Qavp6YAGqfg/Fn+KXlOZW3JN6PIdlbgOwbxV+fwPYp7PcF3lHTCU+QT7L8tr2D/XW5ywZ1DN9DOwankuHNMz7k4l0SisJLsfzjav472uLizfnVLZFN8/1HMPy/Gfy9w/qDF2fU66HCz8NRofz8aX7KLqbv+ffS8bn5GnPE90RdMawAnpQH0c5MiN2/gjgBauwTZiM6h50kW2xLGoXnYJ31i8xT0fhmZ5xZ4irtN377MebXnuDSALecW4l1iALpz3gy02mDfknLHmXznCnzMovTPioL6hjOMZhBrfxJTXx8FmM869xV0zwpafA7yxGgvjvan0R4c7YOjPTPOesc499kxLhhrgEDQSXX0SfuEXrmxIiCmgoi1STqxfgxwKnzO1RWxOXXjNZfOMeIhG343Ap/g3xwI4M29WR3Rq/nj0gCxOqcQk892yT3mPfPgXKnZt8s5c+neON45oaKIvmWquGduA+/PolGI9wGfGET+YdD7tWhvjAa8PtrzY/4fR/vb+zhk4TSykzLeVrhRB0/vvCnZVuB3DRhoXzcsscBP2eW69bvP8/CnOQUevHqC36fmj4OW9t+WV87VpxmsEy/4yza6LSnO2XVPS+Mor3dV4KGE+I0g/LED4p8S868arNX0HQ3g3DopduWpZ5t9KfB/tgUPGqdQaOBxm7yBcjJw/5PhdHdG8VPeFo7AJ3jwuBEgaS/JtiO5b8s8tpz7in4Xu+sv5sG5+uSMXffMpX2jeO0rej785ldzppLLb8eT9Y/smeuvDnr/Is5+cvS/F41v0T4k2gdFg8cl/qpQiLVXwEkNBvq5T/AU+KkCfiqFkwBV/hiePCDPlF1OWUBiek6B14/n3Kyesj5uG+/4NflpW1FlfZePqaB7mSd4zuH38t8+aht8LQYuFPiQ7BHRviTa90XrvYLf+9N0KPWXQ7n8St7joj0iGp/Hcw6fu/9crO9i5NhyKwHnNmBMjNsKnq/op/Ay3WNW7KnwOVeH3GQj0xJhboHHn0m4JO2l6mKJ9t0m06qgBpL5aoS/ymNRG+4XJQAf2AbmvW10WzqZn2UX+FDkl6LQ0ABKfVKriUNdx1l/HrR/5lD0bwFdEqBJEPtxU+T1SHxf0U/hQWtqfUT7uufhEV6XArsmqVOSmwI/lUh9RY89Sez48pJsG+LcasCWc17RE9Nz8pjKhC5+tWvsgM8XOvFLfG8xMAqaLw8JHxyF/kGLkXTBgmxuyPKrKR19W2Ge+wQ/8pNj0iqy7hrYx8R/y8uSn+Cx0y4Fvp7gW+847Wvz07Z4ZR3bz80/3hBso9tqD3xuOHpvtFvck7ruChRP0/xzl889KUluN7NtwHi9LTAo8Ny5Tt0IQGPXgLkJa8DjNnlvgq/LntmNzcsSO7J9JtQRWz7Bg8eNQD3BjzR1mvPE6ZzCDd4uT/D6C/0uoD8uLuaWlBB3MejScLFjfjVlAE0VbnRAgefOdcoPoLGNTqDcOMDjlBw3zuCODCwu2ST5kW3Ol+xIvBSCeoJPylvAkDid84oePPLa3PwDHvi75gEL/K43BnHUccOuijhuaW4vdzhmr8Bvs68FfiqAWDsFxz8VPud66W0u8LxV4iMK/bqe4Od6zWngkZfmFvhdbA9d8N8WH1vukrPAxed22RPoxw/bCsDxS1AcogHs2Bb4OXe+FvgpP2Btap3zjwEo8KfA51xdUeCnbrzm0jlGPGTDP0fgK3rsCR5tSbYdyX1b5rXrtoIq3tw4EB9/2UY76xpcbjgWd1NdQZPNfLpjHVun5nrOZ1wU+G2vPwmuuQF2kxpEduW/ST72dfbikk1SjAk1TZ0bWuDBI1nv8jnsOUJ1cZQaID8d4gmePIWvXKbA8wS/uJjbqcDHa4/3j/ax0R4Wyig4Hg30CjxOvq0w+wQ/hcfaTn5yQ2o5FT7nqodX1Keg97nyZDwLd57LYws88vsZ/FJ1keW+LWNsOacIa/+p/JR1hl/hL3Not/vm3HDkPScx3vWO5XNDqo+O9v9GkX96fNv+909CyuUzacKkBwyMbUnRAj+Fx5p0V8SP9AdJ4BT4nKu+JcnSykze4S8ojsACjw5I1vUEP9LUac6TU+YUYfDmvIlUC+SAqxT4Xeuh5x5tv1WgKOQPDO4fGsX8pdG+9mglud2MtQFjYODwU2CBn8JjDXrHDqfC51w9Lvn34Mk7PDGNwAKvH++S5Ec0a/54NIBd5zwxg8eNwFR+ylLdFTXqvqhZc24e8j5uJOfwk/ecxHiYuENJ94/2PSEFfxf+hTH+nWjfEI3/GV9wXBowEHzq83po3w37FHiCYQrvVAonsiv/RryT7pYkS2sICjx+NwILPDqguNcT/EhTpzlPvplTUMHD9lP5aaWBqEvg4CvAZQr8rfsMnn/Tek+0D4/GX7TjX7Z+ULSviVZwXBrAubNT6+zb7nznPMFDaxudY9DGqdyIzNUVT/BLBQr3nCd48N4aD2X1BL8sT2jz1Ug68ebkH3C4GQByLlzPTP/UH+kXBShwBBT2b4ng+nVeewS8MK7/+2j8Q5iC49LAKhEGSzoodj2XFOMO9yXRPrhh2wI/5QcEjnSb7VH577rredGe2C7E3E9H46bwumCvBT54f3K077wu5jvnbP34rLNn71Ohg/eM9oY9E9ZfR2R9gjfBj/DOzQefr4z2yHOTnYvA4TtEj+0s1dT1aAC7XvkJPmz4uGi/smEZmrOe4GPPB0R7WRIVfxw+wQfug6J9RcI/mSFKGcH/FgufH4Lxb1sF/jf7/+5F9UejAeyY71q9zne+/He+1t4W+IzXCsWeqXU+wuk9jbGPoLku4LxWvquczZfA+JPNNwUU+Cm9Xxdf8PDqPR829zP4fCMw54+XvDL4ZM82wK7HoNttfC51nTjN+WokJ3gU7ZGtmH/dZrO4XG6jzb7XbPbR6Wejm2reYH9Ywj+Z4QWBoqD/2+D+3TYSPDr6V8fcb0T/iGgU+6+PVnBcGmgDRmenF3Dq1t4UeIIh44mf+6mkyd7efnzIV2aZ1qHG8ICM+4J909uVr9ZWu+7fFz562Dcv0OvdFMpzfoL3qWwq0bsP+8/5aIPvEfV8VjrVH1YD6H5bEYYD8LD7yFb4kWv05ptttMF1XwxXBZ6HkVGee0Cs4ZMnB73A/ZKQojevcK91UP3RaABnzU7tdVvwWrtOPsHHjZ10Ro6PAljLwcJre67fJZoBF8ODA7JO8XkZBs7JdRkCV9iDrVr7XYHcpbceQq/Ihr+OwAKPPcXDl+bYg2S8DfD7ObS20an1y2kA3c99RY/9R3GQ8xk09RX6KfviVzlXMJ7iZzkFPj5r/6UQdgiRvAmOguPSAA7Kna5Oi3O3TzzMnQVE2BFc2lQwSGcqWFhrA/BdY+710ab2xfJeAR72eR609klvV2GPqcCHu9y1+hWkXYUY4ON3h3qCnyzwIQZ6JTbOYmHAY00fTgPE1VRB9WTwpm7ssKExSvz7QEFOMxfG8AKw5j4WuR5+Bh9ryynwSAtEILxHdN8Rjdf0KoRXWy+I9jnRCo5HA23AcN0WeAIgJzVu1PicucWLqTOAzq7BwuZ3j8abnqkgA2+fAK/7PA96tJuCOa+ar4M3dEDyg599vabETvjVCPITPP4JTCX6Ncb65za94fd/Gi3HQt5f48NrAJ/allfgQrz2AUIOrUvi6ivbaLMv5wrG3HCMfOJkC/xUAntyCPzO0f5ZtJdH++pofKHq6dEKjksDBoJO63W276jATyXOHp1WcnDyOaxT4PkSi/wwd2jo8XHVM1u5rkpvl/3obpTYdqFzVVz4mHq6uQx9EumcJ3jO9kZg6kZUHtDXnAL/72fgSbP6/WuAuNpWhDkVPPLTKA7wI2OUvgp8KCGDyslzjh8Vg2dE+95o7xOv7n8o+s+L9pRoBcelAeyYA4bE2CZEgiTfoc59gofOlJ+w1q7fRIFHvpaPmLo0QAs93hRQqExYN8UD56IHn+D3xcfcAs/ZFvipG9HM1+Qr+kDE7ynwORby/hofXgPadVt8gdfmscxdW+DxESDnwvXM+Z/QpQnwMfWRwSKf4F8RQt8ThZ1fKXlAvLJ/aPS8dr0nWsFxacCCbsBQ7NrCjEPnpGaBn0qc7NkWLJyZgyUuV0/w/PqK/DB3aEDmfZ6HTNC8KcBWb424a3V73fxw/iGe4C3cPXm8ocCe4k0lemlgr3qCVxvH2+NTUwVVzsFr85hr9LnAm/OYn5OzcmzjZ/jcKH+cbIHPCR/FZPjuuHh+JJgXRf+j0X48GoL+YLSC49JAGzBc4+TZiRlnB7bATyVOAyzvayUHJ5/DOk/wfx5tah94+wT4oO0LWn3ti+5cOhSq1oZz9+4TD51acPdFF78YvqKPh4o3R95Bfs7GP4GpRL/GWP+sJ/isjeMcY9dtRRjOtX+bX5QKPwIHEJfxNtrUPXzs7vA1bzToR/VweQU+BP+tUMBjNsp6fvRfFI2nsn8ZreC4NNAGDI7fJkSCJD/dWOCnPuOSrkHUk5q1dp0Cz2vQ6y7w+zwPfY0SSywdDiLukIMkpQ0Z3xTAyyGe4IcFfiMoX7TDXzkbUBfrq/5P7DW3wOdY6FOr2UNpgHxhYZ06A7wpu+cneHGhN6fAW9DlY8rHT7bAt4n5nLKjyL8y2qu4y4n2bdF+INrqm7SRhJ4VjS/hFdy8BrBjdmoSHYHRFqhcAHcp8HlfKy1rrR/dxBM8srZ8tLzucg2tfdLb5WwL21Ry24XeVXDRwSGe4LfdtJBn8C10AEzdiK4x1j9HT2Hi4Pf1GbzauJken8r5asQFeL08Jj62NseJy9o22viVBR58r+l7sMwC35M0zT0yxiOFJLQaXoMGsAOBoD0MIHqBcX5qscBPFRH2TK1DG5x8DnMU+L+IJj/MHRoI9H2e15Pr0DJIn8RFApr6foS4h+7RA8V2W+HchQ/lm9rjE7w3Atv8EFr4QPbxHn0L/Da83t6a248G8CmfnKcogjdld/wIHICeeAG2FXj9z3xBnwv+ikj6cSsLfJK/hjesgTZgcFgCw7tb2GsLoAV+6skIutuChbMMMs4BbuIJvuVhzcnVfpoArkZl9935CT7bcHdKV9+hb+2zIJJgLdwjDr2pwI+BKT9dY6xx5ryir9+DV2M308/JK3AGXpvHMsc59xAn+sqcnMVbKeObfuqGowp81nqNr10DbcDg7Dg58/zRIp0/J2kLPEGxwgO3AemO1kFn7awIxVEEgwExtY+9+4RVkMb5FI99ALxfJ/+ZZ58wjuEJHr1abDOPVxmbUKdoeKY3AlN+6p9HBndOga/fg5/S/OHXiKupgioH4E3ZnXzmb5qIy95tBZ74yp+544/5GhoZzGd57iTGN5XATkI5J8QkdsxOrbNbeF3Pxc8CP/VkhOMTYPQjgDZN4OmdX6fM/Lh2yB4e5iSNuTy0cs3dtw+82/AEj62moC3wU34KHe0/t8DnWJjio9b2rwFsNSc/gEf+MY+1nHgjTH4SF5xttHsFfip3VIFvNV/X16qBthB7jdMDXOP0OalZ4KfukAmsbcFicAXqCpZS4BFmlFjWkh7up4nrGJ7g8SGL7b4k1h+n6Hkm/glM+Snr8Imvzinw0mZfwfVrAFtNFVQ5Am/K7twIS4dYJV6AOTnLfeDjj7frCT5edVIACk5DA23AWJgtUK73CvzUkxH7CBb6EbDmOeDcVIGHh6lkAG+7AHIR+DcBx/YEjw/A077AG5gpehZhzga22RZ7kbSrwKOt4wZsta0IIwF42D3nF+YF/Yg4pYELbKPtPvMhe9njNTQyLPIJ/ulR5L8iS9mMnxTXfFml4OY10AaMgUEPuJ6T9JwneINGOmtqm5/hH9IFT+D/wP9JtG1BJv6V++BDPvd5JrKNEsuVed5CwAR0DE/w25LfFlG6y8iHrabAAm/S3qYLfXFOgeePMOVYmOKj1vavAWyVn6BHJ4A3dWOHDaXjDT60tuUBfLr9kl2+hkaGRRb43w8JH7tJnlnY1Th+H/4l0Qy+C+s1ca0aMLlZaC14FijX8x2qBX7qCZ79U8Fi8vdchL6JJ3jlm+L1MgbJcl1m/2X3kLhIOMiDbDcJnE8S3WdBRK/QnAILPDoAyDX682qi+SGfcwq8tBsSdXlNGjBet8UXeFN290YYPHERYeqmgHX25Vfy+uOIn5Mt8DnhI3gG/pXop0S7N4r8y6I30H4qCvuXZcQa37gGcMzs1BZmE6IOnJO0BT7vawUxaOh7IN28ToF/cbR9F9ve+c7J5z7PRLYsl2ddR2/imrr5ug4+OAMdoNepXAHeLqB8U3sowvgo/gns8wmev9GQY2F1QP24Ng3gUz55Tx1qXI/iEBtKR1zobcsD+F/GIdZzwYdGhpMt8CPFIdxPRvukaB8XjYL+hdE+P9qzoxV0NBA3QsDf6CydTcX6J59d7G+AHXV0qOrsFnjXc5LGafmIZaqI4Pg5EOLyHLCez2WRV/Svjja1j19r+rBoD2fDHkB5L5wZZzw62vtf4gx0B90uBM2HRHtmtP852qO6SJefJHGRcIY3X3Hmu0Z7/OWPmL0THaDX7DuzNw8Q7xcPCfjNFFDg9T/w0MXKn0PuT4jWFmh9HL+eAm4aoL1PebrnBY8fEe09u4snOBmy3BPtQ7axHjjvHe3DJ/C0K/0ZxJ6HRvvIs4mLeSwtrYbY0PyDb5DLgHN5IGg+KNpfXy+tfnJuLuhcQ2flE4H7DtGesMJc/1hkgX9ZyPbx0b4r2v8Y7UHR+Eyev0df0NfAu8T0c/pLkZ3WnxU/J/o2OY22zJ03CRsw9CTE++IsCxVOn88l0eHUwyISa+w9FyxxnYFzWOd84R1iQPBM7QP3S6N9DIM9gPL2zvzMoP8Zlzwjy9WS+OiYeFi0fxPts9rFK16buKZuvv5qnPHUK54zZ7s2XiW/ORtm4Ezp1e0UYfwVmwLown3fFuP3YzIBa+DOKfDX9Rk8/1r7P048nvrwiSHA588QArwvnsAjr5B7tKeoHxGDr/Risz4VA/iHBd4cwHb8gGvhL8fgm7yI3vjSp8E9K/Ax5qbs2dGERRb4LwzpnhDt0zZSPi/6V0RjvqCvAYrmn0dNpcj1AIfi9eC2JNTbOzVnctOpeULCyU2KruvQ0NJppwKIfVM3AAYGeAJznN0Gmev27Mn7nL9MD53RmfCT5Z5Ln31T/LH+76LxtiLfOMXllQF6k0/wsf6QaPs+t8c4OoCXvZwVsaF/9M7Kcz7B438APYUBwGd5U5QBPknS22KLGL2WJ/g4B1n3oregcwzwjsHEVEzII7aZwhs9ODCf96G/qfxDXFvg2auvtLkHG+QcAF18mh6glw7X4CKrYK70+mT6rMyW6Y+KiW+O9gcsRMFAIc+M9gSuC7oaIHnw2pu+BzgaetyWhHp7p+YMBB1WXJMi8zh9TjY67VQAua+lK/3eunNtkLnHHjwTtnOX7fFj5OidyVqWe+4Z8DbFH3Q5j2Kxb3uauKZuvq6zwCNnTpBxeWnQP7YR8KaCswFvVh33Cjy422xBbF7XZ/D4CPIuBSh6UzGhnO86wtvc4E3FKjoTOMsc5lzuiWsLM/vwEQA/yHoHL/NtfIlDnws+628fvLrHXBnTpwVZmS3nL4uJj2om/1Zc/2EzV5d3NLCtwOM4h3qCXzl6CiC4MiliZ9ZzktZpp4oIDk6wjPyEwDDAYrgC5tjTBtl69c5PaBtAd2YvN4K/UdLgjMsWeGQZgWceosDDLwkHmUa6J4lme8blQYDzseVldNhjSP/oreW59gk++yE+2yvw+OKwwG8Stn5/Xbq7jnOy3g45nlvgp57gicepWM0xZ4yNYgDdmn/0U+Rvcw++m+3AmPhyjjNzfsRHeFDzv6XqMzF1WqCAPa6/NSZ/IdonRONLE8+P/hHRPj5aQV8DFPg3RrvuJ3idG0d1DIfe/TqXk7ROO1Xg2TdVZAyMHJSMCbA2yGLqHBDo0N8HcOYoabCW5Z57HrxN8aecPmnOpTsHj7gk4UzZhgJ/GbnmnJ9xlHMqV2T8bWPpbcOjwCMffgS0uugVeHBHsQcN1v4s2iFsBv0W8B/kXQrMLfD4Jg8yPUAnU7GaYw7dmcN6tPAPCzz5BB8B2twDXku3LfD52gKPv1DozZUxPC0YBm28kv+jKOofHOJ8ZrR7ov0sbfPZbgwLOhrQIUZJBn0f6glep86OjsPj2DTWs73vDlu+KWwsTixfAJPxKEm53gYPZ8nPBaKbCfbA6z5A+XpnsnaZQghvWa6WT9ZIPod+gh/pngLH9z0egB1b5vZ4jZwk0cvosMeGPtNby3PIhL+iY4D+fiEv/BBD/DpmBuaxP8l4BBb4/LQ2wt3HPLLmmNsHzZukQYFHz9sA3/zjARI6wZa9WCXmsr9zvbJ79D1At9ywsUe64LW08d1sB8bZB9jrjUIMVz7EPyQyjy+vwEcgPSkE5BXF90cCeWX0Bds1sK3A42jcKU4loe2nXMTQuVtHJzgMmrMkTVGIea4BcdZX538aYNDtgYGRg545AqwNsnY/e0Z0W9xt19AaJQ3OuExxQvYsV8uDch6iwJuApmxDgXtDNHzu0AUeW+YEGZeXBvW2jQAyYTfOBnyCh49Rgc9Je7Wp+WGBv64neGSlLQXQn3mjK9PmBozfuOLLpz0wp/TyA/GWY05c+h7gH8QAOhYXvJY2eJmu8aVt6LPvkB/zd6lOtsBnoUOmc/DzcfUB0X4jjPZj0T5tUxjOIdXFOQ0QANz5cafbA5MTDrNPwI44KI7KOCdFrl03SWeHnXqCl5aBEKTOgYGR1xlzfhtk5zbGBbRHgdvibruG1qjAc8Zl9A1N2giQkzMPUeBJSBShKds8NNbvjYbPHRLQAbaEp32A/rGNFnrNuOgaXpjjqa19Ra893jKRpyzwOZkHqYMB/BpzBzvkGgnPeYLn9fzro438BZ2MYpU1mr9SDN5UDORCzT5wgTb3rHgJvzDf4CvEFz1Ab/7kmnyRn+DvHw+54J8crJTZ4zoE+rVoXxBr7xvt+6P959FeHDriyb6grwESyE1/Bo8T6+gECNfYOSfpXODFCZQLgOOzb+QnvXXnoDvax0HyxfiqwJmc1wY2dOFhlGxYH8E2/pTzEAXexNW1TcQgb9aQNT9ljOS46rxy7qtQSW8bX+iVM9EBgE9jE+b4Pfb2FT1r4E7ZwwJ/XU/w+B7yLgVGDy5ZPuzC0/vophp9TMWq+tKe3RjYHEhcW5jRNTEBtHkAXnjrYx4wvvRpzsQnvAZ/FVsRazlXxvRpwVQCVhKER0h6lEkr6GuABDKVdHGgQ38Gj51yUsTGOn92YBIhQOIc+YH7Ruv6BL3AmABrg8x1e2gSxPsA+eydyZqBvctZ7KONwDOnCspo77Z5+CXhjGxDEn1tNJ5k8blDAnLusyDqH9t4tsBjUwCfhhd8mALPXxLM/sMaOFP2sMCTw4yFGB4MkPU6zjmYAA3hOU/w+OZrolEzemDhHsUqdgS05ygGwEG3Fnjoggu0tC3S5gHskgs619JhP/g+wbuX+ZMDlXmB8Ygd/sziD8TCy6N9erTvivb+8VT/ndEX9DWwrcCbuEfO36e6fRYHJbnRY9OcFHF85pkz2WSnZV9OlHF5BgYj+3sg3bzuXBtk7X74zPva9V2uTQa9MznDwN6FJrKP9AIdz5wqKLucl3FNXCPbXHeBz76T+bzMWP/YttcCjw4Akjf2YD/JmM9eeR0sMA/ulD1uosDD11KAAj8VE8jJRydTBd646cUqtFkHtOcoBsAhri3M0mW+pW2+M/8ZX9qGPhd88H1Qcy90Tw4UuMf4R8bkL0X7sijqo29E9vbd5rltBR59H+oJXkcnSLyT9e4X52fdQpedVpxYvgA4PsFi0LUIrEM3r7unDbJ2L3xuSxbtntG1wU0y4PwMrCl3nt82XtGMm9y3D/9HlhaUc6qgtHvmXsPvnCd4/AmfOySgB+S/jA57fKm33lqes8Cre22LzMzdG40bnT+JBuBLuxT4fcmzOnzwA1mv45zB8Xuf3uUJfiQ3OsFO2JBxBnzNOe3ZzU8Rl+YP894qXjfEWtrmO3nCh9hHD3Ame7wGn7djyOveGJ4eoJQuRFJ7drRvicW3hi75xyB87lcwrQGS7ZzP4HW0aWrzV03COCqNAALoCQTXswOTQAFx1lfnf7rPoDu/uj7LAHPNYGmDzHV7aMPbPkCZe2dyzmX0zb725iXzyvrbIkZyosjrVxmbgEa2uc4neO2p71xFLvZKbxsd/BO7tb7MfnTORxToQVjZIy6mbrh8gs9Pa+4/RI9/w+/JQ+R/9Iss9FOgb/IruBTHFtAJNh3FqvS15ygG8A38QDrg+2DjXEytwCKtDyMHPqBt2JuvwV/EE7zKDHnOQxiHP9X3PTHLFyaeF+0Ncf3D0UZ/Z/08gdt5dZNP8AQCDafFwQHvfrEzcxY6HT7jMG7BYBz5iWfldefaIOvRzvva9V2ula93JjIo96400eeIR+WE5l/sOS7gl4QzOt8k6lMGPBwKkJ9Eehkd9njKeuutO9c+wevL3vy0BR666GtrgT/QTZl85x7dwdcSgNzG59Lb5NE3R3ZAJ9ipF6us0QDtqd3Xs3d+4gc5RtgHTaCNG/OdPuzeuyNuOYd9mR/wl/0ZfAj4D6O9f7QPjoDgV3IeHY1k+eXRCvoa2FbgTdw40D7BYMCxsRFBAdjrxAaPDg+Oexi3cEY3AsG9GYd1kn9e86wcMHmPY/DyPucv00NnlDQ4x8DehTY0kY39PWCeM4FRMluv7v7TIgb9no5Motf1JTtsCU/7APQGvW3QFnj9VN20Bd6b0Slb+ATP2fw63b5kGsmCrCP/Ge051nl1t00efXNkB/aPYhVfl7721O6tXojp/ASf816be8x32pszjG3G4HPtOvjLfoIPAf9atG+K4v7C6PlnMy+O7uuifTTXBV0NbCvwONChPoPHSWmcQVAA9AQNjbU3R1LDeXX4GJ495TNuwX3sNfAyTg4U5w2Y0R7xCEjo7wOgg6y9M1m7bIFXfz0elZO1UTLr7Zsz540gN2joqQWT6NILPHrQl9EFtlTvfPaefxdeH5iyhUUqtq4S+mX8gr1zAV4tGnP3HCseuuOpdps8+iZP1+SZFrATcdqL1ZwTtKd2b+nAB2dIR3zwnGMMmO+0t3vp9ae2wBtb7l0ROrUfKGUE/zYWPqpZ5PpVzVxd3tEAQTDnM/ie49+hsvtI59ax6QELhOsEBE6dnZYE2isiMX32NmBU6AwOesE5eXG+7eFpdG6Lu+2aM+GxdyZrmb9ttFyHP+/yncs96+p5qqjkPXPH2IizR3o3iZqE5tK9DJ72NDlehkbeI7081xurU3Wsn6Ib5toneOiC474YXoBc4I2FC0h7nMBHLuN7e2Rhb6R2LfAjOxDz5KWeb6MrdAZoT3B7gD8SI8Y8+6AJOLe+upPv8B3A+KLnHPBprpMf+VVMZM65Mi5PCxSox/UPxuSvxxPfR0f/f0b7iGgfHo3rgr4GcAhf7fQw0PehnuBxbpw0O7pB5BwBQWBkpyWADKoYngODTDrnFuOCdWjm/TlgGI8g362PcObOc75B2p7JNZ+R7/o329VZS0+emOdMYJTM1qu7/8RGFCBs07sJ4smVJ1gK/MOjHRLQAzaeyhW7nJ/1NrUPnfJ9H5O2fsp++GkLPHoCd8oWucAbC7Fl/xD+Jp/7ujHaP5O7UbTA83FtF0JmZH3HeNvL97VGdkAv2InYYZwh5wRjepR78Mf8BA8dfARoaZvvtAXnspee9tbgmS+TcyawmAKvQGux0s8QmN9lfGy0H4gG3k9E+9CY/5XoC/oa2FbgTdw40D4BJ81Bo6NbIFz3qUWHhwf29YoIawZZGzCsAdAlUdIL/lrZaM8ZXgxG54ozt4fPLH/eB2+jZJPx2jE0kY2+B57J2mXo92g6R/Li7FFyu84neOTElibHGF4JsAf0toE6FVc/VTdtgdce7uvRzwXeWOjh7WPOAkS/BLDA51hv5dIvmR/ZQX/q5YeVb2xujsgN5C9zGDQz4I/EiHTAx0cA59ZX64Kd7Y1NxMn+SJHnejEFftL5NkX+n4bQDwuh/ySuUWjBWAPbCjz6PtQTPA6r09IDFgiDCvsRGLnAE0Cs98Agg04vsA2O1f7NHfAoyFr60KbtAzifc5U/07ysztVZT27oeybjUTJj7TLgjeCF5BY6fkgQfGPEIsnoOl7RIyd+M5krdhBSn5ncEvL5a1b6Ez28wAf8tAUeuuBM2SIXeGMhthwE4OfQZxyE8QHRfRV4c0ovVnPMaU/t3rKFH1C0Mx19Jc+xz3ynD0Pbgs8YfEA/B9/Ycu8K4dR+oNBzEEnjOdE+kMnoHxONJ/eXRXtljL8t2r7u5DliMRB6MflMvaI3ceM0+wTOxrl1bB3dAuG6Tp2dFpwRGGTQveArMcc6QUEP0Bss8rJa6PyAXo9mB3XrVOZTXtxEUF/mpgreRnJDO8uKXvcZFxaxXnLLT0kmIfg5FCjnvuST3hx+8S19WV2s9scNwL2x9k4RdyZtCgc4cwu8sRBbDgLwtZczQkZ+ZZlc/KiDcDqPqAVeffd2Zd8c2QH78fcjzE2ZDmvmE+Ovh8ce/BFc8wz4+opzMbUC850+nG2z8qcNHvRYA38Rn8H3EuyHhnAPjAZ8ZbTfjvbwaI+P9ohozN1KiAB7j2h8k7QHPh1MJV2c51yxCXr3Rbvq3xbQuS1IFm2Tous4ME6uwyOHOIxbYB8024ARz+DQj7xmfbTHvSRk9zk37ENH/zzalwwQpvi8oPMBjXYamlO6QVYTyiiZtTS5af6MaNw0TwE2ojj0zucJnqdXYMrX1hg7/gze3i8aH88J6MHE59xZH7jvGO15TsT4HaLpf07nPvtInu+NnxaTJFrARI898S2Av9FBUQG0F7Ywka8W0g/iDJ0BxsL66go/Q96fifbEhgR8dm/8AvdfRfvcBn/qEtynRvux2Pe4KcTeWuz5xmhf167F3NdE+ybnY/zfRXum100/p8C/S+zhuyHAKCawk/Zrf1UR38Au9D7p92IglleFGP2aZ7Q/a5wNDcF8h00Aen06+6O0Fl3gVxrY/Pik6J8aN1uvjfa7Mf6qaB8T7bYCieNVA+FXBT70hNNxx50dzC0mbhyIZE//h9FGCQm0OcBZBIIOagCZFF2HN5xbh4/hWeJk3MK2IIOuAclerldnhx48m/keEJC0uQDfJvt2j8Gt/Hkdns7dVOXFiTE0s2wt6pmssTBKZu0erpEBvU6BCQgdtjrK13sv8HEef56TwilwHnod+Sj4HyJy9OjlVQP/By3rjeshhAt9+yaewDHRsx+7AMyhK4B5rqdswV/j1IeMhZi6MmAH6GWAn9EZ/B19YzTvGY3fMxa+P9qzot0zQpqY562iOstoPKxkvsEhVnrgA8zbwrbZBzMuMgsjO5hTwGvjlf3OMcaeozyCP8Kv+PAELoCNH7QarX+Y7/Rh44szPBNMaLEGPjSQ2b0xPD0YGerxYcT3DnFeEC1/a5Iv3f3y6Ym5N45xEBNKS9QAYH6UeNmbi417cLKrgElYZycwAHrWXCcgkCE7rTgxfQEMMum2CKxDU/7pwRXaO3Tn6eFpW6HL+Pl3nvM8Y2ghR49PeMo6j8tZIE1lazepU+ZHyazdwzU8TskCDjYi8SJTq6Os45GfxbZLAwU7g3KO/N6k6R7wpj6myvy7Z05vooc+Pgdk35XPKVsYb+w1FhhfFdBZayf4xIatfjgLXnvzrPVAmUc3DL09eQ6dt3ZlvZ3nDQetB+oO/4WfHmTbjuwADnYD2nhFL+YT7ZltvNq0+aF+pYH+pdvGhflOvqGNLuEl8+zZ4EvDvTF1eoCgLTw3Jj412q9G++Ro3xCNp82nRvct0b4v2m0FgrINZHVhAHCtc7hmz34cC6cB2KOjrSYu+QM74tw6u3eyJkXXTRDZacXpHc0+aI6CzODQj7yW1mgf6+jRfeJP9VNFkXOz/JkOQX3ZAm/AZ3qOs6yjZCZu7uFzShZw4ZmzsU2ro3zuyM9i26WhLVaeh+/2AF7zUx346APf7oH0emtTc/qSugFXf2eMP6GvKVvkGDUW2HtVaHUGPeTEhvDbAnMjfba4XCsz9HbZJy100yvw+FYu6HMK/FVjgjOxG5DtxzVr0teeo/yEHsCVBnvxEaCNC/Pd/TdvltjDXvSa/dE58fEl9EZ/koBSzkG8EntGtE+M9h/EwiOjfd0G4Sej/8sx/2ub69vYrQwfTtILspw8WgdTVzhULjaHKPDY1AAyKTLHGAeGdx04hsPizZr72EsgtGASAw/IwcK1wce4Bfa4r13rXed/DdquQ4ezeue1Om/3jq6lOeKReRPKVFHp0ecb4vkVYouDjShA0CfRZcg6HvlZxt91jE/mM5ETvxnpAV7hEz0D9OgDOj3I/PfWR3Mmeui3/s0e6MJH1xahb3z+LZG/tJmxENNXBopAqx/4xIa9XAFubz6mu6DMl70pQTe9At/Ozy3w8NODbNuuHWKThZv9bby6n56GrWitbmNq5WfoQxrgrGwbNiYu8o2L+Q6+adiextgzY3hGS3zoLKvAI6UQinpFtBdyHf0LovFX2m4zYPhRkM0p8CZu6ADsIRBwsquAwaCzm8RMiq7j1Ix1YM4Uh3ELBA3r0m3XoSVN1rgGVxjtYx3avcB171kfyZkvlvG5JfR7YHCfOy/2gY8uRsmmR8s5aEJvxKNngr8LfXjiS2x+OYz9LZiE0H17/pmOIx45l6eSXJBbWrtet4VAOf0zxy09eM16hz/42neBN9Gfyd+cC5/wMbJFjs9AO+e3XF8FoN3aQBvSt8DcLgVemYm1XfZ5Lrpp7coaPOd5iqK5ifUM6i/bOq8zlk/GIzuAY35qacGn+UR7jvITegBXGvnGIaZXf9yKL4BChzVvtrSL+zLP0GPd/HjyBf6C84VCnhICTjnRb0di+ZHAuY2g4S/oLZRhAKAXHIPrFth3qCd4HFanJSgAk/1hXggAAEAASURBVKLBopMrR8ZZbWh+uA+6jFswOFzzWjz58Tr37GmTYl7PY4ohRXHkl9BC1pZP+CFoR8kmloYAzSn+s6y70Ieuv8P90sHpyImtkKnVUT6X7XxRii+P8bn3PiAnfOipW29skTUDvMInfAH4ODg9/2e95Z+5OZB9GZsC+VwT/MgWOT7ZaywwvjRsCggyoacMzI3OALeXQ/L+PIYWMmuDvDZnzP7Wruxr58kL+ckXHEH9WQSdzz30iBlgZAdkF6eNL+Wk157aHZoZ0B/6kAZ7wBVyDoYXdcc+9tAYZ56dMz/yRTv0xv6ThJ6TPSIk+ZJo3xetlzRG3yIP9MWDhu8VGgMAJWTnykoxcbufPTgeTnYVMAnr7PSAd7+uG5zKkXFWG5ofBuMoyOAbmvKfgwVS8sO4BQKYNgcs8D1/ZT/nwmN7nvyMkg17R6Ds9D3wTNZ2oQ+9vTzBb5jS13qxukHZqcMn+XLk/eJGHp0qJ3bWbzNBE6a2oUcf0OmBNumtTc35NgP68AJgb+0jnyNb5Phkr7HA+CoAXW6ylF9aXFtUnLNnradL19temUc2aPHba+KsV7jRXS784PTwoKf+0HkrK+tAti126H0MBS8+gIziFTra0xwWU+cA/aEPaUC3V+BZhxd1J49cew44AHPIdlf4fv5DUuw/SbhgqBDsSzd3pQT4k05SqsMxbWG8oLc40gDgdJNuywn7cgJiD0nAJNXiz71mvwXOMXuZ49o5ziIwlCOGZziMW2BfDqJ2nQBBHnrA4Flf3Qk+r3NPQLovz/fGFvhRUoRPgtRglwb6hv+sc9e29epsxGOWFfrvso3gZh26/K7w1Ct65MRWyAN+hnwu8z5lZJyrjPVJztF/4GNUrOCVdWOCfegDOj1o+e/h9ObgBZ/RpuBke+sDI1vn+GSvscD4KgBdCjxyZeAa34t0Gn8YICAtwuvIlxPa2VCZRzY4QxwM4CUXctHa+TkFHplaWTM9bAKM7MBebAlk+3HNmvS1pz7IegZ0gj5YZx/40o3hWQ6GDxq42MozOAcaXMszPXPgA+Txk36CRyk9+PKYfHD4Ze8OrId/W+YsjL3gzAlkVODZlx2fPVzjZFcB9uPcOntOJhZS1nRq5eDM0R0ya9uCzGDRj3KwsL8NYObIeOK5bzU/8cMCT/D1ADrI154HPjJnncflLICmyaa3gXUTwy70kR38qQLv3/Pv2UbdydPI11zftccnSYacA6hbdNHze3RsYgSfa5Mp1y20/Lfro2t0AS+eBx42Zw7Az8EZ2SLHJ/jGAuOrAHR7BV7f6+mNtZ4uR3woc4/WaE+eR0e9Ao/O8jwFntzQA/XXxljGzbYd2QFejJuWFmvICB3t2YuBWF7pD1xpsBd/EIwLc5260y7uyzyDIz50oLG8Ah83m/yt68+lR8qCMw1ofJykBQOAeZ2rxWFfdnz25GTa4s+9Nmh0WnoAhydQXOcsEotyxPBckuQ6g0Ej3bzGmOAwIL32bK5H+6DLPvo5YIEfJcURnybGrPM554EDTfgf8ZgTwy70ocdTd7fAx80PMmInIBew9cxa51nHI18Tf9cen0Qe5APUbbbzemX9E36zndnHfuj0IOuttz6a05fz/qwf5rke2SLHJ2cYC4yvAtAdvaJHL5zT5gt0OvLlWLoAytyjdQG5M8H+XMhFYT6/kmccLtj9QzbqDz9o5cn09E3s0JNRf2JP9huuWXNOe2YbgyPAA/oQ3xsC140Lc526Yx8yKIe6ZR9z8AzvwDIL/Fq26Z/hBM+Kxpd7bhPoLD3HNQDQh87V6oZ9OBp/nhbHYg/XjK8CBg3O7hh6PvU4p1MrhzgERw/YBw2CrMejwYE80PA6hisw+Ly2lx/6OUAxfHW0qcQCj+158IPMo6QfS0OAN/b25GaTMjDehT77wO8W+Jg3AcWw+3al1fHI19h/GWh9kvPQLX7a83v5VU9cIx90etDy38PpzenL7McuQLY3euV6ZIscn+w1FhhfBaDbK/DyyTmt3tBROzfFQ6bF3l0B3dy9idG8F1p/FvMWf2Thuxy9vK7+pvSWbTuyA7xgS6At3soJjvYEr5ef0B+86APshZ5gXJjrtAMys4fGOPPMnPgxPMvjyHKSgBIvC4+MjSjnNoHG7wWZAYA+dK5WN+wjUer87Nl3gc+OjsMTHNg5J2nliOkLQcacYJDh+D1fMTgMVK/dz76ej0i3t+be3FMM7402SorSa89D3wQ2OkbmWbBJhN7Y9OSGTpZVe86hDz1+k2JU4JERfgH1ur5a/8znMjPytbxnl3Hrk+p2lNjhF70bE/TIB50etPz3cHpz+rI2BYc5fQg/x2YjW+T4DLSVjkf+xPpcgG6vwMsntlQ30kSnu5wtrZENpDvqOatXuJmHd/5pD/GBHVfX0bfA/3nH17KtW5xs25Ed9Cf2tvHqGnQYY1/tHsNzgE7QrTSwP7iCcWGu0w7yiC4Ze80+ZYN3ABrLe0W/Eq1+9DSgs/SCMycQnaulwT4cS+dnD2Oc7CrAfpxbZ9fR81MPcyYI5eBMcHp3yKwZZNJlLoPB4brX4jjvtb38js4Vz55i2Euiro/4lB/1Lf62XnrojHEPxGFtF/rwBP6owJvModuzjTKxDox8bb26+098kmTIOYByMtfze/mlB0y80OlBy38PpzenL3seONm/oIu9RrbI8cleY4HxVUC66kta8sk5rd5Ya+fc1+ulNbJBb0+eY3+vcOd55bjgT5snfG7agKzz9cydn9m2IzvoTz1a7Edf9OBhc+0ew3NgLpUf8UVSDnOd9vYM92WetRW8A9A46QKPgQvma0Bn6enNAIGaztVSZh9BqvOzJyfTFn/uNc6Nw+q0Fnh6iijrnAMQGMrB9bYiRoCNcAwO1hl7HcMVyI/X9vBDMNHPAYohn1uPkiJ04KE9D31zjvqO4SxAjh69vFkc5nahD68ky4fwpiCeitBvBmTUVj29tzoe+VqmucsYn0QezgHUrQlyPXvnJ/xmvbMP/qHTg5b/Hk5vjjPgBZsyBpxjzBrXI1vk+AQfHkf+xPpcgC7FU325Tzk5p80XrLVz7uv1yjyyQW9PnkNOi9VoHl8Dp+dPWXfw0MoqTWXmemQH7KTPY69Mi7H0tSd89R4E0Am6lYb4MbUC5TDXqTv2MfY688wcuoJ3QJ15vZ49oZ8opWC+BnSWXmLIQaBztZTZhxPp/OzBSbOTx+XOgB0tSI4h4t2vczq1cnhQL4BYYx8B1Cs0rBscBpnXrAHOr6/u/JSfrXJHDSQg+UwQnTLuAXSUP9MEHx7Ud29vbw59QI+W6WVc5qENYEN0OgfU6b2B3PvzuyYgaGG/1jb5XHBGvsbaZaD1Sc5DD8jY83v51Tbgo2/o9KDlv4fTm1MXeT98oU8APYEzsnWOT/CNBcZXAej23i7pexaN1Rnhz/Lf0+WID/ZAZ2SD0T7n4YVX9K1NmPfJXv30/Mk16E3pTdnAG9lB/wenzQ/upzdHmMPAz2AulYb2F0c5zHXqDpmRQTk8k33Mic+1NJDlJMHgOEnmb4BpjY+TtJCDQMdocdiHo+n87OEaJ7sKGAw4O2eQ+AB6HN/1MyePB0edVhzwW3CfQdSuGxysg+u1eKN94LpH3FHPP2Z5XTSCb5QUpdeeBz/sU98xnAVZbsY98EzWdqEvbf+aXUsbGbETgG1a32h1PPK1FYFL/Gh9UjlNiC1JE6184n/oAzo9aPnv4fTm0AW8sB9egGxv5sHRx1nPkOOT+RFe3jNnDN1egZdPzsn5gjFvcObeEAbqWVyNbADOFGAjC3nGy/Pqp+dPrrF3iods21FM6P/QyvbjmjXoQ4cxxX2Un9AjupWG9o+pFSiHOVu+2cceGuPMs3PwDkDjpF/Ro8SC+RrQWQiMFnIQ6FwtjslQ52cPY5zsKqBz6+wEBeDdr+s4OTLQC+J4nfscZD0emePMnHy5FuTHa3v5meN/vJ6nGLaJUlr00IGH9jwCGFnVdwxngfy19PJmZWduF/rSHhV4eYZuL7nlc8EZ+RprlwF8El1zDqBumev5Pfxm23B9iC/Z4afcrLb60YfosdfIFjk+A22yULE+F6BL8VRf7pNP/C/rjTH62qXAS2tkA88c9ezvFfg8r356/uQa9K8aE9gJWwItLXSIvui15yg/mUulgW+Y92J4FhfmbHXnGe7jmjFALz7Xt6PAx2ul99q8KkVogb9yt68/jynNY+81PoHRQg4CHaPFYR+OZhJiD9c42VXAYMBBOUNHt0C4zlnK4HnieJ179xkMeY2xweG61+I577U9dAlk+m1ggW8TZd4HHeRoz5Mf9Z33TI1NFtAc8eiZ0NmFPvvgc1TgLQDQ7SU3ZWId6CXk9crlfuKTyMM5gHKi/57fw2/Wuz4OnR60/PdwenPaAvrwAjB3js/Ndxr4M6Mtrzk+2WvCZ3wVgG7vCV4+OSfzwnjXJ3hpjWywjX9s1CvweV799PzJNc7B1lke5oRs21FM6P/syX7DtWvQ0e+wMfHYAjygW2mA740DuMphvlN38sg1Y6/ZIw68A9B4h/ApzjlJQCldiAC5X7SvivZrgfCvo31cjH8k2sPYEEK/JBrKv02gsxAYLeQg0LlaHPbhRDo/e3AenOwqYDDo7NrFAuE6ZyuD54njde7dB92erxgcnMe619JgviebdHtr7rW3wKOnqcTCWcrvXhOj+nZ+Wy9/Lb28L8u6C31pjwq8PHMWMrXJLZ8LzsjXWNsJIrahDX8mP/YzBx/ov+f3JlptAz64+HYPWv57OL05/BRdcA52AbJ94NsE37NHjk/2mswZXwWg23uCV07OyXpjjH6Iw7mgzCMbbKPD/l6BZ97P5tVPz59c45zsG1xnUGbmejZgXv9nnO3nmvS15yg/mUulAb5+AS3lMN+pO2T23wazJ/PM2eLHcHUjlmkyd1KAgCP4wlh4QrRP2yA8L/pXRGP+toLGx0la8PdEmde5Whz24Wg6P4HDNU52FcCOFjjOYAzQkxRd5yxliOEKxPE69+4Dh3ELBgfrjL0Wz+Dz2h5arPVoimNvgW8Tpev00mvPQxfMqW9w5wByINNIbmhwJuvALvTdNyrwFgDo9pJbq+ORr7F/VzCRZz2qW/Tf83sTrWvwhz6g1YOW/x5Ob05bsB9egOxD8sl8zx7Kxjpgwl9fXf6ndJVfSvoe5+Q1xrs+wSvzyAaeOeqxUa/A53nlwJ/8wzfSc43rKR6ybXs2YD928kYs+xlrykmvPbF7e5MLLnpEt9IAR7oxPPsfDeY7+Waf/qNtoAHQsw7vAL+5I+5q4tR+IMwIPioWvjnaH4DAa4q4w39mDL8j2tczdwsBZ7k32jm9hV6YxxkE7orbIGHt7tAj/6lL5ydwGOPQK4i1z4vBB0R7RbRvD/zstPwdyY+L+Z+PaZ0wLlf7CQSd3cJjgYC+6/Ca94oT0xeAIHPfGY8JiznO9FyvRXHea3vxoH8OQr7HxMQ/iAaPrP+NaE+ORqD1eIjps2Lbngc++6CF3BcgzntUTGKX30mLJAvkpq3ODLx7YvygwPut6AHmWQfO6Ace/7/ha6PxZz+x3wujz+A+CjyytoDM2gf68JKB/cgp8J/pPjXO5bwfjfN+hoW4Rt7/Jho3SD8d8z8V/RnEOsmdfw3NG7mfjfUfjd5Ezrnahp7rUUEkFlhb6Sl6rilg0FpBnPXJQf9/3Vy2/G+mt3b4KbrI+7O95RNCFCn0kUHZnGPvuTh2Ycceull+t8MnvkdD1wLjkS7FaXtl3nXf6u/OBjH01ivwyO88+kVvtAdGy4AuyWnAmc7Dru8b1+8etv211cp525zFxGbNDjvpv2e0mv3ICz/4Hb2+GMMzQI/oVhrZ/iAhB7Yx36k7ZM7n52voscf4A+/9o50s9BSnMC+LwUd5sen/VvR/2MzdpkucBUfBKTJkp+BmiAR37s89RjCwBwcCcCCCBv0zh0MLXxaDH4/2qdEe7GTqnxvj9teroIMz0jiHwADoCW7XdXIdOOMwboF90KAxbsHEw7msey0e81k25+WnR/MfBNLzolFwaJ8f+vw/opf3GF4A6PT4VOejZAOhvxvtcxgkkF7m/z+NdXgTsqyZPjck2Oeno32WyKlXdhJm7z/Q8VsD/g+IXnLL5+JrLwp8ZPixaP9FNOHRMfiYaO286+8dA3zsR6J90WYSPyYxZrnVBX6KPlsw0WpncNDHqsCG36OL743eG5Vz/LfEJq6xL3u1KajZL+ETfQEX4i/mlG2FED96cezaLj10Oa/VjXy25zDP3JtCJd2bzlhrwX/dO7JBi5+vtY8FL6/BiwVe/fTwsCU+AWQePjGuv3A1u/5xZtvwyxwTCWWVJ7AbkP2Ma/ZDn157gqvvxPAM1KM09FMRlAMdw4t8ewZ47IWOstGjL/CJrZdE653N8kkAwo3gW2PhF6J9QrT3Dmd8fvSPiPbx0W4r4CwEM06QweDIc28LnflfwZg30BgT4Dzht8mUtT+O9oJoFACc8QyC3kPi4t5ord10bp0d+oAFwnWcnGBdOTAIAeKsr87/dJ/J9fzqmj/O9Fz4ZSw477U9dFlDny3wBExgvbBZMECb6dUl58Jje578jJINm7FDC5kevALMOeaapLuSNXqStT7x7rH2b6LxL2F7yUGdmoAC7Rywn6d7oJfclGmNET/RVZz/uhjKA2v45K9E+/VoeT4uV4AP/Xbs/fnY+zXRoKsfZz2qC3xqRAf96pP07P+LoAk95EFW9oJ3gf+YmwPqAvr4AsCcNqFf2WPTOx+XK1A2r6HRk8f1uT100Y3yu49rckV7Dmcyp0/SDyF0CL7xPLLBcH8swAf7sAG2WEHQVY/6IXkAv/N6jbj+Kc9coWNlZT77eGtb3vreP3xM/tmPXbwRy37mGrqBDsD6KD/JkzQyXfYqhwVe3WUeOUv9sIdr8bk+edBQFwQJo/xRGOeDY+Ezo90T7WdpMY9CbytgfByl1VubPNCPjqe+siMR1Bb4nKTYtyocofvs6MwDBCiJvD0f54YOZ7HGGKAnAF3XyUk8gjhe5959ypLXGBss0ADXa9aA0T7p0reQC1xek/c85xg6nNWehy7Qo8k0hhcAO4CTAZ0hk3KxBq1V4gnbyD/zAskM/4D/l0aDZmunmDqzhQmIuQxZ/ny+OK2OnW/p6ZPtvPiZDjcjnOuerEd1O5LHAqSs0vVc6PKUCB52cD2GO4GJnnPgD2j5RF8AuLnwMKdsjIFeHK9XdvsJXeXKO5UTvTEW4J+zp3xSXPos78gGGb8dWwi1h+vtPDoDp8UDX54ZZ3mgkWVTZvAAZUReQX/iOtuPa/fTw48x2NoSXHmCBjQzXdaVw4Kt7tjHGHDOj1eh1T4ArRBP9QfCnoNIUj8XE7xWa+HvMBHrfJ73T9rFW3KNs8x9gm+d14BCVTi+CecML3Tbcz7wBZNlazcCwmBwzB4TnXM4NA78BhY3AA7B0QPmoWsQtTjQZQ0ccL2O4QrOZHNi04vXOzcXuLNt3FiGftjXg8xnxkFP8GCi6e2lwPv5ous9etCStuvi03tG5r+1E3jQQF8mIOYysP9Fmwnw8JsM7EemFkhS+W2E/jU6B95MdDy5ca57kK+VdXSDBZ1cLNkHXc+FLrypixH/gTIJ6IJEL32Qmct84stAnidngcONcy408Njqlr27AjqDrny4H3mxU6s384D+Iv6oP5M3+Oet4ApirKyjfc5rH+0xmoceOC0e+PAMv0COaebxFQFes28qY46vHDuZFjRYwy7QwYbwRMtnxOUK1KM08I2sE+WwwGsH9KHfs1c7QZT5ZRf4EJDijfJGwL/tvK2As+AoOZGiCxMjY0HH89pA4xrHhwZOmPGy8+FsXGcwWbb2IQCgo8MSHAAOj+O7rpMbrOCA27tDZo19rGcemRcMaNe9dt15r+3lh/4MInPxev4vmkR8th6D3is/1kd8wg96NNGA24J2yPMmGGSXR2zhuJWTvZ6BjSiYD44GXgvQQC8moHbd/cxrv4zTO5vX9H8e+nsA2X+T/Fc+yTimVm8XYpjtjjzwAbQFHp3Ie9Yt/t+CiVZ86CKb8iGPT/Ds7fLPwhYw0ef98K9N1Ctk8jzXvfgkFtr4AndXgDY3/S0t+MT32jgGj7P1lxhOQpYXxF4MTxHQPtpD3HYe/Wa7iUcPzxbpLA801D94I15ZE/QnrrETewRtKB3WR/lJPcI3+Jku8cCXmclrFmz5Zh90AefytfhrjBP/ibDnIBTz785NNBehMxz6toJP8O2Xo3oJpHVeAwrdEdwUMwIq4+nYMX1unmvAZNnaTeeWFkEBWKBcx6FbBzZxrjY0P9wnnWb5LKBZh/fMP7jywzgDdHtrubhlfMcGJEkuA+fCQ0sTPfE7r/kz8ryPMcWsvcHhuqXHGeKpl5g6AxO2MvBNZPa04N424Yrnfq57em917D56Co03LNknPSsXeOigT8ACzxhcfFXe6eEDnZ/74mhcA+gYuuKvdB7Xnok8+3yCl36QPWdv9cp8q7esC9YBZEfOqwL6Rn74yiCfFmTXzAP6i/OjXjquGwPZlq71evbDg/YQp52fKvDyzF7PZ0w+RO8CPkAMCj0ZWzvpN+xxPzjiwZdxB46QeWKf+K7Tc2OpfbQDuPo9vKIHeaZv82NMnS6glC5EIX+PaD8U7Vej/Ua034r24kD+7u6G2zHpEzxOkaGXQHCW7LwGFPtwfBNxxmudrT3HZNkmJp0bWuwhwQEGh+s6eU4O4PYCiP3uaxMma4ABybnges0akGVbz6x/guuePJ+LW553LP9e20uvPQ9dGMyrp383pB47tPJnubUhtBy3ckIOnZIc+CIkn2nnRBiXZyDt9pW6CFkH2s81+t7Zrucknn0yz4ubdWOBd0/Wo7pFntbvoMUcskMPoGe/ZyLPPp/gM9/ZL+ETfQF5nmvlYizgS/Ls3E595EN8h5sq5G1pyWfrB8xzNjrrvRGJ6XMgHSdHdnC97S2E2sP1dl4dtXjgyzPjLCs00LvQ+mZPRv2fPdnPuGY/8tGL14uBWD7jSRrZ/qwDygIf2iHz6FnQAOhvR4EPQfndY+7Y/1m0l0f76mj3Rnt6tNsKBOTBPoMP2jo4+tX5GAsmSwIuA/tIajo7Y8BE5zo0WwcmgHKQsk8wyKTrvL3B4rrXrjvvtb38tIU1Fzdxc2+Q5jnGIz4zP71kw14SW8uH/MG/umGOBri+vlr/hD7x8vp4Y4BOR7yu9m5weLOAPVYQY9b4XfvXb6a03+Zy1YEDXz0wobFmwmac57kGcuHYVuDhY1QQoYPs+iT8ITtnUgCx6b6f4JU/+xd2ch5+4UPIunAOHilQVwHpZj6khz6YR2/5HAvryB/dby8dr0d2cL3t2c+e1gfaeWVp8aAnz4yzrMwbH6y1vtmT0VgFP9PK+6EjXi8GwJUnaRDD4GbQB98UMcUaOMiN7QH2Zv0yT46H70VANk4r0KNi4hnRvjfa+4SCfij6z4v2lGi3DiL54lAECk6AU2QwOPKcjuecAcU1DjR6gtf5eueYLOElg7+ypcPq6N79YmfWTDbZgXX8TM9xDrKcMF03oKEBrteutzpwXn5amtsKvPxLx14+2/Ny8PaSDfuxA/szyF+mBy35dT3vgT4FnmIJsLf1E+bz3jaZ8jvwPP0L2s9r+lbHeS3Tyz6Z58XPdOYUePyx9TtoGRfqRrqeiU338QSffcwYcQ4+0CvXALrnWsi6cA5f6tnH9Tm9dOFH+d2nHto45kzOHvmj++2ho7zMMe7ZgbUegMue9o1RO68s2i3TkmfmoKWs0Mh6VmbwgJ6MrZ2kBT5r0hevFwPgypMxKj5rArIQ3/ABQJsCTg/QQwcaANftA9Bq4VR/oJQRvCIW7onCzh/d4Ms7D42eRHBPtNsI3tn1iozBkfWi4zlnQHGNw20r8O1+9pksccoVhF24KyUIAPawZqIzAer8PQceBRD03Afdnq8Y0PLqNXsB59dXd35Cq0dzW4E3IO9QWo84F1nb85hnD9BLNsxjB3SYQZ2qP9agpQ5aOVmHPq/nc4EHrwV1ynybTFv58/nS6Z3tWqaXfTLPi5sT21SB5zz4GBVE6CC7PkmPzj0Tmfb1BI/usvzwpY5ZMw5avWVdBNoK4JGYvApIt+eX8MV8my/MA8yTU7aB+hRvZAfX25797NEerrfzytLeCIAvz4yzrMwbE6xl23Ddi7ns/6N4hY54rS2hC8iTNMRfr65/InMu8NqCPYCy5OtFFXiMPILvjoXnR/14UfQ/Gu3Ho+GQPxjtNoIFXqfIOiA4XpMnYqzjOW1AcY3j9wp8DpDeOSTLl0XDuYXs2J5JUAAWb3F0cM4XxPE69+6DLvy2IL8GodfiyY/X9tBljT4D8r00TzRj+W+mV3Sg156HzglyoJdsmMd2LR/IgUzKFcNVAROPXh2zBkDfm2CusR90Wsh726SL/N4gsC+fL51Wx87TZ3om7HZefOjAIzBV4OEXvYKb/S4uV8AcsisrOgcXXnijQWPs3in+A20I+qn0Qcz2lk/mW71lXbAO4EvQugpIF3lbWvLZrjHP2SN/bPlp9TWyQ7vPa/SuPeBXWM3HAxzfTUF3KzvFNb91wR8p4n9rUOwBeWac5YGGdmet5bUnY/Z/7Le6yYnzvKnWpuJpd+hn4A/o8BEXZ9LEzzjGA3wA8k4PcBay0QP0t6PAh/L4Ut1jNkI/P/ovisYfWfmX0W4jWOB7RcZAz3rRUZ0z0LjG4dyT8Vpn43oFG0fmm9k47dl8jHFui420vDbRiYNjtw4sTixdAINmhANdzmSdsdcxXIH8eG0vP+2Tc1vgxLc3QL22l8/2PPRkMF9INqFT1nuyQQ9amZ7yxfQFOZmD/ntEs0CPeFV29piAGAOt/CQ3eMnQ6jivZXr6F+t5Xvysm20FHh2NCiJ0sm65Rm+c+eBo0OaaeWCK/zVG/6d2ynxDV/3oA+zWH6WUdeEc9iEmrwLSzX4iPfls84V5IOvMPb1eOq6N7OB627P/zZHP+R16fnXsARTGmFvNb5Ap5Hz3g3lAf7HAyzNrWVbmcwy3tu3JmO2UabnXOfAYa/cYrmGTC5kHMj7xkgE5ek/w5gT2ogd6gL7Nj6uFU/1hcIz4f1UsvF+0vxrtF6P9XrRHRLuNYIHvJW4DPesFZ8FphRxQOP7oCV7no8/7Sf5+OzsnJgOBcziTc3R+737FMdkYyOwRh3EL7INWK4t4bVB67fpon/ys/pyvyNG3BS4trYby386P+Mz89JINduPz4axnaPs0geyuoVfHngeuAP32CZ49LSg78yZScVr5OT8nUPCyTO6zz/SyT+Z5ceFt5WuR2FnnHG8gs938vXpws9/F5QqYQ3Z1Qw8uNPl1Ugp8LkpT/AfqEPRT+IY/AP2gTyDbhHXnWcu64BrIPK1ndv8pXc5rbS2f6CKvMebsnj/G9AWQjgsjO7je9tiHPUD2gzzPF4dpQsZjTp4ZZ1mhkfXc2rYnY2sn/cZ56DPntXaPqTNo+QEf/8UfMiBHLvDagjOA3vWiCjyK6kLcJf0nsfDD0d4QzTs5cH862lMYHALiXHh6l0g6+ctGhzhqV5oWeIITx85goOc5HdW5HFA4vgWeXidHdoOx3W/ybxOTgcA57tHRTYDiQPucA4eeKbKs98B90mlx4JszaeB6HcMVOO+1vXRdpweUcX118acB2a5w7ttCFl4v5oKIPqXdSzbYjQLfxsGK3mYvYwAcabdysg7994pGQQM4172ric0PZeeyTaTI//INHh3JDfwMvbNdz/SyT+Z5cVs6fMTEEze4K95DleDoS63fxdIK0AvFQR1KFzoUeOIYesaM6zG1E+iD7O/FSNaruB6QdbGaC1fhaVaexdu1ly78wFcG5WzzhXmg5495v+MsL3MjO4jf9sjIHkA/4Lc08jz2W70qBylAvPXV2nbqPMuKLNk/ldl9PRmznXKMsBe7OSdea0toq0P+oI1/4VJ81gXkyAVeW2RZ+GiCMwHmz+XH1ewJ/8jGacX4+zHxFaHAR0d7bGp7L+4RaHyJ7+nRXhZn4hSvjfGfRuP37z+vZeyGri3wOEGbGAz0zJqO6lwOKGS0wGc8cLLz5XMsfqybLKGdHRta7CEoAO9+VzgEQ8wRSJw/Bww66DFugTloGoRei+d5XtvLs/v4c6LM8SW1qRs7A1Q69uzlLCAnbvhRn71kg916BV560GQMoFd1QK+OWQOgn5/g2ZvtBw4APfe2iVQbrxA3eN5UONfq2Hn6TC/7ZJ4XH97UGXPcmFCQwWWec9RDDFd6zH7HHMAcsisrPTqHDjcM0M1FaYr/QB2Cvpz/ecmZ/8SurNc8D8Gsi3xA9pU8P3csXeRVfvciJ/PtGnjoo+ePMX0B1KcL0OvZwfW2B5c9QPaDPA8v+QmeBzrykyDPXGd5oIGcQmvbnozZTvoZ+93rnHja3TPoMz9cY2/2G1fMAcoBH4C60++VxWv6W1Pgfz+E5dd2rgOeFYd8SLQnRiMpYNyHR/uCaF8Uyf+Lo79puGqBbwPK5KBDI59OzljnYwyY/HOyZD47NrRwfh3dRNfiQCPD6Cme4gKNzGPeJ7+uey2O817by4/8Mc//P/B3yMVre+Vr500GzOczc3LsJRtssO0VPbQBeHZMzzkZoN9+Bs+eFpSd+ZxwudbGjIFDP8HjYwI3VsQePGmXrNfW79yHjikOyqrOocMNAwXexBrDcz7O9VyQJ3QiZFtnXsGVH3CNNffZtzHm/NxeupkP96oH9EbsC+aBnj+Kk3vkyL42skPek8fwYbxnf8vz2C8X+IwHLXlmnGUlJxoTrLW89mTMdsq0mOfaOfG0O/SFzA9z7CFXZd9gngJ/9+bBhmt1p997Fj3A/KIKPEYewTNi4ZejuH5C9L+ZkH41FPYD6Xofw08MIo8Luq9MxHiNxLf4/3H0Xxvt2WntJoa5wONgGQz0PKfzOJcDCscfPcHrbPTZPjn55/MNDM7xTIIC8O63xTHg11h38Ly2N8igy7iF1b/DDRsZhG2Ay0+7T35yIs7ytfheG6Be28sn1/LCGP0ZzL1ko934s8EZkAM6mX9oMQ+0cjIH/fwEPyoeys6eNpG2OoAHEleG3tmuQ89/FKVsrLXnMJd1wzWFuPcEDw8A8mS/W01u5pBd3UAXvXEmNwzQRS/MA1P8rzH6P+GDvdoTLOcYZx9o/TXrAlxhZCPXt/UrupG3em8C1G97BvPGX+t3vfOk49rIDq63PTZTZ9kP8jzFPds240Ev85zlYU/2z9a2vZhr7aTfuNeYE88cBh9C5oc59jCnrzIHUOCVnWvG5HHn3EcP0C+qwKPEETwpFihCvxMNRdl0zpjaG/xGUPrYAbVPiflXDdauc9oC3ysyvQSCs2T95oDC8XEkAgm87OTZ+ZwPlLOnu/Z8AwEcaeno9Ky3OJ7BHkC89dWdn5zP2oX1KOotTXBp8CDIj9f27mWdMdAWt/Xs+Z/wnRORq/LJdT4z89NLNtit9wQPT9DJckNLXuU/ps4A3vjVojduZjIfZ0gxyHvbRNrqgOTmmdLIMjlnv6IXtiHZrf7hxmahPYdpcLIfUIgpyNkns15bvwvUFUCHArE6M3r2QBc6+3yCRxet7Nl/sl6z3WLb8AkemXr+xJ45kOO+/cIo+oC/9gzzQM8fe2dKx7WRHVxve/azB8h+kOexH/wIGY85eWaMTOwFmN9Xgdd+xo3XrS09N/uufgBuBuTKeOoOfIC1rF/m+VKp6+CcNGionhAfHpP/JIT9V73FPc99ddD7F5GYnhz970W7N9pDon1QNHj85Gg3DRZ4nKJNCjnQ5RMnISEJyGGgEUw+wWcHBkeHpM/7Sf6/Eo2zuDkQDASuORMaOrp3vy2OfLAHEG99decnwQutVhYwcrIFh+s8B05vH/Pyk2Vvixt4LRig7Tz0OAvIZ6IL53sJFV32PoNHbnSiXDFc6VV7tHKyDi6vuVcweKpjTdkZk0gfxiB8H3/gLxLCjwDv4Gfone26ibn1R+fFo2/pUOAfGOfzX+k4Fx/Leu35faCs9NIWePZzJjcM0M12a8+N5VmgrxgfbOIc6AFZr9gu663Vx2pD/IAWPnJZyHSNV3gClJPrfAZj9ME8OWUbQCfLzLjNP1M0cnHOfpDniQ1sKGQ85uSZsXIybvnAf7GTAF3yeIZsp2y/rC/G4vVyU+YH2vpGPpv53hM8NlOf9NDSZuxvc2NMnS4g3Ah+NBaeGMH+vzRGG+Ffej7o81HAXwkCj4v2iGjvFY2n9mdH+7lYx8g3DRb4nKzkKQe6c9l5mWsDyj0ZD3u0zic9C+B7xkS2G8GgY0PLwGCfwdHitE5sgLAng7R66wYk+J6b55xnrgX5yXSVr8XN1+imTSqsyyfjrE/OUZ9TBb7lUf5aWuLl8zgTQNevW43u/Fg91YX7QkeQNtc5kfbk137upWd/ppfXSGj4lb7lWj7HOXwInQjwLl3lznJe8PuIWf0VfH3SOc48xBO89oTv7D+ZV/jhWmj14Twy9fzJ9W19pqvO3IOd4LXVW84Dcwq8+pRuS8/5Uc9+9gDZD/I8xT3rIeOxL/O8kjNsr35XMRHXPb/sxVxrp9X+OMN59eh1tjG8AJkfrt0DbgbkYk1AD9x0OkePHrxmv7qK4ekDwo2AJ4u/F+1zwniviF4l/GQkrP96tOmy80GT5PQz7f44+zHR3jnWf7lda6/BizmCrgc8kehMvfVtcxb4c0UmzoQmd66tY6CvfF4OKBzfJ/iMl52Nc7J9LACck4ORQNA29OzR0SkQrLc4La+9QhLbVvxDK/PIPIBs+Vyu8xw4vX3Myw+01RHyvZLFCYDvrBNRoafM+UxwLQi9ZIOv9J7g5Q9ajAFoOW7lZJ3zz57gmQjg7BZX2qznRKp9mReg6ZnOtfScp5deLjzMW/gZC9BRN8zxnRf9Qh1ytnpt/ZE9JlrxmVPn8IJMr4mW7TbFf6AOQV1wluAc15nXPM9aqw/mgHMyRSw/MObeN9obI57JeSvY5JX3i4s/jfmXb6bpMt1ztGJNPTCf45V59EHMzSnwrb5aekFmDcEnb54+INpbg88Xbaa1EZf6B+M8v63AyzP7lBPe2UceA1o+mUPOLDtz4OlT2W+cd0579nJT5gea7AEf3Az4PfwK8u6c1+wH6I2B1cSp/0BRI/iJWPjFziKv3K4TPiMO+0vRvmDGoX8ncGg9+A9j8hW9hZlzFvicrNiagzyT0lGdw9FXT0wRfPzu5tOj93Uozg3kIGn38zREEtYpwQcMBMbswaYGED1Bn3G+La7/IFqGs4QYfPExwBcHb8+Pnr2s0eQxhivIvLo/z4HUyrDeeYcf1uEN4AtHbYFcLaQfyN4mDJY5Fx6AfCa6MJhJbvmjDXCxXa/AIzfJoqXFPJDPW8+83dv9Ugz+0ItNn/e7lG2RE+67BcKrRdr0veTW6jhvkV7rk85n3Kwb5l8S7VsZBMh3lpNkSQxkgAbxgI7BBZhjP3r9xo2PZ7u1r3EDbRagC87QnmyST8ZZr/oj8wA+A/8twGOW6ZvjGt19RMTBE4P3l242PC16vij44TH/6TH/os08e6ULX8guMGauzRfwwjy857Pjcg1xxg/EiDeX3xW9dDar53TtnP3fjMFnR/uwoPFFsf9nY8x+7A/8aTQLMvMWs+fFOPPC90jeK5ogz1wrJ/irm+Y4C7vQkCkD57YxZ04Bj/3Gv/u1nfbsxQC8r3IpRAI4lzlzAHPAS6I9m8EGkDfL4j755mb0GSIvoUcpXQjneFks0LoQRuVX27488AiSg0HQf9pc4oH73MClXYDgl+T1nhcW5k/o0Dg4TiK0ydR5nAanFdA1AbaC4PWZm2HGAx/6gM63vlqfyZxO6ryBwLW06AGCg/UznDj3+1hoIAcRTm4hcx/0GGeAV88xKPMcuPKT9zGWrvuYQ6fwMQVtshQXevKSz0TnznPz8IFu2PTY7g3Rsp1Y4hreMn/QUi+tnHyh7TdjnZbBZJjnlJ05ioMJlwLCa/IM+XznL5ztQvQkVGRqfdL5hHq+cAT/6OGfbxDU4ZleWY8YelA0fu1IH8VmjLOc8PeWwIF3cgSA3d4p9k7xvkKc+KEutCeozEETyHrN86xhux6Alwsb8jwt2j+Khj1eGg3gyf7ro/2X0Zh/UTQAuvosfOVzGDOHbqArMI8+mM9nu05PnmAdkM766mL8O0//qGjPjfZj0R4d7WejcfYbogH428NWo/X8qkiGrX5hM2fH2folc/LMWDlzPsQGPdvyMOh57AWyndCD5zAPbZr0sI85LIZnwJta3h4I7CE2wT+DkIsbZvQhIFfW57nrwEdP3yPyEnqUell4ZGzEEHsFEkg0nmaODXTotsi0yVS+dVSvCTSD1jn6jIfziUOf9WuQ6ZTsBcDRsaVl0mEex884cXkBwNMX6D3XfdLNG1ljHnA9z+X5FVL6Id0cvO3ehH42RHb02AI8tzoAJ9Mk2fDKOAO24wYVvAzQQ6asF/TPP7fgfNdjOAmtrUBWdsa58PZe0aMfbyrAB7JM65k7P6XX+qTzdzDPJ7o8z1h7Zr0yz80fBU7o+WT2YfG02xTv4o56dMF+aAnyyXXmlXmuhZG98n5w5W/1ZOrm6I397A8Zn3GPFry2+cI80J4BDQEd0oBW5p5PrTHv3Nhle2sjcEbz7rdveZNn1pVTnciPupMGfS/mwDNW2Ws8u1/6Fmxw2xho/ds95r3Y0gXPowfcR79IyEFwYwJG0jyZv2QXd3k6tPpqnc15ncfrHGjO0Wc8cHS+9hyfnEgYBgX7c/KCFjQMIAtoxmFPC7mQgAsNIAdZ6ysGJHicx3WeYz7LxrUgP6xLlzO5noI2WYoLDWXOZ8KP+uwlGwt81ic0pZdpaRt618GdAvarS/HYq5w54fYKPDKBn6HVcV6TXuuTzmfcKTrK3crJW5B8823iFx/6PbrarbeWeZoae4b2BJc59ZN5bfU2OleaniteW+AsZiN89sMX+wVpMZ/9C39AH+0Z7qMH3z36nett/DtPr92zvbUR66N51jKc8Ra5mRyQf3VMOVudKG+m04s5cwp4+gVj7aeOvTaHgSMop9fuoZ8CdScesqBfr6f2nuSawXHTzD8rGPiQaE+M9uBo8PXwaF8Q7dj+kl2wdO7PobbOxjqg062v1gGLQ7WQ8bKznc1HjOUg1ymlYyBwzZ5Mg0RHQGWcuLwAucCDDw3Aff9/e+cCdX9T1XX/clOEFxRQburrW2igmLfKNJcUYRez0tTSfLVaJS0tXS1NIynJzFZe0iWGpqaoeIkSyiIJy1vFq4ARUCgpiCJ3ULm+AV7an9853/PfZz8z85v5Pec8z7nsvdac+c3M3nv2fGfP3r/fOec5TwyYjPkDLVt9Hzzq59pTSS+yJXy8HOMKfL4fWWyE/Jwet1Kw0d7FX/LDPjBB510c/tId12lsRRK/H9Ta6fMBl8RJAvXk90X9rbmlT+uaZOymlIDNOphb1MJbdntckYsYgi9BE375jMfcuifSvrVsF2+tFhbMJfJ+6XH1/fD6MclSa53qk32bBLceiMks8tOO51I4+CQGnxIuc5R8GR5ka3jGeeAXad/lB/SjBxugWv9q9OarX7/s1ajmFyZqCzvx8bEVHzXczfwOXpHfC2SFgeS1J7TZRwoxyZPWqT5k0IuPtEi2UkNqe59ajZzIK6AcAn2SGfFYc4gXWuEbrBA/W3qH9X+xlT9/AEbKoTHFO2Z0NpkqR1XbHzT1UXs+OTn9cj6u/SHTXSj9kD8w0iVHp2bc8yATSXz0w6vgokMmvV7O28o4cr4P3pIc/bLHB2Lm1MGDp0QxWIoHfcwF+Tm9zpic4NXeIaM10y999HMt/LGPNcp+u2yS+D2Tl/UBt/YEz3yepl8P9B26tvOCvRQ+M0a3J9p8diny2KhPNTq0Tq5FEcOIC3zo9TL0ad+ifzDWS/gK8t5HZCc6PK7ipR+qzevlPZ9PcPTr7Nf44cEu70N6x41+JTH44AGPOAdjIvglE22P518y1PJn71faI8Zr/Yx58rbJXo1rnR4TeKKd4o8f68DH/kDyC661f8JYT/o+NsEHaZ2r1s0zL73qjzXzYbd8iLmwnfokCVAPgY7pl+zAyztmdDbhKUdV2x809VF7Ppw/Oh88/pDpgNEP+QMjh5WjU3NQPA8ykcRHP/zyCx0yxtHhibYOBuPI+D54/dpoi2SP18satXbxxZpxBT4/puBAn59zc3gt+SH7dnuauMUJau+8DMPSp37hL+zjOp3KrUvx+06tnT4fcGsJnj2YaP0EDmYtQmctwbNeUQtvrVs4SCYm+IgLfKyPdXsSDr24eVldK9Bjm0h+R9vbCg9tkR9TH7XWqT7Z5xMcYz6ZwSMSP+2NLtsn+rVPPlbApzgQ52BMBK4UiNqvWVhOg+FF/uz9SnsEa60/qNm6+ZC94tE6hQn2sF6PhXipo88opjDm1yJ56deegePmDCBkpHWuWit8xK++Us18fj3MFfEtyR1tn5youoD12ysfaAwvtyCJs+6D/qEpPZZfsmP9chSuo7PRB8lRV63tJK2+yMd+oBuixukh75TsAW0Rjs1ckOZUW0HR86w4t1/FRy+HSfp1aKTXS+lA0sc4B973qV9roC2SPchxDUXZVe/2awyWGpWdtL2tUaeCzZvXgto7jzVD6AMTJRDhDx97hF4FcLuskvg9g9bOW5jvIhmsEwJfXuNpx5PfF/rjejyvrpXgX6+Ode2DO12twCYMPa7IgN+tXKxJuIifbu/D4hMOPfZLJtbgjTy6ROqj7fdE+yY+P6Y+am83bdkXky9/6sW3tmv8yDLG2iFvJ/bqPDEGD34c52BMBL9kvC7G4/mXDLX8GVmuIa6FmfcB3z8xuhdvm+zVsNapBC9MhJ34VOvMqe19Sn7BGPLsm9dHO54B65rW5v1bMvC2SPEDfkjzq73qPaFXwC6SBR0+O/kXNsjfRP5Pamt/O/1rgS+0ms9YLk0W6J5vSj7SypdbeZaVl1v5L1a+yMqH2fivWH3dJIfGDjkK1zpUXHuS06mvdqA8nw+OsZ85ITnlqnXxyYWDIkfngJCw/aGSnK/FRx/86ID8oYu+wpgOBvKM+z5rbhIk155kj+QYY+3S53n9NWuX//l+2Umfx41+ZEQx2GjvSpiiR7oU5NSO65T+WIvf92vt6uNb/Pe2cqf5ubeVcb8vtHvmVYKn9uSDO/0tXbIbHmwQRfyEi8dPb01LhlpJqTWn5y9dK9B7jGQn/PitbPV+xVhtXi/v+TYJzuLdhIHtDfPX+JHFLnihzXwmhow/O4oDmzkmie0XcKVA1H7NHuuJwb3In/2fX2qPYPM+4PudiunS2yZ7xaN1Kh7Kns2axbiu4xczJzzXY/ILmmAEVsJY+xnPALxaJ9eQZKhbhK2sR3yyXe2W7FGOyYlKxn++dd5m5cPNSX/BHP1D7PprrDzOyldZ38ut3hmZPpzyJ3amcPeK5NBolqNwHZ2NPkhOt2rdvHNXW7XnYz/AAZLzce0PmT8UjPmEgS50KNApKHoeZCKJj3545RdcozMGTOu6GcTW4xzceMj92pARoZd1eL3IsuYWISPbPJ/spM/PCa/XGYON9s5jjQ70YZvsE/7C188Hf43E78elW30E3ftbIXlG8vvCWMQ38tNGHz8aRO3JB3f6W3gLw7jOmOC3cLEYEdem+YVvj/2SiTV7EW3GTuaE/Nzwcl5FcR3q1zrVln0+wflzX+NHXmvkOvod79Tc3WIcehnDj/0c1twicKVAF3RZn8YmBvcif8ZmriHtEdc+8ft+xjxhm+aQvRrXOoWL2iRk8IkUfUaJGz7Jci3shbH2M54BeLVOriFk0AtvixQ/mBfS/CW7VxxH/qrDUVrGH7TOryO5M2j1S6z6KiufSPsMSQ7N0nEMHBKKzrbq3U409NUOlBwaHjk513I+rv0h8/2MIUNAg9AFrxyWfhzf81jzAomPAXwCHZAOjbdxNbJtq8a9/fCpXzKqZQ/zcg0xJ2trUVy7eBUMaPs5o84YbLR3XgYd6CNYyD70EByYH3v9fNaskvg9g9auPhIvPwZSSvB+X+BHFltbhL7Lfgavdcd1RvwiLrRL9oEd/t9jv7EVSYHe6/f75nGlH9tFtXm9PLzi88nXn/saP7J+LPqdEgt8UxxYJ3t0lwh5CiSbVq3tuKA+/lkRfPrJbH8zhx7mh2r9q9Gbr379MW5pncKFNnNEO6Ut+oz3KfkFvOqXfvThh/EMwKtzyzUkGXhbxHn065Ht1CdJ/hDEBf6YdXyBOc70d69W84tDn2flpyLjmbTl0CzXO2Z0NsEhp1PbHzT1UXs+nBonhOR8XHun9HMzxh7KQaWLYAgpKHqe1cj2q/joJakruOhnRTk40Vf8gWZexn2fNbfWRlskeyRHP3Nq7eKLNeOyzY+hT4ebGjsgeIUN7U2wMX9mnTxV6bNVr9fbhy7hr/njOtFdIvH7MelWH0F310/wl03w8iOPK/bGd0CEi/jBpbSHwqEXN+aKxL7G/fR+yX56H8B2Ue0vD2T3hs8u6PMJzp/7Gj/yWiPX0U7GwApijDMM8WSv/lXP6pU+9Udd8fxLzschn8jRM+2J+Tqy725zep+WvK/9+r29POhpncJFmNT2dnPm1hPAp32SLoYkL33aTx+b1ioWJ3hhN+Fhypgr4qs5TqJmcTW6xQY+2crrzSH+j9UPs4IT/ZK1P9tq6KNtw3fyOfxK3UG/yqEx0jumP1h+ATgxTivaHDR1rGs5NE32wzuf5P0h83Mj44OwHFYHiJqD4nmQiSQ++uHV30x7PbJFsjqQtLUG3+f7JaNa9qCfayjKrnq3X3VAt3tXsrJVtsATdRJsbmXAyO8bmMIrkn3o4trjD5/GxV+rvS3iibKtBO/3Bfm4Hun0Nfp6Ezz2lUh2M59wJbjfaWefp8X35NrGhIt80vuv16t967Hfy/lr+YrOB2Pq49rjuuk3W/F/3fDC50nrVJ/s8wnOn/saP/KMsX4IPd5O1q8xHwc0D+Oe4BV/1CWsPT/XG3+2veF3HX7LCrajx+tX8o/96BDJLtreXo2DL188hA97sBECg0gxwStxwye/4Fr7J4zVZi5kPG3Wuu6UTG2fJTthZ/jITtp6iBHPSdVyotKi/oN1Prc04PpwlnMhf9C9Y0ZnEx44ETKi2oHCgXVA4MHpIH9w/CGbnHTFMr3qINC43cr/tCIHxuEfbOV7zKlbzs8YeiAOE/P5wIg+2WiXE9HWPAqovg+mkhz9slly9LF26aNdorh28aBPsn5O7BGe8Ppg4/ct6kUfmMg+jz92xnVaV5GiXpi0dglwhniC/zV1uFrzq6tnXvT1fgYvzKRftTD0uGpMGL7SOiZczLVIJi1chEOP/Zon1uxH3E/ZCS9j4AV53CLeK47Vq5enh2DPP4Ly59uf+8jv18MaaUO+n7bWzzU4KeEqkW4ekmxuMFW/+JEXedvUR+39mbYSuffdVj9joji/7NU49vgEz5rYH/CJJH9R/2Y/1lhHzIQx/eyjj03SEdeq/S7NLxlqjyNt+OUztE+OALtIBv4rbEDJgg1U4QdonrsuJw1OAMYfdH9go7NJTI6qdjxo6vd8YCwn9XPQr0NGP7pEOgg8YT3ZOj/GCocCon6tlc+l0SD2UXfJ+AQ6N3rtGpuirzAuW5GXnPqsaxqHL5J0I6dx6ngAo1wtuDE3uiDml867GSbCjTEfbPy+eRn40Eef+oU/ba5lv102SfyeKT4xEIhbn8F73JkXnS1CX88TfAtvrdvjqjk9hsKFMfCv+bj2rcd+zRNr+Zj3Ee8/+K98QLzoaO2V1qnPsCXvE5w/9xv+tXF+PX4MXLydXNMH+b8y8POsRlcPBXwZTg8HLV2Sofb+TFsJ3u9Rq5+xiezMeLtKe8pahYvW5rFYa5p76nYXAABAAElEQVQq7y90xP3QxxTqF47aT/ZEsWlSaC9xrcjgq4p74os1fBQRurXn6jupWk53YVF2J/nx1vnDVt5iRd/shu9ZVr6EizMjOTTLVsDiOjobfZAcddVaHXCfbNTv+XByBQYdHPj8IUOH3zclI/ggHFaOznUchycS/PCJmM/LeRvF4w+0xn0ffOqXjGrpZlzzxkAmXl97THw/OnRQpznNf32feH2w8fsW9UpW+Al/+lljXKf0xxq98E5UsYlA/EFWsC0S++KDW8+8rQRP4he18Na+CQfJUHsMhQv9yNCmjiR8e+yPsmrLR71+rrER8rZq3+hvzYm89sfz+QTnz73nj7q1RvojtlO8sP2P/X4e5CDm43sh1JC3i7aPPbRF3p/pU4L3e9Tqlx7VSrzYHOMWa+UJntwgTPBTrreImwVbN+Vedv1WG2SfPJ9wU7/0aT+1715vXKtkFAM8r79mrjj3nIyXP7prNq9Gt9vA37NNeXKN4cz6/UGXUwJBdDbBIqdTOx409Xs+f5h9vz9kzI0ukQ6C2jisnFaHQ23xxJpxJRJq7KBGHmKceTx5Wxmn7fvg9WugLZLNXm8MfuL1dS24+adizYk+rj3x71hvWSdav2/w+bOAfazd62JueFgj41G3dV0gyWtA61abmkBc+5KdxwfeiC99kVoJnnlELbxlN/Nhgyef4NGh4I9fwk8dSfvWY3+UVVtYeNxlJzzeVnhpQ629ivLS7ROvP/eMk9hEfj0+JoCLdMGrsRgD/DzSyXzxCd7r4hr9kbw/M6YE7/eo1R/1ybZoM3ysR2/Ryx5qbyd8IvkMCd7HFcajb2jvtJ+KQdJFfQ/LS6xPxLyls6Vx1dFG5qKcLAFKjX7FBvx/jqrxnUu/P+hyStYeD5bwwJkUZOiLB63EB48CJPI6yP6QMbf60REdGzkdCpw3jiMTCX59uxZ55tMBg1d6uBb54IYM8/g++Oj3GNAHySavlzXB3yIFyg3POln7Q6o5mVdYTvwWFFjnm6zc14rfN/i8ndiHHvTSL/w1P31zthrLJrBzDWndq9bqlWBeS/DYS0AU9cxL4HsPWypPgZ4U8NXXwlsYCgfJUCtYcy1cuAYb36ZPNIqb5HwNFqwfXSLvP+AkP8B+bIdamGl/I5+SG/3+3AsX+qHpM/vV5eQPOpfRTsULxrkW+XnUx3zxCd6vOZ5/yXl/pk/7Hfek1i89qmVbtJlxcFCCxzbW28LZ+wx82ie73JwRnQ1hLN/zezx9wdNkom9LBh9pEdj5uZHz7ZbsUY7JIUvGf4N1Pt8C6GOs5lv0ohdY8HiKGmdU64cqWLICFtfxYNEHyelWrXrw83zshw6zDg7ym0NGkrI9oehPf+KBwWHl6NQ6OOipETIESHi1Nh0wZLyNtCF/oDUum1YcZTnJMieFeSCvb9Vz8VWB0o/E9W1sMSauIynY+H2TjHilk36uN/ivr+kr6bbuLRKW6ox7RT8JnhsO3l2I5PFhrAcjAjMlkgK7+tElX1OfauEhHNRPDX6PWHd4XNAVk8ma7cJTmvpHamHhbZad6PG2ijf2x/m8vMdWyQ1+n+DRC1/8zJ4ur8ufY8bkBxEfPw98EPPhE3q4KulCTyTvz4xpv/0etfqjPtkWbYaPtfoEzxwQ/SXSmWMsnh2d6Ql/C298yREe4hHxi+JvcuM6bXia1+8/fSVi/yii2Fb/ydTamNKCvtA6+dv3l1jB4URsyDmSX7ecEhxKDke/P/C040Gjjy/GyaFpwqNDoqBAfzxkzC/eeGCQlxNT+8BlzSLpRgBeBWodMASkxwt7vRrXvOKLGKhfNsPPNaS5V63yq8dEHPFga07wgT+Sgo3ft6hXOqVL+NOPXmrvD3EOtZGHX4QcfZ7Q8xZu3Hzn+joGN495gX3q4ukmPuEwoIA/MdlLS5fWLRwkQy38uAYX3UxorXF98Anf1pzwtUg+5vc0+o/8L/aXbGIurZNrb5uSG/0+wdf44cMudEBeF23FC3zB+42fBz4oPsFHP0be+9QkZC/en+nTfst3xVfr17hq2RZtZpy1KsELE3y1hrP3GR9XpIs5vK+xf/RR+7205oV10seXVL+3coYYF2G3t5E2+k+WSo6ixX6EXXypgfZ0dZx5rUAGDDjGXe1OE2fl8yB/A8Q4JMdftS4mafVT83erBAUKuiEvHw8ZPBxcArk/GNacHFbJQglizonFrwTEfNgiOWxhzJMPYrKV2pP6fR/XstkfXv85euRXW4FSbWpvJ23NyRqEJf0iBRsfEKf9FIPV0T7hz1wqca1OfHMpW9QhvWpTsyY+NiiRx4dxj3mJn77eBF/DBx2yO2LLmPDjGh36Ey9k8MkSLtq3HvtNRZHAIsqrDwHOIm3I95cwX3GtbCWhQl63khv9IwkePKCIrfwrJlvhspJavSrB8y4BtqPLY6qz72W49v5Me5PILT752KV+9DJ/jYRBtBl+bFCC19p6E3z0KWHg8Zf/USuGMS8U10nfq6z8NSu869wi9HksuZbPtOSOdgwHqtGP2MAnr52sxnNO/S92i5VTchj5ZyElwnlwWhE3mN651E8tXu/kOjiMx0PG/AomMYA9fM2PnALdnBMzjh7mVwChLXtlH0HnY63wr029rZpH/DY80UZOHetaNk9ypo/1tYKNxD0m6vN20gcPwT4GRsagl1j5VCv/wMqvWoGwU3jS9vZxLfzRzbopc5gay2QLvCLpVZuab7Y/yHe4a+2Lujzm6os16/jQ2Glt/JR35ETwsZ4Sad+wl2tPb7TGfdYdwoWm9qakU2M99q9VX6gI9NEe2Qmzx5Z+2lBrTi/v+ZTckF+a4D1u+Db2gLn3c7509tnm/19rhd8ugDQfNpBEvV2M+7NPWxQTH4n8nlainyrB+72TDl8Lg2gzPOynEjzrhCfaaV0beoNd6SOHuIfeN2QrOvWkH89AXCeTwK+HFNo1AtuPcoNgwIPsyZIOQWmBvO3xmVb4L3K/aIV/OEP5phLzqfdZcv4yt0Y5JYmOPxUpEU6H05MUOQAtBxQvfOiG6KMNUfvAAA/OCTGHDgZv+d+w8tJp5Obd72Z83R8r3SXr8DGfDhi8/pB9jbU/xoo/0Iwjg82etC7fx7VsZlyBL8pGGdpgoHVrHHm/PvbjvlaYQ1ja5YoMG96RerKVL7Drf7/qneyGXzTptHGtW/hr3/3aJVOqxa8xrVtt9uspVh656di+UFJT7+y8puunrSgBS46ad5kI+KLSfmlM+xaxZfw3rBAbIOHCtXyyhDk44k+z9qOoQuhA3uuX/yDi3wHSvtF/AXM616R10vS2KbnRr4TLdY2/NObtfLMxECvwXd//jdb+fivcfH2iFUjzyYa4ZuTjGUAuJj4leB834FOCJ06wnhpp/mgz/MgpwWMPNnr8rLlFrO/e6x4fV+hCHj/y8uinj31UbLLLieI66YRvlmy9z7Oywc6u/7cV7DlZAsQaPcMGfq4wyFt0505KNBzaGh4+GJQOicdQvOyHAoAODnxRnvm1dwRh5EukoFgbl4wCooIJurnWwZF98HNQdVillxoZte3STianx2hqbL/IZj/vluw2+6alYLDpsIuYhNiPh1rxAcPzY9cdWx0rzOEXeZ3YSNBlbs0v+8Vfq8Wv8V458TO3x6+6Jgk0agVssaAL+0rEXjDucZj4DDu+M8JNPzcR3i+R8e2J370wF+M9++zENpe62fE2T/5jtkQ75VcItzDXOuHz2HqslHDhqfFrDF7In2Pa+liD/k3CNSy56brD7P8oq0lckOaTDVGXP/sridVrTHwk8ve14vGCk/4HFvoZ8+Tn39i8ZgAHbhbhESYevzXbptJNBR3wsT8i+YXfJ+mk9nuJTFwnffDhH0kBAZynSOZ8r7ABCk+gOMQbrC86C8PnSOAAdr0JfutgFwCTQ8PHNaQ+rqO8DgVjMbjRJ9Ldrz9QGvO1+HRICcT+wE2HzPyAcQ7YLVb47NXb6vltaEMkhPjtetmsw4veHt8i0GCbJ2T9+nww7dGJLu2n9Mo+2qyROZmb4Mt8FK3dLqvk9xAmr7cq5AaU1NTVO6/4fa2ArT7/xKs+1bI7Yqtxj7GCvzCs4QKf92/p6q3ZY+zZ7KnFI91AxqdC8aK7hZnWGfk8Vuw532uAavyMYZeSdJwTvB5qBT/a2G/XIp8A5xI88vEMoCcmPr1jo/3xc5GcY7/GVQuDks3YIDu51r7W9t6vL8YJ+YU/G+ihjf8rNtnlRHGddMLvY8DEmC8rEIs4WFDm76Ifb+WFxvBjVh5t1//Oit6eK8qdSSdOieP3JvjSIfFQKXD4AKaDA1+U16FgzB8M2p4U6Oacn3H0ML90b/RaHNU4b33zeRrr9kFM85QOuNZmIhuSbskRIFhvk8yOmi4/r08+szrXE3qs6ZJ9XKNb+HONrX7cmlUSvxh65cQPPjt/grczPIc3drO/2Mt1JGEsXBiHj3aJn3FhXBuHp0W62YnytFkPWInow3aohTl8rBPa+LP5mc43/UpkXBf5GTDS+riO+Aov+tEdySdAzacEiwzzTrQ+A1qbuqlj4kMniTyeASX+2I8OT8KgZDOy/i16eDb4eSXra7++eDOGLvzGywtn9pTi1xvXacMTD/6RFBDwwIWhd/t86/hjVj5tPfDjVr/SCv3nTjggTt2b4EuHxGMoh/ZOjuMjB0V5HQrGkPHBjT6RgmJt3PNx8PAH6ebaHxp03M/K66zwhRlvq/CgjqS1+X7ZzBjzsD7m7SH9YxPxIu/X54NpyR7J+Tra6HWimwBEwMNGbPfj1qyS+MWgdas9V2v/xOcxV19vrYQB/xze2pfaOj3GSlhaa20f4WPe3j3BTk/sA/ZEee2d7xcv8i3MJFvi4+dVSbZKuPC0+P1YXKfwwo9K+PgEqPm0XyX7+RlZ+DzFxKcEr/0Rb61f46o1f8lm1qoEzzXrLdkpXX598PnzKr/wviYsqTkD/iY3rpM54EsqIACoNfoEG/h6K6+CYX1Xyxfs/hjtMyc5ZW+CLx0SD6Ec2gde+mhDUV7zM1YKevRDCnRzB0B80sW8up4U2Qs6WC8JntofaOR925ob0to2HXYh3ZqX+eZslDwBEjxE6EKP6Dftgs+HsacUTMXna+YW1vR7nYwJf/TBV1urDW2R+NWpdas9V7MuH9x6572gV09+lhjQN4e39szj4HWWEpbHyfPqWljAt4TkY3FPhVG8GcV2qLYGxrROriO2SnBKuHP8Wp90eTuFF7jHhAu/T4Caj/nxu5If+/OPPBQTHzr5Cw1vB3xK8LGfMU9af8lmZH2Cx8aIn9fl1xfPALq0TvkGNXzsKfurvbTLC+ukDx6///QlGQIeuAjIK6zjE0Lnn7P2q0PfOTbllK0E7x2zdEg8bgo08OngqQ++KK/5GWMPmatEOH1rXDLwEfgVTDhwUY45eIJ/rZWY4GUrdSSN+X7pFkat4ODluI7BDdnN+teJjG/SE4BK9lj3BQJP9IhkH210gwfzai1bc1p/jcSvca9Xfa1a+yeeEZwk42s+SwYX9MjP/Ph0vcYQnto6SwlLPlnTq33r3ZNoF1iU7EYf52PjA+treCHq2px+fyKfEpwSLrpa/LIDPn+OaQsv/KiEj0+Amk/zR13oE9Zci0oJvvRZuxI8+9EizV+ymbUqwWML2EX8vG6/PuIMeymSXyCvPRSWtBWbxB/XST/8khVf1oYAzlMj/oTjuVYeY+VBduN/h9W3WvnjVs6d5JStBI/T4bRQ6ZCsRlav8BL82Q+uecfE/8JdlNehgrWVNHD61jjykPjgZX6CDNf+INLPel+/rlkbn+dByGN7KWggJxzsciLZhBxjlFLgm5jDSwxustmzEVAJBCM6/VmQfejERvBAF0UJctona7cI/prelpzGmANbRODUM6/4Y62g3aNHe1OaD3x/rxXvl1priR875sbhaRH2gAV6PDFfXA+8JBKIMdolkixjUQe+zL4r4cLT4scudEBbuuwsv93iJ33oKp0RnwDh4Qus2iv8J65Z8ceGNhQTnxI572h5Uv+bfWfh2s8fbcYen+CxcWvNXp+tn4877mKF/YPP7we68CMvD87wUmvf7XKiuE46iVM+Vk2M+bIdfLbwsE15rW3II6zzL1r5ACs/RSHxWH3uJKfsTfAcgHhIPIYKHDi5P8z6vDnKo4tDAcUDs+q9+cpB8Qfq5sjNK90la35064CJCx2s95VWdPgVJGS/Er5kqDXm+2QzY8xTCmKe31/H4FZa32+YAD/q4rH0OuJ1tNHrZEz46zpiE/WpLX61tW6152rti/iQR+dS0r5h/xw2zONx8HPqiVS4MAY/flOzT/tWG0dHi8CitH4lAB/g1Ye+1l5hCzqhqFtY9SZ4r6vkz62bzpjg8V/Nj66ImeIPdoti4lMi54bck/rf6DsL15qfPY2+MuFLLrAcwRg2gp/+2sAuL5Dmjfshv/D9rJc2exrPQFwnE8Hv95++JEOAjamSbSC/tPSvqgznOyCn5C3r2kHB6RQ8SofEoyfeGBh0eKK8+tHBQcCeEnEQeZJBf4sUEBXksAO99IvQwXpfZIVgRQKVXmpk1LbLDdEnHNSpw6x547rFV6pZO3iIop30Yx/f+C/Zw3iklk50EOThobAW4WSXTRK/mLRutedq4SO+3nnFH2v8BOzwCWxrkfbN+4D4leBJAtIDf2sf4WNuZJaQsIh7Sj+4eDvVxzwtzLTGEp8SXG+CZ32sHyqdBSX40lmNCZ65NX/JfsWfaTJLsuxn/MlsJVTtz8RrL/SXPpvXuGrmJ5mylmgzuKlPGJbsNLYNaY3xvMovfD86mfd3LAfxM96MiWoJXuNZOwQ8cK7bIsCNG/e18gNWXmTlJa7wRbtzJ5ySBHenOWA8QMJGjk+7dEjERy3eeEjUH+U5XEpy/mB4nVxzV4tOH/zoj6S7ZHj9gfN3xeggwROoKLxFh30QY9ihNn0irUFtatksOdZXkvUyut4KbtZZWh/2YWttb6RLNXNjg0j20WYMrJlXa/Hj1l0l8YuhV0782he1o3+ov7dW0ujBW5iUfAd8eTfH+6X8poa59g29S0i+HPULY6+Xa7CGWphLFr6IrbBakuB1jtArAjOSU7Sfcd75YgzSfJqf3yvwa4MHHd5fiUXx3TMleHDfkOmiH/6t/g3DzQvNj+9Hm/EJyWMbtkT8rGuLlOD5BT0fV+QXXl77F9eNwlKCx56Sn24ZcI4N7yRx/fw0632sfJEVnuRFOOq5E06Jo7WwwDlxWqh0SFYjq1fxsh/+MNFPX5T3B7wVwHB67u7nnJ9x9FB04Lj2B4xrfSTBuv0TPPL+gFpzQ1rbpsMuZLPkkPXr9rzxGj7wEEU76ce+h1kZ0am9Ql72cY2Nwl+419YKvyfxq8/rVV+r1r6Ip3de8cdaQRu75rDRvnkfmPRZfH6T3fDz2+l8RCM91OCkwG+XW8Q4vnxB3xZXvSEsNJ845UM+aYgXnhZm2MKeQJFPWCnhwiNMSvyMKZ5Sk9A84ZPEjBI+Sn7waz7m5yY6rhceYck1dCHp2R7xuXcNb3SDUYu0fnREm5FVH7aAXcTPurZIa4zzIo/f+LMhnMU7/aDR+sbgwlpNFn6//9ZMAgE5ZAmNh1jnkwzUnygNnnkfTjmS4EuHxEMoh46/+KbDE+U5XBwKiIOlgzB1uBecvjUuVvi4EdAhK8lho3+Cf39r0wdRY6Pa9InowwZPsgm7uaaUZL2Mrlm791vZrHFqgim2xs8fGStRtNHrxEYlLvaDuf14SZ/6xK+21q32XK19Ed8ITpLxtYI2fdjWIjBhnQrkkVc3eRpHHzjFJ0nJad9691lyU01wt4SFPdFu9LEn/gxwDS/U2iu/7xFbYaWEiy5hwnXk97qwJ9oJXvxTIepISn70az7mryV4sNT5R6aU9OhnL7ArEv0erzhOW+tnnrgW/JJxiDHWG/FgzJPWGOeVX3h5Yck8EDX7SH9prVGnsSWBgA5BCY2nWeftdqj4PeOkbQRwypEEXzokXiOOyyGJh1GHJ8qrHx1yfK4jKdBFvTU+HTLWx7UOmPjvbnGWd3MU3KWXeUr2IwcPujzJZtlXCoie31+zdh/c0BUPOPaNvEXv8WQu7JVO7Bf+XCuYady6qiR+MWjdas/Vwkd82h+1R2sF7R492rfaOsGYP8MCO0j81CUSxrXxkkzswx+jPaV54ZHPtdYqWeaJfMJKCReeFj/ra80pn+RsbZGdKZIfyRzSfMzvPwabBtcvwlJ9paTHGF96i3jRP5Lg8fdoMzioT5hE/JjHE2vEX2JMYS2cL+Rlq3RSQ/TzAAKV1gqfZCemfFkhQMCp0YNt4E9bebUl+bP/b3IBJJwSR+PbrjWSkzJeOiReDt5SkpOOKM/hUpIrJTjp1p1vj/P7J3gFK+YXMY/WS7DywUd2en7JaUxtatmMXRzs0trhKxFrh1/kA4P6FExL9ojH1zFg+o81sBGsmVdrmQtm0i1+tbVutedq9k+BDd7eeWt6lbR68MZ2+Gq+A8b+s1zxg2WJtG/wLSXwiPLYB64+ccBDH1Tyj9XIzf0Un9ctrJRw4WEcfVDcC+9D4OZ1wS+frOHzDouzxBTNpwRf4vfnH92lpEd/LZHXnuyREWn9urlVPzWYYwOkdUc8VqM3X/UEH3GRX3h5ePxZURxDW2mt2OP3H74kQ8AHygjIf7SO58VOa+Oo5044JY7WwsIHg9Ih8RjCWwoKOjxRXv3o8AfB6+RawY+6RYyTSHTIWB/XXo55fILn52p1WLVWtW1oQxrbdNiFbGaM69LaPb+/Zu3gIUI+zsu+8H0BeHsIeX8WZB+yjOlJFX3gUprTui+Q+DXg9aqvVYM/84m0P2qP1graPNlFzKIuxlvzgbFwQVb7UsNc43PzoqtGBPGoH33snfdVrsEaaq1BayzxCSslXHha/NglH2LOaCdnB59UYrTLLVIC1HzMX/tLED8XSkpJj/5Wgvd4wRtJ62dN0WZwUJ/wb+GMbj3Bx3lZC+fZnyl08uVCJW1kdKNbWiv84rXLJCEgh1Tb159pjdt9x/r6WVbzBbxzJpxyJMGXDonHT4ckBgX1R3kOl5IcByseGunG6XuSivikCzu49ocGPbqhoeYtcOyDmL92wOFhzJPmQQ69tOPaPb+/Zu3eby+sz+LCm+1piOQj+7x86TraKPvgZUz4YyPXjPfoFr+xT+T1qq9V+8AGH/IKrC252piCNnrm8GZ9F7B1iklY/gkeffFG1LFP83FmenDzcvE6ysuHfL/6kGUNfszrox8sIGrPJ6yUcOFp8fsxfCTiqzMT+9ELlRL8IX8GLz9kPWAX8WNNnrQ+H1MYL8mzf55vik92ptmL37bz7fcJHZGfviRDwAfKCMjTreM5607unh5s5Yut/Kd13zlXOPdIgm8FPnDEYdmL6Lhy/ihPv/auFcAU6KJeE98i+PwTvOb1csxDUIcUrDROXbIfXsYURGlDsln2zQWHldTqFdt0c0MPutAT6U3Wobv+OBbbWq/6kZNOagILPBTWWZvThrZI/OrUutWeq6fA5pjAiaeypaSkxRqwrUXaN+EQefEB/wQPP/tCXSLdmNXGSzKxDzyi3djHerydXMvnWnulNRr7hQQlrEiy+gGXFj9j2AGV8NWZUWJccd58VQLUDQXz1xJ89KvSUy2aa0/wtc/mb1pz80t2rCXaDL7qEyZzZ1hP8PB7Qg9+4/cJHp/gmY8zWVtn1GmsSSAgh7yAht0lvcw6KRuyOyjaX2rlJzed53nBARtJ8KVD4pHTIYnBS/1RnkPBj1VA/mCsem6+KkFwQFokPiUg9HNgvRwHTAmen7/0bx/CJ1m73CLGFGw1IJs1xvri2sUba2zzfhvtFD+2jiR4r1P2oYs9IAAxr/ZjLpgZ60TiV9vrVV+rBh+/ht55azqVtHr0YDuYYEOJSFh3c09TSjrIlWhuvCRT6ov6hbFPCPSBNdRaq2RLfEqw/NiKdLf4WR9zQRfmNBX82Ro+JF0To3upJXjmjIQef5NbS3y1z9pr/X4e+QrzxLOJT2ADpH29sObV8OaV9d3HSvQnyfuzAY/HiWvGa+uEv4STdZ836RD0ovBBxsgmnTvh3PwdMEGuRj4YlA6Jl4O3lOTk/FFe/ejwB8Pr5BrHb42LHz4SiQ4p+rmmX0R7Wq8FK/p5Qpb/0Mb+0iHzOBjLRLKJMa5La19xXnzFNh/ckC/Ne5kE79fO2oQ/82Cr7LfLJolfTL1yE/86sewjwffgje3yB9nva27yvG1aK/tTIiUl+JYSgT7Kl+xkz8AaamEuWfjiWpXgqUUtfn8ma2cBn6xRKcHrnaMo4+dirJb4SOQ+UUpP7cle49TaL9aiZK5xcFCfbIn4iVe1nuCjPZrHy6OfPRRxja/V1gl/UgEBNq9IdrfJk/rnukHAfX8rn+X6zvUSh+IJtnVg4cFpodIhWY2sXuEtBQUdniivQ4E0c/jDQJ+Iw9Qa93wEQgVD9DOn18sB8+v1Ab5mv4lMAVk40IZkE/qZs7R2+EoEJl6fbI68Iwne7xV6WKvWTk2CBxPNLfutq0niF1OvnPip/Y98II+tS0lPZT14a2+EQ5wTfH2wZq26EYq8tBnvmbck6/vi+rV33k7ZjlwLM8mW+MCKM96b4KMu1huJM1OjUoL3f6ni5fz5p7+W+GpP6rV+P4d8pbSn7LtwYd3sawtn9Gp98HuSX/izwf553+Kac15bJzo9vzWTQICNqdEP28AdbpCNeJk9VfT+eIgTPblL/tvTV66fsGqL8weeQ6IDUeLXIYlBQf3xkOlQoAvHh69EHBSSVW1cMuJTskS/P3DwfY+VF3Kxpida/StcGw7804naAefzPuz3JJsViJGNa/f8/prg5PXJZs/DNf7bwtzzC2f1eZ2M6UlKuNfWKnnV4ldb61a7p1Zww47eeWt6FbR78NZ87FGJXm2dX+8GhGFtH3XTCN9S+mcmyK/necI+1uMDvPrgY6y2Bq1RfN42sCLBeh9q8fu9xj/x00jfbh2/GDvXbSVAfQYPXvK7KIJuxkR8F6L0buKPWr+3X/zPsgviQouQYw5yBLZ4+llrvHTdIUzmfJP1YWfcC3SDl5f3+2BDkwz2Ys/b6QhEHPrO0JdNQ2ArwVuQ5g7pYy1g/4SVX7ZrSpGM9xNs4JeMj4N+VmRr5oD9y9aijcf/kwRw5qagRjg0PNGxaeP48ZDpUNjQ5qmb60gEvVaAEz98JB8dMvRvydl6nipmamuTQD1xcOPhZZzAc38uHCmBws88mtexVC+xjW9vi7bsVKfZ9z903VETnNEj8jq1N8yr/ehN1OKXXq1b7Z4ajBSMR3Aq6SZo38cK/lRLxJLTukt7yv6j60liXusjUCNXIiXA2nhJZqvP5vy2rY5VA/vifjAHfVALM/i075GP9eFn1KIWP2PgCuHvF57Wzf7WF5Q3CR5sLb4yLzcY9Efi3RN/prj2N98Tv+kpngHrJ0HPEfOTUNnTLV8xeT+Xzk7EL+rX+og1nuQXfg/ZU/AUKT5hywV/NHteY/3/WsxZ30RAh0A9bOqjzLmebuWzrBAMNmTth1r5C1Z+2jp5q/4tm8G8KCFAksfxLxySwIzTwrd1kNbtkrwPJuzhBae3Poh+kkNtHB5IfMzFtQ7tnByyIg6hP5TqJ8G/jxrrWjbDz3VPwpEKBR61kS/Nq/GeWkFGvB4zMCDQwSM+cOqZU/zGPpHWrXZPzfzIQb3zrrgvvgq7Hj3am551MpPWWuPnBol9ro2jYwmhD73eV/FF3RS1/ANZsIAiJsKKWtTiZ/3Shb+Xnqilp1TrCRecIOYlwZfwimdqyXzM0SKtny9SegyijPY94hf5tL64HtZLfPTy8PgbAfaW/RyJE8aeBGAbso0E2K+0pPRgq/+RlSfaNQfktVYeaoW70jusfKHxvsjqpDYC4InjgrMObkkCvpLz6vDwH5jgESlY0ka/D27iodadb21cvOKjzTzob+mFLxI6SvMQjD4sMEs3/PhXae1BZNMk2PBOkwj50rwa76m1T+L1Ohmb8LezwDW2+nHJlGrxa0zrVrunFkbwIo/OpaSg3YM384zYq7XisyWSL1/G/pJe8MHOmBDog1p7pTXCB79PZFyPPsHfZX1Df2+TvfAEb30tIgHylzGygZoEX8LzqhI888+dLe0r+LX2Vk/wUZ/k4021qduQ4hM3Aq04uhHIixUCHPQLZMnkVdb5NyjmsA+0+jYrvB3/OquT+hFQAJl7goevFHRxfj09+lnpRydEAKsdLA4GB6c2bkMTcejgEy/6ObDxMFpXleAtzRODEQpkMzJcs3YFNrtsEnz+nSXkR+wsKVeQ0Vhcu9YlXOaCmfSIX22tW+2eWnsIb++8Nb0ER/wGvLWmGi/j8PViC3/Lz3VTOjdvzZ5aP/oiLvSBNRTHVr2rV8mW+JRgN37JTfY6gZf45UP3tcE3Ga+/4VjN1n4lAfLjUZpP85fwimdq50/wZj7vPmIx62qRMGzhjLye4ONHlfJJ/Ey+hk5dI8s1xpRiJONJFQR0CKZh29B3t/LdNKz+UCv3t41+jZVnW8nkXgGx0S3nxzFbd57wlYKu+qOsgiVTtxIcB4OD5w8LMpEIRujRIUV/j5zXwxylefi8kJ+19SSbZR9zzQUSyRP4uOkRjdopOV8LZ/URTLQWatmm/ZT94q/V4td4r5z4qZkfOUj7s2qNvwq7HryFiXCYmw2MWgme8ZKPz+mdGxfG3k6PWQtzyTJHxBas4hM8fPpuTeTX+pYmWyVA5oWoZ5/gLUZP72ZZfEZ+10QcAKMWyU8iHlEG+7DV7xM8ws3LE488H23OJP4VY6F1JdUQUODQOCB/ujnNx1j9t638Ubt+v1D805Pksi4joADSCnxI6pDEw0S7JKtgimwrgOlg+MOCTCTGOUDShX58YU7OWDYEb4k/Pm0goHlYH9cjd+ZKUuiBkI+4TQMDL1qvRGQfbTBkHKLGVh+M6K+R+DXu9apvrtYewtc7b02nsOvBW3vTiy1rxVdr/ATm1njN5rl+fA5cwElEH1hDLcxafEqw1J5YHzq39FqCVf9VJHje/r/F4jJrXDqfic5ST4Jn3y/gUdDMF5NLCV5+gQ7FD7D0+6kz0OO3hanPtwvANmRO+i5zmm+2jh+1wltNn2dFoNvlRE+z19vX11m1EdChB+fWnSd8tURekkWX9s4fjGgNe9caFz8HiGChBCT9ce/FX6rhZR2RSPAXnuDN13gS0sHFxpJs1EVbSUpjslntJbX2SbIeM9ZFEIOUsP34aqT8Kn6N9sqJn5r5WSM0gtNKYvtV2OE7WtM2x82WMOn1Aa21plfjvft805L2lez0erEZrCDqmKSnAXuRLO2ILTLFJ3jrZz9KepmXhMu7VqPEE27pM3i/rkmnnR1+G4EfmiJG7zvBc+PfIu1rxC/KzD3Bg53WyjWxQUQbzImRrTgq/qzXCChJTM31HeGDzX8eYNf8nfMz7foZidZiBBRASsnbK4WPu9sYHGmXZNWPDhxfB4O2JyXu2rh4OUAcZB1S9HNNfy8x1wV+8x8+t3yblfvY9ZvWPiY+aubpSTiyQ0lKbdYvfeobrVmvPwseU3QLP2r4/Lg1y7ReO+sTdcmJeV3rJoim9iewdDeFHXrmAiVrha8XW2EjrKJRummsjUf+3rZ8aGPnGnewhlqYaY0lPrDiLXJqT5Ip6cWP+Bydm9pRIgHyd+KaT3uFzhLpnbF9J3jW2aIWHhs52xNuSko+R59inHyDerOfdq0zMBInNnOf84UOgTBgM/UWPaDf0zYl36IXOuO1nB/HLDm3NMJXcl71R1na8EPsoT8MU+f6hf7WuHh1gNh/ZKS/pldyvo6H0o8pGNHn7UGGNmvhuocU+MQrm9VeUscEz80OmEDUwh8bmY/Sa6/+VNJEttZOu4e0h/COzFvSLex68GZ98PX6APwK1KW5hXEvbiUdpT7sAxftl3imXwC0Bv5VnJOkY2N6Qo3YglXpCR5d8EZ+65pu0C+T4DdP8GYaeLXw1JnaZ4LHhiJ2LHZN2tcSHuJRzU1MpJI8e+r3U2cAPHQWo55sFxBQkpiGzKnyLfoCSJfoUjBoHVTUw1cKurVDrn5kfcKk7YlD0hoXrwKdDqkOXW9wRw86asFAweiXjcfbo4PLvMzZQ0pS4q0GcDF01MJfrNijtft1YSNjJAWN22WTJMMcfu1NITcojOjS/rjhoUth14O37K3taZxYPlPbR9009uqL+mtt9JXOjnCbw+y37CEG+cgHVkuf4F9UM7bRH5/gYcUG/K9EOlP7TPDsmW6ASjb4X7GM+JX4+Rw+EnMQH/3ZYE/9urnGDvap5l82lBQRANQtsiT/FVYeYJ3/2Mpj7Pq9Qrl9SyAbLQRwVBwfx2zdedaCFP2lu1YFSxue9NeSjYJcbRx5SHxKlhwi5p2TQ1bEIazxKxjBCx7i07wjB1dJCl2QDwyrnvFX7ZMkhQNtbNTefY5dP8VKTzAztonAkvVBfu2rnvlXcNU5HZm3pFnY9eAtTLRXJX2+Tz6DXInoZ97aeEmmpw99JR/AbvAqjXm9yMMXsQWr0Sd4dC1NuCT4zRO8XUP4XQ0vnaml800TzLy05vei2Nizt6wx3jBI1uPP3vkET5t9LMVC606qIaDAc2HckvpXXejMjlEEcF4cF8ckANZITh7fwkLmsn8Hz8FAf4t0h4yt3GUrWJd+97mmh0NIKZGCEWPeHviZ0x9ueFqkJCUe9NXmFc9czXqxQUQQ8gFmws/OxHfb095/tbF3t2s/LrlSjW6dM7/2Em+pj7UpKI7gVNIl7LAHu1rEmpmvF1v4W3p1Uzph2Zp4cEw+FO1kHvCe8w+tM2ILVqNP8Oi6zFv0/jN4UzUl+Jqfcab4jZJ9J3hi1xyxbvaeukW1J3hk/T6hx++n4hN8MUa25jv7MQDbIgtgP2sdX2bl46z81a3BVeNHLbZ9caE/uy4igKMSOMBZT4EXuVYHA54YdHVwoqyCJbr8wYi6OSStcfGLT7zoH32Cx1ZKiWKC1+GFnzlLay/poU9JSuMjSUgysfZJmDGvE1v9vsj2qKPWZo3og4TvqtX3SnBDDkJPDeOJYeZF2PXoYR72pXe9wrBm39z4jOnVYeEb7aQNbnNrlXzkA6vRJ3jWeJkEP/oE/wibb98JvrafNvWGeveW5Lx1w2C5xH9Eoj2k9jc22ktkYyzcGJEXFxHgAEf6fOt4uZWXWnmWlUhL/gQk6jiXtoIHjskhqBF8pSSHTElW/ehrJQ0lBx0c+EukO2QFOdrMOyfndSFT4yfB/941s7dXB5e19wQSVChJrdVN6++VlcxW7YKM+rFROrHR7x1tPVGLv1Vrb+Hxa2/J+DE/n/bHj49cC7sevLHb4zA3D/wlX5WcbkqFq/ovW4MPuFB7oo39pTHPhz3wbGFrPsE/fBl9gmfOe5jsW/0EPdcmw1+bcIZ8AuM6rkvqdNO8zwSP3/fsF3xgNcfLEzw+Egl575PoAQsR15w5ePxZ1HjWFQQALNI3Wgd/X1mjH7OBL68NZv8WAgoe4OwP7haTNeDzDq5xnJkDEWVpa+9aAYzg0Bq34YkUDJWAsGc0waMDuRIpGDHm7dG89PUeXCUpzSOb1V5aT79QZoEWmwgmCjDU3jauRxI8/KwPosb+EWJ+1gghX8N4Yph5EXY9eIMDfNQ9xDpbCV7jl7G/ZAf6SnbK/jnMJF/iYyyevRY/fnGZByD+tTL6Rcxdw19nilh9mTk1V6lmfm9PiYc+eErxK/LzBH9L7LS2zojmYs06f7DT5gyUYiHjSRUElCT88FdYg/6HWXm8Ff4l5LOt8HbQF1h5vpWkPgRwWAJHK/ChqXZA6C/JKlgii+PrYND2xCEh6NTGxSs+BUrNWwsukvM1Omr8Ckbwe3vhZ078jTX1kJKUeNFXm1c8PTVrxg70Cwfk0O3x45rxXmJdOmd+7b3yzK8bCub1tvTqmPjs5oW/ksGfevDWOnuxhR/dNftIFsxbG7ehRYR9PD1GO5kHvOcwhw9cS9hic/TLFv9lE7y+/2LTTsTccV3roelv7d/XGnfavkYbxXPZeiTBl/CL85c+g4eHefw7AGDs16341OO36EtaI6DAswHEnOUOGhYI+HewX2nt71sPPtv6XmzXX2Hlh9Z9WbURUJABZ5y4Rgoa8aDSX5JFl/auleA4JBw8f1iseYEYJzjrkKKf9pycsWwoHsrNgF3EBC+9wkfzepnatWzTOLKjT8WS9TXYowvySYHg4vcOm+nrJfi9Xq29V565sAcawWklcfFVN0jR1yKn7O61F334ZE2vxtG7S0Jf6QxgN/1zmGmdJT5s9ntvzekGBd4S/2UTPE/wHj/mLuJvcfmtFo/5zP61VvZF2NKzX717W/uCHPKsRWul9mdMe0lMivthXUk1BBQ4SuNvsc5bwwD/9vMNoS+bdQQUPHBMf3CjBA5MwIg8Ojhb/Xa4cX5+yIP9KwU3654IPoKODs6q9+Kr+NCFzcw3muDRUQwGZi4/q3kvs5c1ent1cFuJwUS2SAlKnbJZ7aW1sEYezFgPFNfFGufwnATXL16vX7vnaV0zH3JQKamsRvpfwQ+8i3vl1DA+Mp/WWdNLYO6Z15nQdcl86I17wr6B2xzmWmdprayJ4qnFf9kEH5/g2au4Lm/Lm61BnN4XsWe1/fRzgtFd7Jy3bIW/9QTvfYM5df6Q4xps4Yn7YV1JNQQArEbfZQPPtKD8J61+jpWPtnKblT9jJakPAQUDcG7decJXcl6cmURbOsSMIUNgqh0sBbnauIlOxDiBUEEOW0cTPDpa8+gp3tureVlHTyDhhzWm37DnZsGukZkL4MbSRdormKONPqhgsw8+c8q1t1HvnJzGFdwk34WThAu1bpDm9AiP1p569Z9qjZc1grz8dW5er7PnWj7k9wg55sE35vxD65TvIytCZzy3LX6SEH6+lEqfwbfwOpQEj409fsITPBhFAud45vwZ0x4Tk+J+RF3Zdgjg/EWyg/oSG/hDVp5sBVCfYuUPWv//sjqpDwEFAxwzBiCvAb5SkkOm9HfwyCoJs4e1IKAEXxtHD6QkomDIvPtK8N5eDi4Hm9LCx4a3SEmKTtm8xbCgwfzsAcTfuQszsPG2cd0TzNADwc/6IL/2Vc/8q4IbnOiRXfOSZQ78hnX6NZU4mYf5etf6VOO91UqNNO9l7Y/65UPRTuE2h5nWWeLD5ohTi5/kdZkvvMUneOb3iS6unRt/kvy+iPl79gusI/4lm1pP8P4dAOb0+hSfevy2NO/Z9imgFQGwIPc6G/iO4mB29iCgYHDDJYySHHzsRTxM6uegRbrFOr7Syu+3QsIrkYKcPywtPgU55htN8Hx8g001eqMN8I1fDrnsYX0kvdGDqwSvz/QibqZymIR1FHyQdXyg68R22e+6q5foBVdoyc2Ighvy2h+ul5Kwi4kr6pPdvWuFD6xqhE/d385Br76anthfs5N5wBvMWnNKvoTtI02Wv4X31OLnDDzNMw9ef5Dx+/+8SPuXGjr4E7l9fgbPl/i879dMAZMWxpK7l108Qg1XI4+fi4gTYCnSGSAmlWKh+LIOCDQTfODN5jgCOO7c0zta4SsluZb8Z5jMbVa+1YImn3GXiIPRk1R0gMRL8B9K8GbDw0oGuL632TU3ANw0KhgoCJfW7kQvXCpJMUAA3sWhZ813WX9PQPbxkcDjmcQRe7IZd/21S/TqnAnfGm+pXxgxVkpCJZlWH9j1+mT3fIYTT5I8wRbJxllHdbwo1NeJXvCNe0Ib++fWAB/7coHPbL6f9Udi/4t6jf/hkXmkbfKf6Pmt/Um+Ha9t/NNj3y7bpv9xnfq6zoTp+zbTR4nE+d3sn/H9a2tTRIpjo3FC8mdbK/CcLQB7XjiOD8ZzCUh8JANPSg4X5O0QcOdOaZGC1+bwVJjFR+DimvmGEnxFr+/mafs9rWgOxnRwCfxg0Es+waNTT/K98iU+5sc2gn3LFvZkDk9j2ZD2kA6/9g3DzIVuviTfsm1G1TQMdtxozekRHiNr7Zl/1zw1O+lnL+f2U/LsDddz5M9KD/+cvlMYB4fL+MmcPLqJEcSkC7HQ+pIqCOD8SftDAMftueus8ZEcep62iiuwmwAlUPS3SElEQU7zXubQxvmU4H3AxS7aYDRno9e3jwSvRIw9rXUzBl69pL2F36+9V575kIO0P6vWslew68Ebu5fckCyzarlUzU7hNoeZ5Of4ZOEov+ROuQZrcFlKnL3WmVIc64mlS204STkAS9ofAjg9GM/ddYovHhL1z8m3VsDh4AC2CB7ukJWA9vkE7xOogjB9HPJe2neCbwUbbJ7D06+DPSR5QH7tq575V+0NnL1JqKUV7HpuGmX3yFpb8+5rTD4U7VT/HOZaZy+2o/z7Wvch6eXsRvxH7JtL8OjOJ/gRRNe8OH/S/hAgGPTcdYqP2hOO3xOMvUzpupWw4GccX1CQ07yXObTo9cQTPJ+X+4CrINyDkde1jwSvPcC+uA9+7rlg5Hm5hv8yCR6MJK8/DUTvUhpN8C0sltqwSzntW/RV4Safrs2JPDxzfJIf5ZfcKddgHfEfWe/cmVJ8Go0TIzacJG8m+P1uq4LP3BO4ggaO7on+y37u1HP44NETPNfYwWG6zKE18S3SW/QEUumlpj16cPeV4LHF34BY8wKxJ7L/wmChQ1gy5NdeYC12MZd992/6UaOReYvKrFPYRV+L/PLJXcwZde+yjX2lPcN++ktjfn6tk73heo5G+ef0ncI4mFzGT+bk0Z1P8As8BedP2h8COG5P8qrxEYR38QQ/d/h0h6wgt++36FkvRI0Pal76ekhJCt5dfckOrLEDe1rveGBza9yGt8gneHRr7VtMjUbcmwZr15Ce4OfsYBw85nyna9I9MmFf6WaUfvlWaw1aZ68PjvLvcekHoxp8WxjPGcoZaZ0pnYGeWDo311mNcwCS9ocAwQCn7HmCLzlvr3xrBT2HD574BM+NxWUObbRJT/D4nPRS02btrLWX9pXgsQN7WrYwJvt77IWf5AH5ta965l+Zi73pTUBzGk8twQvfuCfyrTncJD/HJ1xH+SV3yjUJOuI/st45eZ2By76bOWLTSfAScJL2hwDBoOcJHL5SksPxe+TnVjB3+HSHrCCnJ3js2hW1Erz/5bie+fad4Ft4MdYaj/Zrb+lfkuDj3kT9o22wK91MRj3YLX+IY4fUlp1xT2hjf88NG3y9a9V8vfyHhNW+bAGTiP/IXHPyOgM9fjsy78nzZoLf7xbjuDhl7xM8/J6U4OfkvUy85nBQWsTh1FMi15p3Tq6lM44pwRMYFQyolxzaKcGvP5e+q/01IO3LEthjG2eite65p41oB/zohfzaVz3zr35von/MS1/k0M0RdrWIeZfY29K5jzHtm3xKc9DPXrKGFm6Sn+PzeuHt5ZfcKddgH/EfWS/xrXXm0J2fwY8guubNBL8AtAERgkdPAqvx0X/ZJ3gODnpaBA++QIFXT/CXObSmZouU4DUHg8xFoJxLNvB6UpLa1efv6MYW9srbR38k+EZwYW3oheZ0r7i2X7U3u0ooYNfjU9qbkbVuW341LewDm2gnbfCmxDHr2pDW2YvvKP9mohO+AN8WxnNLnztTmzNgN/PwJnUigPMn7Q8BnJ7AMfcEjtOWbgTUPyffWgGHY+7wMa4neOYkKZEEdnmYfIKXPcJndB7w4J/w7DLBs2b2ai4hYDOY9hJrQy80p3vFtf0a92Z7dLylm6M5zBnnoxPt1fhMVyOBfSVc1T+XuLU/c3xazSi/5E655uzM+VNr/Zzn1pnSXl4mDrbmP9mxTPD73VqcvpS446w4cIlPT3/US4mD0zo86GUcX5gC5Tqok/Dn5Iylmy4keJtH844GByWpXSd49gAMWutmL9ivXtIewj/h2yu45lNw601Ac+rBrufv6Zm3hcPcPFc1rjMW90S4zWGOPNj2fg9E/Lvaj6vCaZ/zgEnEf2S+OXn8ELwvEwdH7DkZXpw/aX8I4Lgkjbk7T/FRe8KheZKek/cypeu5w8e4f4JHx64PkxI8B9Xbw+GN62b+Fu0jwWPDFOitbtmD7SOJD134ABTXvuptvzIf5xTZll1tLTdH556WxMlcI+uU3FXX4FPC1ePGdY20Py0eLws/8+1qP7zuY70Gk178SmucizXoBu/LxsHS3Cfdlwl+v9ur4DHnwDU+5Gr/D77Xcg4H+ltEIMcXKDqoHCZd2+XlyB7WScrcrDCHt4c55vAxli3aR4LHBj3Bt9aN7a3xLUOtgV6CExTXvuptv7I38earLdEeZV89/jVu1ngMCZ61gG/cE9rgPZeIkWffezAxtokPnXN64T0XAuuI/8jaOSMtefwQvEfjxIgNJ8nLAUjaHwIKHnN3ngpSMcj0ys+tYC5Qc7hiEom2zM3RM/52YyLJ+8OMbaNz7SPBC2vORAsv+Lz91mwS/AQnCN0jssjA35Oo4O2h3gQ/us6euffBI3wjrrTBHezgqZHkWzxeVvyZ4G+iAiYR/5uj81c9CZ74NBdH52c6Mw6cP2l/COD4JLS5O0/4eIqIfL3yJlolDt7c4SOhKYmIl8PUSnTVCRsDvE3POjUHrIeS4MG+NyF4+1lDi9DLmiEwHpFFBnzizRf9S6l3X7Fz1NalNl1GDhvZt2grZ0c+zXWNkFvyBN/7mX1t3lPqB9+I/8j6kG/FGu1xjI8jc5wlbyb4/W47jkvwmLvzFF90YCWHOfm5VcwdPsZJIvgDtkDUc3IT48ALCT4+wTPH6Dz7eoJXgm/ZAy6tYBTh0B7SX0pEkT+2saUnUUW5Whtf0h7XeOgfXWdL1z7HsLOEq3ADu7n9HEnw6IK/pdOGz4rYg8vggU+25Dlv7ONl46CpOC8CtKT9IYDjEwxi4o4zio96Q+tvsxO85uQ3MoULDkfr8CCiA8RcsmEfh0kJXnNo7tH17SPBKxH3JISRBK+9Za3o9munb46Ya5dP8GDXYz8+08M3Z/++x7GzleC9T5ds0f707ssof2nOU+tjD+ZiTGvNYNryNe3xaJxozXkWY5ng97vNCgbNZGmJHL5aImfsMo7NwZk7fDpcPrnNHbolyB36W/TcjHkMSmsES7DpJe0t/HO6SzqZD7m5RFWSLfXhiz32M++c35T0X3UfNtYSPP1zmGt/ejBhbaP8yJw6EZ8u4ytz8sQn9rEZR08d5CXrA7Sk/SFAMOh5gseCWiJGR2/wQU8k9CqBxzG1OZwxiXCY5uQk31v/P2OMb28yx+j69vEEr73qSQgjuBC8SDTQnO4V1/ZraW+2OcZa7GtPMAaPHr6x2XfPrX2LttIffbo0u+Spe2iUv0fnsfOAfcR/ZE2ckdaZQjdnCL6kAQQItkn7Q0DBoOfO86vMDBJgpH9qHW+LnQPtbzbe183wc7j0GbwO6rdb36/NyI0O6y16zYE8173BVfP5BP8GdV6yfofJv5eVuST8M8bzfwfmQq/OWelJc04Ve4NNlF0EuFebnm+xMke/YQzfOMd0AOP4TmnP8KsJt/VHXTVTdUZ7fXCUvzbvKfU/xxZzmVjxYpP/wQYgnAHOTk8cbag5vyEFnvNb+dWsWMFgNjBbEHpiySTrf1Kpv7fP5J/cwatgyCGaAp3J/VCH3CiL3qL3wZTD6xN+j06f4NG5C/p1U/LBVkrJYqPfcHnBptF3wU0bNw4Quv3ap86ZF7Dh5gsdpRvAGfHtYbOfdX7fdu/FlvG91Xq/8+LIwfWAz8ZvnXXqn/MtndHefRnldyad5qX5CgmasohM/mUmSKmR9nI2jtYUnGs/ASdpfwgoGBz6naee4AmUcwHxMmiVnuCZe/Tg7ivBv4/Z0kzwCxbPmvlJXWiJbvBBbpc/y4stp0KcMfwWnDwpKcwlbsnP8Un3KL/ksl6OgM7AocfR5Svck2Qm+D0BQLhJCQAAGr5JREFUu1ZLMOj5O/j9WjGvnWCIL5SehOal+zlIdvew4m8iOLy9wVUznVOCByue4DPBa/e3ayVy71NwKBHH/m3pFR/vZPb6IHwj/HG+bI8joD0efRAYn+nEJDLB73dDFQwO/c6TJDt9Bm9vl/UGuiXIkeDvacUHXa5HD+6xJvgl75Do6SUTfNnj8NfSjamSwpw/64zO8Wn2UX7JZb0cAZ2BQ4+jy1e4J8lM8HsCdq1WwWA0ge3XqovaCYb4Agdpn6S3q30wZU6f8Hvm33mCtxubN9vEJNElSbhls9YMDxj7tbfkNAY2+QQvNC7W4MMTdfRd+fScb+mM9u7LKP9Fi7NnFAH2kHN56HF0dF17588Ev1+I5ZiHfuepO+TeILcUtdoT/Oi8JHg++tj1Uy3fHI8fISxdq+Rigp9LOJJTrb3Z9Vql/9hrfIc4FnGl3fNWOvKldwCsu0ij/EUl2TmEgM7AocfRoUVdBXMm+P2iTDAgyBz6naduRGKQ3DU6SnZ+Hg4vOI3Qzp/g15OT4Pnvfd6+EbtKvFozY6VEVJLxfWCDXCZ4j8rNa52x6EPsYQ/eNfmbM2xfjfJvS2drCQLsZT7BL0AuE/wC0AZEFAwO/c6TJMvbwDFIDiy1i3UnT/Dr7wnsI+nxJ2Q7TfBmK8Hpt2/cuIHeJW//a28ywZddTIkcnDypf86ndUbn+KR7lF9yWS9HgL3l7Bx6HF2+wj1JZoLfE7BrtQoG+QS/AkRPsz6YcniX4MMPyNzTEig6d0Uk+PtaITnskrRuzptfe88cSlSZ4MtogU/pxon+3rfoe/g0u8706D5KPutxBLTHS+LE+GwnJJEJfr+bqWBw6HeeJNklyWcUvdITPHNzgEeJw75rXEnw/C38Enta9vsEP6obfPJLdnV0OWMk+JhwaePTc3jX5E20SKP8RSXZOYxAPsEPQ7Y6AAvEUqQTAYLBMf0dPPbuk5TofNBd+gRPgr/0L7uFxZLg72fF2xdYFjW17p6EEyfAFuTyCT4is2qDD0/g+JEn+kuJ3/NwPZqw4R954o/zZXscAfbyGOLo+Mr2LEHgOEiyzywfYIWDdMykYLDrJ81dY0JwXJJ8Ru3Y5RM82PI2/S5p30/wpbeS5+zPJ/g2QkrQJAFPSvCx3/NwrTNK3UOar5e/R2fytBHgDJDgDz2OtldxDaMHkeAtkX+vld/H+q3+ECvPsMtXWHmNXX+LFTb3GEnB49A/O1Iw3HfQUoL383B4l+BzlE/w6y8Ijvgye5NP8BXE1niWntR7fVpn1PtkZbape5S/pSvH+hBgL3nYWxIn+mY4Ua6DSPCG7YdZ0T/keJxd/4KVB1v5OCu3WqHvGEnB4BjuPPmcl4O0T9Jb1X4eEnxvcPW2cdiP7QmetY4SMvkZfBs1MIrY4lM975iIr9cHR/nbludoDwLsLX+FcgxxtGc9V8ZzKAneL/hPWOMJdmf+61b+r10/3sqjrBwjEQyO4c6ThIsv9Aa5RXth+8lBjXfhzL1kXvQc02fw8Sd6ezEEHxJVfgZfRwyMYoIXbnO+pTM6x6fZR/kll/VyBNjLY4ijy1e4J8lDSvAfZ2/FP8jWyf/b5otOokfaxfPVOLKaYHAMnx0RHHuednYBP0/xnji8vcHVyyGz0yd4u//Atn2cCX00wVpHCRlsuovZxw/8JF1EAIwitsJtzrcYJ3nM8WnWUX7JZb0cgXyCX4gdjn0I9P1mxKdY+QdW7mOFJ7PPsoT/BKu/0MqjrRwjEQx4ayk+tR7aWgiGvA3cG+QuYz9765+2uF4y7z6e4FnXG61ws7NL0kcTS9YJPpzTeGO0S/uOXRcYlRI8uMX+uFb2JBN8ROWw2uwhe3TocfSwUFuDdu1G2ZPJN5gRFL5k9xCrbuHa6JlWvt7G3zq1ju9FwePQPzsiQJLUliSg0V2JieoyCX6nT/DrhfBN+l0/xV/2CZ69ibiN4n7K/CW/pa/Hp3v5hN8ov+SyXo4AMeIY3gldvsI9Se46kF3aTEvmr7Ty8yiymrfrH2JJ/yMvrfh6FBAMjuUJHl/A3n0TT/C8WyDi7nzJvPt6guf36Pf1BD/3NClMfK3glgneo7J9Da4RW9r4dOzfllz5Xj7BR1QOq80ekuDzCX5wXw4uwRfs/wzr+4JC/zF0TQneblQO/bNTkkhPMNwF5iR4T0uf4ME2n+A9kud7jS/ERE679wk+E/xh+45ucg/9ndCDQxHHPmiy5PjVvQbak/6fNd7HVPj/iPW/oTK2r24CDz99euhEMLyqBH+bzeW/RMnvH/zcAoA+wGT28dENf6750AX2tER4+uZb8PjDKBHcOKf5BF9H7kNsiCc8T/g0uFG3iD2Br3dvRvlbc+dYHwLay3yC78Nrw4VjHxRZksame1ti563SUfpZE3hZReg11u/fGq6w7a7b1sAd55XOudB6PcH3BrmF00wfu3yUFzaMPt63e69N7tN7eUf4TO/fGeHv5CU5X/bP5DLBV8C2PSudMXyZm9a5pABfz5O+Zh/ll1zWyxEgPuXfwS/A7yASvCV1Nu8JVm638hAr1nXj7Vb/spVvsAP83VbPkvG91pgoF8j0fah1vveFgewAAe6Qr+oJ/hwRJzm/xxrn0fWzNzydZoIfQ673ppWETRyk7qFR/h6dydNGIJ/g2/hURw8iwZt1T7TyQCufbIUn8LdZ4Zv0j7DyTZac38OS97faddJ+ECAYjjzF7MeK09VKcr7MEzzndB8fR5wu4qubVnya5NCi0YQ9yt+aO8f6ECA+5RN8H1ZbXDy1HQJ9khnxWEviL7TyVivQm6zcYf1fbOXPH4KRJ2wDQZC3OXufYk4Yir0sTQl+Cb66+con+LGtAeuem9bRhD3KP2Z1cpcQyCf4EiodfYeS4P+32fpHK/b+Get/fWUsu3eDgJLIkgS0GwtOWwvJmS/ZzT1NllBQcMsEX0Kn3gduvU/wPTcC00z20NF741C3LEdGESA+8TFVfot+ELlDeYv+H5rdP2BvxfMFp5daebMVftHu4Vaw8U9bSdofAgTD/Ax+f/jqCf4tC6YguHEGMsGPgSefnrtp1Y3AHJ+fnT1BLulqENAZmPvC5NVYc0SzHESCt7vi51ty58ds/rCVW63weTxP7d9q5adtnA1O2h8C4JsJfn/4kpzzCX5/+JY0k4CJb3OJmMQO32iCH+E39UmXQIA9zM/gFwB4EAkeuy2H8wMoP6E1WML/drt+aiZ3IbLXmgNEgs+gtQeYzYffaf5MgFqCLzdf+S368X0B65633uEbTfCcl7kbh3GLU6KGAGeAPcon+BpClf5D+Qy+ZN7nWid/WpS0fwTyCX7/GPNnn6W/156bmUTCN/DzLfo5pLbHwa3nprX3RsBrRyYTvEdkv9dgnU/wCzA+5AS/YDkpshABEnx+i34heJ1i8Sd6O8WmRMLb+5ngexFb8ZEUZp/g1+8Q9twI+NnRTZJPuhoE9C5WfsluEO9DTvDfY2tZGhQHYTh79q5gePYoXQ6Apb5McMsn+HHs8Wne1qWeo9EncnT26J2bN8f7EOAMcC9GnTSAwMF8Bh9ttr18bOzL9t4Q4OCMPsXszZgTVbz0CZxEkk/w405B0sanexLxaMIe5R+3PiUiAvmOSUSko33IT/Ad5ifLjhAgYPUGwx1NeXZq8gn+arccn559i35t0ugT/Cj/1a789GbjASTfnl+wr5ngF4B2giL5BL//Tc0n+P1j7GdQgqeeI3hGnhBH+efmz/F5BPIb9PMYXeDIBH8BkrPsIGDlE/x+t/4yT/D5Fv343uDTvU/w8FJ6aZS/V2/ylRHgASQTfBmbZm8m+CY8ZzOoJ/iRIHc24OxooZd5guefLS2V35H5R6eGJ/JM8Ee3bVWDM8FXoakPZIKvY3M2I5Y8SOy9wfBscNnxQpc+wfPni+/YsS3noG7Ep0c/Ux/lPwe897nGfIJfiG4m+IXAnajYyOeQJwrB3pa1NMFj0GVk97agA1c88q4UNwMjvj/Kf+BQHYV5+QS/YJsywS8A7URFCIgErqT9ILA0SfMEn2/Pj+8JCZt3pXp8Gp4ePlkxyi+5rJcjkN+iX4BdJvgFoJ2wyEiQO2EY9rI0Ejw3UUsoE/w4avgy8a3nyXw0YY/yj1ufEhGBnn2MMmffzgR/9i6wAYCglYdoA8fOL0jSPI2PEjJLn/5H5zolfvy59wkev4e/l0b5e/UmXx2BfIKvY1MdOdhfsqtanAP7RGDpE+Y+bToV3c+zhfzmgsW8zGS+Y4HcuYuQsIlvPTet32p8vzYA2JON96UD/Ml6OQQ4A999ORXnKZ0J/jz3vbTq/Ay+hMqO+uwvFX7RVFGGyOR+1QQoSWMIkNi73qI3jH9gRLXx/9sR/uS9HAJ5Bpbjl2/RL8fu1CRJ8D1PO6e27lzPaSLAE3z+6edp7m2uqhOBTPCdQJ0JG0ExKRE4BQSU4NOnT2E3cw2LEMgEvwi2kxXKJ/iT3dqzW5gSfPr02W19LlgIZIIXElkTEPNpJ/3gVBAgsfd+i/5U1pzrSAS2EMgEvwXH2TcywZ+9C5wMAHqCT58+mS3NhYwikAl+FLHT5ScQZjA83f09t5Xhy8S3fIv+3HY+17tBIBP8Boq8MAQywacbnAoC+HLv38GfyppzHYnAFgKZ4LfgOOtG/h38WW//aS3e/nZan8HnE/xpbW2uZgCBTPADYJ04a/4d/Ilv8BkuL29az3DTc8k3EcgEfxOLc7/KYHjuHnB660+fPr09zRUNIJAJfgCsM2DNz+DPYJPPaIn4c/r0GW14LnUbgUzw23icc4tAmJ9XnrMHnN7aeYKnJCUCZ4lAJviz3PbqojMYVqHJgSNEAH/Om9Yj3Lg0eTcIZILfDY6noCWD4SnsYq7BI5Bv0Xs08vrsEMgEf3ZbXl0wCT6f4Kvw5MARIpAJ/gg3LU3eHQKZ4HeH5bFryif4Y9/BtD8igE/nl+wiKtk+GwQywZ/NVnctND+v7IIpmY4EgXyCP5KNSjP3g0Am+P3geoxa82nnGHctbW4hkD7dQifHTh6BTPAnv8XdC8xg2A1VMh4JAvkEfyQblWbuB4FM8PvB9Ri1frQZfc9jNDxtTgQqCHy49d+9MpbdicDJI8B/W0pKBN7N/jnHeyUMicApIWA+feOU1pNrSQRGEcgn+FHEkj8RSAQSgUQgETgCBDLBH8EmpYmJQCKQCCQCicAoApngRxFL/kQgEUgEEoFE4AgQyAR/BJuUJiYCiUAikAgkAqMIZIIfRSz5E4FEIBFIBBKBI0AgE/wRbFKamAgkAolAIpAIjCKQCX4UseRPBBKBRCARSASOAIFM8EewSWliIpAIJAKJQCIwikAm+FHEkj8RSAQSgUQgETgCBDLBH8EmpYmJQCKQCCQCicAoApngRxFL/kQgEUgEEoFE4AgQyAR/BJuUJiYCiUAikAgkAqMI3LB/yDAqc5T8N27c+Agz/BlWnj+4gEcb/9sGZZL9eBC4m5nKPyV55/GYnJYOIsA/UsozPAjaEbFzfklkP3OgNt9mdj3Gcu0rr9q+s0nwS4G1G4OftI151FL5lDtsBGx//7JZ+J62x9952JamdUsRsD1+lsl+su3xu5bqSLnDRcD290Fm3TfY/n724Vp5PZblW/TXg3vOmggkAolAIpAI7BWBTPB7hTeVJwKJQCKQCCQC14NAJvjrwT1nTQQSgUQgEUgE9opAJvi9wpvKE4FEIBFIBBKB60EgE/z14J6zJgKJQCKQCCQCe0UgE/xe4U3liUAikAgkAonA9SCQfyY3gzt/gmF/fvHqGbYcPlIEbH/vZaZzDt5ypEtIs2cQsD1+oO3va2bYcvhIEbD9vYuZfj/b49cd6RL2ZnYm+L1Bm4oTgUQgEUgEEoHrQyDfor8+7HPmRCARSAQSgURgbwhkgt8btKk4EUgEEoFEIBG4PgQywV8f9jlzIpAIJAKJQCKwNwQywe8N2lScCCQCiUAikAhcHwKZ4K8P+5w5EUgEEoFEIBHYGwKZ4PcGbSpOBBKBRCARSASuD4FM8NeHfc6cCCQCiUAikAjsDYFM8HuDNhUnAonAISJgP4xyt0O0K23aDQK2vxA/fnP2dHYJ3jb+s6z8uJUXWHmKlYfLC+z6cVZeaOWXuXb9723tp1r5RSsvsvJxbuxR1v7vVpB5upX31ljWV4+A4X83K19n5Xnr8k+tvjuWWL1oH03uuVZ+1ZXHXv3KckYhYPswfIa9rF3foTa16csz7AG55mvbj0VneL2X5LSnWvm7fhmm8zzPsP2837udS7ENf6AVfrLy/Viz0V+18p/X159h1//dyn2swPe/rPyp9RgO83grN6w8ygo63tPK/a28ysqHW+Gp4J9b+a5zwfMQ12n4/3UrT7PCflD+vZW/vnQfTfZ+Vn7dyntZuee63PUQ134ONhn+S88wN97fYoWfM/05YWXXeYYPLAfYngyf4fX5/miT/W9WOK9/z+3x2Z7hc3uCZ72faRv/WquhF1jR0/iftOun2NibrJDAf9DKp1qBGHuS9UM/ade/ZuWPWPkYKz9vfS+08i67fqKVT7OSdH0IsKd/l/1Y78mLrf3xa3OW7ONHmOzPWeHm7mFW3ml6f8vqpOtBYOkZfrSZ+3YrnxfMzjMcADmA5pIzjNns7TdbIXZ7OtszfFYJ3gLzq6z8tNv5z7frZ6zbH2D1q90YSf797K2d97b6HibHXaGIsfe1EmW4cbiPydxDjFlfLQK2T8+18lJmtX3gqfuzrfzHS+wjweFDrTzPyrOtPMd03dfqpGtAwPZ2+Axjpsn9WytfZpd3BrPzDAdArrtp+7TkDLPHX2Tl3xTsP9szfFYJ3m+8BWneBvoUK1+67udtnLetr6m42ydBxH7GCBL8F7I4puDBW7lJ14iA7S+fu/+QFYLFD1sd9wrrevaRm7lvMh2/z+r3t4JffKaVpGtGYOAMtyyNfpFnuIXWFY4NnuGWZWd7hs8ywZvjPNa84aut/HEL3LzdDr3Byi3T1eqFaz5fj/2M1sbubWP/z3T+BkxJ14PAOjA8zWbnm7Q8wUOL9tH28vutfC0KrP51q77XSiZ4ALlGGjzDLUujX+QZbqF1RWMLznDVsnM+w2eX4M1x+JzmCVZI7j/vvIJE/4Gufatdv8J4ftPqO03uoWHsV62NzK2h/xWunZdXjIDt011tSp7cSe6fZvv3TkxYuo+m7y9b+QPoWBNfrny9GllfPQK2H0NneMbCPMMzAF318MIzXDXznM/wWSV42+gPMi/4F1b+kpVXWft9KGvPeKrVf8XaD7Zyq13D83QrEGNfZv13tfIX7Pp3rLzYyo9buc36Hm2Fz92/xApvByddHwJ/y6b+PVb+mpV72r6wx/dam7NkH/kOxteYDv50h7dzb7fyI2t9WV0xArYHS89wzdI8wzVkrq9/yRluWXu+Z9iebHi6OYtiHvB1Vn63UO5pfTesfJcV3l7ny3ZPEC52fauVF1l5pZVfsvIoN/YZ1n6LFZ4ECBb30ljWV+9Xhv/LrcQ9fgZ7YXSrlaF9NH5uDn7QCvuOb/wrK3fPvb36vV3v4aIzrP2yvXuUlc2fya115hk+oBxg+/NyK8Nn2O0xD3H+z+TO9gzfWDu44ZEEAvaEwOfr7zBc3hERsbEHWP+Ft2etn7eF721j+dl7BO0A20v20WS4CeRGmC/ZJR0wArZX1TNcMzvPcA2Zw+yvneGWted4hjPBtzwixxKBRCARSAQSgSNF4Kw+gz/SPUqzE4FEIBFIBBKBYQQywQ9DlgKJQCKQCCQCicDhI5AJ/vD3KC1MBBKBRCARSASGEcgEPwxZCiQCiUAikAgkAoePQCb4w9+jtDARSAQSgUQgERhGIBP8MGQpkAgkAolAIpAIHD4CmeAPf4/SwkQgEUgEEoFEYBiBTPDDkKVAIpAIJAKJQCJw+Ahkgj/8PUoLE4FEIBFIBBKBYQQywQ9DlgKJQCKQCCQCicDhI5AJ/vD3KC1MBBKBRCARSASGEcgEPwxZCiQCiUAikAgkAoePQCb4w9+jtDARSAQSgUQgERhGIBP8MGQpkAgkAolAIpAIHD4CmeAPf4/SwkQgEUgEEoFEYBiBTPDDkKVAIpAIJAKJQCJw+Ahkgj/8PUoLE4FEIBFIBBKBYQQywQ9DlgKJQCKQCCQCicDhI5AJ/vD3KC1MBHaKwI0bN37YypvX5XesfptrP8CuX2bl9+900lSWCCQCV47Ajd/93d+98klzwkQgETgMBCyRv8Is+RyLAz8li6zvwXb9eut7l/qyTgQSgeNDIJ/gj2/P0uJEYN8IfK9NcJsl+kda+R4rT7LyRivPtEL/T1p5hZW/I0Ps+hOtvMDKb1p5mpX7ayzrRCARuB4EMsFfD+45ayJwyAjcZsa9x7rcbvXLrXyUlfez8jNW/rGVT7HyeEvk97DyALv+D1a+zsrDrbzJyuOsJCUCicA1InDXa5w7p04EEoHDR+BOe6v+azHTEvl/teqDrU1N+w1WfbgVkv//sfIjVqB/YoWE/yU0khKBROB6EMgEfz2456yJwLEg8Cpn6Nvt+hdc+512fRcrD7XySCsvsbIhuwF4iN0MvHLTkReJQCJwpQhkgr9SuHOyRODoEPjtDoufYzzPtmT+SeK15M4X9V6tdtaJQCJw9QjkZ/BXj3nOmAicGgL/xRb0hyypfyQLs/pzrHqmlYwvAJKUCFwTAvkEf03A57SJwKkgYE/ud1pS//u2nv9mNW/J32nlb1p/z9P/qcCQ60gEDg6B/Dv4g9uSNCgROE4ELLnzefx9LbG/8ThXkFYnAqeFQCb409rPXE0ikAgkAolAIjAhkJ+RpSMkAolAIpAIJAIniEAm+BPc1FxSIpAIJAKJQCKQCT59IBFIBBKBRCAROEEEMsGf4KbmkhKBRCARSAQSgUzw6QOJQCKQCCQCicAJIpAJ/gQ3NZeUCCQCiUAikAhkgk8fSAQSgUQgEUgEThCBTPAnuKm5pEQgEUgEEoFEIBN8+kAikAgkAolAInCCCGSCP8FNzSUlAolAIpAIJAKZ4NMHEoFEIBFIBBKBE0QgE/wJbmouKRFIBBKBRCARyASfPpAIJAKJQCKQCJwgApngT3BTc0mJQCKQCCQCiUAm+PSBRCARSAQSgUTgBBHIBH+Cm5pLSgQSgUQgEUgE/j/2XMrSycd/zwAAAABJRU5ErkJggg==" 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code>## Warning in kpss.test(diff(unemp_male_15over_ab, 1)): p-value greater than
## printed p-value
</code></pre>
<pre><code>##
## KPSS Test for Level Stationarity
##
## data: diff(unemp_male_15over_ab, 1)
## KPSS Level = 0.1949, Truncation lag parameter = 3, p-value = 0.1
</code></pre>
<pre><code>## [1] "p>0.1 infers no significant evidence to reject stationary null hypothesis"
</code></pre>
<pre><code>## [1] "we build a model with ARIMA errors"
</code></pre>
<pre><code>## [1] "we shift oil price 2 times and unemp 1 time, hence the length of the time series is different"
</code></pre>
<pre><code>## Error in eval(expr, envir, enclos): could not find function "Arima"
</code></pre>
<pre><code>## Error in eval(expr, envir, enclos): could not find function "tsdisplay"
</code></pre>
<pre><code>## Error in eval(expr, envir, enclos): object 'fit' not found
</code></pre>
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