2.1 Explore the data
dat <- read.csv(file="NDAQ.csv",header=TRUE)
head(dat)
## Date Open High Low Close Adj.Close Volume
## 1 2015-03-02 50.37 50.93 50.29 50.92 48.18684 761800
## 2 2015-03-03 50.90 51.13 50.21 50.60 47.88402 646700
## 3 2015-03-04 50.51 51.10 50.24 51.02 48.28148 987500
## 4 2015-03-05 51.04 51.04 50.40 50.78 48.05436 635800
## 5 2015-03-06 50.66 51.10 50.12 50.19 47.49603 742000
## 6 2015-03-09 50.26 50.85 50.01 50.70 47.97866 619100
date <- as.Date(dat$Date)
price <- as.numeric(dat$Adj.Close)
- Summary our data with six stastics index:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 45.66 55.31 64.82 63.25 69.72 81.85
- Seeing that the scale of price is quite large. And the median price and mean price are very close to each other. Now we plot the change of log-adjusted closing price with time, here we use log-price is because the difference of log-price is the log-return of Nasdaq, it has economical meaning.
![](data:image/png;base64,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)
- The blue line is the total mean of our data, and seeing that there is a very obvious trend that the adjusted closing price is increasing with time goes by. Maybe we can start by a random walk with drift and to see if the model fits well.
2.2 Fitting with random walk model
- The random walk with drift model is given by the difference equation:
\(Y_n = Y_{n-1} + \mu + \epsilon_n\)
driven by a white noise process \({\epsilon_n}\). This has solution: \[Y_n = Y_0 + n\mu + \sum_{k=1}^n\epsilon_k\]
- To train our intuition, we can compare the data with simulations from a fitted model. A simple starting point is a Gaussian random walk with drift, having parameters estimated by:
N <- nrow(dat)
mu = mean(diff(log(price)))
sigma = sd(diff(log(price)))
set.seed(20180301)
X1 <- log(price[1])+cumsum(c(0,rnorm(N-1,mean=mu,sd=sigma)))
set.seed(03012018)
X2 <- log(price[1])+cumsum(c(0,rnorm(N-1,mean=mu,sd=sigma)))
par(mfrow=c(1,2))
plot(X1,type="l")
plot(X2,type="l")
![](data:image/png;base64,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)
- It seems like that the left one is very similar to our data plot but the right one is far more different.
- Let \(y^*_{1:N}\) be the time series of Nasdaq daily closing values downloaded from yahoo.com. Let \(z^*_n= \Delta \log y^*_n = \log y^*_{n}-\log y^*_{n-1}\).
- Let’s plot the sample autocorrelation function of the time series of Nasdaq log-returns, \(z^*_{2:N}\).
z = diff(log(price))
acf(z)
![](data:image/png;base64,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)
acf(abs(z-mean(z)),lag.max=200)
![](data:image/png;base64,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)
- For ACF of log-return it self, it looks pretty close to the ACF of white noise. There is some evidence for a small nonzero autocorrelation. However, as our data length is 756, the number of lags out of the dashed line is far more less than 5% of the whole data, which makes these nozero lags insignificant.
- But seeing the ACF plot for absolute value, it’s obvious that \(z^*_{2:N}\) can’t be a white noise process as there are many lags out of the dashed line and it must be larger than 5% of N, which means it’s significant.
- In conclusion, random walk with drift model fits not very well to our data.
2.3 Fitting with ARIMA model
- We seperate data into training data and test data, choose last 10% as test data.
dat_train = log(price[1:floor(0.9*length(price))])
dat_test = log(price[floor(0.9*length(price)):length(price)])
2.3.1 Choosing p, q and d
- First we should decide the order of difference, i.e. value of d in ARIMA(p,d,q).
- Usually people will pick d no more than 1, so let’s start with d = 1.
t = seq(from=1,length=floor(0.9*N)-1,by=1)
detrend_dat = diff(dat_train)
plot(t,detrend_dat,type="l",xlab="t",ylab="difference of log price",main = "Detrending Nasdaq index with d = 1")
abline(h=mean(detrend_dat),col = "blue")
![](data:image/png;base64,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)
- It seems like there is no trend for one order of difference (mean stationary). We can fit our model under the null hyphosis with d = 1 firstly and then we can make some test to check this.
- We seek to fit a stationary Gaussian ARIMA(p,1,q) model with parameter vector \(\theta = (\phi_{1:p},\psi_{1:q},\mu,\sigma^2)\) given by: \[\phi(B)((1-B)Y_n-\mu) = \psi(B)\varepsilon_n\] where \({\epsilon_n}\) is a white noise process (i.e. \(\sim iid N(0,\sigma^2)\));\(\mu = E(X_n)\) is the trend; \(\phi(x) = 1-\sum_{i=1}^p \phi_i x^i\) and \(\psi(x) = 1+\sum_{i=1}^q \psi_i x^i\) are the ARMA polynomials; B is lag operator; \(Y_n\) is the estimator of log(Nasdaq adjusted closing price). NA \[AIC = -2 \times l(\theta^*) + 2D\] where \(l(\theta^*)\) is the log-likelihood function deciding by parameter vector \(\theta^*\) and \(D\) is the number of parameters. The model with the lowest AIC score implies the least prediction error.
Let’s make a table for choosing different p and q and there AIC score:
AR0 |
-4124.41 |
-4126.12 |
-4126.98 |
-4125.20 |
-4125.42 |
AR1 |
-4125.64 |
-4126.59 |
-4131.85 |
-4130.44 |
-4128.75 |
AR2 |
-4126.77 |
-4131.36 |
-4130.68 |
-4129.32 |
-4128.18 |
AR3 |
-4124.79 |
-4123.45 |
-4129.31 |
-4125.48 |
-4129.80 |
AR4 |
-4125.24 |
-4127.10 |
-4127.32 |
-4125.33 |
-4127.27 |
- From the table above, it’s easily to find that the two lowest AIC score appears at ARIMA(1,1,2) and ARIMA(2,1,1).
- The models on their right and below them have both larger AIC scores and more complex models (i.e. larger p and q, which can causing invertibility and stability problems). That’s not what we want, so we can exclude them.
The models on their left and upper have larger AIC scores with apparently differences. Thus, we can also exclude thinking about these models.
2.3.2 Regression on ARIMA models
- We fit and diagnose two models simultaneously.
price_arma12 = arima(dat_train,order=c(1,1,2)); price_arma12
##
## Call:
## arima(x = dat_train, order = c(1, 1, 2))
##
## Coefficients:
## ar1 ma1 ma2
## -0.9068 0.8424 -0.1131
## s.e. 0.0533 0.0655 0.0420
##
## sigma^2 estimated as 0.0001317: log likelihood = 2069.93, aic = -4131.85
price_arma21 = arima(dat_train,order=c(2,1,1)); price_arma21
##
## Call:
## arima(x = dat_train, order = c(2, 1, 1))
##
## Coefficients:
## ar1 ar2 ma1
## -1.0163 -0.1019 0.9587
## s.e. 0.0520 0.0397 0.0369
##
## sigma^2 estimated as 0.0001318: log likelihood = 2069.68, aic = -4131.36
- We can get our two models from above:
For ARIMA(1,1,2): \[(1+0.9068B)(1-B)Y_n = (1+0.8424B-0.1131B^2)\varepsilon_n\] For ARIMA(2,1,1): \[(1+1.0163B+0.1019B^2)(1-B)Y_n = (1+0.9587B)\varepsilon_n\]
- From the results above, we can see that from Fisher information, the confidence interval (i.e. standard error) for all the coefficients are quite small so that zero is not covered in it. In a word, they are all significant under Fisher information. Also we can see that both of them don’t have intercept terms, this indicates that the differences between adjacent log prices have a mean close to zero. \[E(Y_n-Y_{n-1}) \approx 0\] where \(Y_n = log(price\ at\ time\ n)\)
2.3.3 Test our models
- Let’s look at the roots for our models to check the casuality and invertibility
# AR root for ARIMA(1,1,2) is outside of unit circle
MA_roots <- polyroot(c(1, coef(price_arma12)[c("ma1", "ma2")]))
MA_roots # MA root for ARIMA(1,1,2)
## [1] -1.041512+0i 8.492627-0i
# MA root for ARIMA(2,1,1) is outside of unit circle
AR_roots <- polyroot(c(1, -coef(price_arma21)[c("ar1", "ar2")]))
AR_roots # AR root for ARIMA(2,1,1)
## [1] -1.106809-0i -8.864667+0i
- Seeing that all of the roots are just outside the unit circle, we can conclude that both two models can fit our data very well without stability problems.
2.4 Diagnostics
2.4.1 Seasonality
- Although we didn’t see any evidence of seasonality, people may suspect that the change of Nasdaq index may be affected by some seasonal influence and thus have seasonality effect. We check this under frequency domain.
spectrum_price <-ts(dat_train,frequency=250)
spectrum(spectrum_price,spans=c(3,5,3))
![](data:image/png;base64,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)
- Seeing that there aren’t any significant peaks in periodogram above, this implies that there is no seasonality effect for fitting our data.
2.4.2 Normality of residuals
- First let’s plot the residuals and ACF plots of two models.
par(mfrow = c(1,2))
plot(price_arma12$resid,ylab = "residuals",main = "Residuals for ARIMA(1,1,2) Model")
acf(price_arma12$resid,main = "ACF of residuals for ARIMA(1,1,2)")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd0AUZ97A8VmKICUQUERFjdi7p0axnDmNNRojNiwxF0siajQW1Jh4KsZONGcSY4tGz7sDewcLook1SoJRFEvEhhEBa0BQyr5/rO/e5Nll2TLLuvj9/LU7O/PMw8O03zxNpVarJQAAAAAA8GJzsHUGAAAAAABA0QjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYASdbZwAAAACwrhs3bpw4cUK+pG/fvo6OjrbKDwCYhxp4AABgr44fP67SMXPmTPNSS05O/vbbb995550GDRqUK1fO2dnZx8enRo0avXr1Wrhw4dWrVw1vfvHiRd3MGMnsPFvoxIkTwcHBderUKV26tLOzs4eHR6tWrWySE2s7ceLEgD/Lzc01I50vvvhC/o/z9vZWPKsW+uabb+Q59PDwsFVOSszRZeF1pkyZMsZfCkqXLl2lSpV+/fpt2rSpoKBAb4IfffSRsNWZM2fkK8yfP7+w9A8dOlRYPp89e1a6dGm9WzVr1qwYCkpuxowZ2hRWrlxZ5Pr5+fnX/9+DBw/M2GMxp69Wq6Ojo0eMGFG/fv0yZco4OzuXLVu2UaNGo0aNiomJUavVwvpPnz6tWLGipkAkNQAAgH0aNWqU7oNRrVq1CgoKTErn/PnzwcHBRT5yderU6cyZM4UlkpSUZPbD3IwZMywtC9MtXrxYNyf16tUr/pwUg8jISOEvzc7ONiOdiIgIeSJeXl6KZ9VCX3/9tTyH7u7uNslGSTq6LLzO+Pr6mnxFkCRJkpo1a3bz5k3dBEePHi2smZCQIF9h3rx5haU5e/bswvL5008/FbZV06ZNi6GgtH777TcXFxfN5gEBATk5OUVusnHjRu0eP/vsM5N2Zwxl0z937txf/vIXA//6+vXrnzx5Utjqyy+/1PxKDTwAALBLubm58ocqrUuXLgn1UQao1eqFCxc2aNBg27ZtRa68f//+Zs2aaZ6ATcvri+fatWtTp061dS5QMpWko0uR64x54uPj27Rpc//+fQXTPH78eGE/nTx50pKUlSootVo9duzYp0+far5OnjxZG8wb2OSLL74wfhemUjb9o0ePBgUFJSQkGFgnMTGxTZs2//nPf+QLP/jggzJlykgE8AAAwE7t378/IyND709RUVHGpKBWq0eNGjVlypTCmqrqysvL+8c//jFp0iR7j+GPHTumfUQGlFWSji7LrzOWuHnzZlhYmIIJnjhxorDLnTBIhKmUKqidO3dGR0drPvv5+Q0fPtzw+mq1evbs2adOnTJ+FyZRNv20tLS+fftmZWUVuWZeXt6QIUPk/xR3d/fx48dLDGIHAADslFA7IRcVFTVv3jwHhyIqKpYsWbJ8+fLCfvXy8vrjjz/0PuwuWrSoWbNm/fv3N5x+mTJlqlWrZngdjYCAAGNWU9Dly5eFJbt27WrXrl1+fn4x5wQlT0k6uiy/zghcXV0bNWokLFSr1enp6bdv33727Jnw0/r16+fOnevv72/SXgrz4MGDS5cu1alTR/cnC2vgFSmonJyccePGab+GhYWVLl3awPqPHj2aNm3aN998Y1JWjad4+osWLUpNTZUvKVu2bL9+/erWrXvt2rUtW7Zcu3ZN+1Nubu7HH3/8008/qVQqzZLRo0cvXLiQAB4AANifzMzMHTt2FPbrzZs3T548aXjErDNnzkyePFl3+XvvvTdkyJCWLVu6uLjk5ubevHlz/fr1S5YsefjwoXy1jz76qEuXLobHMHvnnXe+++67ov4U23jy5In8a82aNbt3726rzBSD/v37F/nCBUopMUeX5dcZXdWqVSssVM7Nzf3uu+/Gjx8vb7+Ql5cXFxc3cOBAk/ZiwPHjx3UD+NTU1OvXr5udplIF9Z///EebDXd399DQUGGFgoKC9PT033///datWzt27IiKihIONgtZNf28vDxhQL569ert3btX+wJ3+vTpffv23bdvn3aF06dPHz9+vHXr1pqvXl5eI0aMoAk9AACwP9u3b5c/V7m6ugqjbesOWiaYMWOGMA65h4dHXFzcunXr/va3v2l6XTo7O1erVm3mzJlnzpwRasDu3btX5C7siLOzs62zgBLLfo8uy68zJnF2dh45cqSmmbRcYmKihSn7+PhoPx87dkx3Bfk7hdKlSxfZ7VygSEGp1ep//vOf2q99+/b19PQU1lmzZo2/v3+TJk3eeeedNWvWKBu9Wzv9hIQE4UXwokWL5M2vPD09ly1bJpwvMTEx8q/vv/8+ATwAALA/QnPNbt26vfPOO/IlmzZtMtBe9/Lly7t27RIWbt26tV27dnrXr1Kliu4od//6179MyLEVPH36dMOGDcOHD2/QoIGfn5+zs7Ovr2/NmjVDQkKWL1+ud+wr7fxSixYtki8/f/68dtKmvLw8IzMgTGelnWsqLS1t4sSJDRo0KFWqVHx8vLCVWq0+cODARx991LBhQz8/v1KlSvn7+zdt2jQsLExvaCF4/PjxypUr+/btW716dS8vLycnJ19f37p16w4aNGjt2rWZmZl6tzJpcrUff/xx+PDhNWvWdHNz8/Hxady4cXh4uNDwVa82bdrI91JY993Q0FD5akFBQXpXu3Hjxrx58wYMGNCqVauAgAAXF5cqVaq0bt06JCQkIiLi1q1bRebHMPNK0gCzjy4zjmQN845A41l4nTFPx44dhSVC1GcGee233nHs5H2tW7Ro4eRkWjNtRQoqNjZW/qri/fffNykPL75z587Jv/r5+XXq1ElYp2rVqsIA9RcvXpR/rVOnDtPIAQAAO3P37l1HR0f5M83GjRt37twpPAnFxsYWlsK0adOElQcPHlzkfrXtGDVcXV3z8vK0v+pOIzds2DBl/mB91q5dW6lSJQMPi56env/4xz+ePXsm38rA/FJaubm5RuZBmM5KM9fU0aNHX3nlFe3C06dPyzf59ddfDbek7dKly5UrV/TurqCgYOnSpfLEdXl5eX399df5+fnCtkZOrpaent63b1+9KZctWzY2NtbwNHLCEVLYATBixAj5ai1atBBWyM7OHjdunOE+w05OTpMmTdL9Zxnzl1pSkgaYd3SZdyRrmHEEGs/y64yGMI1ckXPpCWGeJEkzZ8408FdLRkwjJyxJT08Xdtq2bVvtr59++qm7u7tuwVq7oLp27apduWrVqnqPvVWrVklFsWSaN6umv3DhQnk6QUFBelcTuku0bdtWWIE+8AAAwM5s2LBBXpnj7u7erVs3R0dHLy+vR48eaZdHRka++eabelP48ccfhSVjx44tcr+TJk0SOr1nZGSUK1fOhKwrIT8/f/To0StWrDC82h9//PH5558fPnx427ZtZs9EbarExMQuXboUVnkbGxvbq1evP/74w0AKe/fubdmy5Z49e5o3by78NHHiRO1MyIV59OjRmDFjfv3115UrV2pHfjLS3bt333zzzfPnz+v9NT09vWfPnr179zYpTTPk5uYGBwfv3bvX8Gp5eXkRERF37txZv369qbuwdkkayRpHsuEj0CSWX2fMk5aWJiypUqWKhWnWrVvX29tbW5N/8uRJ+agEubm5p0+f1n5t1arVkiVLjE9ckYJKTU2VtxV/99139b7AatCgwcSJE4WF3333nXxHlrBq+tnZ2fKvfn5+elcT2u3rjrRCAA8AAOyM0Fzz7bffdnNzkyQpODh47dq12uVbtmz59ttvS5UqJWz+9OnTn376Sb6kUqVKTZs2LXK/77zzjtAu1CZmzJhRZMyjdeTIkUGDBkVHR2uehps3b655PD18+PDPP/+sXc3Hx2fIkCGaz2ZHa2q1+uOPPy4sdrp27Vrv3r0NR+8aGRkZ3bt3P3funPzlyO7du4uMObW+++67Fi1aFDkBlVxBQUFISEhh0btGZmbmunXrjE/TPF999VWR0bvWv//973fffbdz587Gp2+9kjT16LLkSNbL8BFoKguvM2YT+jw7OTl16NDBwjQdHBxatmypTfn48ePyAP7s2bPy2LKwPh2FUaSg4uLi5F8LC/VbtGjRokULYeH27duVCuCtmv7YsWPfe+897VdNKem6evWq/GvlypWFFQjg7cCNGzeEiRn79u0rtFQBAOAl8dtvvwnhd0hIiPaD/Hnx4cOH+/bte/vtt4UUbt++LUxS3axZM2vUMe7YsaPI0acCAgI2b95sfJonT56cM2eOsLBWrVrdunVr2LDh1atXDx06dPToUfmv+/btW758+ahRoyRJat++ffv27SVJCgsLk4dY5cuX/+KLL4zPhl6JiYm6k2Bpffjhh48fP9Z+dXJymjBhQvfu3StUqJCcnPzdd99t3LhR+2t6evqYMWPkS4TWp87Ozh999NGbb77p5eV19+7duLi477//Xh6EhIeHDx061PgpvlasWPHDDz8IC+vWrdu2bVsHB4djx479+uuvRiZlifz8fOEfUbp06Xfffbdp06avvvrqvXv3YmJihOEb1q9fb1IAb72SNOnosvBI1svwEWgSy68zZsjNzV21apXQCWLAgAGKTDPZunVreQAv/0k+gl3t2rVNarCjVEHJA3hHR0ftcAYlibe3t+GJSyRJ+uGHH4Q+FK+//rq4knkt+F9wJh12rq6ulStX7tu378aNG03q51NsdIdtzM7ONiMdw722XgRG9k8rBsePH+/Zs2ft2rVdXV2dnJzc3d1btmxpq8xYQu9oQDNmzDByc8VPJTN6bWnFxcUVls+nT5+6urrq3cpwry2lCkpu+vTp2hRWrFhR5Pp5eXnX/t/9+/fN2GMxp19QULBnz54PP/ywXr16vr6+Tk5OZcqUadiw4ciRI6OjowsKCoT1c3JyKlSooCkQX1/fe/fuWbJ3Wx0h1mDVa7Lmcqpggi+U8PBwedF5enpqb4vPnj0TLlwDBw7UTeHUqVPCkTBx4kTLM6bbB94Y1apVM2kvuo+/77333pMnT7QrFBQURERECOHWa6+9JvQ9FpqJFtkvVy/dq7okSQ4ODv3791+wYEFkZOSyZcvu3LmjVqt/+eUXYbUdO3YIqQnhnEql+u233zQ/PXnyRHjD8vXXXwub69Zax8fHa381/IyRl5f32muvCZvPnz9ffk376quvdINYxfvA6w4wtnfvXmFzYXCvRo0ayX81/JdaXpLGMOboUuRINv4INJXl1xktYWVXV9cWOpo3bx4YGKg7XH+DBg0yMjKEBM14mtq1a9ehQ4e0X0uXLi0fU2DQoEHan4YOHapWq43vA69UQclPwCZNmhgoT13VqlWT78WSPvA2SV8rMzNTGMHO398/JydHWI1R6KWcnJybN29u2rSpX79+LVq0sHxIT9i7L7/8slWrVtu3b7948WJOTk5eXl5WVpa80sCOCI2aNKKiotRqteL7svappHfQVI0zZ87k5ORYkrhSBXX16tUFCxZoPgcEBPz9738vcpOtW7dW/X/CsL2KUDb9xMTEpk2bduvWbeXKlefPn793715eXl5GRsbZs2eXLVv21ltvNWzYUHgT7+LiMmnSJM3ne/fu6Y4cphSrHiF4cajVauGEfeedd7QvaJydnYUuyjt27NCdB0h3UGsvLy+lc2oVGRkZQu1rs2bN1q5dW7p0ae0SlUoVFhb2wQcfyFe7fv26bvWyNfj5+cXHx0dGRk6ePLl///6hoaGa6feEluedO3fu0aOHsO2UKVNq1Kih/apWq7///nvN59TUVOGCrDvNVefOnTUvFrVSUlKMzHZcXJwwCfb48eOnTJkij3XHjBkzdepUIxM024ULF+RfAwMDdWvXhUf8e/fuGZ++tUvSSNY7kgs7Ak2iyHWmMDk5OT/pOHXqVHJysjCxZefOnQ8cOKDUABbNmzfXji2fnZ195swZ7U/yGnjhJZRhShXU7du35SegbiP2l8Hjx4+7dOmSkJAgXzht2jTdM5QA/k/i4+PbtGljYLIKlHjXrl0rhttz8cjNzZU3PtS6dOmS/KptDdY4lQyEZ/IbjxmUKii1Wj127Fhtu9zJkycXOY2qWq22vM1qsaV/9OjRoKAg4dYiSExMbNOmjXA7/+CDD8qUKaP5vHz5ct2KOEVY7wjBC+Xnn3++fPmyfIm2uaber1lZWbt37xYS0X03Zy8d03RDl/DwcL2N/6dOnSpMBKU7bp81LFy4UAgvNYS20G+99ZbuOo6OjkKweuTIEc0HoT5QkqSxY8cOGzbs8OHD8ibTiYmJGTLGD1ggr5yU/vzmUe7jjz+WR5jWMGDAgHQZ3QtmTk6OML63Se+arV2SRrLekVzYEWgSRa4zFlq9evXevXsVHCPTzc1NXjLam2ZaWpq807XhSSIEShXUnTt35F8V6TJgX1JTUzt06CBcJ0NDQ/V2GCGAF928eTMsLMzWuYDNHDt2TOgYab/279+fkZGh96eoqChr713xU+nEiRMFBQWF/WRJykoV1M6dO6OjozWf/fz8ihzyR61Wz549W7cpr1KUTT8tLa1v375ZWVlFrpmXlzdkyBD5P8Xd3X38+PHaXI0ePbqwf6UlrHeE4IUivB7y9vYW5tF94403hEde3RPZx8dHWGIvzayEbthOTk660whrVKlSpX79+vIlht++KULTdFl3eX5+vvA+9OOPP1bp880338hX00wAJklSmTJlhBGbc3Jy1qxZ065dO19f3+Dg4JUrV964ccPsnMuH4JYkKSgoqHz58rqrlS1btk2bNmbvxRhubm5lZLy8vPLz8y9durR58+bw8PA+ffrUqFHj4MGDZqdv7ZI0kpWO5MKOQFMpcp2xUGho6OjRo5W9NMlr17UBvLzdnI+PT82aNY1PUKmCSk9Pl3999dVXjc9DCRAXF9e4cWPhKtSzZ8+vv/5a71utlyKAL6yrSdWqVfUOhLh+/frU1NTizydeBMJ7REmSdu3alZmZaaBy74Wlt1m4RlRUlBkRlG1PpQcPHly6dEnvTxbWrypSUDk5OePGjdN+DQsLM1xL8+jRo7Fjx8o7zCtL8fQXLVok/DfLli07evTopUuXhoWFVa1aVf5Tbm7uxx9/LK8UGj16tLaJ8smTJ60xjLP1jhC8OPLz84WHv+DgYOH64+jo2KdPH/mS6OhoYQBh3Sapt2/fVjSnzxkzD/xvv/1mfILC28bXXntNqJyUCwwMNLCtNVSuXFlvy6OHDx/KZ5kyXnZ2tmZEcQcHh8IuaJmZmdu3bx8xYsRrr71Wr169iRMnmjHanDBxl1B0csLlznouXboUERHRsWNHDw+P2rVr9+3bd+bMmVu2bLGwNbu1S9JIVjqSCzsCTaLUdcZCubm53377ba9evRTs9qg3gJe/427ZsqXx4z4qWFDCCVjkSG8lRn5+/qxZszp06HD37l358smTJ2/evLmwk+KlGIW+WrVqhT295ebmfvfdd+PHj5dXuubl5cXFxQ0cOLC4MliE/v37K/I2EcYQeubUrFlTPs2GHcnMzNyxY0dhv968efPkyZMmtZKSXoBT6fjx43Xq1BEWpqamCh0XTaJUQf3nP//RZsPd3T00NFRYoaCgID09/ffff79169aOHTuioqKM7y9nDKumn5eXt3LlSvmSevXq7d27V9vIbfr06X379t23b592hdOnTx8/flz7rODl5TVixAjt0Mdz5879+9//bvxTgpGscYTghRIXFye8SDp06JDujEdCZc7Tp0+3b98uH5OiYsWKpUqVkjcYtlLPDsUJ1XHaESL1qlixovzrgwcPrJInmcI662pnnzbDvXv3PD09JUkaPXq0q6vruHHjDEwSduHChQsXLixevLhjx47r1q3TW4uulxBRGNiwGBr3ZmVlzZgx48svv7RGYyXJyiVpJCsdyYp0F1fqOlOYevXq6U5O8ezZs5SUlJ07d06fPl0+1eLBgwfPnTvXsGFD0/6GQsgD+JSUlFu3blWqVEn+aGfSk6GCBSWM4/CSBPAZGRkDBw48cOCAfKGLi8vq1avlwwrqeikCeAOcnZ1Hjhx58+bN+fPny5cXOekLXhK6w4Hai+3bt8vjN81w+vJbdWRkpKkBvAHWO5V8fHy0femPHTs2bNgwYQX5jad06dIFBQUmdYJQpKDUavU///lP7de+fftqHjfl1qxZI4zEoyyrpp+QkCA8fy9atEj+FOvp6bls2bJatWrJB+CJiYmRPyu8//772gD+t99+2717t+4QVmaw9hGCF4pue5nr168b84ImMjJS/rzo6ur6+uuvy6efuHDhwvXr13XHIRds375dGFfiq6++atKkSZEZUMorr7wi//r7778bWFl4tta9LhUb3Wkg+vXrV6lSJWO29fDw0H4eNmxYSEhIVFTU999/f+LECQM1kwcOHGjRokVCQoKREZ18L5IkCbVhckJVoeLUanWfPn10x4F3cHCoXr1606ZNO3bsmJ6ePmXKFEv2Yr2SNNKLfCQrdZ0xSalSpQIDA8eNG+fq6jpy5Ej5T2fPnlUqgC9fvnzVqlWvXbum+Xrs2LE+ffrIu9qZ9GSoYEEJjRZfhtt0QkJCcHCw0F2lSpUqW7Zsadq0qeFtX4om9EXq2LGjsKSwV8VqtfrAgQMfffRRw4YN/fz8SpUq5e/v37Rp07CwML3TUAkeP368cuXKvn37Vq9e3cvLy8nJydfXt27duoMGDVq7dm1h70G/+eYbefcw4R4j+PHHH4cPH16zZk03NzcfH5/GjRuHh4cb04y5TZs28r0U1n03NDRUvpruazaNGzduzJs3b8CAAa1atQoICHBxcalSpUrr1q1DQkIiIiIsH5/cvJI0YP78+Zq/SBim+/z589o/Ni8vT3fDp0+fbtiwYfjw4Q0aNPDz83N2dvb19a1Zs2ZISMjy5csNjOL20UcfyUtSO91lWlraxIkTGzRoUKpUqfj4eFP/EC3hqtqtWzdhBJpNmzaZ16DRAONPJePJ7yV6OzLIm361aNHCQBs8vRQpqNjYWPmrCmGCnxJAmJLUz89Pt7Ni1apVhXGDLl68KP9ap04d+biy8lcelrDeEWL22S1n9jVZy8L7TkmSnZ29detW87aNjY0VaoHatm0rrLNq1aoi09mwYcOxP1M2qimSsLvr16/rvTdpCI3ztWNJFj/dQQd69OjxhXGEbHt4eAwfPvzYsWOpqalr1qwJDg7WHZVN49atW3PnzjUyh8JekpOTC1tTPtxXkQqrQjfQQioyMlKI3nv06BETE/Po0aNLly7997//HTJkiCK1C1YqSSO9sEeystcZM+i+2hZuwRYSWtGfP39eO7qNo6OjninHC6FsQZUtW1b+tRiaC9nW1q1bW7duLUTvHTt2jI+PLzJ6lwjgNYTBPCRJ0jvk49mzZ9u0adOpU6elS5eeO3cuPT09Nzf37t27v/zyy6JFi9q0adO1a9fCerKp1epvv/22UqVKI0aM2Lx589WrVx8/fpyfn3///v2kpCTN5TggIOCbb74xu7lURkZGv3793njjjdWrV1+5ciU7O/vBgwe//vrrzJkzGzZsaMl4JybJyckZP358YGDgp59+GhUVdeLEidu3bz979uzmzZvHjx/fuHHj5MmTAwMDJ0+ebOBKbUAxlKTx1q1bV6NGjf79+69evToxMTE9PT0vL+/+/ftXrlzZuHHjyJEjX3vttenTpwuTghhw7NixGjVqLF68ODEx0fitdKWlpQkNckJCQoSBQO/evXv48GGzd6GXkaeSSeR3mkuXLun2fDO76ZekXEF9+eWX2s9Vq1b961//alI2XnxC27bAwEC9o6pUr15d/lX3OUb+xv3QoUOK9K600hFi+dmtyDXZkvtOybNr1y55y1KT5Ofnb968Wb5Et4HiokWLdIdBkUtPT5f3E5Ekydvb28hqZKU0atRI/jUvL0+4iGnduHFDaAOlVCWeGUqXLi20kTZc1Mbw8/MbMmTI1q1bMzIyoqOjQ0NDhUpdSZL2799vZGpCM4qTJ0/qrWl/+PChSWPiFFaTb6B5mtCrq0uXLtu3b+/SpYu8/kbZs17ZkjTSC3skK3udMYNubwVlG30IAbz8HXfjxo0Le4mjS9mCEgJ4y6t/XmTx8fEDBw7Mzs6WL5w6dWpMTIyRL6cI4CVJ34lRpUoVYUlsbGybNm0MX7X37t3bsmVLvWM+T5w4sciRJB89ejRmzJgRI0aYMVjF3bt3//a3v23atEnvr+np6T179iyGfgG5ubnBwcH//Oc/DQfPeXl5ERERQ4YMMWMX1i5JI+Xn54eGhr7//vuGWxP88ccfn3/++ZtvvmnMHK2JiYldunRRZLjRDRs2yCuN3d3du3Xr1qlTJ2Gi48jISMv3JWfMqWSqunXryrtCCZ3wc3Nz5YN2mhrAK1JQqampMTEx2q/vvvuu3q7dDRo0mKhDwamnrZq+cJvRfVOjIdQp6fZh69+/v7ziSDvDsyUUP0IUObsVuSZbeN8peQyMN2kMYbClevXqdenSRb7k6dOnXX+etdYAACAASURBVLt2LWz87WfPnvXu3VuoF+rbt6/iQzkY9sYbbwhLpk+frvdmN2vWLOEF05tvvmnFnBVFeLMZExOjN9u3b98+KqM9toODgxvLLFmyRLuJq6tr165dly1bdvPmTeFvNH78CyF72dnZERERuqstWbLE8EBlQvSVkJCg2xj4+PHjBl5fCm2XWrRoIbwwzczM3LJli4E8GGbtkjTSC3skK3udMYNu/ZZwC7aQPIA/c+ZMbGys3p+KpGxBCQF8CZ7SOy0tLTg4WLgsrFmzZu7cuSbMZlrk4Kj2SGiWU69ePcPrC5NdOTk53bp1S75CcnKy7svIwpQtWzY1NVW++a5du4z9f0iSJEmrVq2Sb/7111/Lf3V3dxfyn5+fr3sdLJKXl5c8EeGkLWzg3BEjRshXa9GihfxXU2ec3rt3r0l/qYUlacDBgwc1AY/QcMXHx0cbC+Xl5WnX/+yzz0zKSefOnfPz8+V7HD16tHyFJk2atG/fXthKM32OGeQNlSVJ6t+/v2a50LTb29v76dOnBtJR/FQS/mpJkhISEuQrzJs3T1hh165dXbt21X6dOnWqfH2hl0FGRobw8rhp06bWLijhHnb48GHDpSRXrVo1+bafffaZ8dsWZ/oPHjy4JnP37l29qzVo0EC+u48++kh3HXm/m/r165uak2I4Qiw/uxW5Jlt439FcTk0t3hfZvXv3hGbDmre0BgwdOlS+vkqlSklJka9w8uRJ3QemV155ZcGCBfI1Hz169P333+tOraRSqYSrdFJSkrCOMaPQm0p3BvXBgwc/efJEu0J+fv7nn38uRH2VK1cWrmMTJ06Ur1DkFV4v4apu4JK7ceNGIduRkZHCOtnZ2UIL3gEDBmh+EuaHDwgISEtL093LmDFjhL9a+5PhZ4ycnByh7kulUn3xxRcFBQXadb799lvdA0Y4cz/99FNhhQkTJuTm5mpXOHLkiO6rbfnTlNBUoV27dvIrTHZ2tm79R8WKFeV5MPyXWl6SxjDm6FLkSDb+CDSGNa4zahOfpnSrtXv06CGsY97TlOan/Px8+ct9+SEdFRWlTcHwvVLxgsrKypIPX9+zZ0/DqQmMf9rZtGnTiD+7evVqcaY/YcIE4V8zduxYk/5YtVr9sg9il5ubu2rVKuFKN2DAAGGI0Q8//FBeL+rk5DRhwoTu3btXqFAhOTn5u+++k9+W0tPTx4wZI1+iHbdJw9nZ+aOPPnrzzTe9vLzu3r0bFxf3/fffy9+uhYeHDx061PiX+itWrPjhhx+EhXXr1m3btq2Dg8OxY8esNwuIXH5+vhDAly5d+t13323atOmrr7567969mJgYIQJfv369cCMxzHol2b59e038HBYW9vPPP2uXly9fXvetxMmTJ+fMmSMsrFWrVrdu3Ro2bHj16tVDhw4dPXpU/uu+ffuWL18+atSowjKQmJgoHw/ZEr/99pt8Sk9JkrRtwkNCQtauXatd/vDhw3379r399tuW79TIU8k8rVu31lZxC7WR8urW2rVrm9QZVamCiouL0352dHTUDmdQknh7exc5JOwPP/wg9NPT25WuZcuW2v9aYmLi3bt3FelnodQRosjZrcg12cL7TsmzadMmoRauZ8+ehjfp0aPHmjVrtF/VavWGDRvkD08tWrSYNWuW8Mrm8ePHU6ZMmTJlSrly5V599dW7d+8W1htz9OjRNjnfP/vss+joaPmS9evX//TTT2+99VaDBg2uXr0aGxur2yjj008/1TvfZ7EJDg6Wj54lSdKgQYPi4+N79OhRuXLlP/7449SpU0uWLJFfRlQqlTYOfPvtt+X9F1JSUoKCgkaOHNmoUSNPT8+cnJzbt2/HxMQIb1SN6U2q4eLiMmbMmBkzZmiXqNXqsLCwdevW/fWvf1WpVMePHzcw/bhW7dq1hSWLFy/es2dPixYtHB0dz58/X2R7mYCAAPmIbocOHWrfvn2fPn08PT0vX768bds23fdEJrF2SRrvBTySrXGdsZyyNfAODg4tW7bUjrMgb4dofDNGxQvKzc2tZcuW2lunZmBFvZ31LHTy5MkVK1bIl7z//vsGpo1UNv2cnBzdaXQPHjxY2JhiGh06dJg9e/afFpka8dsF4RGtsMmrAwMDdUcBadCgQUZGhjw13allduzYIexReOBTqVS//fab5qcnT54Ix9/XX38tbK471mh8fLz2V8NvUvPy8nRHzZ0/f778nfFXX32lG8QqXgOv285TqGBX61RsNmrUSP6r4b/U8pI0hjHvjHUDuffee0/+zrigoCAiIkIo89dee03+Dl737akkSQ4ODv3791+wYEFkZOSyZcvu3LljUuY1wsPD5Wl6enpmZ2drfnr27JlwdgwcONBAUsqeSnr/amPeGR86dEj7tXTp0s+ePdOuL+/FOnToUHVR74ytUVDyE7BJkyYGylOXvdTAFykzM1MYwc7f3z8nJ0d3TSHI/O9//2vSjqx9hFh+dityTbbwvqMuiTXwQgtnTaRheJOsrCxhZOPXX39dWCcvL2/w4MGS6dq1a5eZmSmkVjw18Gq1+pNPPjEptz169BDaiaiLvQZerVYfPHjQpCfyTz75RLvto0ePzBhuYP/+/doUimzll52drRt+F0l4mrp3757xvYi15E9T8pcIRipfvrw8D4b/UstL0hhGHl2WH8nK1sBb6TpjUg18QUGBcINo1aqVsI4lNfBqtfrzzz/XLduAgAB5CobvldYoqFmzZsl/NaZiXMv4px3hyJT+/2VB8aRfWMc6w0JCQoS9vBR94HNycn7ScerUqeTkZOHtUefOnQ8cOCCcZsKbks6dO+uODzllypQaNWpov6rVam3fTk2zRvnKLi4uwuadO3euV6+er0xKSoqRf11cXJzQMWn8+PFTpkyR3yPHjBkzdepUIxM024ULF+RfAwMDdWvXhUd8Y3qGa1m7JI2UkZEhtCNo1qzZ2rVr5VcllUoVFhYmzOl1/fp13Uo5OT8/v/j4+MjIyMmTJ/fv3z80NNTf39/U7Kl1WnS/88472vl7nJ2de/fuLf91x44dxs8WbuGpZLbmzZtrRw7Pzs4+c+aM9id5/apJfbeUKqjbt2/LT0ChTf5L4vHjx126dBHqpqZNm6Z7hkqSJLxmFmqzzaPUEaLI2a3INdnC+07Jc+PGjSNHjsiXvPXWW3oPMDk3NzdhaozTp08Lo385OjquW7fO1H4T/fr12717txlxmlJmz55d2GQxujp16rR+/fpi7quvV/v27ZcuXWpkTkJDQ+VvqV555ZUNGzaYNDv0hAkTdOdGMcDV1XXnzp1F3nlr1apl4FcfHx+90ZFclSpVdFuPa40ZM8bwQFaurq5Ca+S7d+9qBxIvUjGUpPFeqCPZetcZk6hUKqH/VFJSklrRQZ303g2Nr363UkEJQxuYNFqkvZA/n1jC9lfzF8fq1av37t2r25hTeL7Ue811dHQUglXtka17gx87duywYcMOHz4sbzKdmJiYISNMZGWAvOpJkiQXF5dJkybprvbxxx8L770UN2DAgHQZ3RqknJycnTt3ypeYdD2ydkkaSTcIDw8P11ulMHXqVGHCqh9//NFAygsXLhRecJjh559/Fob2FcZUF75mZWXt3r3bwp0KCjuVzObm5iYvGe01PS0tTT6dj0kj2ClVUHfu3JF/VaTLgH1JTU3t0KGDcJ0MDQ0trMOI0L1TKEDzKHWEKHJ2K3JNtvC+U/LoDiRZZHNNDd0XHxs2bBCWqFSq2bNnnz592piRsZo0abJjx44NGza4ubkZkwErcXR0XLly5erVqytWrGhgNW9v7zlz5kRHRxs/noK1jRw5cvfu3YYbrDZq1CgqKmrZsmVCqNayZcuffvpJGHpQLx8fn6VLl5o6Lo8kSTVq1Dhy5EhhM4k4OzsvXLiwyIBz3Lhx06dPL+zXoKCgQ4cOGagD9/X13bt3r1Djp9WoUaMjR44MGzZMvrCgoOCrr74ynCu5YihJI71QR7JVrzMmEZ4GHzx4ILQZtFDz5s11R3Mw/iHKSgX1+uuvy4eys2SkxheWgfkpTUIA/z+hoaG6w5vn5+cLL0s+/vhjlT7ffPONfDXNwDaSJJUpU0YYsTknJ2fNmjXt2rXz9fUNDg5euXJlYWPeGkM+wLIkSUFBQbrzT0iSVLZs2TZt2pi9F2O4ubmVkfHy8srPz7906dLmzZvDw8P79OlTo0YNS2azs3ZJGknovOrk5KQ7IbZGlSpV6tevL19ioPucpvG85dkTapW9vb2F7L3xxhtCaG35iKkCvaeShYRZTzQf5D3YfXx8dIeYMkCpghJmSnv11VeNz0MJEBcX17hxY+Eq1LNnz6+//rqwhrKOjo7y4XMsnzJXQ5EjRJGz2/JrsuX3nZJHOGGdnZ3lIxca0L17d+FQLGxSiWbNmsXGxp4/fz4iIqJTp061a9d+9dVXHR0dX3311cDAwG7dus2aNSs+Pv7nn3/WfQa1CZVKNXTo0KtXr2rmT61Tp46vr68mwzVq1AgJCVm1atWNGzc+/fRTE0Y2LhZdu3a9ePFiZGTk4MGDa9So4eXlVapUqcDAwHbt2n3wwQc//vhjQkKC8ApVq2bNmjExMYmJiZ9//vmAAQPatm1bvXr10qVLv/LKK3Xr1u3YsePQoUP//e9/X79+fdSoUeZ1oK1evfrhw4d37NjRr1+/wMBAV1dXTeLjxo07e/as3vdxApVKFR4e/uuvv44YMaJWrVru7u4uLi6VK1fu0aPHf//736NHj1atWtVwCk2bNr1w4cI333zz5ptvVq5cuVSpUgEBAT179oyKivr555+bNWv2+uuvC3eozz77zKT3ocVQkkZ6cY7kYrjOGOm9994TligbwLu7uwvzJkqmBPBWKihnZ+eRI0dqv+7Zs0d3Xlh7p1QAX6I6yGlZ0nD3zTfflPdUtOTQefz4sSYR4RlLr7p1606YMOHMmTO6f47hvkzCZJhDhgwprFg+/PBD+ZrWGIVe4+LFiwsXLuzQoYO2QXJhTBo31fKSNEaRvbbkFxdJkqpXr24gtV69eslXbtmypfYnof/Sa6+9Zl6G5fLy8oS2f3qPB2HXLi4uDx8+1JuggqeS3l1LRvfakvca0nbTkjdC7tatm2ahMX3gFSwo+Vh3kuk9uu23D3xeXp7e2unJkyfL52vQS95FvGbNmibt16pHiCJnt+XXZEXuOyWvDzwAoGS7c+eOfITCJUuWWG9f2gEUz507Z1/pP3369KWogdc7VsTTp0+vXr365Zdfenp6ylc+ePCgfATUhw8fmr1fbQfv0aNHf/fddx4eHgZWvnDhwuLFixs3btypUyeT3qEK85HqrerRKIbGvVlZWWFhYXXr1p08eXJsbGxOTo6y6Vu1JI0kVCwL7YEFQpOwwoYyliRJke7icXFxqamp8iWHDh0K0iGftFySpKdPn27fvt2Y9C05lSwkf8GUkpKimaBb3r3ZpPbzChaUMI6DSb0K7VdGRkbXrl1nzJihltX3uri4/Pvf/16wYEGRlSTydgpKvV9X5AhR5Oy2/JqsyH0HAAD74u/vP2DAAO1XoY5EWdpGu1ZqO2m99KOjo1/eaeQ07bXGjRvn6uoq1LqcPXtWW4WiW4fcr18/I0fvlMeZw4YNCwkJiYqK+v777zWjERa21YEDB1q0aJGQkGBkRCdEs3fv3i1szbS0NGMSNJtare7Tp4/uOPAODg7Vq1dv2rRpx44d09PTp0yZYslerFeSRhL6X8nnetElRIlCiKs4oVGTJEnXr18XxtPSKzIy8u9//7t5OzXyVLJQ+fLl5fMPHTt2rE+fPvLZZUwK4BUsKKEb89OnT43Php1KSEgIDg4WuqtUqVJly5YtRs4zJC+lItvpGEmRI0SRs9vya7JS9x0AAOzLuHHjtMO4JiQknDp1qnnz5tbYkab1vr+/v+GX9S9g+suXL395A3itHj16CFGHvNrQx8dHd335vETG8/DwGD58+PDhw9PS0vbs2bNr1679+/frHTX01q1bc+fOXbRokTHJCkOVGuhcIR/MqUgFBQV6lxsYsTwyMlKI3jVl26ZNG+0z5Zdffml8HgpjpZI0kvA64Pr163l5ecJwVlrCMKSGx5W1UHZ29tatW83bNjY2Nj09XT52iBkMn0qWa926tTY8O378eJ06dbT/dEdHR71TjuulbEEJhWagkUXJsHXr1nfffVeYk7Zjx47//e9/jT+85aUkDGxhCcuPEEXObsuvyQredwAAsCONGzcePHjw+vXrNV/nzp1rZCtR46nV6s8//1wz9OygQYMUH+LBqunHx8fv27fvpWhCb5hu+0Z5rUjp0qWFFyfCyNVm8PPzGzJkyNatWzMyMqKjo0NDQ3UH1dy/f7+RqQmjUJw8eVJvrc7Dhw9Nmo+hsFqjxMTEwjbZsWOH/GuXLl22b9/epUsXeY2QJfNq6FK2JI3UqFEj+de8vLwDBw7oXfPGjRtCcSlVHa3Xrl27/vjjD/O2zc/P37x5s4UZMHwqWU4YpezEiRPar40bNzZ+PidlC0oI4C1p/Pzii4+PHzhwoBC9T506NSYmxqSXU/IA3sLXRnKWHyGKnN2WX5Otcd8BAMAuLFy4UPs8v2PHDmVrg7Zt21a7du0ZM2ZIktSwYcNp06YpmHgxpK+ZXJMAXsrLyxOWCI+nwmwiMTExeptt3759+6iMtulmcHBwY5klS5ZoN3F1de3ateuyZctu3rwpzF5jTGtevdnLzs6OiIjQXW3JkiVCz0yBEH0lJCToNgY+fvy4MEqz3MWLF+VfW7RoIbxzyszMtGROCGuXpJHeeOMNYcn06dP1HhKzZs0SZkc3Zo4is+k2CzeJ5WPRF3kqWUgenp05cyY2NlbvT0VStqCE+PP+/fuWJP4iS0tLCw4OFi4La9asmTt3rkkjA2dnZ8tHx7BSAG/eEaLI2a3INdnC+w4AAHbK399/1qxZ2q9z585VMPFjx45dvnxZpVINHz780KFDig9dZNX0z507p2mPQACvp8+qEHX07t1b/vX06dO6szvm5OQEBwf/Veaf//ynNrVfZb744gvdaZO8vLzq1q0rX6LbhLIwb731llD3tWjRokWLFsmf9pYtW/b5558bTkeYYOnOnTuffvqpPCQ7evTowIEDC2taL+kMRvXjjz/KV87JyRk7dqyB7qBFsnZJGqls2bLCnMzx8fF///vf5YdNQUHB7Nmzv//+e/lqlStX1g0PlHL//n1hxLURI0YYHsRy6NCh8vWPHDly+/ZtS/JQ5KlkoXr16mmnH8vPz5c3qTK+A7ziBfXaa6/JR0w10ETFQps3bw79M8UmIzEu/QULFqSkpMiXjB07dsiQIabuSCii2rVrm5dhXZYfIYqc3Ypcky287wAAYL9Gjx7doEEDzeeNGzcq2AwtKCho6dKlFy9eXLVqleIxgrXT177LoA+8HkLUERwcLB8bSZKkQYMGxcfH9+jRo3Llyn/88cepU6eWLFkib+ChUqm0s5G9/fbb+/bt0/6UkpISFBQ0cuTIRo0aeXp65uTk3L59OyYmRqgVNHIsKEmSXFxcxowZo2mqoaFWq8PCwtatW/fXv/5VpVIdP37cwPTjWrqP0YsXL96zZ0+LFi0cHR3Pnz9fZN1OQECAfMynQ4cOtW/fvk+fPp6enpcvX962bVtSUpKRf5Re1i5J43322WfaySE01q9f/9NPP7311lsNGjS4evVqbGysbnF9+umn8khPWZs2bRLqA3v27Gl4kx49eqxZs0b7Va1Wb9iwYcKECQrmStkA3sHBoWXLltpxFvLz87U/GR/AK15Qbm5uLVu2/OGHHzRfNQMrWmPK3JMnT65YsUK+5P333w8MDCye9HNycrSDymgdPHgwKCjIQJodOnSYPXu27o7kXxVslqLIEWL52a3INdnC+w4AAPbLyclpzZo12jaPycnJQkWj2fr06aNIOsWf/tOnTytXrvz8Rm+46slOCQMR6Z37SqugoMDB4U8tEVq1aiWsc/DgQZOeyD/55BPtto8ePTJy9GC5/fv3a1Mocnb07OxsM2qxhHng7927Z3wvYi35PPDyB1YjlS9fXp4Hw3+p5SVpjCLngdf45JNPTMpGjx498vPz5SkIc4zrna7ceEKDW80bDcObZGVlCSOov/7668I6ip9KZs8Dr6G30lI76beG4XngrVFQ8oZekiRdvXrVcIJyxs/TrhubaV4WFE/68lnWjRcSEqK7I/kMMR4eHs+ePSvyr5Cz9hGiVuLsVuSabMl9R8088AAAlFA0oZdUKpUw8llSUpL6z70N27dvv3TpUiE4KUxoaKhmgAGNV155ZcOGDSZ1gZgwYULHjh2NX9/V1XXnzp3+/v6GV6tVq5aBX318fIpsZl+lShWhfancmDFjDA9k5erqKrRGvnv3rt7R4/UqhpI03uzZs4cPH27kyp06dVq/fr2Rx48Zbty4ceTIEfmSt956y8XFxfBWbm5uQuGcPn3aklEGjTmVLKS3J7PxlatWKiihDtmk0SLtxZkzZxRJR61Wy8eWa9u2rbOzsyIpa1h4hGhYfnYrck225L4DAABKKgJ4SZKkv/zlL/KvDx48CA8PF9YZOXLk7t27DTdYbdSoUVRU1LJly4RHrpYtW/70009dunQpMic+Pj5Lly794osvjM77czVq1Dhy5IhQu6jl7Oy8cOHCIh9Jx40bN3369MJ+DQoKOnTokIE6cF9f37179wo1flqNGjU6cuTIsGHD5AsLCgq++uorw7mSK4aSNJKjo+PKlStXr15dsWJFA6t5e3vPmTMnOjpad3h8BWmmmpQrslm4Ro8ePYQluv1sTWLMqWSJ5s2b646XZnx4ZqWCev311+UjsVkyUuMLS6n+9gkJCfJxJbt3765IsloWHiEaipzdilyTLbnvAACAEok+8JIkSe+9996hQ4fkS8LDw2fOnCms1rVr14sXL27ZsiU6OlozM1B2dnZAQECVKlWqV68+ePDgNm3aFNbisWbNmjExMefPn9+2bduFCxdu3779+++/375929nZOSAgoGLFipUqVWrfvn2PHj08PT3N+yuqV69++PDh3bt3/+c//4mPj//9999LlSoVEBDQqVOnESNG1K5du8hoVqVShYeH9+7d+9tvvz18+HBKSkpeXl65cuUaN27cv3//fv36FTnWdNOmTS9cuLBq1apt27ZduXIlNTXVz8+vWbNm/fv379Onj6OjY25ubrly5eRD2X322Wfvv/++7gxkhSmGkjSSSqUaOnTooEGDtm7deuDAAc0h8fDhw1deeaVMmTJNmjTp0KFDv379rBq6awjd/p2dnbt27WrMht27d1epVPJK8sjIyM8++8zsnBh5KpnN3d29SZMmp0+fli80PjyzUkE5OzuPHDlS25B+z549GRkZJk2r9uJTKoCXd6T38vIaPHiwIslqWXiEaClydlt+TZYsu+8AAICSR6VsA1cAeAmlpqZWqVLl2bNnmq9LliwZO3aslfYVExOj6cly7ty5+vXr21H6z549q1Chwr179zRfw8LC9M6vBgAAgMLQ4g4ALOXv7y8fm23t2rXW29eNGzc0H1599VX7Sj86OlobvTs6Oo4ZM0bZ9AEAAEo8AngAUMC4ceO0nxMSEoqcdtFsmp78/v7+FSpUsK/0ly9frv3cu3fvypUrK5s+AABAiUcADwAKaNy4sbxH99y5cxXfhVqtnjVr1o8//ihJ0qBBgxTv+WzV9OPj4/ft26f5XKpUKYZMBwAAMAN94AFAGampqbVq1Xr8+LHm69mzZxs0aKBU4tu2bfvkk08uX74sSVLDhg1/+OEHk6ZUtHn6wcHB27dv13yeNm1akZNWAgAAQBc18ACgDH9/f+1Y9JLSlfDHjh27fPmySqUaPnz4oUOHlI2urZ3+uXPntNF75cqVp06dqmDiAAAALw9q4AFAMXl5eU2aNDl37pwkSQ4ODklJSTVr1lQk5c2bN6elpXXo0EGpBIsz/QEDBkRFRWk+b9u2rWfPnorvAgAA4GVAAA8ASoqPj9cGqx06dOjSpYtt82NzT58+nT59en5+viRJZcqUmTJlCvOWAwAAmIcAHgAAAAAAO0AfeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgB5xsnQEo7+bNmytWrMjPz7d1RgDgReHu7j5x4kQ3NzdbZwQwH/d3ABC8hPd3AvgSaOnSpQsXLrR1LgDgxVKrVq1+/frZOheA+bi/A4Cul+3+TgBfAuXm5kqS1L179zZt2tg6LwBgexs2bEhISHj27JmtM4IXSFZWVnp6elZW1pMnT1xcXDw8PHx9fb28vGydL0O4vwOA3Mt5fyeAL7Hat28/fvx4W+cCAGwvMTExISHB1rmA7SUnJ+/cmihTDAAAIABJREFUuXPv3r3nz59PSUnRXcHf379+/fpdu3YNDg6uWrVq8efQGNzfAUDj5by/E8ADAIAS7tatW1OmTImKilKr1QZWS01NTU1NjY2NnTRp0uDBg+fNm1e+fPliyyQAAEUigAcAACXZ6dOnu3fvnpaWpl3i5ubm5+fn6+vr4+Pj6en5+PHj+/fvP3jwID09PTMzU5KkgoKCdevWHTx4MCYmpn79+rbLOwAAf0IADwAASqyHDx/27t1bE71XqlQpJCTk7bffbtWqlZOTnkeggoKC+Pj4PXv2bNq0KSkpKSUlpVevXr/88ouHh0exZxwAAD2YBx4AAJRYy5Ytu3XrliRJISEhSUlJERERbdu21Ru9S5Lk4ODQvHnz8PDws2fPTpo0SZKkK1eurFy5slhzDABA4QjgAQBAibVlyxZJkgIDA//1r3+5u7sbuZWTk9OCBQvat28vSdKmTZusmD8AAExBAA8AAEqs5ORkSZJ69epVqlQpkzZUqVSaiYWvXLlilZwBAGA6AngAAFBiPXnyRJIk8zqxe3t7S5KUlZWlcJ4AADAXATwAACixKlSoIEnS6dOnzdhWs1XFihUVzhMAAOYigAcAACVWu3btJEmKjo6Ojo42acNff/11xYoVkiRpesIDAPAiIIAHAAAl1siRIx0cHNRqdc+ePadNm3b16tUiN0lJSYmIiGjTpk1mZqaDg0NoaGgx5BMAAGMwDzwAACixmjVrNnPmzOnTp+fm5s6ZM2fOnDl16tTp1KlThQoVfHx8fHx8PD09MzMz79+/f//+/bt378bFxSUkJGg3nz17dpMmTWyYfwAA5AjgAQBASTZt2jRfX9+wsLDs7GxJkpKSkpKSkorcys3NbfHixSNGjLB+BgEAMBZN6AEAQEmmUqlGjRp17dq1KVOmVKtWrcj1q1WrNmXKlOTkZKJ3AMCLhhp4AABQ8pUrV27+/Pnz5s1LTk5OTEy8fPlyenp6ZmZmTk6Oq6uru7t72bJla9WqVb9+/cDAQJVKZev8AgCgBwE8AAB4WahUqmrVqhlTDw8AwAuIJvQAAAAAANgBAngAAAAAAOwATegBAABEOTk5GRkZms8BAQG2zQwAABoE8IBRnjx54ubmZutcAACKyeHDh7t27ar5rFarFUxZrVY/fPjQjA1zcnJM3YSbFwCUMDShB4oWExPj6em5evVqW2cEAGD3Ro0a5WOWZcuWSZJ04MABI3e0ZcsWT0/PyMhIa/41AIBiRQ08ULSkpKSCgoILFy7YOiMAALsXGBjo6+tbUFBg6oZ//PFHXl7ekydPjFz/woULBQUFSUlJpu4IAPDCIoA3TXJy8i+//HL//n1vb++6devWq1ePqWJfBso2ngQAvPiCgoJOnDhhjZQnTZo0adIkMzZs2rTpL7/84u3trXiWAAD2ggBedObMmc2bN585c2b37t3y5QcPHvzkk0/i4+PlC6tWrTpt2rQhQ4YQxr8MCOMB4OXh7e0dFBRk61wAAPAn9IH/n7y8vGnTpjVp0mTOnDmJiYnynxYvXtyhQwchepck6dq1a8OGDevbt++zZ8+KMacoboTuAAAAAGyOGvj/+eCDD9auXav57OzsrF2+d+/eiRMnaj6XL1++TZs2NWrUSE9P/+WXX37++WdJkrZs2TJu3Lhvv/222LOMYkUYDwAAAMCGCOCfO3LkiCZ69/T0/OKLLwYMGKBZrlartR3VJk+ePGPGDPl0LDt27Pjwww/T0tKWLVs2YsSIRo0aFXvGURwI3QEAAADYHE3on/v6668lSXJwcIiLi/vwww89PT01yy9cuKBpTt+zZ8/58+cLk6m+884769ev13xesWJF8WYZxY0wHgAAAIANEcA/p4nSg4ODmzVrJl+uaSQvSdL48eP1jlTXqVOnN954Q5KkQ4cOWT+bAAAAAICXFAH8c8nJyZIk1a9fX1j+4MEDzQfdn7Q0MX9KSorVcgcb09S9UwMPAAAAwIYI4J/z8fGRJOnRo0d6l0uSlJ2dXdi2eXl5EtEdAAAAAMCaGMTuuTp16ty5c2fnzp0RERFOTv8rlr/85S+aD2fPnq1YsaLebU+dOiVJUvny5Yshn7AJ3s4AgJ3KysrSNqYzW0BAgCKZAQDAQgTwz7377rtxcXHJyclhYWFffvmltrt7vXr1/vKXvyQkJMyZM6dz584ODmKbhe3bt584cUKSpHbt2hV3plG8COMBwO5s27Zt8ODBFibC9R8A8IKgCf1zAwcO1EwCt2TJki5duuzfvz8/P1+SJJVK9e233zo5OR07dmz06NFZWVnaTdRq9ebNm4cNG6b5OnToUJvkHAAAFMbb29vR0dHWuQAAQBnUwD/n4uKycePGDh063Lp1a//+/fv37y9fvnz37t0rVark7+8/YsSIpUuXLl++fM+ePR06dKhZs2ZKSsqpU6dOnz6t2Xz8+PFBQUG2/RNgPQxiBwB2qnv37r///vu///3vf/zjH0+ePNEsbNeuXalSpWybMQAAzEAA/z81a9Y8derU8OHD9+zZI0nSnTt3Vq1aJaxz69at77//Xr5EpVKFhYXNnz+/+DIKAACM5ufnN2HChA4dOjRv3vzp06eSJG3cuLFMmTK2zhcAACajCf2f+Pv77969++jRo4MHD9aOP18YDw+PkJCQhISEhQsX6vaNR0lCDTwA2LuGDRsOHDjQ1rkAAMAi1MDr0bp169atW+fl5V24cCEpKeny5cuPHj3KzMzMzc11c3Pz8PAIDAysW7du06ZNXV1dbZ1ZAABglD59+gjN6AAAsC8E8IVycnJq2LBhw4YNbZ0R2B418ABQAtSvX9/WWQAAwCIE8AAA4KVQqVKlrl27Pnv2zNnZ2dZ5AQDAHATwRcjKykpPT8/Kynry5ImLi4uHh4evr6+Xl5et8wUboAYeAOyaSqWKjo62dS4AADAfAbweycnJO3fu3Lt37/nz51NSUnRX8Pf3r1+/fteuXYODg6tWrVr8OUQxI3QHAAAAYHME8H9y69atKVOmREVFGQ7YUlNTU1NTY2NjJ02aNHjw4Hnz5pUvX77YMgkAAAAAeAkRwP/P6dOnu3fvnpaWpl3i5ubm5+fn6+vr4+Pj6en5+PHj+/fvP3jwID09PTMzU5KkgoKCdevWHTx4MCYmhqFxSjAGsQMAAABgcwTwzz18+LB3796a6L1SpUohISFvv/12q1atnJz0FFFBQUF8fPyePXs2bdqUlJSUkpLSq1evX375xcPDo9gzDgAAAAB4KTjYOgMvimXLlt26dUuSpJCQkKSkpIiIiLZt2+qN3iVJcnBwaN68eXh4+NmzZydNmiRJ0pUrV1auXFmsOUaxowYeAAAAgA0RwD+3ZcsWSZICAwP/9a9/ubu7G7mVk5PTggUL2rdvL0nSpk2brJg/2BShOwAAAACbI4B/Ljk5WZKkXr16lSpVyqQNVSpVv379JEm6cuWKVXKGFwZhPAAAAAAbIoB/7smTJ5IkmdeJ3dvbW5KkrKwshfOEFwahOwAAAACbI4B/rkKFCpIknT592oxtNVtVrFhR4TzhBUMYDwAAAMCGCOCfa9eunSRJ0dHR0dHRJm3466+/rlixQpIkTU94lEiE7gAAAABsjmnknhs5cuTatWsLCgp69uw5efLkIUOGVKtWzfAmKSkpkZGRs2bNyszMdHBwCA0NVTZL+/btW716tRkbnjp1SpM9ZfMDAAAAALAhAvjnmjVrNnPmzOnTp+fm5s6ZM2fOnDl16tTp1KlThQoVfHx8fHx8PD09MzMz79+/f//+/bt378bFxSUkJGg3nz17dpMmTZTN0vLly7dv32725j/++KOCmYFEPTwAAAAAmyKA/59p06b5+vqGhYVlZ2dLkpSUlJSUlFTkVm5ubosXLx4xYoTi+Vm+fPnAgQPN2HDKlCnXrl3T9OqHIgjdAQAAANgcAfz/qFSqUaNG9e7d+8svv9y8efPVq1cNr1+tWrU+ffqMHz++XLly1shPuXLl+vbta8aG8+fPv3btmkqlUjxLLznCeAAAAAA2RAAvKleu3Pz58+fNm5ecnJyYmHj58uX09PTMzMycnBxXV1d3d/eyZcvWqlWrfv36gYGBBMkAAAAAgOJBAK+fSqWqVq1akePY4aVCDTwAAAAAG2IaOaBohO4AAAAAbI4AHjAWYTwAAAAAG6IJvaVycnIyMjI0nwMCAmybGVgJoTsAAAAAmyOAt9Thw4e7du2q+UyYV7Lx/wUAAABgQzShBwAAAADADhDAA0Wj7h0AAACAzdGE3lJBQUEnTpywdS5QHAjjAQAAANgQAbylvL29g4KCbJ0LWBehOwAAAACbowk9YCzCeAAAAAA2RAAPFI3QHQAAAIDN0YS+CFlZWenp6VlZWU+ePHFxcfHw8PD19fXy8rJ1vmADhPEAAAAAbIgAXo/k5OSdO3fu3bv3/PnzKSkpuiv4+/vXr1+/a9euwcHBVatWLf4cAgAAAABeNgTwf3Lr1q0pU6ZERUUZrmtNTU1NTU2NjY2dNGnS4MGD582bV758+WLLJIqf5nigBh4AAACADRHA/8/p06e7d++elpamXeLm5ubn5+fr6+vj4+Pp6fn48eP79+8/ePAgPT09MzNTkqSCgoJ169YdPHgwJiamfv36tss7AAAAAKCEI4B/7uHDh71799ZE75UqVQoJCXn77bdbtWrl5KSniAoKCuLj4/fs2bNp06akpKSUlJRevXr98ssvHh4exZ5xFAfq3gEAAADYHKPQP7ds2bJbt25JkhQSEpKUlBQREdG2bVu90bskSQ4ODs2bNw8PDz979uykSZMkSbpy5crKlSuLNccodoTxAAAAAGyIAP65LVu2SJIUGBj4r3/9y93d3citnJycFixY0L59e0mSNm3aZMX8AQAAAABebgTwzyUnJ0uS1KtXr1KlSpm0oUql6tevnyRJV65csUrO8AJgEDsAAAAANkcA/9yTJ08kSTKvE7u3t7ckSVlZWQrnCQAAAACA/0cA/1yFChUkSTp9+rQZ22q2qlixosJ5wguDGngAAAAANkcA/1y7du0kSYqOjo6OjjZpw19//XXFihWSJGl6wgMAAAAAYA0E8M+NHDnSwcFBrVb37Nlz2rRpV69eLXKTlJSUiIiINm3aZGZmOjg4hIaGFkM+YRPUwAMAAACwOeaBf65Zs2YzZ86cPn16bm7unDlz5syZU6dOnU6dOlWoUMHHx8fHx8fT0zMzM/P+/fv379+/e/duXFxcQkKCdvPZs2c3adLEhvkHAAAAAJRs/8fencdFVf3/Az+DKHzAhSAVF/okmEuRprmQUoaaZqkZLlRq5VfNNPslKdDCx+0juWCauaVpuZaKmqKiluCS5oIrYpOigwoaiLLIsMj6++P6uV3vNmfu3Jl7gdfzjx7DzF3OHcB4zft9zkWA/0dkZKSXl9eUKVOKiooIIUaj0Wg0WtzLzc1twYIF48aNs/8AQWOowAMAAAAAgIbQQv8Pg8EwYcKE1NTUiIgIPz8/i9v7+flFRESYTCak92oP0R0AAAAAADSHCjxf48aN58yZM3v2bJPJlJycfOXKlaysLLPZXFxc7Orq6u7u3rBhw9atW/v7+/v6+hoMBq3HCwAAAAAAADUCArw4g8Hg5+dHU4eHmgCL2AEAAAAAgObQQg8AAAAAAABQBSDAA9BCBR4AAAAAADSEAA9gGaI7AAAAAABoDgEegBZiPAAAAAAAaAgBHsAyRHcAAAAAANAcAjwALcR4AAAAAADQEAI8AAAAAAAAQBWAAA9gGWrvAAAAAACgOQR4AFqI8QAAAAAAoCEEeADLEN0BAAAAAEBzCPAAtBDjAQAAAABAQwjwAJYhugMAAAAAgOYQ4AFoIcYDAAAAAICGEOABAAAAAAAAqgAEeADLmNo7KvAAAAAAAKAhBHgAAAAAAACAKsBZ6wEAVAGowAMAVHspKSkXL17Myclp1qxZYGBg3bp1tR4RAAAAHwI8AAAAVH9ZWVk7d+40Go3l5eWtW7d+++23PTw8mJf+/vvv8ePH79y5k93YxcXlww8/nDlzZv369TUaLwAAgAgEeAAAAKjmli5dGhERUVBQwD7z5ZdfxsbGBgYGZmZmBgUFXb58mbv9gwcPFi1adOjQoQMHDjz++OMOHy8AAIA4zIEHsAwt9AAAVdeyZcsmTpzITe+EkJycnH79+qWmpoaGhjLpvWXLlqNGjYqIiHj11Vfr1KlDCLlw4cLo0aPxjz8AAOgHKvAAAABQbWVlZX355ZfM45CQkD59+ri5uf3+++/fffed2Wzu27dvSkoKISQsLCwqKqp27drMlklJSUOGDElJSYmNjf3jjz+6d++u2QUAAABwIMADWIYKPABAFbVgwYLc3FxCyMqVK8eOHcs8+dZbb73xxhtseu/Vq9fcuXMNBgO7V7t27davXx8QEEAIWbt2LQI8AADoBFroAWg5PsBXVlYWFxc7+KQAANXJ6dOnCSGdO3ceM2YM9/k+ffoEBwczj8PCwrjpndG1a9eXX36ZEHL06FFHDBQAAIACAjyAfo0ePbpp06Z37tzReiAAAFWV0WgkhHTr1k0Y0dm6ur+/v+i+zPO3bt2y5wABAACsgAAPQMvxFfgLFy7k5OSkpaU5+LwAANVGXl4eIUT0bnANGjRgHkjdK87T05MQgk4oAADQDwR4AMu0mv2OWfcAADZq06YN+V8dnod9kpkJL8SsTo/byAEAgH4gwANYpm2AR4wHAFCsbdu2hJDY2NirV69yn8/Ozl6zZg3zeMeOHcId79+/f/DgQUJIhw4d7D5KAAAAOgjwAPqFAA8AYKPRo0cTQkpKSvr163fkyJHy8vLKysoLFy707dv33r17zDbz589PTk7m7lVRUREREcEsQdK/f3/HDxsAAEAUAjyAZVoFaUR3AAAb9ejRY+jQoYSQq1ev9ujRo379+h4eHs899xyzOv2KFSuefPLJoqKirl27zps3LzEx8caNG7t27XrllVe+++47Qoi3t/e7776r8TUAAAD8D+4DD6BfqMADANhu6dKl165dO3v2LCGksLCQfX7ixIljx4718fF5/fXXCwsLIyIieDvWqlVr7dq1bm5uDh0uAACANFTgAWhpVYFHgAcAsEXDhg3/+OOPhQsXduzY0dXV1cXFpV27dt9///23335rMBj69eu3fv362rVr8/Zq1KjRrl27+vTpo8mYAQAARKECD2AZVqEHAKjSXFxcJk2aNGnSJObfVd494YcPH/7iiy8uWbIkKSkpNze3WbNmvXv3Hj58uNTt5QAAALSCAA9ACxV4AICqjhfdWU888cS8efMcPBgAAABroYUewDLcRg4AAAAAADSHAA9AC0EaAAAAAAA0hBZ6JUaMGEEICQ4ODg4O1nosUJ2hAg8AoJXi4uK7d+8yj5s3b67tYAAAABgI8Eps3LiRENKyZUsE+BpC2/vAI8ADADjeoUOH+vXrxzxW99/hgoKCxMTEsrIya3fMz89XcRgAAFAVIcAD6BeiOwBA9TN69OjNmzcr3v3WrVsqDgYAAKoWBPiHbt++nZSUZNUuV69e3bdvH/eZV199VdVBgV5gETsAAFDLgAED7t27p2DHkydP5ufnN2jQQPUhAQBAVYEA/1BCQsLIkSOt2mXjxo1MLz0LQat6Qws9AEDNERAQcPz4cXscefjw4cOHD1ew4/PPP3/27Nm6deuqPiQAAKgqEOAfcnFx0XoIoF/aVuABAMDxPDw8AgICtB4FAADAIxDgHxoyZMjChQvDw8NLS0sJIW3bth04cKDUxnPnziWEdO/ePTAw0HFDBK2hAg8AAAAAABpCgH/IYDBMmjQpMDAwJCTEZDIZjcbu3bsvWrTIzc1NuDET4Hv37j19+nRHDxRqEgR4AAAAAABgOWk9AH3p1KnT2bNnhw0bRghZtWpV586dk5OTtR4UaA+3kQMAqGYKCgquX79+6dKlxMTEpKQkk8mUl5en9aAAAAAsQAWer0GDBps2berVq9cnn3zy559/du7cedGiRWPHjjUYDFoPDQAAAJQzmUyxsbH79u27dOlSenq6cANvb29/f/9+/fq9+eabLVq0cPwIAQAA5KECL8JgMHzwwQcnT55s06ZNcXHxuHHjhg0blpubq/W4QDOowAMAVGlpaWnvvPNOy5YtQ0ND9+/fL5reCSEZGRkHDhyYPHlyy5Yt33///b///tvB4wQAAJCHCrykdu3anT59euLEiWvWrNm6devp06d//vlnLEgLjoQADwBgu8TExP79+9+5c4d9xs3NrVGjRl5eXp6envXq1bt//352dnZOTk5WVpbZbCaEVFRUrF27Nj4+fu/evf7+/tqNHQAA4BEI8HLc3d1//PHHnj17jh8//vr16y+++OJXX301efJkrccFNQWiOwCAjXJzcwcPHsykdx8fn5CQkAEDBnTr1s3ZWeRPoIqKitOnT+/ZsycmJsZoNKanpwcHB+PW6wAAoB9oobds5MiRZ86cad++fVlZWXh4eL9+/bQeETgaWugBAKqo5cuXp6WlEUJCQkKMRmN0dPRLL70kmt4JIU5OTl26dJkxY0ZSUlJYWBghJCUlZeXKlQ4dMQAAgDQEeCqtW7c+ceLE+PHjCSG//vqr1sOBmgIBHgDARtu2bSOE+Pr6rlu3zt3dnXIvZ2fnuXPn9uzZkxASExNjx/EBAABYAwGelqur67Jly2JiYho0aKD1WMDRtK3AAwCAYiaTiRASHBxcp04dq3Y0GAzMbWVTUlLsMjIAAADrYQ68dYYMGfLKK6/k5+cTQurXr6/1cKCaQwUeAMBGhYWFhBBlk9g9PDwIIQUFBSqPCQAAQCkEeKs1aNAARfiaCXPgAQCqnKZNm6ampiYmJirYl9mrWbNmag8KAABAIQR4CwoKCrKysgoKCgoLC11cXOrWrevl5YUAX9NoFaER3QEAbBQUFJSamhoXFxcXF/faa6/R73jhwoUVK1YQQpiZ8AAAAHqAOfAiTCbTN9988+qrr/r4+NStW7dFixb+/v5dunRp3769n5+fh4dHkyZNXnnllQULFqSmpmo9WHAcxHgAgCpn/PjxTk5OlZWVgwYNioyMvHbtmsVd0tPTo6OjAwMDzWazk5PThx9+6IBxAgAA0EAF/hFpaWkRERGbNm2Sj0wZGRkZGRkHDhwICwsbOXLk7NmzmzRp4rBBguNpG90R4AEAFOvUqdP06dOnTp1aWloaFRUVFRXVtm3bPn36NG3a1NPT09PTs169emazOTs7Ozs7OzMzMyEh4dy5c+zus2bN6tixo4bjBwAA4EKA/0diYmL//v3v3LnDPuPm5taoUSMvLy/mf/D379/Pzs7OycnJysoym82EkIqKirVr18bHx+/du9ff31+7sYMjYBV6AICqKDIy0svLa8qUKUVFRYQQo9FoNBot7uXm5rZgwYJx48bZf4AAAAC0EOAfys3NHTx4MJPefXx8QkJCBgwY0K1bN2dnkbeooqLi9OnTe/bsiYmJMRqN6enpwcHBZ8+eVbbILegfKvAAAFWXwWCYMGHC4MGDFy5cuHXrVotd9H5+fkOGDAkNDW3cuLFjRggAAEAJAf6h5cuXp6WlEUJCQkJWr17t7u4us7GTk1OXLl26dOnyn//854svvoiOjk5JSVm5cuWnn37qqPFCjYAADwCglsaNG8+ZM2f27Nkmkyk5OfnKlStMP11xcbGrq6u7u3vDhg1bt27t7+/v6+trMBi0Hi8AAIAIBPiHtm3bRgjx9fVdt25dnTp1KPdydnaeO3fumTNnEhISYmJiEOCrN7TQAwBUdQaDwc/Pz8/PT+uBAAAAKIFV6B8ymUyEkODgYPr0zjAYDMOGDSOEpKSk2GVkoANooQcAAAAAAM0hwD9UWFhICFE2id3Dw4MQUlBQoPKYQGe0qsAjwAMAAAAAAEGAZzVt2pQQkpiYqGBfZq9mzZqpPCbQDVTgAQAAAABAcwjwDwUFBRFC4uLi4uLirNrxwoULK1asIIT07NnTLiMD3UCQBgAAAAAADWERu4fGjx+/Zs2aioqKQYMGhYeHjxo1yuIKN+np6T///PPMmTPNZrOTk9OHH36o7pBSUlJ++eUXBaExMzOTEFJeXq7ueMDxUIEHAAAAAAAWAvxDnTp1mj59+tSpU0tLS6OioqKiotq2bdunT5+mTZt6enp6enrWq1fPbDZnZ2dnZ2dnZmYmJCScO3eO3X3WrFkdO3ZUd0iffvrp7t27Fe9+69YtFQdTw2kVpBHgAQAAAACAhQD/j8jISC8vrylTphQVFRFCjEaj0Wi0uJebm9uCBQvGjRun+nimTp36zDPPKNhxzZo1mZmZTZo0UX1I4GCI7gAAAAAAwEKA/4fBYJgwYcLgwYMXLly4devWa9euyW/v5+c3ZMiQ0NDQxo0b22M8nTt37ty5s4Idf/vtt8zMzNq1a6s+pBoLi9gBAAAAAIDmEOD5GjduPGfOnNmzZ5tMpuTk5CtXrmRlZZnN5uLiYldXV3d394YNG7Zu3drf39/X19dgMGg9XnActNADAAAAAICGEODFGQwGPz8/i+vYQQ2hbQUeAAAAAACA4DZyAPRQgQcAAAAAAA0hwAPoFwI8AAAAAACw0EJvq+Li4rt37zKPmzdvru1gwE60vY0cAAAAAAAAQYC33aFDh/r168c8RtwCe8DPFQAAAAAAELTQA9DQtgKPAA8AAAAAAAQBHkDPEN0BAAAAAICFFnpbBQQEHD9+XOtRgCOgAg8AAAAAABpCgLeVh4dHQECA1qMA+9L2PvAI8AAAAAAAQNBCD6BniO4AAAAAAMBCgAewDIvYAQAAAACA5tBCb0FBQUFWVlZBQUFhYaGLi0vdunW9vLwaNGig9bigBkGABwAAAAAAggAvymQyxcbG7tu379KlS+np6cINvL29/f39+/Xr9+abb7Zo0cLxIwRNODhIs6dDgAcAAAAAAIIAz5OWlhYREbFp0yb5yJTCnwReAAAgAElEQVSRkZGRkXHgwIGwsLCRI0fOnj27SZMmDhskOJ4mERq5HQAAAAAAuBDg/5GYmNi/f/87d+6wz7i5uTVq1MjLy8vT07NevXr379/Pzs7OycnJysoym82EkIqKirVr18bHx+/du9ff31+7sYMjoAIPAAAAAAAaQoB/KDc3d/DgwUx69/HxCQkJGTBgQLdu3ZydRd6iioqK06dP79mzJyYmxmg0pqenBwcHnz17tm7dug4fODiCthEaAR4AAAAAAAhWoWctX748LS2NEBISEmI0GqOjo1966SXR9E4IcXJy6tKly4wZM5KSksLCwgghKSkpK1eudOiIweG0qsADAAAAAAAQBHjWtm3bCCG+vr7r1q1zd3en3MvZ2Xnu3Lk9e/YkhMTExNhxfKApbefAI8kDAAAAAABBgGeZTCZCSHBwcJ06daza0WAwDBs2jBCSkpJil5FBTYUADwAAAAAAXAjwDxUWFhJClE1i9/DwIIQUFBSoPCbQGbTQAwAAAACAhhDgH2ratCkhJDExUcG+zF7NmjVTeUygM1oF+IqKCkeeV4bRaNTPYAAAAAAAahoE+IeCgoIIIXFxcXFxcVbteOHChRUrVhBCmJnwUC3hPvCEkA0bNjz99NNLlizReiAAAAAAADUUAvxD48ePd3JyqqysHDRoUGRk5LVr1yzukp6eHh0dHRgYaDabnZycPvzwQweMEzRUw+8Df+vWLfa/AAAAAADgeLgP/EOdOnWaPn361KlTS0tLo6KioqKi2rZt26dPn6ZNm3p6enp6etarV89sNmdnZ2dnZ2dmZiYkJJw7d47dfdasWR07dtRw/GBXqMATPXXyAwAAAADUTAjw/4iMjPTy8poyZUpRUREhxGg0Go1Gi3u5ubktWLBg3Lhx9h8gaEyrRK2rJK9WjE9LS4uMjAwNDX3uuedUOSAAAAAAQLWHFvp/GAyGCRMmpKamRkRE+Pn5Wdzez88vIiLCZDIhvYPqjh49OnjwYOaxTgK8usOIjY1dt27d2rVrVTwmAAAAAED1hgo8X+PGjefMmTN79myTyZScnHzlypWsrCyz2VxcXOzq6uru7t6wYcPWrVv7+/v7+voaDAatxwuO4PgIvWXLlv3792t1dlHMMNQaTFlZGftfAAAAAACggQAvzmAw+Pn50dThoSZQN7vSKC8vd9i5KKn7JujkUwkAAAAAgCoELfQAQMUeAR4xHgAAAACAHgI8AC2t0qauln9XN8Dr6tJUV1JS0qZNmyFDhmg9EAAAAACoJtBCD6BHOixNowJvrXv37l2+fDkvL0/rgQAAAABANYEKPFRzhw8fbt++/alTp2w5iIPT5uLFizdu3Mg7u+bsMQydXJqd1IQPKQAAAADAkRDgoZrbv39/UlLSgQMHtB6IFWJiYu7fv89+qasEiEXs6CHAAwAAAIC6EOChmmNmWdsYohycxPQZ+dBCb62acI0AAAAA4EgI8FDNqRjgHYa3tJtOEqC6cVSV74vOIcADAAAAgLoQ4KGaqwlB0THUfQ9rQritCdcIAAAAAI6EAA/VnIohSqsWep0kQLTQW6smXCMAAAAAOBICPFRzTAXexvuNOziDIcBXDzXhGgEAAADAkRDgoZpTsYW+hicxBHhlbPzwCAAAAACAhQAP1VxVXMQOFfjqoSZcIwAAAAA4EgI8VHNMfLKxCmowGIhKSSw+Pv7ll1++evUq/S66SoD2WMquukKABwAAAAB1IcBDNae3CvzWrVsPHz4cHx9PfzqdJEBU4K1VE64RAAAAABwJAR6qOQ3nwK9fv75Hjx4ZGRnC8ch3BOgzwDMQ4OnVhGsEAAAAAEdCgIdqjiZE3b9//8SJExYPYq2tW7ceOXIkMTHR2vHoE+4Db62acI0AAAAA4EgI8FDNcSvwp06d+te//rVkyRLeNpMmTXrhhReOHj0qfyhrk5jo9HuajgB9VuDRQm8tVdZfAAAAAABgIcBDNcdtWU9OTi4uLj579ixvm3v37rH/FaUsZ4pmVJrgigBfndSEawQAAAAAx0CAh2qOW/+UilIWa6S2BHgFh9Jn5EOAt1ZNuEYAAAAAcCQEeKjmuC3rUoGKMmipEuMVtNDrBObAW6smXCMAAAAAOJKz1gMAsC/uPGSpKGWniCVTgUcLfU0ItzXhGgGqDZPJdPbs2ezsbA8Pj6effvqZZ54xGAxaDwoAAIAPAR6qOWF0V1CBtyWDKZgDr+LZVYQAb62acI0AVcj58+e3bt16/vz53bt3c5+Pj4//7LPPTp8+zX2yRYsWkZGRo0aNQowHAABdQQs9VHP0LfQWKVuF3vZF7HQCAd5aNeEaAaqEsrKyyMjIjh07RkVFJScnc19asGBB7969eemdEJKamjp69OihQ4eWlJQ4cKQAAAAWoAIPeldWVvb1118HBgZ2795dwe7CW3lpu5SdglCnq/uQIcDTqwnXCFAljB07ds2aNczj2rVrs8/v27dv8uTJzOMmTZoEBgY+9dRTWVlZZ8+ePXPmDCFk27ZtkyZNWrZsmcOHDAAAIA4BHvTuzJkzn332WY8ePQ4dOqRgdxUr8MqgAu+Ao+lZZWVlZWUlunABtPL7778z6b1evXrz589/++23mecrKyvDwsKYx+Hh4dOmTXNzc2P32rlz5wcffHDnzp3ly5ePGzeuffv2Dh84AACACLTQg94x7YsFBQXKdqcJ8BZXhleWNkX3Ej1XZmbmjBkzMjIyuDvyjqM5BHhrsVdXvS8TQOcWL15MCHFyckpISPjggw/q1avHPP/nn38y7fSDBg2aM2cON70TQt54443169czj1esWOHYIQMAAEhCgIeq4cGDB8p21Py2bTQV+B9//HH69OmrVq1y/PCsZY+byVVXCPAAesCk9DfffLNTp07c55kmeUJIaGioaI9Mnz59evToQQg5ePCg/YcJAABABQEe9I4JP6oEeKkwb6c7wIvOXRcdA3N17FJJupr0zlJ3VDQfrFR11fvqAKoKk8lECPH39+c9n5OTwzwQvsRiMn96errdRgcAAGAdBHjQOyYFFRcXK9udvgKvegs9d1+aQzn4NvXWQgu9tVCBB9ADT09PQkheXp7o84SQoqIiqX3LysoIfoUBAEBPEOChalBcgRfOfnfYInYyKV001bMlbj3/sYgATw8BHkAP2rZtSwiJjY1l0jirQ4cOzIOkpCSpfU+dOkUIadKkiT0HCAAAYAUEeNA7VVrohUvZCU9hp0Z6BRV4LGJXPbBXp885EQA1xIgRIwghJpNpypQp3H9znnnmGSbDR0VFif6S7tix4/jx44SQoKAgRw0WAADAAgR40DsV58BzDyjcxuIYrEW/Cj1vSz0HeHWPppNLsxNU4AH04J133mFuArdo0aJXX331119/LS8vJ4QYDIZly5Y5OzsfO3bso48+4t7rpLKycuvWraNHj2a+/L//+z9NRg4AACCE+8BD1aBKgJefZO6YRnoFc+B1AhV4ayHAA+iBi4vLli1bevfunZaW9uuvv/76669NmjTp37+/j4+Pt7f3uHHjli5d+t133+3Zs6d3796tWrVKT08/depUYmIis3toaGhAQIC2lwAAAMBCgAe9Y+eHl5aW1q5dW9nuNHPgHXMfeJon9VyBR4BXoIZcJoButWrV6tSpU2PGjNmzZw8h5O+///7+++9526Slpf3444/cZwwGw5QpU+bMmeO4gQIAAFiCFnqoMpQtRM+dA89QvNg7uwG309Ii+gq8VCe/ruIf7gNPD3PgAfTD29t79+7dR48eHTlyJLv+vJS6deuGhIScO3du3rx5Tk74SwkAAHQEFXhxqampRqOxrKysTZs2fn5+tWrVktn46tWrZrOZEPLcc885aoA1CJuCHjx4UK9ePWt3F7bQ27gK/aVLlzp27Dhp0qS5c+fKb0lfgecNAxX46gEt9AB607179+7du5eVlf35559Go/HKlSt5eXlms7m0tNTNza1u3bq+vr5PP/30888/7+rqqvVgAQAARCDA8x07dmzy5MknT55kn2nZsuXUqVOHDx8u9TH8mDFjDh8+TPBnup0pq8ALg6KNq9Bfu3atpKTEaDQqGIzUuXi3kRPdRXMI8NZCgAfQJ2dn53bt2rVr107rgQAAAFgNjWGP2LBhQ48ePbjpnRBy9erVd999d+zYscy6teBg3Aq8gt3pF7GjGYPFQwn3sn0Vel2pUQF+27ZtW7ZsUbx7lfiGAgAAAEAVggr8P86fP/9///d/TEpv1KhR9+7dvb29z507d+LECULIDz/8QAhZvXq1xqOswWwJ8KrcB17BxsIt0UJvj6PZyYgRI8rKygYPHiw/iUYKAjwAAAAAqAsV+H98+eWXpaWlhJBRo0Zdu3Zt+/bty5YtO378eEJCgpeXFyHkhx9+2LVrl9bDrHFUrMDzDsh75vbt2ykpKTJjkD8IzV6UT+o5wKt7NJ1cmqjKysri4uKysjLmnwVbYBE7gKqouLg4/X+0HgsAAMBDqMA/lJWVFRcXRwjp1q3bqlWruNPdg4KCDh482KVLl+Li4g8++ODKlSsKllIDxWwM8PS3kQsPD582bdrdu3fd3NwoD0g/AJrd9ZxmSc2rwLNTZkpLS5UtZ4UKPECVdujQoX79+jGP1f0tTk9P37t3r4Jj3r17l+AzQQCAmg0B/iF23ntkZKRwsbpnn3129uzZoaGhGRkZCxYsmDZtmsMHCI6YA19UVJSfny8V4OU/BZA5rNR4RI8s9armanKAV3YEBHgAEPXRRx/FxsYq3v3WrVsqDgYAAKoWBPiHMjIymAcdO3YU3eCjjz767rvvLl++PH/+/PHjxzdq1MiBo6vRVF/ETpimLFYzVFzETqb2rvO8V9MCfFlZGe+BtfR8dQCgodDQUG9vbwU7bt++/e7du/gLBACgJkOAf4jtipe6V1zt2rWjo6MHDhxoNpv/+9//Ll682IGjq9EcvAo9ZXO7uhV43vZ6rsCrezSdXJooVOABariAgIDjx4/b48gvv/zyyy+/rGDH06dP371718XFRe0RAQBAlYFF7B566qmnmAeXLl2S2qZ///49e/YkhCxbtuz06dMOGlmNx4YfZfeBp1/ETupV3kv2mAOPCrwOsYX3kpISZUfQ+TcUAOR5eHgE/I/WYwEAAHgIAf6hli1bMg9mzZol1VBtMBhWrlz5r3/9q6KiYtSoUfn5+Q4cICjMUUx2oqnDc7e3+BL9GkKiW4o+uX379latWgknN+oq/tWcAM9W4G0P8FhxCgAAAABUgQD/UP369V988UVCSHx8/HvvvSe1Qoyfn99XX31FCElOTg4ODs7Ly3PoKGs2NlBZhaYCz81XFiOl/Raxy8zMTElJuXjxop5b6GtggFc8B56FAA8AAAAAqkCA/8dXX31Vq1YtQsiGDRtatmzZu3fvTz755M8//+Rt9vHHH/ft25cQcuDAAX9//zlz5ty7d0+D4dYYNpYxuYFZ6ggWY6RVCZ+3JW970THoM7Hz2CPA6xmb2xXPgUduB9CzgoKC69evX7p0KTExMSkpyWQy4UN5AADQPyxi94/AwMDVq1ePHTu2tLS0uLg4Pj4+Pj6+c+fOTz/9NHezWrVq7dy585133tm+fXt6evrnn3+u1YBrCBsDvDC6C49jsTfeYDDQbCYzAJonaYanOXUDvLYRNzs7+9ixY6+//rro0pW2L2LHQpIH0AmTyRQbG7tv375Lly6lp6cLN/D29vb39+/Xr9+bb77ZokULx48QAABAHirwj3jvvfdOnz4dEhLi6uoqs5mLi8uWLVv++9//4lYujmR7BV6VVejtsYgdbwN9FuTt0fSu7aVFRkYOHDhw9+7doq9iFXqA6iQtLe2dd95p2bJlaGjo/v37RdM7ISQjI+PAgQOTJ09u2bLl+++///fffzt4nAAAAPJQgedr167dpk2bHjx4cO7cufT09Oeee050s1q1akVGRoaFhW3duvXEiRMmk8lkMjl4qDWEii30vAOKPqPiKvQyLfQyEV3ZLescwKoAf/jw4XXr1n399dceHh62H81OmHZZqaZZ21voEeABdCIxMbF///537txhn3Fzc2vUqJGXl5enp2e9evXu37+fnZ2dk5OTlZVlNpsJIRUVFWvXro2Pj9+7d6+/v792YwcAAHgEArw4FxcXmtvGuLi4DB8+fPjw4Q4YEti+iJ1UaLTTfeC5Nm7c6Ovr+8ILL8jcRk7+4CdOnPjxxx/nzZvXoEEDq06tFqsueenSpTExMa+//npwcLDM0bRNtvJt/KjAA1QPubm5gwcPZtK7j49PSEjIgAEDunXr5uws8idQRUXF6dOn9+zZExMTYzQa09PTg4ODz549W7duXYcPHAAAQARa6EHvVJkDb2MLPf2hRLe/efPmiBEjPvjgA5rdpVrov/3225UrVx44cMDiee3EqshdXFxMZKOvfgK81BgQ4GX85z//efvttzG3H6qE5cuXp6WlEUJCQkKMRmN0dPRLL70kmt4JIU5OTl26dJkxY0ZSUlJYWBghJCUlZeXKlQ4dMQAAgDQEeAuwSq3mVGmhl19GnjLAczewKsAzabawsFBqd94ARF9lYqTtC6opZlXkZsYp0zShhwAv/NngQgu9jFWrVm3atInbkAygW9u2bSOE+Pr6rlu3zt3dnXIvZ2fnuXPn9uzZkxASExNjx/EBAABYAy30IrBKra6oEuC5hxKmKYtHVraIHS+/ceOighZ62+9GbiOrIndJSQmRDfB6KN7KXxECvAzmO1v9rguqJWaFmuDg4Dp16li1o8FgGDZsWEJCQkpKin2GBgAAYDVU4B+BVWr1zPYKPE0E5b6ak5MTHh5+5coV4UsKVqHnZh6Z3aVuIydfLnYYqyrwFj900PZyKOfAMx9G2ELz75rq5N86AF1hup+UTWJnluEsKChQeUwAAABKoQL/D6xSq08qzoG3eAre4+3bt0dHRxcVFQlnv1sV4LlpR/EceM1rnjWthR5z4GUgwEMV0rRp09TU1MTERAX7Mns1a9ZM7UEBAAAopEKAr6ysNBgM7JcVFRU//fTTsWPHzGZz586d33vvPa0WzbYKVqnVP5k0yFR6pb5ZROkq9EzpVbQAa9UceO74aVahFz0OeyHTpk37+uuvz54926pVK4tjUJFVKdRiC70eAjwWsVNMdCYIgD4FBQWlpqbGxcXFxcW99tpr9DteuHBhxYoVhBBmJjwAAIAe2NRCv3379r59+zZp0oR9pqKiIjg4eOTIkd99992GDRs++eSTdu3asR3IeoZVanWLpgLfuXPnDh06iL5E00IvFeBFK7Q2VuBp7gMvenA2/585c6agoODy5cuUA1BLTavAYw68DD18+wAojR8/3snJqbKyctCgQZGRkdeuXbO4S3p6enR0dGBgoNlsdnJy+vDDDx0wTgAAABrKK/Cff/75nDlzCCG1atVin1y3bt3OnTu5m928eXPo0KHnz5/nVul1iLtKLf06N8wqtWfOnElISIiJifn000/tOcaaTibAX7hwobKysry8nPvTyN1LWQWeDd7KWujZLYU98La00Gs7GV6tRez0kAAp58AjwAvpZEUGABqdOnWaPn361KlTS0tLo6KioqKi2rZt26dPn6ZNm3p6ejJT5Mxmc3Z2dnZ2dmZmZkJCwrlz59jdZ82a1bFjRw3HDwAAwKUwwCclJTHpnRDSuHFj9vlFixYRQh577LGNGzd6e3tPnz49NjY2KSnpt99+69Onj+3DtR+sUqtbFivwbMCuqKiQCvDyZI5MBIna2gBPHg2KilehZ/OkVt3LVp23SqxCL39FbAVe8fr/1T7AV7/rguoqMjLSy8trypQpRUVFhBCj0Wg0Gi3u5ebmtmDBgnHjxtl/gAAAALQUttDPnz+febBmzRp2qfYbN26cP3+eEDJmzJh+/fp16NBhy5YtDRs2JIT88MMPaozWjrBKrW7RBHjmgWhctGoBOd5ZeBVaqUI9IaSgoOD1119fvHixzPi5w5MZg8VV6KtEBd5iC71VR7MTygq84lXoaWZ/aGjLli07duxQti8WsYOqxWAwTJgwITU1NSIiws/Pz+L2fn5+ERERJpMJ6R0AAPRGYQU+OTmZENKnT5/33nuPffK3335jHowaNYp54OLi8sYbb6xatYpmypm2sEqt/lkM8KIbCEuFqsyB5z1pNBrj4uIyMzM//vhj3pa2z4HntdBrtRx99ZsDb+9F7Hgn0pWysrLhw4e7urrm5+cr2F0P3z4AazVu3HjOnDmzZ882mUzJyclXrlxh7ilTXFzs6urq7u7esGHD1q1b+/v7+/r66nzeHwAA1FgKA/z169cJIV26dOE+eezYMUJIs2bN2rRpwz7ZokULQsiNGzcUD9ExsEqt7Zjb7D355JPqHpa+Ai8T4JUtYsdL4DKfAjBhT7TXmleBp0k+ogGevQStKvBWpTWL94HXQwKULyNX7xb6srKysrIypp1YAbTQQ9VlMBj8/Pxo6vAAAAA6pDDAM3/Rurq6ss9UVlYeOXKEENK9e3fu59bMQu7KijyONH78+DVr1lRUVAwaNCg8PHzUqFEW/++enp7+888/z5w5006r1JrN5sTERItNyEJavdvMWgDXr19v2rSpPY5vsdVZ9L2iaZ5XUIHnHYrZhpf0ROfAi+4u3yDAvTo2wOu8Al8lFrGryfeBZ65awT8vDLTQAwAAAGhCYYBv0aJFUlISs/Ab49SpU8yXQUFB3C1v375NCGnevLkNg3QEHa5SO2bMmM2bNyve/datWyoOhhBiNpvl1wi4fft2aWlpVlaWugFedA45l3wF3mLxnPdMTExMQUFB165diSClcA8lGuClJuHzeuBFxyDcnje8qrUKfXVqobd9DrxuAzwhRPTeDZS76/C6AAAAAKo3hQH+qaeeSkpK2rZt29dff80s4bZmzRrmpf79+7OblZaW/vLLL4QQHx8fW0dqf3pbpfaNN964d++egh1PnjyZn5/PfF/UMn369KioqOPHj3fq1ElqGztFMlVa6GWyN2/HmTNnbt++/eLFi9x95TM/ka3A88ZPU4GXb6HHHHi1ULbQV+MKPJG4d4NFqMADAAAAaEJhgB87duy2bdvy8vKCgoI++eSTtLS077//nhDSuXNnptheWVmZnJwcHh5+8+ZNUkXmhzOr1A4ePHjhwoVbt261uPCen5/fkCFDQkNDuTfSU9Hbb7/99ttvK9jx+eefP3v2rLu7u4qDMRqNZWVlKSkpjg/wLGWr0Ft7H3hCCDsxWDSl0LfQs9uzx5FqgJcP8Nyr03wOPM33t6yszGKHth4CPFroCSHl5eW1a9dWtrsOrwsAAACgelMY4Pv06dOtW7c//vjj/Pnz7JrzhJD//ve/zINVq1Z98MEHzON69ep99NFHNg7UYbBKrSiaGbNaVeB5N0jnoUkaommccAKeMP/TtNCzW3IvgaaFXvQZ5uBTpkxh1jjQqgJPg028Og/wlC301XIRO/mPvSzSw7cPAAAAoAZSGOANBsOePXtCQkJ+/fVX9snPP/+8b9++zGP2j8JatWotW7bsscces3GgDoZVanloqr52KspZTEH0LfRSI5Sqh4u20ItGF+YHXjTA8w4oM1FfeEXCU7ArFOq5hZ6dNK7zAC//U83mdsXNDnoO8PIfe8ljfyN0eF0AAAAA1ZvCAE8I8fDwiIuLS0pKOn78eK1atbp27frcc8+xr9arV693794dO3Z89913n3nmGTWGClqiCfD6nwMvRbRJnjwa+8mjF2jVHHh24/LycsVz4HlhWM8t9NWjAl+9A7wtFXj53zgAAAAAsB/lAZ4QUqtWrQ4dOnTo0EH40vDhw4cPH27LwUFXRDOk6Db2+5ve4ir0UovAk0djvMU0xUvsNDVz5kv5+8ATToCXeZekGgSkPmVwMLUq8PRHsx/574UtNWoeHQZdWwK8xc/UAAAAAMBObArwQAgpLi6+e/cu81j/d8tTTMMKPMsxt5Ejgnyi1m3kiHQFXmYwROLTE91W4Ldv356VlcU81nkFnnIRu2pZgef+TFq7L+83AgAAAAAcBgHeVocOHerXrx/zuBr/OavnFnr6ReykRigV4IU98FK70NxGjnAWsZM5mujphFenzznwJSUlw4YNo1n+TQ8BXn4M1TvAs1eHCjwAAABAFUIV4P39/W0/U3Jysu0HAa3Qr0Kv+t/09HPghcPjFedFA1tKSsqDBw9kzqh4DrzwgNVgDry8kpIS7jh1XoGX/4nFHHiL++rwugAAAACqN6oAf+nSJXuPA3ROvgJ/69atrVu3MrdPt9/f9AoWsaNJGkOGDDGbzTJ70d8HnuY2chYX1aNsoddnBZ73Xuk8wNfkFnpbFqLT83UBAAAAVG9UAR7LyMsICAg4fvy41qOwO/kKfHR09KJFi5jHumqhpyme5+XlCc9YWlr66aef/vHHH4SuhV70NnLCLWkq8FJf8q5Oq+5l+e8v7x3QeYCXH4OKFXgdtppjFXoAAACAqogqwKP7XYaHh0dAQIDWo7A7+VplYWEh+1hXFXjhbHbhCEXD+eXLl5csWcI7rMUW+srKyrKyMmdnZ9723CBnMbhKzYF3TAX+77//Lioq8vX1FR2YxfNWrQq8fAu9iqvQ67BSrcoq9Dq8LgAAAIDqzUnrAUDVIB/guc8zf9PHxsYOGjSIXY3cFqrMgedNMhfdhrsB91C8lefk6+HcHYUBXsM58GVlZezd3WT07Nmzffv2vEUBuMOoTgFefjpDDWmhRwUeAAAAoAqxe4AvKiq6fv16RkaGvU8EdiXfQs/9O555vG7dup07dx46dMj2U3PTr/zZZVroZaKa6F6igZ/mUwCZddcJdQVe9BkbK/AvvvhimzZtLKa1zMxMs9nMWxSAe8bqFOCxiB1RdHV6vi4AAACA6s3ut5H7448/evfu3b59+/Pnz9v7XPZQUFCQlZVVUFBQWFjo4uJSt25dLy+vBg0aaD0uR6Nc7jC1jJIAACAASURBVIs8mjZFcyBPdHR0w4YN33//fcoxyDyvYgs990nRPC8V4C1W4EU/SpCvwItenbW5Kzk52Ww2FxQU1K9fX2YzmVxNk9aqVoDHInYEq9ADAAAAVCm2BvjKyso7d+6UlpaKvmo2m5ctW0YISUlJsfFEjmQymWJjY/ft23fp0qX09HThBt7e3v7+/v369XvzzTdbtGjh+BE6nrUt9Mx/CwoK5A+bl5cXHh7++OOPywR4iy30Mne0pp++zjsjL8DTH0RYgaeZA6+ghd7a7GRx9XuLB6+uFXi00Fu7r8VfSdvNmjUrJyfn66+/ttPxAQAAAKoo5QG+qKjo//2//xcbG3vnzh2LGz/xxBOKT+RIaWlpERERmzZtkv+DOyMjIyMj48CBA2FhYSNHjpw9e3aTJk0cNkhN0LfQc0ORxQo889EPzdxsoqgCr2wOPHuzN5nz0gR44U+R1Bx4mSMTlQK8fLs4bzOrhsdVFQN8DW+h37p166RJkzZs2NCsWTNr97Xfdc2bNy8/P3/mzJnu7u52OgUAAABAVaQwwFdUVLzyyivHjh2j2bhWrVpz5sxRdiJHSkxM7N+/P/fzCDc3t0aNGnl5eXl6etarV+/+/fvZ2dk5OTlZWVlMNK2oqFi7dm18fPzevXv9/f21G7vdWdtCT1mBZw4oP2/cYrmPPsBTdobzauDslzQVeGFktbYCLzVOG1vo5b+DvFOrVYGX+c7qIcDbvohdfn7+tWvXnnvuOdFXq0SA/+mnn0wm07Fjx4YNG0a5rwMq8Mybj0XyAAAAAHgUBvi9e/cy6d3Dw2PAgAENGjT45Zdfbt261bhx4xEjRhBCbt68eeDAgZycnNq1ax89erRLly5qjtoOcnNzBw8ezKR3Hx+fkJCQAQMGdOvWjb0lGFdFRcXp06f37NkTExNjNBrT09ODg4PPnj1bt25dhw/cjo4ePXrq1KlJkyY5OTnRt9Bzt7RYgZcv7DNUCfDcqKa4hZ47HvoKPM0ceJmzsxsrqMAfOHDg/fffX7NmTe/evSkDs0xRmuYIVfE+8Ap+rlhjxoyJiYlJSkqS//xOh0GUHRLTBWNVI70DKvBWzfgAAAAAqDkUrkK/evVqQggTztetW7d48eKff/6ZEJKTkzN16tT58+dv2bLFZDIFBASUlpauXLlSzSHbx/Lly9PS0gghISEhRqMxOjr6pZdeEk3vhBAnJ6cuXbrMmDEjKSkpLCyMEJKSklIlLtMq4eHhkydPvnjxIlHaQq9KBV70LFwyc+BFS6AKArwwbVpVgZc/lPDIwldlpvfLOHr06K1bt37//Xfy6AcrMtStwFfpAE9Tgb9z505lZaXUNKIqUYFnfvus+ojBAddF+eMKAAAAUNMoDPDMonT9+/d/5plnmGcCAgLc3d1LSkrOnDnDPOPh4bF79243N7fVq1dfunRJleHaz7Zt2wghvr6+69ato5916ezsPHfu3J49exJCYmJi7Dg+LTBT05lbgtu1hZ6dGS6KW76WOYjo8GjWnxOeWuo2csJDCU9ksQKvbJK5zAL7PEuWLKlfv/6FCxfIox+7WFWBp5xrYHGcOg/w8mVemgq8/O9FlQjwTAXeqqhM887YSA8/HgAAAAA6pDDA37p1ixDCpndCSO3atbt27UoIuXz5Mvukl5fXqFGjCCGrVq2yaZj2ZzKZCCHBwcF16tSxakeDwcDMHa1aK+3T4NYnla1CT9lCTyiSHs3Zlc2Bt3cLPe8SmMf79+/39/e/f/8+bwPh2YmVFfgTJ07k5+cnJiayh+VOJ8YidsIx2NJCL3+EKhHgmZ9Yq0YodV2FhYVvv/32jz/+qNbwdPi+AQAAAGhLYYAvKioihPAq1a1atSKPBnhCSEBAACEkISFB4QAdpbCwkBCibBK7h4cHoag2V1Hc4EfTQs/9y5uyAk/ouugtBi39t9Czc+ALCwsvXbpkMpmWLl06ZswYXuynCfDydWPmowF7VOD1FuDv3r2reF+1ArzUVVSJAK9iBT45OXnTpk0rVqygOcjdu3fDwsKkPvdEgAcAAAAQpTDAN23alBCSkZHBfbJly5aEEGbKNOvf//43IeTGjRsKB+gozBUxdUtrMXvR34SpqqCvwAtb6K1axI5QLFdOc3Zli9gJQwIvQtO00LNjkG+h5zXnl5aWfvvtt6tXr75+/brMeOQvTfR5JsCzFXhre56rSoA/efKkt7f39OnTle1u+yr01aCFXsU58Mw7RrmkxdatW+fPn7906VLR4+uhQQMAAABAhxQG+ObNmxNC9u7dy/2zz8/PjxBy9uxZ7l/teXl5hPpPOg0FBQURQuLi4uLi4qza8cKFC0zFiZkJX50IA7ydFrGTObLUWUSfV6uFnhezeRV4+RZ6+dvI8Wb7l5SUMNtz92L76rlHsKUCz72caraI3dWrV8vLy69cuaJsd8oKvMUJBTUtwEv9xnGnbNy+fXvDhg0yPwDM4hrFxcXCl/T8vlU/n3322WeffbZz506tBwIAAABUFAb4AQMGEEKuXLkyadIk9i+w559/nhCSk5OzY8cOdsv4+Hjyv+K8no0fP97JyamysnLQoEGRkZHXrl2zuEt6enp0dHRgYKDZbHZycvrwww8dME7Hc8wceFsq8DIBnpcElFXgRc8rFeAp58AzSktLuZmHERkZKTwX/Rx4+Qo8ZQu9zCXLH8HBt5GjnNivbAy2z4EXHkrozp07HTt2/OabbyyOVl28j5xUqcBzP+b74osvRo4cuXfvXqmDML8pTAO/1NgQ4B1g7ty5c+fO/e2337QeCAAAAFBRGODHjh1br149QsjixYs9PT0PHjxICPHx8Xn22WcJIePGjdu8eXNSUtI333zDdEh27NhRvTHbRadOnZhG3NLS0qioqJYtWz799NOTJk2aN2/eqlWrtm/f/ttvv/3yyy+rV6+Ojo6eMmVKx44dfXx8wsPDmYw6a9Ys/V+jtWxpoWf+y6wsIEPdRezsNAee5lMAmU8iuFtyszThpBcFCVB+3jVvDry1Ffhjx47179+fV9mmSVO841v8XMbGhEaZn6Vwf6ozMzNnzpyZmZnJvkrfQm/LHPiLFy+eO3du165dVo/eNqLFc2v3Ff0sjHnfmH8YZXpwZPrtrZ3xAfbj7Ozs7Ow8YcIErQcCAAAAD4nf59yiBg0arF69evjw4aWlpUVFRUyfPCHk888/f+edd+7du/fWW2+xGzs5OUVERKgwWDuLjIz08vKaMmUKs0Sf0Wg0Go0W93Jzc1uwYMG4cePsP0BHU9ZCz400FqdOWLWIndTZZYKWVdmb+wzvioR5nqaFnmYOPE0EVdxCr7gCv2nTpj179rzyyivMypQ05+WenWVxZoQeKvDM7qtXr542bZqzs/MXX3zBPbj88ZkjrFq1qmvXro0bNxZ9lcheJneJQUfiXZSyCjx3r2nTpp08eZL874osXhcq8FWCggYNAAAAsCuFFXhCyNChQy9cuPDFF18EBQW5uroyT7711luTJk3ibubi4vL999+3bt3apmE6hMFgmDBhQmpqakREBDOfX56fn19ERITJZKqW6Z1YU4EXttAzz6gS4FVpoZeplFrVQi/fPCx6ITJz4G0J8OwuN2/e7NWr1/79+7nP8wK8tRV45jOskpIS4UvWBviKiopPP/105cqVoifSNsBzfyqYS2b+y31V/vjMvrt27YqJiZF6lchepnwN335sCfCiAfurr75ifghp/sUgshV4zIEHAAAAkKKwAs9o27ZtVFQU9xmDwbBw4cKhQ4fu2LHj3r17/v7+/fr1a9OmjW2DdKjGjRvPmTNn9uzZJpMpOTn5ypUrWVlZZrO5uLjY1dXV3d29YcOGrVu39vf39/X1NRgMWo/X7mxpoacP8KosYidzkPLy8oiIiGPHjhHp7C31pGhHvVT+kXor2Fe5X7IJ2WJ8Eq3AFxYWBgYG5ufnX7169Yknnujbty97KKYphu2boO9JZobHLGzBq44qC/Dp6ekLFy584oknPvjgA2uPZpGN6Ve+x4R9nJycPHv27M8//1xqAESikiwMorm5uTdu3Gjfvr1al3D06NHIyMilS5c+88wzVu3I+4myvQLP/rKjAg8AAABgPzYFeCndunXr1q2bPY7sMAaDwc/Pj6YOX40pa6HnBfhjx47FxsbOmDGDbdMQ3dHeFfg7d+7MmzeP9yTNMYXb0M+BF+Y3xS30on3+N27cOHfuHHso7kikKvC8YWdkZHh7ewvPqGKAZw6Snp4eFBSUkJDAfualhwo8dwzC2wGwh33w4MGOHTtEA7x8rVj46vvvv79r165Lly6xH2vaeAk7duw4fPjw/v37rQ3w6lbghR98WAzwNHPgEeABAAAAeJS30EO1Z0sLPRvgZ8+ePW/evKNHj8rvaMsidjRz4KWelEoIvCAnTGLMg++//75Pnz55eXmOb6GvrKzkBmx2A+aA+fn57GGlKvA7d+5s0qTJ4sWLeYcl/7vFlyoBnp1De+jQodzcXKuOZhHNuydD+OGUaIAn0j+f1gb49PT0ioqKrKws3lkUvw/MzxtNAwuP6MdSlITXJRXgZb41qMADAAAAKGCXCjxUJ9YGeG4gqaioYBai582mFu5Is4idLRV4xcdkHteqVYt3TOa/GzduPHz48Pnz5ylb6HmXSb8KvegceNEAzxyKeUm+As/cK5F3x0SZFnoawtvISUVi/VTgpQK81GPhEaTGIHzbmTn2wvdE8fug+B1QpQIv+qvHje7KKvCYAw8AAAAgRWGAX7JkibW7TJw4Udm5QCu8KE6k/8qXWWKNqeVaLHRrVYGn7CkQFu25fdcVFRWULfTCAE8TwEQr8OTRgM17E5gTsQcXLWnKZE7RAE8TNaUq8MJXbQyu7PFtOQh3DNx3jPuq8LHwCFKkArww7iq+BMWLhNu7hZ55Py3OgUcLPQAAAIBVFAb4jz/+2NpdEOCrKG5CsPY2cuR/UVAqHkglW9FtLFZBKe+1pqCFnq3As2GeF+PZC+R2R7O7S10m5SJ2onPg2enlvCNzAzwbTc+cOSM8EfczCO4zRKKFnreNKPkAT38zPEo2ttALP5zifoOsaqGXHwP7KhPghZ/yVK0KvPCqpSrwModlNpNvoVf8nQUAAACoruw+B75OnTouLi4uLi72PhHYiXCesNQ2jL/++mvgwIHXr19nvmSioMUCpi0t9Lzi84ULF2JjY5lnVKnAC0MvkQ7wkZGRMpfAewMpW+itmgPPrbozj//+++9XX31V6rpEP86gXMQuJiamfv36Bw8e5B2TO6oa0kJPOQdexRb6kpKSb7/9NiUlhagR4HkD2LVr14ULFyzua3EOvMUWesrV+wEAAACAobAC//vvv0u9lJeXd/Xq1cTExE2bNpWXl48ePfrbb791dsZk+6qHG2/kS53cP9937tzJ/dNfvgIvOnVcdBg0B2EevPvuu0lJSTdu3HjiiScUz4Hn1aWlWujZt4U9DnP/Nt6WMi30lDVk4Qa8OfDskbmZinl8584d0VkGwvRrbYA/efJkfn5+YmJiUFCQ6DjtHeBtqcCXlJRw+xSULWIn3+xN00Kv+DOI/fv3f/LJJ8KhUpKpwN+8eXPgwIHt27c/f/686L7CX0lhgLd4XWihBwAAAFBAYa4ODAy0uM3UqVPfeeed5cuXl5aWfv/998pOBBoSNhjT1KuZ7Mf70q4VeF6KuHPnDiGkoKCAWIpVUhsQsYjFbs+L7sx/eYvA804nE+DlL409grUVeOZczGPmrRAOT5h+eePkHv/WrVt3797lHUHYlyGMhVJN6SpW4JUdZMiQITk5OeTRq1C8Cr3od5AX4MvLy5lJE6pU4Lm/aOoGeOYehGaz2eK+opfPfT+F15WcnPz666/PmjWLpoUeAd5h1q9fv2/fPqlXf/rppwMHDsjsfvXqVTsMCgAAAETYsTDeqlWrX375pUOHDqtWrXrzzTdfe+01+50L7EEY4Gla6Jmeed6XtgR4ayvwTA2cpqRPc0ypbaRa6OUzqrCFnqaGTBPgzWZzcXGxq6sr9y1lDs5NYtwTMTcIkMlI3ONPmzbt1q1bvA3k540T2TnwMgF+9+7dH3300ebNmwMCAqTGxj2dsgr8X3/9xR2JA1romfI7USnAW/wRpd+diP0K0/wGKWihP3Xq1M2bNxMSEtgFGmTGhgDvMPfv32c+uBGVn5/P3JkSAAAANGffOfA+Pj5vvfUWIWTFihV2PRGoKDs7m13zjNBV4Ll/vvMCvANa6Nl9lyxZsmrVKm6XsuI58FIt9FIVeNHIIcw5wkXs1GqhP3HiREhICHdLtgLPBHXeSObNmxcVFUXEPnFgcY/PlvGFF8i9KFVuI3fw4MGbN28ePXpU+BKPLQGefVtoKvAWf4AdH+BpfoxlyAR4pk1A5pjCj6vo7wPPa1rBbeQAAAAArGL3qemdOnUihHADIejcmDFjduzYceHCBWUt9KIVeIud6qq00BuNxjlz5nCflA8AlZWV/fv3t3gu3nmFc+C5FXjmSYPBwP3SAS30hJAbN26QR99S4acD7OM///xTeGqZAC86R8BiBZ47uUD0XDK5V+YzHd6WygI8+5GEKi308j9pzKH0XIHnDkDY588jvGrheyVVgWf/JRFO0xCOTfRt+f3338eOHbt06dJevXpJjRDopaamaj0EAAAAsILdAzzzN6vw3lqgW3fv3q2srOzatSvzJTcj0bTQ8+bAM3+gjxo16vHHH+/du7fUjrbcRo579nv37nE3lq+L3r9//48//rB4zArOfeB4B2HfHNEAz24jE+AVt9DzKvCEE42YL3kfK/CuSzR5ygR4mRYD+hZ6ygAv/8PGuHv37oULF2yZA8/rKbCxhZ5mDnxVqcBbbKGXr8Azvy9S10VTgZcP8IcPH758+fLBgwcR4FXx5JNPaj0EAAAAsILdbyMXFxdHCGnevLm9TwRqYauF3F50xS30jOLi4iNHjkidi9CVW2nq/+w0TpoWepnUJHp3dELRQi8cJ3d3qQBv8fKF1y6swPMuma3Aiw5GNHlaG+AtVuAJ5173hHoOvMzsaNbEiRN79+7NfP6iIL6WlJTw2h+EnxrQVODVaqG3MYHbo4VecQWecD64sdhCr+A+8LZ8agMAAABQ1dkxwJeXl8+ZM2f37t2EkNatW9vvRKAu0b/s6SvwUtswi8NL7WjLInaiocvibahlDkhk0xFNCz1vS6kmAja9WGz1Fw1C8hV4dg686HXRBHhu9lYlwMu8S8JByn+owSwgzyyMryC+ctcFoGmhlzqF/IdBUgFeeGSLcTQ2NnbmzJlS3yx7VOBpfjukfrDZAG+xhV7BHHjFH3kAAAAAVAMKW+iFvdA8Dx48MBqNbD/zhAkTlJ0IHE8mwNPUwKXIB3iacl9ZWdl3333Xo0ePtm3bWjy7ihV4bgs9rxovWoGXqXtLLWInH1a5HwFwn7QY4Gkq8Na20AuPJnMbOZmDcAfAXTJA9LBC3PqtgiwnvLWezlehj4yMvHjxYkhICPthqFYV+MzMzP379/P2EgZ4qX8x2Mq84tvIoQJvb8wnOC4uLrznDx48ePTo0Q4dOvTs2dPNzU2LoQEAAIDSAB8fH0+/cUhIyOuvv67sROB4CgI8TQO84go89wjjx48fMGBAbGyszIC5Q1Ic4Gla4tlcLRXghV3iyubAi25gsQJPOQde5tQKWuiFPwkKKvAODvA0FXh7t9BbjKPMlXLfTHUr8NyjyQf4sLCw9evX8/aSaqFXVoHn/gxfuXKlVatWwlcR4FVXXFy8d+/erVu37tq1648//vD39+dtcPny5alTpxJC3NzcBg8ePH36dF9fXy1GCgAAUKMpDPBeXl4Wt6lTp46/v/+bb7754Ycf8ipsoGfCAG+xTm57BZ6mhZ7BbX6WObvMkGiyKy9qiqZNtjLPi8rCaMTuxQ1gxJpV6FWvwIsmT3vPgbeqhV7+Mx3uNgqynPDWejauQi/ToUDUCPDCaQXyTR8WWWyhl7rk3Nxc4V4KWuhpKvCzZ8/evHnzzp07Bw4cKDyC3OWBlY4cOTJ69OirV6/SbFxYWLh+/fpNmzYtWrRo/Pjx9h4bAAAAcCkM8MzUU6iWZAK8Ji30PMJcJ7ovTS6ib6EX3ctiC71wDjzv0wf6VejpK/Dcdn1rK/AyAV70NnKVgtXm5AM8e5Djx49nZmaKnpQ8mqilOLgCL3UKq1ro2Rs0KAjw8rMV7NFCL3VM7rdbag48m8+lfgK5FXipORSEkJs3bxJC0tLShEdABV5FO3fuHDp0KPv7bjAYnJ1F/jbo2rVrSEhIfHw88wdAaWnphAkTiouLQ0NDHTpcAACAms3uq9BDlUMT4Dds2DB//nx2G5r4nZeXJ1ygXkEFXril4hZ6ZRV44WOLi9ixLykL8KIXoqwCb1WAF03mqlTgV69ebTabZS6N6CDA08yBl2+h523GvlEKVqEXVuDVbaGnr8CLBngFLfTs8WV+o0U/BUAFXl0mk2nEiBHMr1Lz5s0XLFiQlpbWpk0b4ZYdOnTYtGlTZmbmgQMH2HkN4eHh58+fd+iIAQAAajYEeOCjaaGfMmVKWFgYsxK4cBcpvFvEE8Ff6jx//fVXeHg4exapLWVa6O0xB557HPk58MJneAGeDbcKKvA2ttCLvgnWttBbW4FnX2WbyYUnJWJhVYjZxq6L2FnVQk/zkyYT4G1sobf48xMeHv7jjz8KDygcKrE0B1702y21iF1CQsLSpUt5LzGnow/wwvI+oXjHgNK0adOYT9MCAwNPnz4dGhrarFkzme2dnJx69ep1/vz5t956ixBSVlY2e/ZsB40VAAAAEOBBiKYCzwQwyincUkcmj6ZN4faLFy+Ojo7evn0790nHVOCtaqHPzs6+ePGi6AZEpRZ60ZSr+iJ2NAGeEPLdd98x6wjKp0qZg0gtxsZ9hv1Gx8XFzZgxQ1jjJSrNgadpoRf9DIVY+lmSCvDC7K0gwNNX4NPS0qKjo//zn/8IDyj6JdtCLzoqmhZ6tgK/b9++iRMnZmRk8E7EttATsWnwNBV4BHhV3L9/f/PmzYSQunXr/vLLL40bN6bc8V//+teyZcsaNmxICNm2bRvbUAMAAAD2RjUHXrSbzlp//fWX7QcBB+D9ZSxagWf++JavnwvJ5MnCwsL27du3a9eOXeCa/K+Vl7fwG2WAp/krn74Cz2757LPP3rp1i92def6XX37hNpHK1Da5hV/CKZJTdlDzDqtKBV4mwIsWz/Py8saPH+/j4zNw4EBrW+jZnxPuZAqLLfSRkZHnzp0bMmTIM888wzuUw24jx3zp5MT/xFOqAj9//vzHHntMxQq8LXPgmW9BZmZmRUUFewmiZW0G+90pLy8XzoUW/XZLtdDzDkg4P6UyFXje5wJlZWULFy584YUXAgICiODnHGxx8uRJ5pfoo48+evzxx63a97HHHps8efJnn31WXl5+8uTJXr162WeMAAAA8AiqAH/58mV7jwP0g6YCzwtOtlfg09PTk5KSeAvdiTbQ2r6InbUVeEIIG9pNJhP3OMwReFMD6CvwlO+baAU+JiaG9wzvkikXsbO2hZ55wGRCxS30wtUQhINkvwXMEXhvso0t9NZW4KXOIjqzwGw2h4WF1a9ff/LkydxX2YOr0kJPX4FnY/C9e/eYkqn81cnP7LCqAi98VUEF/syZM1u2bHnxxRePHDlCqN8xoHHlyhXmQWBgoILdn332WebBtWvXEOABAAAcgyrAt2/fXvT5W7ducZejd3Nza9asWWZm5v3799kn+/bt+9xzz9k4SnAkmgDP/PHN/l1OH0SlzsUEKtGQJto7LTNg7maqzIGXwuZq3pDo58CLJnPREwnHI7UioHwFXr6FnodNVlu2bDEajVLnUnAfeKta6EXvN2ZjBZ47CZ8ywIt+TiT6s8Rcndls5r3bWs2BZ/fKyMiwKsCLXjJlBZ77jGiAp58Dz/vHAQFeRexNAZ988kkFu7NL2WVnZ6s1JAAAAJBHFeBF15j97bffgoODCSHNmzcPDw8fOnRo48aNDQZDZWXlvXv3du3aNWvWLJPJ9Pvvv4eGhvbt21flgYMdFBYWxsfHC1M09+/py5cvN2nShNf4bXsLPROoeKcWnQFrews9TXa1KsDzhiSswLMvCSvwlDmEZrOKiorr16+zk1FF58Bb1ULPZuaoqKh79+4Jj2NtC71oBV7qUwZevVp0vgDzpIIsJ1xFT5iQhVVl4XFEAzz7c8t+uy0GeIs/b8KPiqytwBNCMjIy2JKpzEQPbgu9zNG4e9m1Ai/6cSFa6FVRt25d5oGbm5stx6lTp44awwEAAADLFC5id/v27WHDhpnN5u7du6ekpHz88cfe3t7MvXwNBsPjjz8+atSov/76q1evXoWFhW+99RZzO1/QuW+++WbgwIG8bxY3wKemprZt23bcuHHsS4S6jExkAzwTdR48eCCMJRZb6GUq8PJkhk25u+gIhdGIPRFvDjxlCDl+/Dh3kTwpFRUVAwcOzMrKYr6UqcD/+uuv7Kdy8i30xcXF3KzFOw5NC73ozeStmgPPzeq8Q4l+xENDQQV+xIgRwuOIlqDZNyQ/P5/7qmiAl2kVEZ5Ianj37t0TxmDeKQghmZmZorvzvqSvwNsS4LkV+PDw8F69erE/FbzDMpfG+3lABV4VTZs2ZR6kp6cr2J39n0WTJk1UG5PWRowYMWLECN7iqQAAAPqhMMAvWrQoNzfXw8Nj+/btrq6uotvUrl178+bNjz/+eG5u7qJFi2wYJDhIXl6e8ElugGcCdlpaGvsSsSY+WazAV1ZWcqOdVAU+PT2duyai4jnwdmqhLykpYYZHMweeJofk5uaeOHGCZjNuzhedA8+cLjIy8vr16+wYeK9yh+ft7T1q1CipDwLsVIEXnTEuGuClTmqRggC/f/9+4XFkKvCEEN697kWnnAjbNEQJAzx3l7i4ON4i81zsXtw1JmQCPPvdEX1jbWyhbYoDtAAAIABJREFUZ3+p2eOUlZXFxMQkJCT8+eefvKOhAm9v7Aq1oj/eFu3du5d50LJlS9XGpLWNGzdu3LgxKSlJ64EAAACIUxjgd+3aRQh58cUXGzVqJLOZl5dXjx49CCG7d+9WdiJwJNEUwQ3wDN4aV5T984QiwJNHu+ilKvB9+/bt0KEDm45kKvD2bqEXJlhCSHh4eNu2bQ8dOmSxhZ6+eUH0NnvC8fB2kQreoqFaeARCSF5eXnJystRxhJ9fUAZ4+Tnw9C30Uie1iPtjxr0KmRZ6+g+D2G8Ws+ga+6otFXiLb7VMBZU9r/CXS/RL2yvw7P0Rea+uX79+/vz55NEK/JdffsncZ45dIZL3uQAq8Pbj7+//1FNPEUJWr16dk5Nj1b45OTlr1qwhhHh7ez///PP2GB4AAAAIUc2BF2Ia5/z9/S1u+fTTT2/bto2t2YI+FRQUTJ069cyZM8KXhAGeV6Cjj0+jRo3avn17gwYNuAdnHsgEeGFxLysrq7i4OD8/n5nAae0c+Pz8/JiYmKFDh8pkgJUrV1q8HKkKPBOlbt++zd2SecBbeY7+raP/lIQlU4GXCu2Un+DwjmOnCjzvrumaV+Blfsx4V8EehG0wtscidlILFgiJLhenSoDnlcqlBsO+evr0afaXmj0O26vMBnje5wK8m1YiwKvIYDCMGjXqiy++yMzMHDdu3E8//SS8caCoioqKjz76iFnF9q233hLeYVFXbt++bW1F/erVq/v27eM+8+qrr6o6KAAAAIUUBngGewcaGczi1VjhRucOHTq0YMEC0ZcsVuDp41NCQsKRI0cGDBjAPTjzgM3t3AAv1ULP/LEovwa+zF/5JSUlU6dOHTp0qMzIubdXkCK1iB3b8StsoRcOkjKHKAjw7AB4ZySPvmPyFXipQUq10AvHKXovOm6Af/vtt3/44Qdvb2/eMOhb6FVZxE4qwDMLcxKJHzPRbg7hm2D7InbCAC/8vZDalybA0y9iJ1qBl/ongvcq94Hw4MIKPHMu0Qo8WujVEhoa+uOPP6akpMTExJSUlHz//ffsrQqk5OfnT5gw4eeffyaEPPbYY5GRkQ4ZqXIJCQkjR460ahemkZ77DD4zAgAAnVD4qfkTTzxBCDl69CjbxiwqPz//999/Z7cH3ZIp36kY4Akh3LnrhPNHuWiA54YWdqkFtrAscxsq9lWpP7muXbvG6/JVQGoRO97nDvIz7e0X4GXuAy+1gLm1AZ5mETtulmOvgvvk3r17Dx06JDy4jS30RUVFGzduZJeRE74qejphc3vt2rWZLxW00PM2410R9+yULfQpKSnvvvvupUuXhLvYGOC5X/Ju2MZD00LPC/DCz9pEAzzbsMAL/KJz4JGm1OLq6rphwwamm2nnzp2tW7eeMWNGamqq6Ma5ubmLFy/29/ffsGEDIcRgMCxfvtzLy8uhI7aei4uL1kMAAABQjcIK/Kuvvmo0GjMzM0ePHr1p0yZm/XmeysrK0aNHM+seo/dM52TyocUWequypejtxAlFBd7d3Z15qby8nFeBt3YRO0JIaWnp1atXbSziSbXQswVDixV4+hBCMwdeuItUd7rF0M4lGuBVbKEngnAuuuQbfQv9mjVrzp079+9//3vy5Mndu3efN29et27deKOib6F3dnZmLoH5PvL+rZNvoeddke0t9Fu2bLl48WLz5s2/+uordSvw3C+5dyIUHo1mETupbxZ3e+GAhYvnYRV6x+jSpcuvv/762muv5ebm5uTkTJ8+ffr06U8++WSHDh0aN25cv3794uLi7Ozs5OTkpKQk9rvj5OS0fPnykJAQbQdPY8iQIQsXLgwPD2d+ltq2bTtw4ECpjefOnUsI6d69e2BgoOOGCAAAQE1hgP/444+XLVv24MGDLVu23L1796uvvuratSt3gxMnTnzxxRcHDx4khLi6uk6cOFGFwYLdyERZO1XgU1NTnZ2d2b/CZSrwbIBnbkVeVlZWq1YtYlsFnhmJjSsns++MaAs9TUjWqgJvvxZ6iwE+KCioqKiIF+B5b6Bo3KWvwM+bN89oNDIds8eOHZs7d+7OnTt5o6JvoedOCa6oqGB+9nj7EroKPPs8926CVgV45reD/UCBuwHNHPjNmzcfPnx47969np6eqgR4dSvw7JFF58Cjhd6uXnjhhT///HPixInskgTXr19n71Uh1KpVqzVr1rzwwgsOGp9tDAbDpEmTAgMDQ0JCTCaT0Wjs3r37okWL3NzchBszAb53797Tp0939EABAAAoKGyhb9Gixbfffss8TkhICAgI8PHxCQoKGj58eFBQkI+PzwsvvMCkd0LIkiVL0EKvc8oCvOgcdXnMnerKy8uff/75bt260VTgmf8yHZ6EuoXe4qiysrLsVIFn3xYdzoFnh8R7RviY+6RaLfQVFRVHjhw5efKk8M4CwoPzOix428jMgWc+Hfj/7J13fFTF2sdnS3pCGoSEgEASpBgBIRQpUgQUBAlBevfaUCyAgigqKgiCovfVixcUFTSAQRC5UrxA1KsC0kEgCEgoUUoktIQkhGzePwaHYWbOnDnn7G425Pn+4Wdz9pTnlMXzm9/zPEOOK1S2ug48ro+w2Wy0gNe6nkjPgWdGOj755BMyMYdQwDOzFZAV8Lng/6o78OSr48ePb9myZe/evfzmdAAmHHgTAp4PmGlbiMCB9y5xcXHLli3buXPnY489Vr16deE6/v7+nTt3zsjI2Lt3b0VR74SUlJQdO3b0798fIfTRRx+1aNEC/xYAAAAAoGJhvondI488EhAQMGbMGPy2l5OTw89jFBER8a9//Wvw4MGWYgQ8jyEBbyWFnhiJ586dKygokAt4xoHHC8kU088+++yiRYuqVKliIoUeGRHPWhQUFCg2sZPEoHgsX3Pg6RR69Wnkrly5Ijxl4YRtplPoaZUrDAkpCHi80G630+21ta4n85VWCj29nGnYRl/h7du333nnnS+++OIrr7zCHAifFJ/igTQE/MyZM+Pj46tUqUIvFI67CR144aVTaWKnkkIvceAZAQ818N6kadOmH3zwwZw5c44dO7Zr166zZ8+eP38+ICAgKiqqdu3azZs3J+1IKiLh4eFLliy5++67n3766f3797do0eKf//znww8/LCwDBAAAAADfxFIX+hEjRtxzzz3//ve/v/76a7o0zt/fv1mzZn369HnwwQerVq3qjjgBz+K1FHr82o33QL/EC6eqpjUVEfDob3mwatWqX375pWvXruZS6IUGtSFIBr7QT6aroyU18B5Nofd+F3r+YaC1HH1zmVDpP1W60EtS6BkBLzwpPoWeGYxQFPDmUuiR9Ef022+/lZSU7Nixgz9fvBXej24Tu+PHj0+cOLF69er//ve/+V1pCfiysjKS4a+YQn/y5Enm7njCgWfGSiCF3qPYbLY6derUqVNHvlp+fv7XX3+dnp6+evVqr8TlBmw22yOPPNK6desBAwYcOHDg0UcfXbdu3YcffhgREVHeoQEAAACAEpYEPEIoNjYWN7wpLCz866+/CgoKqlSpUrVq1Ztm3riCgoLc3NyCgoLLly8HBASEhoZGR0fTM5nfHBhqYmflTZrWIfyekciBxyKBpNAjSpsJk6v5bYUQJ980WpsbmkZO8VjucuBNpNBrOfDkvNRT6GnZTMOcHTMuoDuNnNCLtujA4w8Oh4MW8KZT6HkHnhHwvP7HxSbMHgw58LjfRH5+vvDyav2oCwsLJe0hmd+sy+X68ccfO3ToEBcXR6+mIuD5+2KoBh4c+HKkpKRk3bp16enpK1as4Ms9KgSNGzfetm3bmDFjPv300y+//HLbtm2LFy9u3bp1eccFAAAAAPpYFfCEoKCgWrVquWtv5cuRI0dWrly5du3affv28XUBCKHY2Njk5OTu3bv36dOnbt263o/Q7cgdeK135YyMjD59+mhNIC85EOnCJRfwtH6gHXiCMIOd3tajKfRaCPWVxRhMdKEXphi4y4FHlAaTzwNPazlzDrxuCr2wnRuvBml0m9gJHfiUlJQtW7bQjyJtXGudDhI9qEwdCq//GQHPp9DrNrHDAr6wsFDYYkBLwNMN/yRZ7pjdu3f/8MMPZWVlf/75pyQYXsAzCp/ZOXNVQcD7CGVlZZs3b05PT//iiy/++uuv8g7HKiEhIZ988knnzp1Hjx599OjR9u3bv/HGG+PHjy/vuAAAAABAByUBn5eXt2fPHvy5Y8eOHgynvDlx4sTEiROXLFkifzs8derUqVOn1q9f/9xzzw0bNmz69OmMAVXhMJRCT/jxxx9PnTq1efNm9QPRRmJZWRmvEHgHHiMU8HwNNvOVRx14LYiAL98mdorTyOleBK0gTTjwigKeua0WU+iFaQj8Y6Yi4Pfv33/ixIkGDRqQ/Qhj0J1GDhl34PkUekUH3uVyMR6pUMCTAMaOHSs8KXx05g6uXbsWidBy4MmHkydP8lvxAh4jbGIHKfTe5MCBA4sWLUpPTye9GwiRkZFpaWnlEpVbGDZsWMuWLQcMGLB79+4JEyasX7++vCMCAAAAAB2UBPyWLVu6d++OP+P3vJo1axo9ktDK9im2bt3as2fPM2fOkCXBwcExMTHR0dFRUVFhYWEXL17My8s7d+5cbm4u7vPkcrkWLFiwYcOGNWvWJCcnl1/sVjEn4PELtyFzmNYhSCR13OXA6wp4tzvwgYGB/v7+Fy9eZAxDn0qh5y+LSgq9cP9CB15LwDscjtLSUi0BL2liR75yYxO7/Px8XntrpdBrTfyOtC+dbhd6JBXwQgeeftQVa+BPnTpFzpcJprCwcNOmTcLzomf4Yy5ygwYNFBuY6TrwwrxrQwIeHHgvcPLkySVLlqSnp2/fvp35KiwsrHfv3gMHDuzatWtFr5irX7/+5s2bx40b98EHH/z3v/8t73AAAAAAQAeTKfR//PGHe+Mod86fP9+3b1+s3mvVqjVgwIBevXq1adOGnkSK4HK5tm3btmrVqqVLl2ZlZeXk5KSlpe3YsYOu065YGKqBJzAv1iowAp5XHVoOvPDaZmVl1apVy1wKfXp6elBQkHrkujz55JNff/01EfC0A6+1ifeb2MkdeC2nXbh/8mDIu9Djh8TPz08i4CXzwJMdEk149uzZBQsWaLnfZEO6id2xY8dSU1PHjRuHJ4e/ePEifzjywLhcLrvdLnTgkdql4x9I/pei68BfvHixrKwMDx8IU8p1HXhyiEuXLjGnsG/fvl9//VV4XnSQ9Of8/Pzs7Gykhm4NvBCtqgdhcgQ48J7j4sWLy5cvT09Pz8zM5K9z//79Bw4c2L179wrdjp4hMDBwzpw5nTt3fuihh5ixMwAAAADwNUwK+LZt27o3jnLngw8+OHHiBEJowIAB8+fPF/q9BLvd3rJly5YtW7700ksvvPDCrFmzDh06NG/evHHjxnkrXjdjzoHHsuSzzz5TPxCdQo9EqkNLPwQGBmIXl155woQJr7zyStOmTYVhI6l43r1790cffaQeuS7ErVXvQu/RGniL08jZbDai9oVzLBlKoff39y8qKjKRQp+eno4Xkmfmo48+ev7555lIyOeSkhImKpfLtWXLll27di1fvlwo4PFdoBWsooBXd+Dp1Hd6Cbrxjvzvf/9buXJlVFQUXrmgoACPWwm1uq4DTw7BO/D4YiYlJVWrVg1b8eQQWrUAhgSzRQEvTO9nIgQH3u1cuXJl7dq16enpK1euZH6qAQEBNWrUwCM4X3zxRTkF6HEeeOCBrl274gEvZvJFAAAAAPAdlAR8586dc3Nz6SU//fSTZ+IpN5YtW4YQSkhIWLhwoXpCoNPpfPPNN7dv356Zmbl06dKbVcBrqUe83FAX4jNnzoSHh/fv35/eg1YkTFQhISGM9EIIFRYWnj9/nj+QimXt3j5MNpsNiz2mCz2SmtiKOzfhwEua2PHKE5c308uDgoLwncWONL9/2oHnvWIC1nJ+fn5IuwZeK4W+rKzs4Ycfxgvff//9AwcOfPvtt/xO6IOSJ4p24PH+yexovAPPDBsVFxfn5eUhrgs9UhPwWlpat4ndrFmzvvnmmy5duuCvzp8/jwW8UKsL88z5gyKRgMfbVq9enSS26Drwhp5ArYYF5gQ8WYgfMxDw7sXlcv3888/p6ekZGRnnzp2jv3I6nV27dh00aFDv3r3nzZv33HPPlVeQXiM8PPzmm2UGAAAAuMlQEvD+/v43/XTuuDdPWlqa0XI+m83Wv3//zMzMQ4cOeSY0byAX8FOmTBF+xWsGXYqLi4uLi3/44Qf8p1a7L/5bm80WHBzMC3hECTMalbd8LNLchc1mYxx43RR6dQfehIAXpk5opdDfe++9v/7664YNG8jykJAQIuCFDjwd/NWrV7FEl6TQI+Nd6K9evUqLuu+//x6Jrid9UPJM0jXweAUtAe9yuRil2rp166NHjyIjDryWcY3Bcl23Bh4vJHFeuHABdxux6MDzKfSkwt/hcDDngr+qWrXqX3/9JRlNk2PRgd+2bZtwhdLS0iVLlvz8889G4wEk1K1b9/jx4/QSm83WoUOHgQMHPvDAA9HR0eUVGAAAAAAAQtw2jVxFB2sVc0XsERERSENGVhTkAh6LGR4TAh5DhJy6A2+z2eLi4khfLhphCoBuDTzSnpbcHETA40OrpNB7tAZecRo5vM7+/fv/+usvejKw0NBQnHej68AjSsBrjcjgcTFDKfRXr15l9nblyhVJXQCGF/AkPV5RwOfm5mZnZ+OHylwNvFYKvW4NPL4O5CqRWlyh2a5bA0+uAO/A8wKeMcmTk5O///570w483QkPGRTwOTk5s2bNEq5QWlr61Vdf4VsDDry7oNV7q1atBg4c2L9//xo1apRjSL5DUVERSdQy0bsXAAAAADyBGwQ8yZ7FuFyuRYsW/fzzz/n5+S1atBgxYkSFSEjDBX5bt241sS3eKj4+3t1BeQ/m7ZzUPyOpS2yiMBsjEfASIbRs2bK77rqLn87AtAPvXoiApzPAUfl1oTfkwGPFRStbOrlaq7kd2c/ly5dxR0CtMzKXQs+fdWFhoVarfKy0+fYKug48k0LfoEEDoj/VHfj169e3bdt2zZo1VapUUUmhFwp4HAa5SiQModnuFgeeNOlkUuj54RhDTyBzREMCXushwfshJwUC3u107tz55Zdfbt++vXDArnLy/fffM1PwuIsdO3ZkZGSY2BC3EDY9eg4AAADcBFgS8MuXL587d+7u3buJL+pyudLS0r7++mv85+eff/7222+vW7fu1ltvtRqph+nUqVN2dvbq1atXr17do0cP9Q137949d+5chFDnzp09Fp3HYV6s/fz8aIGh9dpt+h2CKBN5Cj3jwNetWzcyMpIX8PiNnx50QOUq4OkA5DF4NIVesQaeFvC07goODpYHSS+/cOECTrU1J+C1Uuj5s758+bK8Vb66A096IjIOPO0eq9fAnz17duPGjfv372/durWJJnZCB15rJjyjXejVHXi83G63Y2FfWlqak5OzbNmyhx9+2FDKOiPgly5dOnbs2GXLlimm0GtBC3hIoXc7mZmZmZmZtWvXHj58+PDhw5OSkso7opuZV1555ZtvvjG9OZ0tBQAAAFQ2zAv4SZMmzZgxAyFEXgERQgsXLiTqHXP8+PF+/frt2rVLWEbrO4wePfrTTz91uVypqakTJkwYNWpUYmKifJOcnJzFixe/9tpr+fn5drv9scce806obmfz5s2zZ8+mlzidTpKrLBGZnk6h54WQcFY/HF5CQsLvv//ObOtlAU+LPcUmdp7rQl9aWqqVbc6rUN6BJ3NEaWUQ0CM758+f379/P+3JM5hIocc18MyahYWFWh3O8D9EfBM7olcZAR8eHo6bIDACnkbLgZ85c+a//vWvVatWMevjHvibN29mlus2saP1M//rUKmBlzSxY+T05cuXN27ciEQ18PhAZNjC5XLNnDnzvffeCw8P79ixI1KGyXHYtGlTQUHBli1b5ONQwvOiAQfeE3z55ZefffbZ6tWr8SN07Nix119//fXXX2/Tps2IESP69esXGRlZ3jHehMyaNatdu3YmNnzvvff++OMPyOcHAACozJgU8Hv27MHqHSFUvXp1svyf//wnQigyMjI9PT02NnbKlCkrV67cs2fPunXrunXrZj1cz5GSkjJlypSXX365pKRk2rRp06ZNa9iwYbdu3WrUqBEVFRUVFRUWFpafn5+Xl5eXl3f69OnMzMydO3eSzadOndqsWbNyjN8KGzZsOHnyJL3Ebrc7HA5dAW86hV4yD/y5c+dwOvThw4fp+XjxAJBQwGOWLVvWpUsXUq/oUw58eaXQ88cVptCXlJTgJUIBr/UA/Pe//yXNES5cuNClS5eysrKePXsKg8EJ+YZS6PkaeKTtwJMzUk+hj4yMxAJeaPVjtAT8hg0bjh8/vmvXLmb9q1evbt26Fafk0BiqgSetGbTmRVd04LVq4BctWpSZmYkopx3dOIJAhH1paSkuOC8oKLCSQo9HK4qLi+UPvDBnhMblcoGAdzt9+/bt27fv2bNnMzIyPv/8czy4gxDauHHjxo0bn3rqqd69ew8fPtz0v/YVmtatW+N5Ft1OgwYNGjRoYGLDjIyMP/74gzZOAAAAgMqGSQH/1ltv4Q+ffvrp8OHD8edjx47hN9qHHnoIl41lZGTUqlUrNzf3448/9nEBjxCaPHlydHT0s88+i1+gs7KysrKydLcKDg6ePXv2o48+6vkAPQX/KmC324kW9UQKPYFXBXPmzAkJCZk5c+ajjz569uxZslxXwFepUoWeQaBcHHhGwKt0oVfcuYkTkTjwTAo9cYO1BLwwzlmzZpEJ/PLy8vAEVFqPhFzAp6en9+rV6/7776eDNJRCzwt4PoW+tLS0qKgoMDAQy0vcexJvq9XO0OFwkNXoA+ETYVq14YMyahljrgZenkLPXAd8m+jhBq0UejzjBhKl0OP/4vE7RN0CYe9ACYwDj0+kqKhIdydXr15VdOAhhd69REdHjx49evTo0b///nt6evrnn3+O51UpLi7OyMjIyMggj1ZBQUFISEi5Bus9IiIiWrduXd5RAAAAAMANmOxVs3fvXoRQt27dRowYQUTLunXr8IdRo0bhDwEBAb1790YI0bnNPovNZnv88cezs7MnTpyomz+PEEpMTJw4ceKRI0cqtHpHCgJe0kTd4qGFrg5+WoRCSCLgmXJl77/fMwKeiE+JA2/CV1dH6GfyDnxZWRkRorRxquvA02qcJD6YE/CFhYX/+9//mCANpdBLauDpAQhswuPdBgQE4IWlpaXC6QkRQna7fcGCBXfeeSdZgneFBb9QwDMzqGEM1cCT3cpT6PnrwFwurRR63AQLadfA0w483qcwG0ICc0SMrgOPEFqyZInk29LSUq3GfoC7SExMfPnll3/77bfNmzc/8cQTZBo5cu9iYmKGDBmyatUq4aMOAAAAAICnMenA49TZli1b0gvx9Lzx8fF0YljdunURQseOHTMdopepXr36jBkzpk+ffuTIkb179x48eDA3Nzc/Px97dyEhIdWqVatfv35ycnJCQoKPF/Yrwgt4Wouq12mbQCjgsfRiDorjkeQNOp1OXsC7JfKnn34a14bIYWrgc3NzVWrgrYenhdA552vgtRx4om+1HgD69Z3kSsgFPF0TwUBrexNN7FQceIRQQUFBdHQ03i3J13C5XBIBX7t27dq1a5M0WtqB58cjSDECgyEHnpygoRR6vJxOQiGHYPILyJWRCHj8JK9YsQL/011SUiJpDs8jHH1TEfCTJk3asGGD1rfgwHsNm83WqlWrVq1avfPOO2vXrv38889XrlyJn4HLly8vWrRo0aJFUVFR/fr1Gzx4cLt27aBxPQAAAAB4DZMCHr9BEo8OIVRWVoY9tLZt29KyFlumQkPGl7HZbImJiSo+/E2A6RR66wgFPH5HZw6qm0LvdDrpE9myZculS5fcIuBJP3Y5jAOfnp6OP1isgY+OjqZLCdRR70Kvm0IvjJ/W6iRCrUJZLOBxmr0QWh/Km9jJBTwveukeddiBp2dKw2tqjSzgJ4p+rnQdeImAp8cjzp07d+7cucjISN6Bp/fGnB3m+PHjn3zyCX8d8PqFhYW7du268847dStc6Gnk6NQMkkJPnuGjR48aamJnWsAXFBRAEzufws/Pr1evXr169bpw4cKyZcs+++yzH374AV/8vLy8uXPnzp07Nz4+np8cpEJQUFCQm5tbUFBw+fLlgICA0NDQ6OjoCjHxLQAAAFCZMTlqjn11UkuJENqyZQv+s1OnTvSaeLIT6Jjqy5hOobeOMC9X6MBj1FPot2zZsm7dOrdELjkoDSPgCRZj6NChg7kNhTXwbkyhNyTgw8LC5NHSLjE5HJ+je/nyZa0u9HxUZG9MCj3+kzartUYW8E+Dz+zQcuB//PFH0iqPBl9h+uKcPn166tSpZ86cIQKemY4eaafQFxcXp6ena6XQv/jii23atFm1apWKgJen0BO2b98uyZ7gET4GKgJe7vODgC9HwsPDH3zwwe++++7o0aPTp09v1KgR+YoUZVQIjhw58u6779577721atUKDQ2tW7ducnJyy5YtmzRpkpiYGBERERcX17Vr19mzZ2dnZ5d3sAAAAAAgwKSAr1evHkJo2bJlpIvVp59+ij/QbahLSkq++uorhFCtWrWsRFmOFBQUHD16dN++fVu3bt2zZ8+RI0cMvchWCMpRwAtf9PPy8hYtWsS8yqs48EwaZ1FRkVsiV+z3KxHwVsLgT1kxW1V44/gU+pycnAkTJuDPtANPe7PqAl6eQi+BT6FHf89qQaPlwPM18AS+Bp5x4BFC5N8xBnypSRkw0mti99577y1atIjfD51Cv3jxYrzwX//6V1xc3JYtW/CfsbGxjI2plUKPELpw4QK/EK+fm5uLEDp+/LjuU0ecdqQn4N1SA6Ui4OXr0F3oIYW+vLjllluef/75vXv37tixY+zYsbGxseUdkSqkL0tvAAAgAElEQVQnTpwYPHhwUlLS2LFjv/32W62sgVOnTq1fv378+PFJSUkjR45kpmgBAAAAgHLHZAr9ww8/vGzZsgsXLnTq1Onpp58+ceLEhx9+iBBq0aIFNtvLysr27t07YcKE48ePI4Q6d+7sxqA9zZEjR1auXLl27dp9+/YJ/x8fGxubnJzcvXv3Pn364GSECo1iCr3NZnO7khcK+F27dg0ZMkS4vnoNPOJKgk2jLuCF0tqigOePTmb4kyNx4Jl41q9fjz/QDjw9cCBMlKDtcTzZGNIQ8P7+/ro3gk+hRwjRne3IgRRr4OmvyLd4oIGpgUd6Dvxrr722bNmyEydOoBtT6LFUZhDWO9Ap9C1atMALsf7HU9khhM6cOcNspZVCjxC6cOECv3Dx4sXx8fH4KMIkdv7smGnkSAo98ySTJoVWUBHwZWVlEhMeHHjfwWaz3XHHHXfcccfMmTPxrIQ+ztatW3v27En/yoKDg2NiYqKjo/E0sRcvXsSzaeCuNwghl8u1YMGCDRs2rFmzJjk5ufxiBwAAAIAbMCngu3Xr1qZNm40bN+7atYv0nEcIvf766/jDRx999Mgjj+DPYWFhTzzxhMVAvcOJEycmTpy4ZMkS+dvhqVOn8CD9c889N2zYsOnTp8fFxXktSLej6MA7HA63TwWs3toax0O7pgxCAe8LKfRuP7qiA69VA8+LKJK+Tuex6wp4WioTWSV8QoKDg3UHQYhsO3nyJDkcEbcEiyn0WHKrO/A47LCwMFICcPz48dzcXBztxx9/zG9CFxYRaAc+KChIeCwevP7vv//Oa1qhAz927Fh/f//U1FSkLOAVHXhyrLCwsKSkpJ07dyqeAo2KgEfSLHoQ8D6I0+n0/Tliz58/37dvX6zea9WqNWDAgF69erVp00b4b7vL5dq2bduqVauWLl2alZWVk5OTlpa2Y8cO3TQiAAAAAPAOJlPobTbbqlWrmP9tT5o06Z577sGfySu4w+GYM2dOZGSklSi9w9atW1NSUhYvXkxeDYODg+vUqdO8efOuXbumpaV16dKlWbNmdevWJf8jxyP0LVu2xPPqVVAUBbyijjWE+ogAjkdi5DI18Mh9Ar58U+iFd0dlQ2EKPa1meeiccPp2SyYLYDYUOvDBwcG6MeOxgy1btsTHx+/atQsv5I1x9SZ29FeMgMd/0gJey4EnYZM7O3r06DZt2kgGniQOPI5NsSciXj87O7tBgwaDBg1ivhI68PhA+FhGBTzdBp8X8ITbb79dZUYGIcXFxSoDdkzPfBroQg+Y44MPPsAZNAMGDMjKypo1a9Zdd92l9X80u93esmXLV199dc+ePc899xxC6NChQ/PmzfNqxAAAAACgjXlJFhERsXr16j179mzatMnhcLRq1app06bk27CwMCx3hw8fftttt7kjVM9SmUfo1R14tx/aqKWvJeBtNhvvwAstaBNYb2Ln3hp4xRshTKGXdzSgzU/6uMJNaDGm68DrCnh86OzsbPpYfBM7EzXwdHM42oGnnyW5A49uHDQReuxyaAHv7+/fokWLrVu36m5VUlJy7Nixq1ev8k3CiouLSdmC8FhGU+hLS0s//vjj2rVroxtr4/lNTP87YN2B/+GHH8itBAceUGfZsmUIoYSEhIULF6rXVTmdzjfffHP79u2ZmZlLly4dN26cJ2MEAAAAAFUseaoOhwNXwfFfDRkyRKuM2TehR+jnz58fEhIiWRmP0Lds2fKll1564YUXZs2ahUfoK+j/4BVr4D0h4I2m0Gu9e/HdwpHx0QEtrNfAu/fobk+hJ2g58LoQpS134G02G641RQjVq1cvMDDw119/xetg2abbOL2oqMhoCv3ly5e3b9+OP+MROj6FXl4Dj0SN6A1B18A7nc6ZM2cys3UIuXr1Kh5ZEKpxrZjxsVRm7qTV+G+//faPf/yjSZMmSKrS+fJ4dfief0IkDvxTTz1FPoOAB9TBg25paWlGu6LYbLb+/ftnZmYeOnTIM6EBAAAAgGFMvordfNAj9HL1ToNH6HGLvqVLl3owPk9yEzjwWG36Zgo9siY2hE3sVDYUanV5Cj39lTkBT99QcjtIDXxQUNDdd9+NF95zzz2DBw8mKxcWFp4/f37t2rXyAxUXFxttYnfq1Ck8FwbSduC1RCOfQm8O2oF3Op0BAQEqWxEBz2ciIO2sASsp9Hhsha9GEW5iFK3BFwaJgKc3hxR6QB2crmIuRS4iIgL9PYEFAAAAAPgC7hHwf/7559q1azMyMnAvelQB364sjtAjhCruCL1cwJMMcF+ugddy4K0LeJycr7ImfdFoymsaOS0HXjEYQ7dbWANPBsKIAx8UFEQeNofDERUVRVYuKiqaM2dOenq67oGMCngarSZ2Wuaw0IE3QVlZGU4gx2kaRgW8EOzA848cvgIqAt5utzN3GW8ribB8U+hpwIEH1KlRowZCSKVuhQdvFR8f7+aYAAAAAMAsVt9K09PTGzRoEB8f37179wEDBpDO89OnT09LS1u9erU7gvQGlXmEvhxT6N0l4D3nwEvcSD5CLQFvMQBmibqAN+rA01h34Enndi0BT8+vXlRUpJL1feXKFWH8khp4Guzu8k3ssIDnb58VAc/cOHxofFUVRwlLSkq08uTR3w78u+++yyw358Bj8O1zOBxa/xJKyuN1URTwEgeeBgQ8oA6uWFm9erXRd5Ldu3fPnTsXVbSpcAEAAICbG/MCvqSkJDU1dejQob/99pvw26+++uq+++4bP358hXDjK/MIvdDj9bUu9BitaeR8RMB7Yh54003shGa7vAZeflwJwhr4KlWqkA9EwJNL5HA4qlWrRlYuKirSLYBHlh14utc6raKxgA8MDGTWJ5faRAo986ziIUK8Q7c48Hi8g5+UzoqAx1fP4XBolRGp/xx43OvAV4j/rQA+wujRo+12e1lZWWpq6uTJk3///XfdTXJycmbNmtWuXbv8/Hy73f7YY495IU4AAAAAUMG8JHv66adXrlyJELLb7ffcc09UVBSd/lqnTh2Hw1FaWjp79myXy/XOO++4IVhP0qlTp+zsbDxC36NHD/UNb4IRev6N3Adr4Cu0A18u08hpdaH3mgNPXNyIiAh8FvSE8A6H484773zyySffe+89hFBxcTFT6e10OvnHgxbwQUFBxK11i4APCAhg7F9yqU2oVn9/f1qL0g68uoDHRela3yLRbTLXxA5DUuhVHPi6detmZ2frHoWgKOAnTZqksjdw4AF1UlJSpkyZ8vLLL5eUlEybNm3atGkNGzbs1q1bjRo1oqKioqKiwsLC8vPz8/Ly8vLyTp8+nZmZuXPnTrL51KlTmzVrVo7xAwAAAACNSQG/d+/eDz74ACEUHx+fkZHRpk2b77//nhbwI0eObNeu3f3335+VlfX+++8/+eSTCQkJ7gnZM4wePfrTTz91uVypqakTJkwYNWpUYmKifJOcnJzFixe/9tprnhuhv3TpkolW6uqt3TFyB76wsND3U+gt1sAHBgZq+X5Op1PRfZU0sbMCf3eqVKly5swZ3UsnrIFXH02wXgNPUujDw8OFKfR+fn5jxozBAr6srIzRnNWqVTt58iR/ICICo6KiyPxqZKGw3xuhrKzs4MGDeJ1mzZr17Nlzw4YNhYWFXnDgsYDHO1RPoZc48EyEBHPTyGFICr3EgSdHTE1NNTQyqzgPvOIAEzjwgCEmT54cHR397LPP4l9iVlZWVlaW7lbBwcGzZ89+9NFHPR8gAAAAAKhiUsDPmTMHf/jss8/atGkjXCcpKWndunWJiYnFxcXvvPMOfk33WXxwhH7cuHFWMhdwvy4V5DXwe/bswerLF1LoDTnw6vPABwQEaAl4H3TgIyMjN27cOHPmzC+//FKyodBs95ADT4SZMIVeS8AzR2EE/LvvvjtgwADmQLQDT/vYigL+2LFj9evXJ1H95z//qVev3uHDh3UFvAkHnrHZzTnwkhp4jJYDj1ty+Pn5SVISTDjw9M+hTp068tgYXC4X0yxQmGShCDjwgCFsNtvjjz/et2/fd95558svv9TNok9MTHzggQfGjh1bvXp170QIAAAAAIqYlGSbNm1CCHXs2FE+m3F8fHxaWtrixYt37dpl7kDexNdG6KtUqRIZGWliQ+zbqxvmcgGP/lZHvuzAYxkj7MilgkSe+aCAt9lsLVq0qFu3Lr3QbrczylzLgfeEgCcIm9hFRETwNfD4A312jIBv2rQpv39awNN6myyUC3jaAaazNkgKPbO+6RT622+/PTk5efHixWQJHiFyYw08RsuBx1I8KCjIkIDXdeCZFHqdE+BgKhT8/f1BwAPepHr16jNmzJg+ffqRI0f27t178ODB3Nzc/Pz8oqKiwMDAkJCQatWq1a9fPzk5OSEhwRMZVQAAAABgHZMC/ujRowihlJQU3TUbNWqEEDp48KC5A3kTXxuhnzJlypQpU0xs2Lx58x07dtBzdMnRFfBaq1lHpW8ZjYdS6CXyzOl0Wm9ip7K5JAD+QIiL2eFwEGWO209o1cB7IoWeIBTw4eHh+ANTA4+kDjy+8swp0F3oTTjwNDgA/F+8lRtT6F988UVm1NJcF3pdAa/lwGMCAwMlVfT8NHKk24XEgSfXRLfIiIfJcwkICMC9/UwAKfSAaWw2W2JiookHGAAAAAB8AZMCXivjVGtNyUukr1EJR+gVBbwvzwPPpNDXq1fv0KFDbhHwnnPgFfOHhQ484mJ2Op1kNMTPzw+rdysOvLnxGvqItAN/6623Jicn9+rV65dffqH3L3Hg7XY76QPXq1evUaNGpaWlSVLoz507165dO6OVI/gy4n26MYXe39+f2YR24J1OJx5kke/k6tWrFy5c4Jffd999q1atYiIk0JdR/k+01qTudrtdtwu93W5v2LDh7Nmzx40bhxAaNGjQ4cOHdWfxoAfsAgIC7rjjjszMTPxno0aNmjRpQucsyAEHHgAAAACAyolJSRYbG5udnb1v3z7dNX/99VeEUIWrIqtUI/Tl6MAbFfD8NHIBAQHFxcXYMCSSKTU1ddasWeoCXnJq1gU80hAbgYGBKp3GtBx4Jmb6T7yJxS70WjP2qRMUFIQHKcLDwxMSEvA/Bdu2baMDljjwNpvNz88P697AwMDGjRsjrgs9Wdnlch08eHD//v3q4fEjCHxmu2kB7+fnx2xCO/AIIX9/f90Jz4uLi4XN5IODg8ln/vGg7y99ifh6eC0BrzIPfHBwsM1me+qpp7CAnzlz5ocffqgr4Okxi3ffffePP/4gAj4kJOS2226Tb04DAh4AAAAAgMqJyRl9O3TogBBas2aNfBqhrKystWvXIoS0Gt0BvkCFcOAxvANfr169zz777N///jeiVBZeTV3AS6ZIMJRCb8iBVyyEVnTg6dWw9hbWwKun0Fsfr7HZbFgHRkREkIX0PPDoxosgFPBkZbwm3YWe1rFlZWVGJ18gTjJZwvvV5FujuTa6Al7l7p89e1Z4s2hZLr9N9BnxpjrfhZ4slzjweJ+4Q6HD4cBXRv1nQmA2sdlscXFx6ptDCj0AAAAAAJUTkwJ+5MiRCKGioqIRI0acPXtWuM6xY8eGDh2KU+gHDRpkNkLA45SjA68uurRS6O12+9ChQ/EUAOYE/LBhwyRTABKJohKhoRp4RQGvWANPr4Y/C7X6ihUrFCd0dMt4TVxcnNPpjI2NJUuYGviwsLD33nuvZs2aSJRCTwt4fE9pB54W8C6Xy6iA96gDz6fQ09PICY/F89dffwmXMwJe8nzSawoFPBlGadWqFVkunwc+Kipq7ty5eMgM/T1aZELAM5Hb7fb4+Hj1zcGBBwAAAACgcmLyHb1Dhw79+/fPyMj48ccfmzZt+tRTT5E3xUOHDmVlZW3cuPH//u//8Dtrx44de/bs6baQfYyioiLyno11SIWjHAW8UYQCnv+MV1OcRi40NFQigTxXA+8FB553KU+fPq1yUOQOAW+z2VauXJmXl0dPpsBL4jFjxqxevTonJ4dJ8KYdeLvdThx4cjFpRepyuYxmc/CND93YxM7Pz4+5cbgWgE6h192JioDHw0Zagxe6DjwOsmnTpvPmzWvSpAlZjucL4J8fvP4jjzxCljidzitXrjidTqOXiPll2e32GjVqqG8OAh4AAAAAgMqJ+Xf0Tz75JDc397vvvsvJyZkwYQJZfuutt9KrNWrUKCMj4+Zo9ibk+++/7969O/5cQd8pPZRCr9KmSx2JA89/NuTAyx9O6yn0iHsw6tWrl5CQoDvNAUa9iR35jLWu4vgFgamRdouAT0pKYhYyDjxG2GvNZrOR201S6Oku9EFBQTabDZ+jWxx4SQp9uTjwWpPA06kHdrtdIuBpqU9vhSEp9EzyCPbGb7/99t27d/ObMEtq1qyZm5sbEhJiwoFnfryGHHhIoQcAAAAAoHJiMoUeIRQcHPzf//53+vTpVatWFa4QFBT09NNPb9mypVq1aqaPAngBFQGvlR9uaLdW8JyAF45WENziwDNLli1btnbtWsXdGm1i17Vr10mTJiEj/eowTKW60dvNI7wa6gJeN4Xe39+fXBy31MB7s4mdioBXkeXyH6bcgScd6ZjbjT9v3br1wQcf5Ddhlvz888/79u3jz1cXZmgMJ+fTpybn0qVLS5YsqaBjpgAAAAAAAKaxZLI5nc7nn3/+6aef3rBhw88//3z8+PELFy6EhITExsa2bt26W7du0dHR7goU8BweEvA4t9ZqcDdiVMCr7FPuwBsS8Fo18IzM4KWjPAD+QPzmZLXnn3++UaNGyHiDwMjISDIHm1sEvBCmiR1Gy4GnU+jxrHJXrlzBbTXQ3wIeZw14yIFXSaEXZprgFHQSvMvloqeRQwjVrFnzt99+i42NzcnJMRQ2ulHAy++UYg08sxO80M/Pj0wEyHxFQwZwrafQI4RSU1MVZ5I7derUoEGDatSocddddxk6LgAAAAAAQIXGDX2qgoKCevbseRNXuctp3br1pk2byjsKS3hOwFuN7MYAUHk48IxPGB4eLpyaGxmpgcc7VBQ8WpdRK4We2KpGBbyvOfC0gMcfsIDHShj/SSZjMy3g5Q68Sgo9n8E+dOjQW2+9lX4ai4qKGAf+iy++OHv27JgxYxgBn5SUtGDBgmPHjg0ePFjriHQyvM1ma9u27YYNG7SmKiSfJV3o+RR6Ejm/iVZU1lPoEUJDhw5VnwoeQSI9AAAAAACVD5Pv6OvXr1+/fv0vv/zi3mgqIhEREa3/prxjMYmKgDeh6DyRQs9PTi4U8Hg1t9TAMzKDL+qm96OYQu9RB57cKaYnnC6+JuBJCn2jRo1GjRqF/hbYZPp0f3//Z599Fodt3YF3Op3806WSQs/foJ49e9IXEMtgRsCHh4cnJCTwQwYRERFt2rTBORRaMA78unXrhg4dKlxTsYmdMIUeSUc0eNQfGLxboYDXHdVi7pFWt3wAAAAAAICbFZPv6F27du3atWu/fv3cGw1QLvAer9CBNyrIPTFvvCe60OvWwJNvbTabRFmpN7ETKnAtjE4jZ86Bx242+VN98jyjmHDg+/Tpk5KSgv4WfsSB9/Pzmzx5cuPGjZE7HHin08k/4Sop9Px9ZIYG8IVlUugxvELG91H+22Fq4IUx8GsKBfxtt91Wv3797t27W3fg1R+Y2rVrI4SYxvWKPwfmUdGarx4AAAAAAOBmxaSAx/Ol5eTkkHpUoOLCvzpXqhR6ifBGN6bQf/PNN3Xr1pXsx5s18FpN7MhQiyEBz3QR5x14E3peuIl6DTwuekdc4zc6hZ7s0ISAxxuSMPiJ35BZB54ZGsAuMePA06fAb1u7du06depoHZFx4CXh6TrwMTExBw4cmDhxolDAe8iBxxfBnAMPAh4AAAAAgEqOSQE/ZMgQhFBZWdnWrVvdGo/PUVBQcPTo0X379m3dunXPnj1HjhzRKoGuuAgloq8JeIxcwDPOoXoNvORbWmbce++9cgfSUAq9oiQ2nUKvLuD9/f2ffPJJxg5l9h8eHt6+ffvU1NTnn3++YcOGKruVp9DLi88R5cAzt5VuYke+LS0t9YQDr1gDL98zbgXHTCOH0XLgQ0NDJflNTA28JDxdB154FsxAmNYmDIr/PpABJhDwAAAAAAAAJjApsSZPnvzDDz9s3rx54sSJmZmZKlMiVSCOHDmycuXKtWvX7tu3T9gjOjY2Njk5uXv37n369JFYshUFlRR6n62Bp+MknxkBL5+RXu7AC2WGof1YdOCNptATgaTe32vBggUDBw5MS0ujI2T2b7fb//e//+HPBw4cyMrKUtw5g4kUemEuOnK3gJc78PInhFnC3N8qVaqQsJm7KZm4TvLz4R14rZXpCxseHi6Mk/8sdOCrV69++vRp6wKePFrqvywaZp45EPAAAAAAAFQ2TDrwoaGha9eu7dev38aNG5OTkxcuXHj69OmboCHwiRMnBg8enJSUNHbs2G+//VZrhqdTp06tX79+/PjxSUlJI0eOPHnypJfjdC8VqAu9vIkdcSYZAS+PRH5e/GzVkgg9IeBNOPBGh06wzGMkHP8ACD9LcFcTOyaFnjjwtLwvLS012nWfb2LnoRR6Ew68cLcE9RR6es3777+fcfW1HHhmxMRut3fp0qVatWqSAyHlp4IIeOEvy5AD73Q6hU8OAAAAAADATYxJifXAAw8ghMrKyiIiIg4fPjxixAiEkNPprFatmtYbnonpjr3M1q1be/bseebMGbIkODg4JiYmOjo6KioqLCzs4sWLeXl5586dy83Nzc/PRwi5XK4FCxZs2LBhzZo1ycnJ5Re7JTwk4LEILCsra9Wq1cWLF017tjRyAR8VFYU/8AJe0qxB3YGXXwT1S+QJB56ZMp3fz/vvvz9mzBjJIeQp9Cb6jVmsgfe0A8/cBaEDT996+X5omKEB7MAbqoEX7pag3sQuICAA/wYRQuHh4X369Fm6dCl/LGYP5DMeX4iNjV23bl3Tpk2RdFiBLjeQDOZqOfCK+l9eFAAAAAAAAHDTY1LAL1u2jF949erViutFnz9/vm/fvli916pVa8CAAb169WrTpo3QvHW5XNu2bVu1atXSpUuzsrJycnLS0tJ27NhRQec08tA0cjiX++rVq3PmzFm/fv3EiROtBKniwBMBT6aRw3/KHWlD08jJa6G96cAzy4kU1HLgb731Vq1D4IecOU0PCXhDKfS0REeeqYGnHXj+x+5GB14xhZ484ZKHlv53Rv4s+fn5OZ1OPKEg8yQjZQce/0k6z2lFRXcTuHLlimQ1skP+oTLkwIOABwAAAACgEmJSwLdt29a9cZQ7H3zwwYkTJxBCAwYMmD9/vvzV0G63t2zZsmXLli+99NILL7wwa9asQ4cOzZs3b9y4cd6K1514yIEnm/DKwTT4pZ/Ww4oOvGSfWsKbPiL+rOvAGxLwKpajw+HQKvtnIiECnsh7RtDyZi9B6MArptDL7VYeKyn0+BSIOLQi4MmtVKyBlw/cCLdiauAVU+hxprr8iHQ1u3A0h4BHJUwLeBweLd0lUZGbKBfwDodj2LBhUVFRjRo12rVrFxOA7o8CHHgAAAAAACo5JgX8Tz/95N44yh2cU5CQkLBw4UKJ1GFwOp1vvvnm9u3bMzMzly5dCgKe2UTYbtocJB4/Pz9aHtB7joyMxB+YeeDlAt6QAy9ZWb0LveI88Ha7/b333jMq4IkuZQStpNOkFQdeotasO/DCFHpyPa0IeD4MeRd6Q03sJDXwzKPIS1A8Q6dwt4Tg4GA/Pz8sy1UceLJDRQFPPhty4Js3b44/6I6XjRkzBldzKOa20ERGRgYGBuJ0BhDwAAAAAABUQtzji94EHDlyBCGUlpamrt4xNputf//+CKFDhw55JDLP47kUejc68LSAZwIjn7EDb7fbsYSgu9BL9ix34K13oUechldMoXc4HKNHj+b3qSLg+VOWPNi8ucrfMomA19qt8GqQLAl6J8LYbDZbhw4d4uLiWrRoIVyNlvfz589PT0/XioSHt9aNOvD8V0z/OcaBx5qTOcTAgQPHjx8fGxtLltSqVYvZP4/dbseDAkhvMIiuC+DvqdaDbc6Bv+2222JiYpCozkXloIoOfHh4+A8//IA/V9CSJQAAAAAAACuAgL/G5cuXkdk3woiICIRQQUGBm2PyFry7TjStYva41m6JA6/YoUoFtwt4XnjTkp70yta1zbUuUVlZ2YULF/iYda+n1hFVUuj5rYym0FsX8EJq1KiBP9A3hcTmcDji4uLIUYYMGfLnn3+mpKQIT4H2h7/99tvNmzerh0FOgYRhVMCTKQ+YBAF04/11OBzYKBY68DExMW+99VZ0dDRZQhx4rccDP2ZEwOs68HSugVEHHgt4ulmA5Kdks9kmTZrUo0ePRo0aaa2jdSCkLOD9/Pzq1auHP4MDDwAAAABAJQQE/DWwrti6dauJbfFW8fHxbo7JizDv5UTB0rLQqIAnIlDXgVeR9x514JklFy5cIKW21h34gwcPvvPOO/wR1afd4g+EpE3s+G+R8RR6xRp4ow480edCAR8eHj5q1CitzSUC3ihC/9xQCj0Z7KM9fHrneHlgYCBejjP8hdHSO9dNoce7JUdXqYEnO5QIeOFnfIXxHnRT6BFCzzzzzKpVq8jggiR++WcJfn5+5HIxc8IDAAAAAABUBkDAX6NTp04IodWrV69evdrQhrt37547dy5CqHPnzh6JzCvoCnh5Cr1QqqnXwKu4uCoCPjo62ul0BgUFMQJed/iAjt/hcISGhpIlJHgVB55s5e/vT9bkS8QNOfBaOp8oYXJEeueKKfQ459liDbw8fobY2Fhec5LYaMfYtIBn7qYwNusp9MT+5R142qwmAh4jvFzkRickJCQlJWkdkV6u7sDTwwrMeIRuE7vatWuHh4fjCTJ1U+iFuyKQLAOLDjw9e7zR7A8AAAAAAICbABDw1xg9erTdbi8rK0tNTZ08efLvv/+uu0lOTs6sWbPatWuXn59vt9sfe0Pc5/4AACAASURBVOwxL8TpIbQEPHn7Zxx4iZVHUBfw8qJZ+cr0ngMCApYvX56RkUEam2k58DNmzBg2bJjwXBg1SwsGpNzEbtCgQbfccovWmooCXhgeieGuu+7av39/amoqXqibQi904HH3OD6FXr0G3mh9hL+/f9WqVZGCgNetAtAS8HSTdi2Np9jETjKaQAQ8iZMR8IwDz+yQBu+8U6dOv//+O7lN8qEHxRp4Pz8/HBX+RQtz45mzoD/HxMScOnVq4cKF6MZRCTnMOl26dNm4cSOZuETr12TCgTf07wYAAAAAAMDNATgY10hJSZkyZcrLL79cUlIybdq0adOmNWzYsFu3bjVq1IiKioqKigoLC8vPz8/Ly8vLyzt9+nRmZubOnTvJ5lOnTm3WrFk5xm8RLQFPCxj6DTswMBB3DSCbk0nXCR5y4JmVmT336tULIXT+/Hn0d9Iyvw5CqEqVKri1GOIceEbAE4FqqAaekf0MbqmBRwg1bNiQZBGbc+DxyioOvER3Ce8+0h7sqFmzZm5uLh0P+RwYGKjuwDM96glRUVH4ARB+y5wOfaMNzQNPktjpKnp6Cd4kKChI0YHnf4OSyJkEfq2VnU4nPcxBVouPj8/OzqZr74UOPLpxcjjJgSSRR0ZG3nnnncIradGBBwEPAAAAAEAlBAT8dSZPnhwdHf3ss8/idlNZWVlZWVm6WwUHB8+ePfvRRx/1fIAeREvAY3FbVlbGCPigoCBawDudzuLiYnpzl8tls9mGDBly4MCB2NhYtzvwjr/nORe+8ePDuVwuLQeervFmYsP751PohSvT0AMBcl9aUatopdALy9HNCfh69erl5eVVr14dcbJcUgPPiHmta6J1gq+++uqmTZtuv/12PjYi4IX7VHTgo6Ki8KQSyIgDj0cimNV4nU9Qd+DpUm1hPMJbJh96YBx4rZVJCj1zVTMyMux2e0JCAn+mWnsz7cAzQwzWBTw48AAAAAAAVGZAwF/HZrM9/vjjffv2feedd7788kvdLPrExMQHHnhg7NixWP9UaLTcPyzPSktLGUuWmbib2TwgIKCwsNBut8+aNYvsR3J0EzXwTqcTC3ih0mNS6IUmNn2OEgee8dIVBbzcgdc182kkDjwSqUdDKfQrVqwoLi6OjIxEnJpSTKEX6l45vXr1wokSBBJ8QEAAn8/Pr0b/KRTw5LN6DTxJGBGuJkmhlzvwgYGB9NwWkhR65lcgj9y6A8/8q0XvQdjdXV3AC58cRQdeFzqFHmrgAQAAAACohMALEEv16tVnzJgxffr0I0eO7N279+DBg7m5ufn5+UVFRYGBgSEhIdWqVatfv35ycnJCQoKh6l9fhs9LJ/Yv9rr5FHp6fea1PjAwsLCwUL3AlczIJYER8JLcZrJQ0YFnbiLeP51ZTXuD6gJe14G3nkKPjDjwdrvd6XQyue6BgYHk4hsV8DjPgl9TuIkc3oHXFfB169bFHfj4M6Uzww058E2aNKlVq9bp06dJ30HJY9asWbMVK1aUlZVpNbEjKfS0gLeeQo9LddRr4IUOPO9dk1wbhFDdunX5Xamn0MsdeHnhPaTQAwAAAAAAyAEBL8ZmsyUmJiYmJpZ3IF4Cd6sif9ICnrxYMyn09OaMLMHyXl3AR0REqIdqQsALNTCdQs878OZS6HnZL0RRwGsd0ZyAt9ls/v7+jIAX7gqJSgD4NXEfBKFxzW8ih3bgFVPoFy9erOXAR0ZGEi1qyIFPTEw8fvz47bffvnfvXuZbOp7ExMTc3NxnnnkmJCRk3LhxvJ60U50FgoKC6GnVJA68bgr9XXfd1bVr16eeegqfI30sRQeeH2ugwbk2+AT5b3EGh2QyQno/9J+GHHjdZwaa2AEAAAAAUMlRkhDATc+aNWsGDRpE/uRLxA2l0MfGxiJlAW+323E/Obmg5VPoJXvW7UJPn47cgSeOn1EHXlfAu6UGnk+hlwh4oe/K7wqpOfBYQwYFBZWLA0+PsDCrhYWFkTPVcuB5Q1jYE0GYQv/DDz9kZ2eHhobi5AUtB75ly5Z9+vT5xz/+oejAy7szIoTq1as3efJk/GNhZmWT1MALU+glHQ0RQnRtPGHs2LHjx4/v0aOH8EA05mrgFZ8WqIEHAAAAAKCSAw48gBBCNWrUoN/aiRZVdODJK3u/fv0efvjhTZs27dy5U1HAOxwOrEmcTic/ZTqPdxx4LS9dIjPofao0sfNQCj1ewjul2IHX2g/iJLqugE9ISHjrrbfq1KnTs2dP+Ynogm3VsrIy9Rp4YUo2JjQ01N/f/8qVKzbtBnv88yMc0BE+ZhEREbhKnFHFZFQLL4+MjFy+fDlC6OLFi/wOaYQiXNJRD1ECXj6u5O/vr5hCT76tVq0aPeJAaNKkSZMmTYRHkcRJIhReSf6hMpRCDzXwAAAAAABUQsCBB65Bvw3bb6yBpz9gtBz4KlWqdO3alUw9za/AQxx4+eu40Rp4m80mEfCMAy9PoVcciVB04IVWpAS5gNdy4IVanZFtjFhSd+DJGMHAgQNbt25t3YEnAcu70NOjEhIHPjQ0FK/JnwWBr4GXO/D0QsZpJ+uQUS0mpJCQELJzkvpOo5hCLxTw8sEgf39/3oGns9D5/Qs72BlC7sB37tyZ+Yr/TMPPHQgOPAAAAAAAlRkQ8MA16Ldh0yn0eCv8zk2LhHbt2nXs2FHYrt+cgJen0JPluORbmE8uFGzIWgo9vZWWfFUX8Cop9FoOvFDAyx14RrjK/XnE6Vit+BXBeyM18Oop9PxlDA8PJ0NIWjEoOvD8QpvNRp49JlmDtAPkpTjW9jVq1Bg6dCgfjFDAywdurDjwwvx58q11W1t4ImThW2+9xXxFf+bvFz2nAIIUegAAAAAAKj0g4IFraDnwKin0ZFva6aXfxWvVqvXdd981btyYP67D4QgPD0fKykHFgSfLtaaa03XgtVLoFR14SRM7ifKUnIhwD0gk4PH6TAq9igNvNIWeHELxROQwDrzpFPquXbvef//9RMDr5kEYdeBpAanowKO/m8Y3btxYOOGCsAZe7sBXrVqVXqg1hqLlwAtXln+rjjyFnvl3hvnM33dmrBA78MLnGQAAAAAAoDIAAh64htCB1xLwRh14slv+uHa7Hcsb+RTThlLoyQpYwJtw4HkpruLA0yn0ug68rkGtUgNfjin0nnDg5Sn0Kk3sBg0aFB0dTVLotWJgOsbTOxTWwPMDJejvXwEZyJAIeFxVfssttwiDUXTg6SVRUVF0gobvO/D0CAjzFf+ZXshES1e4QA08AAAAAACVEBDwwDV0a+DVBTzvwJPd8seVOPDC9Q2l0Ft34JlqdnUBr+v9eiiFXujAM+vw+0GcmlJPodfNNVCBpNArNrHTEvD4T7kD37lz52effZYJXnhf+IX0IMi999776quvTpo0Cf9J3HX+oCYEPC+DW7ZsSf708/PDvxpmvIP+EdlsNmEXermA96gDz/wzQg+N8VNX4GCYvdGPBzjwAAAAAABUQsDBAK5hqAaeSaFnbEwtAS9UZXbtGni73e5yuZhtDTnwWjXw/AkSmBp4Q13o6a2s18BrrWa6Bt5DKfTy1AlF3JVCryLgn3/++a5duzKbyx14oYAPDg5++eWXL126hP/UdeBr167NB0N2Lk+hf/zxx4cNG0YveeaZZ7Kzs3ExPB0efubR3xfBaAq9Rx14Zuf4Ujdv3vz9999v3rw54u67v7+/1s+ztLQUBDwAAAAAAJUQEPDANQzVwGs58LTFJ88BphdiL5E3Bp1Op8vlwhreqICXO/D06QgdeLIkNDTUXAq9uxx4+WpaKfTCGnjhQn5XSFTD7zUHXpJCTw8byR14eQq93GNnrgNzOP4pJV9JBHxiYuKmTZu0pmFTSaHn9/nKK6/w3/r7+xcWFtKhej+FXvjk2EW1+uSIrVq1Eu6KF/DgwAMAAAAAUMmBFHrgGm4U8IYceIfD0b59+7S0tIceeoj/6oUXXmAWMin0WipRXgOv6MA/9dRTAwcOFNac89D7lDSxI8uFWe48iin0TFG30IFnGnrLJbrkW2Y4wC018Hhvcgee7gCnkkLPJ2Dzm1hx4JmvtLrQI4Tmzp178ODB22+/nQ8GaQh43ZJ44bd0eLwDHxMTExQUlJCQINmJdVUs6ULPjA7Q5jxGN4We/nlCDTwAAAAAAJUQEPDANbRS6Il3V61aNbICk0KvKODpd3FacEZGRi5btiwtLY1Z32azkbRhLzvw+Nv77rsvMDDQnAOvm0LPDIIId6gVPL83lRT6mJgYrf0wB+K9a10H3qKaIin0TA8CGlrAq6TQ161b110OPH+dCSoOfGBgYGJiIh8JvQehuNX6k0Ei4OkBr5iYmOPHjy9fvlyyE2868HjURjKSBQ48AAAAAAAAAwh44Bq6DvyDDz74008/tW7dGiHk7+9Pv4szakqlCz1RO5KUckZm4w+GBLxKDTwj4LFKpL1Bod7jUUyhJ+u4RcDzqd2SFHpDAl43hZ5x4Hk1ZSWF3qIDj2Nr2LChVtUG/1nowDPDIkh6mviR1srbl6DiwMsbDQjHF3gHHiFUtWpVrQfP+w58SkrKyy+//Oqrr5IlujXwIOABAAAAAKjkgIAHrqE7jZzD4Wjbti2WRg6Hg34XZ+R0kyZNmjRp0qNHD+YQ9Ns5b1cKc8X5hYpd6OkUevnQAP1tamoqLi0mp4+MCHh6IMO6A691RGHFPtmbJIWezqFA3AVnUseZi09/7tixY/369Tt16kQf0S0CXp5CHxISwu9c4sA3bNiQLpQQ5vzzul0rT4RZwu8hJCQkKiqKGSVRwXoKPVlZnkIvx0MOPD0Kxuzc6XS++uqr7du3J0t4Ac8n1SP3jTUAAAAAAABUOKCGELiG0IFHnAtN0n39/PyKi4vxQkbAx8bG7tq1iz+EsIqet0AJtIa0kkKv7sAPGDCgQYMGZHNysjabTVgX8I9//OO77747cuQIsx+VJnaKDrzwspDPw4cPP3HiRHJyMhG3TIE6vdCQA49XKCsr41fu1KnTgQMHyJ+MA0+2suLAW0yhr1WrFkKodevWGRkZCKEePXo88sgjDz30EH5i5Sn0cgdekkIfGBi4bds2udIWIhS35lLoeQee+b0YDcMEzLHo4QmjExbIp5GDGngAAAAAACoh4MAD19CdB558hRByOBy0/UXeyxUTfZHxFHpCo0aNbDZbo0aNtLaiI8Ep9OoOPHOa+M/AwMDZs2e//fbb/K6mTJlC5gYzWgOv28ROJYW+cePGX3zxxUsvvaTSxE4u4PkkeeGV0TojEoBicz6G+vXrO53OevXqSRz4oKAgfkCHeeTwYzxz5sysrKyOHTvi1Vq0aNG7d2/hHed1u1EHnr6hdevW1ZorToLcgVeRviQGujmFOQfe7fPASxx4Ht0UenocDRx4AAAAAAAqISDggWvoptCTr9DfDjy9PvNBiNEUesYnxx8GDhx46dKlwYMHy49ozoFn5BxZ/swzz+Am+XxlOL0JrSr5wBhV7JYUegJTUyAU8PHx8ZL98MJVUcAzDjwR8IYc+LfffvvkyZONGzdmpvFjAiaPjW4KPZ1JwQwKCFPo5Q685K6R9c2NXCANAU+OKOnqx6/cvHnzSZMmtWjRAhl34IVl6iaw4sDrCnj6aoCABwAAAACgEgICHriGvIkdI2+0HHhFmYFEKfRCpcoLeIRQSEiI0C/lj2W0Bl7owGudAqIyFJh9Ch14owJeJYWeQGewI40U+oYNG86ZM0drPySwunXrPvHEE+jGk5XcWS0H3pCAt9lsVatWRTfOWM5DsujlKfRMbMIsEuaz8FsmhT4xMfGpp57iI2dWNoowIZwpa1esgQ8ICHjjjTfuvPNOVH4OvHoTO12giR0AAAAAAAADCHjgGlrTyKk48IoCXujAK9bAM+h6/nQKve488PwwgbqA9xEHXiWFHiE0aNAgrf2QPzt27Ni2bVtmBYkab968eWRkZFJSEv7TtBGNkaTQI6qPndyBJ9D2r1Ci87eePjRzVbt3737//fczIXnIgTck4JmfA93Jrxyb2NHp7nRgEpj7rjUPPNTAAwAAAABQaQEBD1yDfhsmWpRPoZc78Oo18ES+yrvQa8l7iw683W5nUpSZvWm533x9r1DAC5vYedqBp2+K0IFH3F3mw0N6Qpfn/fffz8vLI/n55hx4glzAEwdeUcDTolS4CT8SJHTgtQZ0EHXfTTvwQnHLyGDFXxZ9vuaa2LnRga9SpQq68ezc5cBDCj0AAAAAAJUWcDCAa2jVwAvdS3M18PS3xEpVTKHX2pXcgdeqgWfEtroDz48jaAl4LfFPlrtlHnh65++++y45Uy0xKSz/psNDxgU8s4JFAS8v+TaaQk+b28Jnhj9roQOvdS/It2VlZRYdeK0UekM18LwDj6NSUc5ud+Cjo6PPnj2Lw1DcOfPMQBM7AAAAAAAABhDwwDUUp5EjCkEyD7wWeJ8pKSmNGjVKSkpaunQpEikoen2hrOLj4dF14OWmtMUaeDem0NMxOByO0tJSLWE8ZswY8lkrhV4i4OXJ5LpqnJyXR1PodR14eq54dKOglQ9MyB34OnXqkP/y2ER9B9QRptAzDrxiDTwv4Nu1a9enT5+RI0fqhuEuAU+CefDBBy9fvoy7P7q3iR0IeAAAAAAAKi0g4IFrKHahJ9m5ppvYpaamvvjii2+99RazrSEBr5hCr1UDb9NoOEcW1qxZ0+l0xsXFCXcr3I+iA280hZ4+YkBAwOXLl1Wcba0UemH2OPNn+TrwpgX8gw8+2LFjx9tuu42PStKFXuLA06MwaWlpOTk5NWrUEEZlMYVeKOCZGnhDKfS0gI+Ojl6+fLlKGO7KSydDAHFxccOHD6d3rj46EBAQUFxcHBUVdfbsWX7n7hprAAAAAAAAqHBADTxwDXkXeqJqRo8ePXLkyPbt25uogZfnMwtzxeX6XLgVHYmiA8+LtwULFhw6dCghIUHruHyERmvg1Q1bZhMVYewWB56+9eoOPNO53SjYQidCnUGSQp+SkjJs2DBhVOa60DPXMD4+XuuM3OLAW+lCz5wFXQOvjtsdePpyCev8ecgm3bp1++abb6ZOnQop9AAAAAAAADTgYADX0BLwjN7u1q1bt27d0I1vz4YceGZEQJJCbxf1h2f+ZFKmmWNJauBpB97lcjG7DQoKEuZL8641LVdonewuB57+oJh1j7QdeIRQo0aNDh48ePXqVa2qBD5gSd4+fwjTRjSmVq1aixcv5odOmJ3zzw9umcZgIoWeLFHXh06n8+rVq+p3h0GeQm+xBl4dtzvwdMyKTezoX9B9992HqH8uysrKyB7w3iwWawAAAAAAAFREQMAD14iIiMA6BIlq4Hn9RssVXT+c/pbRsRLxT0ti4a4QQmFhYcIV6GnkdB34kpISlfj5FRgHnhZd1mvg6VuARyLUHXhGKdGb7Nq1a/HixSNGjNAS8MzAgbzwnj8E0/jNBAMHDtT6ipwXn1MQHh6uFZWhFHotB17Ciy++ePny5XKcRk5SA6+Ouxx4/h4xgZmLCv9I8c7Hjx9/8OBBvsIFAAAAAADgpgcEPHCN6Ojo//znP927d0fSFHrC888/HxUV9cUXXyCDTezwyswM28JDqNTAawl4Qw48EfDqieL8ftzuwNNHwR/UBbywGTvGz89PuB+tFHp5UTqBabqmGKdReHdXLuDpUxAOM0kceEMCXvUERAiVM3M9DdXABwUFIYRCQ0Oth2ECYQq9UQeeuS9+fn4lJSWk2uWZZ56xGCQAAAAAAEAFBQQ8cJ3k5GT8gRfwvDLv3LlzZGQkI+BVZAb+L7ErFWvgtexiFQFvogZeC170mq6BN+TA4w9uEfBkh7oOvLDkQTdaizXwcvjRARMOvGINvNdKrKtWrYoQiomJoRdamUZu2LBhly5dGjVqlKEwfCGFXiuqwMDAoqIi00UKAAAAAAAANw0g4IHr0BqGEUhCMcaLKPUUeiLzJHpPJYVey2aUN7FjHHh+t/JToPfD18DbbLbY2FgtB56x01VgauCtC3gSp3AdPoVe5aDe0b2SFHr1GnhhCr0VB94ib7/99qhRo1q1akUvZK6nIQEfGRlpIinAF1LotRz4oKCgqVOnajW8AAAAAAAAqDyAgAeuwwt4SQo9EpmWcpnRsGFDu93eoEEDRMlX4qp5IoVeaxo5Pz8/cw4838SOd+CbNGlStWpVXQdePZ3YhAPPDzTwfyo68IoC3o018BKMptDrOvBaihF50YEPCQlh1Duizuvuu+8+fPhwy5YtJXtQHEGT4y4HXhiMxRR6u90+evRoi4EBACY7OzsrK+vq1asNGjRITEyUjysdPnw4Pz8fIdS0aVNvBQgAAAAAMsy/7QE3HxIBLxQGRh34J5544uLFi127dkWUgOdz6en9a0lrxSZ2whr4J554onHjxkIhbbEGHs8T3rt3b+HpMFdSV2vx5+6uFPqKK+C1UuhtNpu5LvRarfuQFx14IeQOjhgx4sSJE02aNJGsrP5Q6e7EN5vYWTkvACD8/PPPrVu3TkhIuO+++3r37l2/fv0GDRp89tlnZCISnoceeuiOO+644447vBknAAAAAEgABx64jjCFXsWBV6yBR9Ssb0QdEQEvzDnXenFXdOCFKfQzZszQcuAtptA/8MADe/furV+/vtbpIJFi1IUpm/dQDbw8YB9PoQ8NDRU+eyZS6L3vwAsxpMlNPFRaO3FjDTwdDB5eiYiIkG8rceAtRgUAn3/++ciRI/H/FAiHDx8ePnz4999/P2/ePBMDTAAAAADgfUDAA9cROvASA1YifnThHXhDKfREVcpr4LVS6OlQraTQ0w48vmi33XabcE3ESRHhtYqOjj579iwTTHk58IZq4Hnj2psp9EL7HSFUs2ZNm81Ws2ZNpHHlJSn0PuLAGxLwvuDACyPv3r17RkZGx44d5dsK/xFAIOABy+zatevBBx/E6j0mJqZt27axsbE7d+7cvHkzQujjjz9GCM2fP7+cowQAAAAABeCtCLiO6Rp4EyW4fA28PIVeeOigoCAtz0TiwDPy1VATO14J6+YIMDuXm6XCPtsmauC9n0LPG9feSaHHOR3VqlUTrv/Pf/7z0KFDzZs3RyKJjkTS10dS6Pkifwlk/MIXBLxWCn2/fv20bhMPOPCAe3nxxRfxdKGjRo36/fffly9fPmfOnE2bNmVmZkZHRyOEPv744//85z/lHSYAAAAA6ANvRcB1aDfSEzXwNCop9LoOvFb+PFIQ8G5x4Okkf/4r4bZys1RuDptOoWcQCnh59rKiA2+z2awrQAm8OExMTPzss88+/PBD4fr+/v6JiYnMJsIUel7el28KvaHfFBHGPtvEThHdYS8AMEFubu7q1asRQm3atPnoo4/ovK1OnTp99913+J/WRx555NKlS+UWJQAAAACoAW9FwHW8UANPUGxip+VXh4eHO51OnBotRDeFXujAm0ihF/qNwl2pOPD0Ql5SurcLvdaIgxUH3tBoiAmEc4wPHTo0JSVFd1uhA89H6yMOvKHfVFhYGFYgPuvAGwUceMCN/PLLL/jD5MmT+Wfp9ttvnz59OkLo1KlTs2fP9nZwAAAAAGAQeCsCrmO0Bp5XRCYceMVp5BiqVq26ffv2FStWaO3fOw68RMBrOfB8moN8K2RKwFtpYmelBp7uDuidFHp15A58hW5ih/424a0IXfyTFBZxGMKKgJengQCAOU6dOoU/NGvWTLjCE088gZuPvvXWW2fOnPFeZAAAAABgHHgrAq4jqYF3ewq9xSZ2CKHGjRtLHHhawAvVrLkaeDc68MJ1hA689RR6KzXwhlLovebAm9i5UBJrte5DFcqBRwjFxMQga0J33LhxY8eO7dChg+k9YCCFHvA1SLGV1oPk5+c3a9YshFB+fv7rr7/uvcgAAAAAwDjwVgRch2moTi8srxR60yKQngdebmtbdOC1PGHdGnjJOloLccM2FWfY7U3sFIc26IvpCYQp9IqQzAt5nQL5cOutt1oJ1Tr09dfFugPfvn372bNnk4keTQMp9ICvUa9ePfxh3759Wuv07Nmzc+fOCKE5c+Zs27bNS5EBAAAAgHHgrQi4jsSBVxTwVlLo+aPQLeKMigG8IV8DHxkZiQ9tzoFntJ+JFHorDvzIkSNfeumlhx9+WB4kMiXgtYK5yVLomSuj5cA/+eSTr776qpVQraM4dILBAt6joyeKWB9koTE0igEAQpKSkvCHqVOnulwu4To2m23evHlBQUEul2vUqFHQzQ4AAADwWUDAA9eR1MB7IYWe31yeQi9H6MC/9NJLO3bsYIS0w+Ew58CTpHHhtlp6WN2B583huLi41157TVI4QDBRA28xhZ5vgeZrKfT89UecbicrRERElLsYHjp0aP/+/ekfiIR77723Ro0aLVu29HRUupBnD2rgAR+hSpUq7du3Rwht2LBhxIgRf/zxh3C1xMTEN954AyG0d+/etLS0CxcueDVKAAAAAFAD3oqA6/CKUdGBp8Ww4rGEDjy/f9MCXujA33LLLXXq1KFXY1K+DdXAMwJe3vgdiQxVLb+R+Za/zrroBsMv1EomV3TgMZ524K27u1pDG8z4hS8oxo8//viLL75QXHnw4MF//PEHnvG+fLFSA08AAQ+4lzfeeAM/mZ9//nlSUlKXLl2efvrp/fv3M6s9+eST99xzD0Jo/fr1ycnJM2bMOHv2bDmECwAAAADawFsRcB1JCr3bHXh/f3+8udyBZ/6rjrCJHa/VsSBU15x8irt6Cj2vDOUp9PxC9YtgpQs9s8QHp5Ezt2d5Cj0j4Mvdfq+4uKULPQEEPOAW2rVrN3/+fFyDU1RUtGHDhv/7v//bsWMHs5rD4fj666/T0tIQQjk5OZMmTdq7d285hAsAAAAA2sBbEXAdWsAzwsbtNfA2mw2b8LyAr1q1Kj1fmrl3dxwSLneUdIZj1Kmu5KDlH15Zq1e5Vno8fQg+YUESqqHrYKIGnh/mMOTAdpsvSQAAIABJREFUe6eJHX7/NncI4WXUKhwAAW8aaGIH+CYjRozYtm3bgAED5HMlBgQEZGRkvP7663hmBwAAAADwNeCtCLiOpAbe7QIe/S19aQGPd7h9+/Z+/foha16ofKow8pmu2VY5Fr9bL0wjZ0JSumUe+JiYGLvdXrVqVZWj27gmdp4AC3hzck7uwINidBfgwAM+S+PGjZcsWXL+/PlNmzYtXbq0devWwtUcDsfkyZOPHz/++eefjxkzpkePHg0aNPByqAAAAACghVN/FaDSwAt4pObA83nIKgQEBFy6dIl34Enpu5UUelqnqafQW6mB102h56WIVpo989lEJoJbppFbuHDhiRMnFixYwK/MU1FS6LUceEihdxdumQcexlMAzxEQEKAl3ZnVhgwZMmTIEC+EBAAAAADqwFsRcB1hQy9DNfCGZnvCDjyfzUgS+OmxA3M18MxnXh4zc6pbqYHX7RvHT4iltQ7zrYkroCLgdfuxR0dHN23a1NDR6evpOQFvRc5pXRkrwyUAjZVGgwRhHQcAAAAAAAAAL6nAdfgaeJu0Cz3ffN6oA49ENfDMQa3UwPOhMkuM1sDzApsZAtA9Ip8FwOCWLGIVAa8bML1csTsA1MADnkihh9sBAAAAAACAgRR64DperoEPDw8n/6U3p4/O/FcdRmnb7XaXy6VbA+/GFHrTNfA2m62srIzf0NAVkJ+IPJlcJd9ea5++n0KvO40c5GxbBOaBB24aioqK/vrrL/y5Zs2a5RsMAAAAAGBAwAPXod+evVADP3/+/IMHD9apU4fZIePAW7FbyW613G+j08hJHHh31cBraRhzKfR4OEAYm9aIg8rKPL4v4IXJ2PywRUpKSlBQ0B133GEp0EqMW7rQE0DAA+XI999/3717d/yZGVe1yKpVq3B7EaNkZ2cjhAoLC90YDAAAAFCxAAEPXId31D1aA9+sWbNmzZrxOxQ68Ebf4M3VwOseRWsIgN/WtAPPfzZ9BVwul91uLy0tVTHVtYS3IQfe92vgtW4TWd6/f//+/fub3j/g3iZ2wrwJAKjozJ8//6uvvjK9+dmzZ90YDAAAAFCxAAEPXIc20hkzXFHAWzTKiFK17sAzveJ4G5lOgLfiwFvpQi/Pa7Ao4B0Oh8vlcjgcigLeYgo93pyeRs7XHHihFNQ6a8A0nmhiBw48cJMxd+7cQYMGmdhw4sSJ2dnZ8fHxbg8JAAAAqCiAgAeuQ0svvkGdZH13Cfj69esfPXo0LCysMjexU9lQBafTWVJSImxhEBYWhhAKDQ0VHtdcCj3JR/CoEvZCEzvAIjabTThspLgtswSa2AHlSOvWrTdt2uSJPVerVq1fv34mNpwxY0Z2djb8IgAAACozIOCB69CulyEHXkXtq/Ddd9+VlJT4+/vzDrzR9xVDNfD0mvLd4hp1XAwpd+D5XdWuXZv8lw+S3r/wXIxeAXwvhAL+tttuW7FiRXJyMn8UHkMp9J6ugccC3tyYjtyBB4/XjTidTvcKeLg7QLkQERGhMmM8AAAAAHgTEPDADWB1StuSKk3s3OXABwYG4mnhae/dit1K4uRVqDCFXiV+XFVOtpI3scOF6HhJ586dJ0+eHBcXx8RAQ0K12+116tShVzORQo80BDxCqHfv3vx5SU7EhID3BNab2GnVwIOj5UYkU1coAin0AAAAAAAAQkDAAzdABDzzAu0dAU/gU+jN+c/CHdJLjDrwiBLwzB6EDjwt4G02G1O4KMlr2LRpU+PGjenVzLXxU5dSWlK2ktTAg0R0I6Z7DfIPDwh4AAAAAAAAGhDwwA0Q2Wkohd6jAt5DKfT169dPTEy8++67kbZ2le+ZSaEXFlfLL4jEga9evTpORkBmr4Dcgeex2MSuoqfQgwPvRkyPs0AKPeBNCgoKcnNzCwoKLl++HBAQEBoaGh0dHR4eXt5xAQAAAIAMEPDADfACXqIAeQHvrtmerEh3PhJhCn1MTMzhw4eZrVR0AiNQtVLo+bx3SXE7PcMwMy6AzGoYowJeS3j7VBM76w687jRygHXwU+fGLvQwjRzgLo4cObJy5cq1a9fu27cvJyeHXyE2NjY5Obl79+59+vSpW7eu9yMEAAAAADnwzgrcgJYDLxfwbs9Dtp5CL3TgtXCLA69VA88fhVkiLNenBbwVB1796ll04FNSUuLi4jp06OBRBz4iIiI8PLxWrVomtgUH3muAAw/4ICdOnBg8eHBSUtLYsWO//fZboXpHCJ06dWr9+vXjx49PSkoaOXLkyZMnvRwnAAAAAMgBBx64AUbAI+kLtDdT6I2i68AL8aiA19oVKaqnQ6Xjd3sXekkw/MrqAv7PP/9ECL3zzjvC/biFoKCgAwcOBAUFmdhW7sCDgHcj0MQO8DW2bt3as2fPM2fOkCXBwcExMTHR0dFRUVFhYWEXL17My8s7d+5cbm5ufn4+Qsjlci1YsGDDhg1r1qxh5uwAAAAAgHIEBDxwA4YceH72OHe9Z/Mp9G6vgecPh9TiZ9IN3JJCzx+lHFPohcX86tff09nOsbGx5jYUJmNDEztPAE3sAJ/i/Pnzffv2xeq9Vq1aAwYM6NWrV5s2bZgmphiXy7Vt27ZVq1YtXbo0KysrJycnLS1tx44doaGhXg8cAAAAAATAWxFwA7yAl7yLe64G3noTO8aBVxTwvpBC361btzZt2tCNlKwMYajfERIG428LjWsJ5Ii+5mlDCr3XgBR6wKf44IMPTpw4gRAaMGBAVlbWrFmz7rrrLqF6RwjZ7faWLVu++uqre/bsee655xBChw4dmjdvnlcjBgAAAABt4K0IuAE+hb5Lly7t2rVLTU3VWhl5rAbeyru7sLDcEyn06g681q6YUL/88suff/6Z3puXHfjg4GA+SBMOvK9JYmhi5zWio6PtdruVbt7gwANuZNmyZQihhISEhQsXhoSEKG7ldDrffPPNzp07I4SWLl3qwfgAAAAAwAiQQg/cAHldJoq3YcOGP/74o3Blz9XA+3IKPWPXW3fgFYcVvFYDzwh4o0fXuiDlDjjwXiMjI+PPP/+Mi4szuiE48IAnOHLkCEIoLS3N39/f0IY2m61///6ZmZmHDh3yTGgAAAAAYBgQ8MANELWmItsqShM79Z0YErpk4jThtuo18Ey2v9YRPe3Au0vA++yMX0IHHgS8J7jllltuueUWExtCDTzgCS5fvowQMlfEHhERgRAqKChwc0wAAAAAYBZ4KwJugK+B110ZeWUeeO848OpCt2nTprisQCuFXkV4eMGBV0+AryQp9FojOyARfZOoqCjyXwAwR40aNRBCW7duNbEt3io+Pt7NMQEAAACAWcCB913mzZtnrnHOgQMHEEKXLl0ysS1fA6+7MvLJeeANNbFjjquyzqpVq/BLoXUHXr6OcDUVTDvwTI3oTZNCL+9C72vRVk74obQHHnhgzZo17du3L7+ggApPp06dsrOzV69evXr16h49eqhvuHv37rlz5yKEcCU8AAAAAPgCIOB9l59++mn79u2mN8cz2RrFogPvOyn0hprYGXLg77333r1791arVg3/Ka+Bpxdq1cDrCvjyrYH3tWnkTANN7CoQ9H259957yzcYoKIzevToTz/91OVypaamTpgwYdSoUYmJifJNcnJyFi9e/Nprr+Xn59vt9scee8w7oQIAAACALiDgfZf58+ePGzeutLTU6IZDhw49cOCAiQ5SCKHQ0NCCgoKgoKCKnkJvzoFXOcrHH39M/+l0Om02W1lZmdCBl18QQ3kBRhUmbThbSaE3XQPva542NLHzfeAuAJ4gJSVlypQpL7/8cklJybRp06ZNm9awYcNu3brVqFEjKioqKioqLCwsPz8/Ly8vLy/v9OnTmZmZO3fuJJtPnTq1WbNm5Rg/AAAAANCAgPdd/Pz8mjZtamJDRoAZYsWKFZcuXSICXk5FceB1Ewos2rDh4eFFRUXMrMI3jQN/06TQy5vYgQPvCxjKhQEAdSZPnhwdHf3ss88WFhYihLKysrKysnS3Cg4Onj179qOPPur5AAEAAABAFRDwwA2kpKTgD4YceC/MA2/Fgbfb7SrN5EwcBbNmzZqrV/+/vTuPi7Lc/z9+DbIvgpAiiBtYSJLlGrlkLqmYdtyO9ittUculzqk4Gi22nSQ1jkunVU+byynLrcWtVPScTlmhoCZhmGhCiaKgCAIiM78/br9zODAM94wzc9/XzOv5h4/bmesePvd9McP9nuu67/uyxWRo/QrzKofWJb0PvN5Yv4gdiRFwYwaDYdasWePGjVuyZMm6deuOHj1qvX1cXNz48eMff/zxyMhI11QIAIBKBHhYpu058C6+Cn29n2urpKSkxl5KzQ5UeRE7Z1+FvrER+MTERF9fX/WTQXQ7hZ6L2Okf36fAqSIjIxcsWDB//vz8/PxDhw7l5eUVFxeXl5dXVVX5+/sHBQW1bNkyPj4+MTExNjaWX0IAgD4R4GGZfs6Br/ezVLI4hb7J7xccOHrc8Cc2/OkqN1Nl8fXYdw68wWAICAio+/htt91WXV2t/ufqNsAruI2cFPT5ywP3YDAY4uLimryOHQAA+sQxKyzTNsA79jZy6s+Bd2BsUHOLOJW3kbMvwNt3DrzKyx9YwTnwsBsj8AAAANZxzArLVB5A1zuv2BnnwF/9RezMU+ib5MDYoCZ123QOvLMvYqe0qXcTeDvodgSeKfT6Ry8AAABYR4CHZSrPPDdHUIWjjr+tzzxXw6bbyLlmBL6xNk1Oob/6AK9G8+bNfXx8WrdubdNPaaje1fj1w/oIPNERAAAA+qfTQ21oztYR+KefftqBk5Ab3kZOz1eht0jN9HiVc+NdM4W+RYsW3377bUREhE0/pbGfq/KHupLF3cicbV2hOwAAAKwjwMMylbHZHIpeeuklh/90JWvdcsstpaWlbdu2tekV6iVnmzbHIdRcYV7lOfD2jcD7+PiI/xsPV7mu+SaCV0O3t5GzPoWec+D1gNwOAABgHQEeltka4B370+tG1uXLl9v9CuZllVPoHT6JQM3Iv5NG4KdOnWowGPr3779hwwZX5iKdX8SO+8BLge4AAACwiEEnWGbTxHWHD7raN22+LotXoVd5uTiHUH8bOSddhX7EiBHr1q1TpsS7Mg7pdgq9ghF4PeP7FAAAAOs4ZoVl2o7AX32AtzgC77wf19hrOvAidvbtZGdsmnW6DfAWdyP3gdcnvf3yAAAA6ATHrLBM5QH01dzpzQr1l16z/goKlVehd+xWKAXUvch5q1at6rWx6TZy9nFSB1kh6VXooQfkdgAAAOt0eqgNzanMtCEhIUaj0c/Pz7E//epjp8WL2Fnn1BH4Tz755IYbbrDeprEarmaaAyPwZhbPgWcKva7o7XcGAABAbwjwsEzlkfTWrVurqqqUC547/Kc78Bx4NSPwjo1w9UbX4+LiGmvT5GZezdcZGgZ4vbF4FXrlcaPRSHTUA86BBwAAsI4AD2uaPIzu3r27837u1U8dNy+reUFnjMBbP8XaphH4qwnGmgR4fY5pN9yNTrqOA64GAR4AAMAijllhmevPna4rODhYCBEYGGj3K1g8B74xzhimrjcCr/LqdFaaXU0ZnAMvGr/igLa/6qiLXgAAALBOp4fa0Jy2R9KjR49+++2377zzTrtfod4I/NChQ3///feEhASVq1y9esPmKkfgrRTGOfBXqbG9fTW7F06it18eAAAAneCYFdZodRjt6+s7ffr0qKgou1+hXoB/+umn8/LyIiMjLTZ2wW3kLOZDlSPwXMTOIayfiaC3aj0T58ADAABYR4CHZa4Pfo5Vbwq9mlVcP4W+4U52gwBvnkKvt1+exgI8I/AAAACQBcessEz2E4NtCvDOuwq99RFFm+4Db19fuL4fdX4Ves6B1zN6AQAAwDoCPCyT/Ui63hR6642dehE7Ky9u00Xs7CvvlltuGTRo0P/7f//PjnXto9uL2FkfgZf9F949MIUeAADAOp0eakMn5D2MtinA29RMJfW3kXPqFPrIyMidO3fasaLddHsbucYCPLeR0yF5P3kAAACcimNWWCb7sKQdU+gdu7FRUVEGgyEqKsrKnnTBFHrX0+0UeqWwhhME5Nq97o1eAAAAsI4ReFgm+5G05hex69at2+HDh9u2bbtq1ara2lqVQ+sqr3WnZ7oN8Pfcc8+vv/7a8N6EBHj9YAo9AACAdQR4WCPvYbTmU+iFENddd531F1c5hV5ZV7fBuB6DweDl5WU0GvU2Kb179+7r1q1r+DhT6HVI3k8eAAAAp+KYFZbJNerbkOYXsav3069mCr10faHb69hZxG3k9EOiX3IAAABNcMwKy6QLjfXUHa/WNiFbGeBteFm1q8n5+qFskSy/PLL/qrslugMAAMAiaSIBXEz2VNPkieXWV3GgJm8jp8k19pxKrgAv3fcjboxz4AEAAKzjmBWWyZ5nbLqInY+Pj3DaxG8rabZhdLS426W7ypqMU+ihBxL9kgMAAGhCpuNsuJJ0o7712DSFvmXLli+//HK7du2cUYmVPVl3dn1QUNDNN9981113NWwmaYCXpWBG4HXFYDCYTCatqwAAANApAjwskyV9NcbWKfRPPfWUkyqxcg688qCfn58QIiwsbOfOnba+gj7JcsF8hezfVbklugMAAMAiAjwskz3V2DQC71RWxs+VB1u0aPHOO+9ERkba8Qr6xDnwsBsj8AAAAFYQ4GGNLBmsITvuA+9U1k9unzp1qpV1G16sXufkCvDSTXDwBLL88gAAALgYx6ywTPY8Y9NF7FxQiZUR+CZJ1xdyXcQuKirKz88vLCxM60IghPxzfwAAAJxKpuNsuJLsh9F23EbOSQICAgwGg7+/f8OnbLqNnEQxXjmrX7m2v/5t2rSprKwsPDxc60IghNbvVgAAAJ0jwMMyZUCyRYsWWhdiJ/2cA//RRx+dPXs2JCSk4VMqA7x058DPmzcvJyenQ4cOWheiSnh4OOldbyT6bQcAAHAlAjwsGzNmzNatW/v27at1IXbSzznw/fr1a+wplSlFuhH4cePGjRs3TusqICWiOwAAgBUEeFjm5eU1fPhwrauwn34CvBUqz1OQLsADV4kYDwAAYBGRAO7JYDCYM4Buw4BNU+gJ8AAAAICHIxLAbZlPg9dt9LVpBF63X0MADsRvOwAAgBU6DTbA1TPndt2GAZXfLDACD89BgAcAALCCSAC3xQg8AAAAAHfCRezgtsy5XbcBnnPggXr4ugpoyoxvv51x++31Hw0MFEuXio4d/+fBkyejhNiyevV1e/aoap+VJebOFTU1Fn4q7WlPe9rrsP3+/U8KMbqszGRhNfdFgIfbMo/A6zYM2DSFXrdbAQBwoeuKi2/cscPCE3fdVf8A95dfOgox+NgxceyYqvbbt4utWxv9wbSnPe1pr7/2XYToUlCws9E13REBHm5L/yPw3EYOqIcReKApb/fpc+7FF1+s96i/v+jbt37TPn2+27593qRJ9993331q2qekiJtvFpcvW/iptKe9C9qXlpZWVlZGR0frpB7a67/9vHkLdu78rEuXhy2s5r4I8HBbsozAq5xCr9utAByIAA80Ja9lywNDhqhq2qyZUYjdHTv2V9nex0fcdpsNpdCe9o5t363boLy8vFOnTgUHB+uhHtrrv/277+YI8Z0QnhXgGdOD21ICvJ6TgMra2rdvL4Ro166dk8sBtKfnNywAwKlOnTp18eLFCxcuaF0IoGuMwMNt6f/abyqH1seMGVNQUNCmTRuXFAVoiQAPAABgBQEebsttRuCFEDExMU6tBNAVPb9tAQAANKTfwUngKul/BJ7TfQGLeFMAAABYpN9sA1wlZQRezwGeq9MB9fB2AAAAsEK/2Qa4SrJModdzhYAmeFMAAABYRICH2/L29hYyjMADMONbLQCAFAoLCzX86ZcuXfriiy8uXryoYQ3QCvkBbosReEA6vB0AAPr37rvvtm3b9v3339eqgA8++ODOO+9cvHixVgVAQwR4uC3OgQckxZsCAKBnBQUFQogTJ05oVcD58+eFEGVlZVoVAA3pN9sAV0mZQq/nJKDn2gBN8KYAAACwggAPt6X/EXilQgBmBHgAAAAr9JttgKuk/xH4pKSk6Ojo/v37a10IoBdcGAIAAMAKb60LkNKkSZOEEGPHjh07dqzWtaBRyti7nkfg+/Xr99tvv2ldBaA7BHgAAACLCPD2+Oc//ymE6NSpEwFez/R/GzkA9TACDwAAYAUBHm5L/7eRAwBopaKiori4uKKi4uLFi35+fsHBwREREaGhoVrXBQCANQT4K37//feDBw/atMovv/yybdu2uo8MHz7coUXhquj/InYA6mEEHk6Vn5//+eefb9u2LScnp7CwsGGD1q1bJyYmJicnjxkzpmPHjq6vEIAalZWV//rXv4YMGaJMtwQ8Cr/0V2RkZEyePNmmVf75z38qc+nNTCaTQ4vCVWEEHgCgKCgoSE1NXbNmjfW/1EVFRUVFRTt27JgzZ87kyZPnz58fFRXlsiKh0q5du7Zt2/bXv/7Vz89P61rcSmFh4aVLl2JjY7UupGmLFi169tln33333SlTpmhdC+BqBPgr+BvgfjgHHpAOI/BwhszMzJEjR54+fdr8SGBgYKtWrSIiIsLDw0NCQsrKykpKSkpLS4uLi8vLy4UQRqNxxYoVO3fu3Lp1a2Jiona1w4L58+dv3779jjvuuPXWW7Wuxa0MGDCguLj47NmzPj4+WtfShHPnzgkhSktLtS5EDj/88ENERERcXJzWhcAxCPBXjB8/fsmSJU888URNTY0QIiEh4c4772ys8cKFC4UQffv27devn+tKhI0YgQekQ4CHw507d27cuHFKem/btu3EiRNHjRrVp08fizNvjUbj3r17N2/evHbt2tzc3MLCwrFjx2ZlZQUHB7u8cDSqtrZWCHH58mWtC3E3xcXFFy5cqKqq0n+Ah3qlpaV9+/aNj48/dOiQ1rXAMQjwVxgMhscee6xfv34TJ07Mz8/Pzc3t27fvq6++GhgY2LCxEuCHDBnywgsvuLpQqMY58ACAt956q6CgQAgxceLEd999NygoyEpjLy+v3r179+7d+9lnn3366afT09OPHDmyfPnylJQUV9ULAI5UUVFx+fLl8+fPa10IHIZs8z969uyZlZU1YcIEIcQ777zTq1cvvqySFwEekA4j8HC49evXCyFiY2NXrlxpPb3X5e3tvXDhwkGDBgkh1q5d68T6AACwBdmmvtDQ0DVr1ixbtszf3/+nn37q1avX8uXLuTqdjJTpkSQBQCK8YeFw+fn5QoixY8f6+vratKLBYFC+0D9y5IhTKgMAwHYEeAsMBsNDDz30/fffd+7cuaqqavr06RMmTFCulgGJMAIPSIoYDwe6ePGiEMK+k9jDwsKEEBUVFQ6uCbDkySefTE1NdexrVldXz5s3b9++fY59WQAaIts0qmvXrnv37r3//vuFEOvWrevWrdt3332ndVGwARexA6TDFHo4XHR0tBAiMzPTjnWVtdq0aePgmgBL0tPT09PTHTvrc/fu3c8++2xaWpoDXxOAtgjw1gQFBb3//vvKWXPHjx/v379/enq60WjUui6owm3kAAADBw4UQmzZsmXLli02rXjgwIFly5YJIZQz4QFnM5lMDj9nU7m5kvIvAPdAtmna5MmT9+3bd+ONN16+fPmJJ55ITk7WuiKowgg8IB1G4OFwM2fO9PLyMplMo0ePnjt37tGjR5tcpbCwMD09vV+/fuXl5V5eXjNmzHBBnQAAqMFt5FSJj4//7rvvUlJS3nrrra+++krrcqAK58AD0iG6w+F69uz5wgsvPPfcczU1NWlpaWlpaQkJCUOHDo2Ojg4PDw8PDw8JCSkvLy8pKSkpKTl16lRGRkZ2drZ59Xnz5nXv3l3D+gG4zPnz58+fP9+uXTutCwGsIcCr5e/v/+abbw4aNGjatGncSlEKjMADkuJtC8eaO3duRETE7NmzKysrhRC5ubm5ublNrhUYGLh48eLp06c7v0AAunDnnXf+8MMPhYWFERERjnrN8vLyG2+8cfDgwcuXL3fUa8LDEeBtM378+Ntvv/3ChQtCiObNm2tdDqzhHHhAOkR3OIPBYJg1a9a4ceOWLFmybt26JmfRx8XFjR8//vHHH4+MjHRNhQD04OTJk1VVVSUlJQ4M8IWFhfn5+bbexhKwggBvs9DQ0NDQUK2rQNOYQg9Ih3Pg4TyRkZELFiyYP39+fn7+oUOH8vLyiouLy8vLq6qq/P39g4KCWrZsGR8fn5iYGBsbyy8hADjK119/HRwc3K1bN60LcRME+CZUVFQUFxdXVFRcvHjRz88vODg4IiKCAC8FptADkuJtC+cxGAxxcXFxcXFaFwIAHqGqqmrw4MGtWrUqLCzUuhY3QYC3ID8///PPP9+2bVtOTo7FX7XWrVsnJiYmJyePGTOmY8eOrq8QajACD0iH6A4AgDuprq6uqakpLy/XuhD3QYD/HwUFBampqWvWrLF+H86ioqKioqIdO3bMmTNn8uTJ8+fPj4qKclmRUEk5B548AEiHty0AAIBFBPj/yszMHDly5OnTp82PBAYGtmrVKiIiQrnNTFlZWUlJSWlpqXLWnBDCaDSuWLFi586dW7duTUxM1K52WMAIPCAdojv0o6qq6syZM8pyTEyMtsUAAKAgwF9x7ty5cePGKem9bdu2EydOHDVqVJ8+fZRR3HqMRuPevXs3b968du3a3NzcwsLCsWPHZmVlBQcHu7xwNIpz4AHpcBE76Mfu3buTk5OVZevz8mz1j3/8Y9myZXasePjwYSFERkZGz5491bQ/efKkEOKdd97ZsmWL9ZYmkyk/Pz8oKKh169ZNvmxxcfH58+djY2Ob/Iq8srLyxIkT0dHRISEhTb7ssWPH/Pz8oqOjm2yZl5cnhJg5c2aTL1tdXX38+PGoqCg1dw46fvy4t7e3mi9rSkpKzpw5Exsba/Eosa5Lly4dP35AOrIRAAAgAElEQVS8VatWYWFhTb6s8mvWq1evJlueO3fu9OnTHTp0aPLa5sqdj7/++ms1vzMXL14UQtx6663KEZQVZWVlJ0+e7NChg5+fn/WWtbW1+fn5LVq0uOaaa5osQPnKbPjw4T4+PtZbKqe4Ll269KOPPrLe0mg05ufnN2/evFWrVk0WcOLECSHE2LFjm9yu33//XQixfPnyL774wnrLqqoqIcTx48fVdMHp06fLysrUvLlOnTolhFi5cmVGRob1lpcuXVJeWU0BZ86cKS0tjY2NbfJ3oKqq6tdff1Xz5qqtrRVClJeXqylA/ZtLcezYMSHE2bNn1TR2HyaYTCaT6eWXX1Z2yMSJE8vLy1WuVVNTM2fOHGXFRYsWObVC9bp37y6E+MMf/qB1IRpLS0sTQiQlJWldCAC1OnToIIRYvny5Y1920qRJQohVq1Y59mXh3rZu3eqkg6XJkye79lgPANzZs88+69hPaZ1jBP6K9evXCyFiY2NXrlyp/laN3t7eCxcu3LdvX0ZGxtq1a1NSUpxZI2zDfeAB6TD2Dk/wzjvvpKSkKKNSNlm8ePGHH36YkpJy9913q1zl9OnTagYehRDbt29v06bN9ddf32TL++67LycnZ8WKFV26dLHe8sMPP1y8ePHdd9/d5AHS2bNnhw0bFhER8eWXXzZZwOXLl8vKysLDw5tsuXHjxrS0tDFjxjzzzDPWW1ZWVvbv3z8gIODrr79u8mVTUlL+/e9/L168+NZbb7Xe8ssvv3zmmWeGDRumDCpYd/HiRZPJFBQU1GTLlStXvv322++//358fHyTjc+ePRsWFtbkgKpSgNFoVDOf9OWXX96wYcPTTz89duxY6y337ds3ffr0Hj16qJl1UlVVdenSJTXTJYTq3+2ffvrp3nvvvf7661euXNlk4+rq6qqqKpV3m1L/5jp//nxAQICafDFp0qTDhw+vXr26c+fODiygrKzM19fX39+/yZYPPfRQVlbW8uXLleFAK9atW7dgwYLx48c/+eSTTb7shQsXmjVrFhgY2GTLRx999Jtvvnn11Vf79u3bZGMhxHPPPbdly5brrrtOTWO3QYC/Ij8/XwgxduxY9eldYTAYJkyYkJGRceTIEeeUBjsxhR6QDlPooR9JSUl79uxxxiv7+vredNNNdqwYGRkphIiJienRo4ejixLqX1NJmJ07d25ylX//+99CiMjIyCZbFhUVCSF8fHwcu2lZWVlCiGuuuabJl62oqBBCeHl5qSlAmQ8fFxfXZGNltn94eLhjt6tHjx4LFy5Uk8ecRJkP3759+ya368KFC0KIkJAQZ/zSqmEymYQQgYGBWhVgEyXiJiQkNJmfnUT5+iY+Pr7J3fXDDz8IIVq2bOnYHat8e9KpUyeVL6vmizz3Q4C/Qjntx76T2JXPceWjH/rBRewAAHYLCwtLSkrSugrAMg3TOwBtkW2uUC6akpmZace6ylpt2rRxcE24OozAA9JhBB4AAMAKAvwVAwcOFEJs2bKlySu11nPgwAHlrJ5BgwY5pTLYi3PgAQAAALgTss0VM2fO9PLyMplMo0ePnjt37tGjR5tcpbCwMD09vV+/fuXl5V5eXjNmzHBBnVCPEXhAOozAw2UqKiqOHz+ek5OTmZl58ODB/Px85YZbAADoGefAX9GzZ88XXnjhueeeq6mpSUtLS0tLS0hIGDp0aHR0dHh4eHh4eEhISHl5eUlJSUlJyalTpzIyMrKzs82rz5s3T6urTaAxnAMPSIcAD6fKz8///PPPt23blpOTo9xHup7WrVsnJiYmJyePGTOmY8eOrq8QUlAOLTjAkEKnTp2uv/76YcOGaV0I4DAE+P+aO3duRETE7NmzKysrhRC5ubm5ublNrhUYGLh48eLp06c7v0DYhhF4AICioKAgNTV1zZo1yiWpG1NUVFRUVLRjx445c+ZMnjx5/vz5UVFRLisSsnjwwQd9fHxU3uYK2goLC8vJydG6CsCRCPD/ZTAYZs2aNW7cuCVLlqxbt67JWfRxcXHjx49//PHHldu6QG84Bx6QDiPwcIbMzMyRI0eePn3a/EhgYGCrVq0iIiKUGXZlZWUlJSWlpaXFxcXl5eVCCKPRuGLFip07d27dujUxMVG72qFHI0aMGDFihNZVAPBQBPj6IiMjFyxYMH/+/Pz8/EOHDuXl5Sl/zquqqvz9/YOCglq2bBkfH5+YmBgbG8tRpp4xhR6QDh+qcLhz586NGzdOSe9t27adOHHiqFGj+vTpo3zJW4/RaNy7d+/mzZvXrl2bm5tbWFg4duzYrKws++4yCwCAwxHgLTMYDHFxcXFxcVoXAvsxhR6QFG9bONBbb71VUFAghJg4ceK7774bFBRkpbGXl1fv3r179+797LPPPv300+np6UeOHFm+fHlKSoqr6vVQnFUOACoR4PVr165da9assWPFEydOCCGqq6sdXZFkGIEHpEN0h8OtX79eCBEbG7ty5UpfX1+Va3l7ey9cuHDfvn0ZGRlr164lwNfl7+9v/tdRWrZsOWvWrNjYWAe+JgC4JQK8fi1duvTzzz+3e/XS0lIHFiMjZXokeQCQDm9bOFB+fr4QYuzYserTu8JgMEyYMCEjI+PIkSPOKU1Wr732WlZWVteuXR34mgaD4Y033nDgCwKAuyLAX62qqqozZ84oyzExMQ585TfeeGPUqFFGo9HWFdesWbNr167Ro0c7sBgZxcbGent7X3vttVoXAkAtpszA4S5evCiEsO8k9rCwMCFERUWFg2uSXNeuXR2b3p3nhhtuCAgI6NGjh9aFAIDDEOCv1u7du5OTk5Vl6zensVVMTMy0adPsWPHw4cO7du3y8/NzYDEyuuGGG06ePBkREaF1IQBswwg8HCg6OvrYsWOZmZl2rKus1aZNG0cXBRdJSkpSvsEB4Fi9e/eOiYkZMGCA1oV4IsY64M6uueYakgAgHd62cKCBAwcKIbZs2bJlyxabVjxw4MCyZcuEEIMGDXJKZR6gV69ekZGRt9xyi9aFAFBF/eUke/ToUVBQMHHiROcXhfoI8AAAvSC6w+Fmzpzp5eVlMplGjx49d+7co0ePNrlKYWFhenp6v379ysvLvby8ZsyY4YI63VK/fv2Kior++Mc/al0IAFVmzJhx1113devWTetCYA1T6K9WUlLSnj17tK4CANyBEuCJ8XCgnj17vvDCC88991xNTU1aWlpaWlpCQsLQoUOjo6PDw8PDw8NDQkLKy8tLSkpKSkpOnTqVkZGRnZ1tXn3evHndu3fXsH5AasoZnbZeQhJamThxIoPq+keAv1phYWFJSUlaVwEA7oMAD8eaO3duRETE7NmzKysrhRC5ubm5ublNrhUYGLh48eLp06c7v0DAbd18882LFi3iPBTAgZhCDwDQC6I7nMFgMMyaNevYsWOpqalxcXFNto+Li0tNTc3Pzye9A1fJy8srJSXlpptu0roQwH0wAg8A0BdiPJwhMjJywYIF8+fPz8/PP3ToUF5eXnFxcXl5eVVVlb+/f1BQUMuWLePj4xMTE2NjY/klBADoEwG+CRUVFcXFxRUVFRcvXvTz8wsODo6IiAgNDdW6LgBwQ6QmOJvBYIiLi1MzDg8AgA4R4C3Iz8///PPPt23blpOTU1hY2LBB69atExMTk5OTx4wZ07FjR9dXCABuiYvYAQAAWEGA/x8FBQWpqalr1qwxmUxWmhUVFRUVFe3YsWPOnDmTJ0+eP39+VFSUy4oEAAAA4GaU76/V3IYdnowA/1+ZmZkjR448ffq0+ZHAwMBWrVpFREQot5kpKysrKSkpLS1VzpoTQhiNxhUrVuzcuXPr1q2JiYna1Q4A7oAReACAx5o1a1ZGRkZCQoLWhUDXCPBXnDt3bty4cUp6b9u27cSJE0eNGtWnTx9vbwu7yGg07t27d/PmzWvXrs3NzS0sLBw7dmxWVlZwcLDLCwcA90GABwB4rClTpkyZMkXrKqB3zNC44q233iooKBBCTJw4MTc3Nz09/dZbb7WY3oUQXl5evXv3fvHFFw8ePDhnzhwhxJEjR5YvX+7SigEAAOAIPj4+vr6+QUFBWhcCAE0gwF+xfv16IURsbOzKlSvVf3x7e3svXLhw0KBBQoi1a9c6sT4A8ACMwAPQhK+v7/bt2zdt2qR1IQDQBAL8Ffn5+UKIsWPH+vr62rSiwWCYMGGCEOLIkSNOqQwAPAbRHYBWbr311l69emldBQA0gQB/xcWLF4UQ9p3EHhYWJoSoqKhwcE0A4JGI8QAAABYR4K+Ijo4WQmRmZtqxrrJWmzZtHFwTAHgYptADAABYQYC/YuDAgUKILVu2bNmyxaYVDxw4sGzZMiGEciY8AAAAAADOQIC/YubMmV5eXiaTafTo0XPnzj169GiTqxQWFqanp/fr16+8vNzLy2vGjBkuqBMA3Bgj8AAAAFZwH/grevbs+cILLzz33HM1NTVpaWlpaWkJCQlDhw6Njo4ODw8PDw8PCQkpLy8vKSkpKSk5depURkZGdna2efV58+Z1795dw/oBwA0Q3QEAAKwgwP/X3LlzIyIiZs+eXVlZKYTIzc3Nzc1tcq3AwMDFixdPnz7d+QUCgEcgxgMAAFjEFPr/MhgMs2bNOnbsWGpqalxcXJPt4+LiUlNT8/PzSe8A4BBEdwAAACsYga8vMjJywYIF8+fPz8/PP3ToUF5eXnFxcXl5eVVVlb+/f1BQUMuWLePj4xMTE2NjYznWBAAH4hx4oClpzzwz86WX6j8aFCQ2bBD17mK+aZOYOlXU1Fh4Fdq7pv2MGWOEKFm/3jc8XBf1OKr9pUsLhMiu96BE9dNet+1LSz8WombixGAfH1Xtz517W4iXiooOWvgx7osAb5nBYIiLi1MzDg8AcCwCPNC4gMpK/8rK+o+WlYnS0voPnj4tiouFyWThVWjvmvYXLvgL4X/pkrh0SRf1OKq9wRAqRAv91EN7N2ofLIQoL1ffPkgIn8rKps96dicGk8X9CpmlpKQsWbJk8eLFjz/+uNa1AIAN+vTps2fPnk8//fQPf/iDA1928uTJq1evXrVq1aRJkxz4soCLpaSkLFnydlraopkzZ9Z7ysdHBAdbWKWsTNTWWnic9q5p/95766ZOfWjcuHH/+Mc/9FCPo9r/5S9/fv/915YtW/bQQw/poR7au0378eMnbt++/eOPP7799tvVtH/wwRmffLJ61aq3PervOyPwNqiuri4tLRVCtG7dWutaAMBtMQIPNK4yIKCqRf2xz0Y1b27bq9Pese07d442GM5de+01KrtMb/U31t7Hp1pX9dDebdr7+JQLURocXKPmLdO8ufD1rRCiwrYfIz8CvA127dqVnJwshGDaAgA4A9EdgDvp06fP77//3qpVK60LcbDQ0FAhRFhYmNaFAJ6IAA8A0AsuYgfAzbjltM3nnntu4MCBQ4cO1boQwBMR4AEA+kKABwA9Cw4OVialAnA97gMPANALojsAAIAVBHgAgF4whR4AAMAKAjwAAAAAABIgwAMA9IIReAAAACu4iJ0NOnbsmJqaqnUVAAAAAABPRIC3QXx8/IIFC7SuAgDcFiPwAAAAVjCFHgCgFwR4AAAAKwjwAAAAAABIgAAPANALRuABAACsIMADAPSC6A4AAGAFAR4AoC/EeAAAAIsI8AAAvWAKPQAAgBUEeAAAAAAAJECABwDohY+PjxCiWbNmWhcCAABczcvLS3AY0BRvrQsAAOCKxx57rF27dklJSVoXAgAAXO3RRx+Niorq27ev1oXoGgEeAKAXw4YNGzZsmNZVAAAADQwZMmTIkCFaV6F3TKEHAAAAAEACBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECABwAAAABAAgR4AAAAAAAkQIAHAAAAAEACBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECABwAAAABAAgR4AAAAAAAkQIAHAAAAAEACBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECABwAAAABAAgR4AAAAAAAkQIAHAAAAAEAC3loXAGdJS0t7/fXX1bQ8ceKE0Whs1qyZs0tylNraWpPJ5O0tzW+v0WhU9rDBYNC6FlWkK9hkMtXW1np5eXl5yfGlpHQFCyFqa2uFEHJ9UBgMhnbt2hkMhtOnT2tdDuAw6v++X7hw4cyZM3J91Kgh3R8plaT7mFVDxr93aijb5X6/hEaj0WQyxcTEyHKY7Zl/3+XoG9ikQ4cOQoizZ8+ePXtW/VpGo9FZBTlHTU2N1iXY5vLly1qXYBvpCq6trVWOfmQhXcFCwg+KY8eOKQsGg0H5bATkZd/fdxk/atSQ7o+UStJ9zKrBL6FcTpw4oXUJNvDAv+8Gk8mkdQ1wvF9//VXlB2VJSUmvXr3CwsI+/fRTZ1flKGPGjCktLd2wYUN4eLjWtaiSkpKSlZW1aNGiHj16aF2LKq+99tr69esfeeSR8ePHa12LKl988cWiRYtGjhw5e/ZsrWtRJScn5+GHH77++uvffPNNrWtRpbKyMjk5OSAgYOvWrVrXotZdd91VVFT0r3/9KyYmRggREBAQFRWldVHA1VL/910I8frrry9ZsuTee++dMmWKU6tysccffzw7O3vx4sXdu3fXuhZHGjhwoMlk2rVrlzsN6u7fv/+xxx676aabli5dqnUtjvT++++vWLHi/vvvv//++7WuxZEeffTRAwcOfPTRR71799a6FrU88O87I/DuqX379ipbhoSECCF8fHwGDBjgzIocydfXVwjRp0+fyMhIrWtRpUWLFkKIG2+8UZadvHHjRiFEp06dZCk4Ly9PCBEVFSVLwX5+fkKI5s2by1JweXm5EKJZs2ayFCyE8Pf3F0K0a9fO076Yh3tT//dd/N9fn/bt20v0zlVDur+qNhkwYIA7BXhlpDAsLMzNOmvXrl1CiA4dOrjZdoWGhgohoqOjY2Njta4FjXKr01EAAAAAAHBXBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECABwAAAABAAgR4AAAAAAAkQIAHAAAAAEACBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECABwAAAABAAgR4AAAAAAAkQIAHAAAAAEACBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECA93SBgYE+Pj6hoaFaF2KD0NBQHx+fwMBArQtRS9m9Eu3k5s2bC6kKVkpVypaCdL8Svr6+/v7+EhUshAgNDW3WrFlwcLDWhQCake6zUSXpPkJVCg0Nbd68ucFg0LoQR3LXzpLuSEkld+0vN2MwmUxa1wCN7d27t3nz5tddd53WhaiVl5d3/vz5Xr16aV2IWqdOnfrxxx+HDBmidSFqVVRU7Nq1a/jw4d7e3lrXokptbe22bdtuvfXWkJAQrWtRa/fu3ddee22bNm20LkSt7Oxsf3//hIQErQtR6+jRo8XFxUlJSVoXAmimurp6+/btQ4YM8ff317oWRzp16tShQ4cGDx6sdSEO9uOPP5pMpq5du2pdiIPt3LmzS5curVu31roQR6qqqtqxY8ftt9/u5+endS2OdPLkydzc3EGDBmldCKwhwAMAAAAAIAGm0AMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwHuuffv2Pfjgg506dQoICIiIiOjVq9fChQvPnTundV06VV5evn///k8++eTdd9/dsmVLSUlJk6vYt4fpF4XJZFq7du3q1at///13K83YyepVV1evWLFi6NChbdu2DQgI6NKly8SJE//zn/9YX4s9DMiI96Cebdq0afXq1RUVFU22lKsf1W+X/rnsqM/F7Ngu6JEJHiktLc3Ly8LXN+3atdu7d6/W1enLf/7znwEDBtTbUQaDYeTIkfv3729sLfv2MP1itmTJEmXbt27d2lgbdrJ6eXl53bp1s/hX4IEHHqipqbG4FnsYkJH7vQcfe+wxix9fdX399ddal6nKqVOnmjVrJoQoKCiw3lKuflS5XfrvSlce9bmSHdul/87yWAR4T/TWW2+Z33jJycnPP/98SkpKhw4dlEciIyOb/KPiOVasWKH8QbLI19d39erVDdeybw/TL2aZmZk+Pj7KhjcW4NnJ6hUVFbVt21bZxg4dOjz66KPPPffcmDFjzEcbc+fObbgWexiQkVu+B0eMGNHYH2IzWYLEokWLlIKtd4R0/ahyu3Tela486nMl+7ZL553lyQjwHqeoqCggIEAI4e3t/cUXX5gfr66u/uMf/6i8G++++24NK9SPgwcP+vr6Kvtk0KBBGRkZp0+fPnny5ObNm2+55RblcW9v72+//bbuWvbtYfrF7Ny5c7Gxsea/DRYDPDvZJiNHjlS27pFHHqk72P7DDz8EBwcLIQwGQ3Z2dt1V2MOAjNz1PdipUychREhIyIDGHTx4UOsym3bw4MHAwEClI6yEOun6UeV2mfTdla486nMl+7bLpO/O8nAEeI/z5JNPKu/Vp556qt5TFy5ciImJEUJ4eXkdPXpUk/J0ZeLEicq+uueee2pra+s+VVtbe//99yvPJiUl1X3Kvj1MvyiMRuOECRNEHRYDPDtZvW+++UbZ6ttvv73er7HJZHr77beVZ5955pm6j7OHARm55Xvw0qVLyuDh2LFjta7FHkaj8cSJE1u3bp06daq/v7/5r5uVoCtFP9qxXTrvSlce9bmSfdul887ycAR4z2I0GpWv04QQR44cadhg9uzZyrNLlixxfXm6UlVVpfxB8vf3LywsbNjgwoULrVq1UnbXsWPHlAft28P0i9myZcuULU1ISGgswLOTbXLvvfcq27Vt27aGz5aVlXXq1Kl9+/Z33HGH+UH2MCAjd30P/vzzz0rZFk/20b/k5GRhSWNBV5Z+tHW7TPruSlce9bmSfdtl0ndngavQe5b8/PxffvlFCJGQkGD+xKlr1KhRysK2bdtcWpn+ZGdnV1VVCSH69u3bpk2bhg2Cg4P79u2rLP/000/Kgn17mH5R/Pjjj48++qgQYtq0aXfeeWdjzdjJ6l2+fHnTpk1CiNatWw8ePLhhg5CQkCNHjhw/flxppmAPAzJy1/fgkSNHlAXzF7tyuXTpkk3tZelHW7dL6LsrXXnU50r2bZfQd2eBAO9ZDh06pCwMHTrUYoM+ffooZzHl5OS4rixdKiwsVBa6dOnSWJvWrVsrC5cvX1YW7NvD9IsQoqKiYsKECVVVVQkJCUuXLrXSkp2s3k8//aTcJGbkyJHe3t4q12IPAzJy1/dgXl6esiBpkFi/fn1xHQMHDrTeXpZ+tHW7hL670pVHfa5k33YJfXcW1B7PwT2Y343R0dEWG3h7e7dq1er48eOFhYUXL140X5LEA910002rVq0SQnTv3r2xNtnZ2cpC586dlQX79jD9IoR45JFHDh8+7O/v//HHHwcFBVlpyU5WLzc3V1lo166dspCTk7N///6zZ8+Gh4f37NkzPj7eYDDUW4s9DMjIXd+DykigwWCIiYmZP3/+li1b8vLyysrKoqKi+vXrd++99w4ePLjh55h+hIaG1v2v+XJijZGlH23dLqHvrnTlUZ8r2bddQt+dBQK8ZykuLlYWwsPDG2sTHh5+/PhxIcTp06fN98DwQJ06dbI4G8ps9+7d3333ndIyLi5OedC+PUy/rFq16oMPPhBCLF269IYbbrDemJ2snnkKXOvWrX/44YdZs2bt27evboMbb7zxlVdeqTd0wB4GZOSu70ElI3l7e3fp0sW8jUKIY8eOHTt2bNWqVSNHjly5cmWLFi20q9GR3LUfhb670pVHfa5k33YJfXcWCPCepaKiQlmw8kETERFRrzEaysnJMd8d5NlnnzXfXdO+Pezh/fLzzz/PnDlTCPHHP/7xoYcearI9O1m9c+fOKQsHDhx4+OGHa2pq6jU4cODAsGHDlixZ8thjj5kfZA8DMnLX96ASJGpqaoqLizt27Dh8+PCWLVseP3587969yim7mzZtSk5O3r17d91rocvLXftRyNyVjj3q04/GtkvI3FmegHPgPUtlZaWyEBIS0lgb81MXL150RU2yqampWbp0ac+ePc+cOSOEeOCBByZNmmR+1r497Mn9UlVVNWHChIqKig4dOixfvlzNdCx2snrmw4U33nijpqbmlltu2bRpU0FBwdmzZ3fv3m2+UmBKSkpGRoZ5LfYwICO3fA9WVlYWFBQoyy+++GJeXt6bb7754osvrlix4tChQ++++66yRd9//316erqmlTqMW/ajkLYrnXHUpwdNbpeMneU5GIH3LOYvycrLyxtrU1ZWpiz4+fm5oiZ5mEymTZs2zZkzx3xrjQceeGD58uVeXv/9Isy+PezJ/ZKSknLw4EFvb++PPvooLCxMzSrsZPXqXiV4+vTpb775pvnXdcCAAbfeemtqamp6errJZEpNTc3MzFSeYg8DMnLL92BlZeXzzz8vhLj++usnTJhQ9ymDwTBlypTa2lpl6taSJUueeuop9Vfr1C237EchYVc676hPW2q2S7rO8jTsbs9ivjaYcmFqi8xPBQcHu6ImSRw9enT69Ok7d+5U/tu6deu33377D3/4Q71m9u1hj+2XdevWvfXWW0KItLS0pKQklWuxk9UzXy+nbdu2ixYtqvvnWQhhMBief/75VatWFRUV7d27Nz8/PzY2VrCHATm55XswPDz8hRdesNJg6tSpf/vb3/Ly8kpLSzMzM2+55RZXleYsbtmPQraudOpRn4ZUbpdcneWBmELvWVq2bKksWPmgKS0tVfQLNZoAABLKSURBVBasnM/jUWpra//+97937dpV+bwLDg5+/vnn8/LyGn7eCXv3sGf2y/nz56dNmyaEGDp06OzZs9WvyE5Wz3y4MGTIEIvX9g8KCurXr5+ynJWVpSywhwEZeeZ70MvLq0ePHspyfn6+tsU4hGf2o9BNV7rgqE8TNm1Xk3TSWR6LEXjPct111ykLp06dstjAaDQql5qMjIxUOZ/ZvVVXV48ePXrbtm1CCC8vr1mzZj377LOtWrVqrL19e9gz++XChQvnz58XQnz11Vd1r5tST3JysrJwzz33rF69WrCTbaGMqIs6m9/QtddeqyyYjz/Yw4CMPPY9aP6g09U5xnbz2H4UOuhK1xz1uZ6t26WG5p3lyQjwniUxMVFZqHvBqrr27t2rnMZjbunJamtr77nnHuXzrkuXLu+//36vXr2sr2LfHqZfbMJOVu/6669XFn777bfG2igXsBFCmI8t2MOAjNzyPVhYWHj58mWDwdC+ffvG2pg/364ykOiEW/ajkKErXXbU52J2bJf+O8vDEeA9S1xcXGxsbH5+fnZ29m+//damTZt6DTZv3qwsmIc9PdmCBQvWr18vhBgyZMiGDRusXGLUzL497Jn90rx5c+USKRbt2LHjm2++EULcc889yi1Mu3btqjzFTlavR48eQUFBFRUVP/zwg8lksniRf/PM+YSEBGWBPQzIyC3fg7Nnz/7444+FEFlZWd26dWvYwGQy7d+/X1k2z+mVmlv2o5ChK1121OdidmyX/jvL05ngYZ544gml65VLT9dVU1OjjNd5eXkdPXpUk/L0o6qqKjIyUgjRpk2bc+fOqV/Rvj1Mv9STmpqq7JCtW7c2fJadrJ75+rHr1q1r+Oxnn32mPNuxY0ej0Wh+nD0MyMj93oPmz6gJEybU/YwyW7dundKgd+/eri/PDsOGDVMKLigoaKyNjP3Y5HbpvCtdfNTnMvZtl847CwR4j3Py5MmAgAAhREhIyIEDB8yPG41Gc2S69957NaxQJ/75z38qe2P+/Pk2rWjfHqZf6rEe4NnJ6pkH2MPDwz/77LO6T3311VfmmW/vvPNO3afYw4CM3O89WF1dbf6YeuaZZ6qrq81PGY3GjRs3XnPNNcqz27Zt07BO9dQEeBn7scnt0nlXuvioz2Xs2y6ddxYMJpNJwMO89dZbs2bNEkIEBwfPnDmzR48eZWVlH3/8sXJdyjZt2mRmZkZFRWldpsb+9Kc/vf7660KIxMTEiIgI643feecdZZq3wr49TL/U9eSTTy5cuFAIsXXr1uHDhzdswE5Wb86cOX/729+U5b59+/bu3btZs2b79u3btWuX8uC4ceM++eSTejeZYw8DMnK/9+CGDRvGjRunLHfs2HHo0KHR0dG//fZbdnZ2Zmam8vicOXNeeeUV7Wq0wfDhw7/88kshREFBQUxMTGPNpOtHNdul5650/VGfa9i9XXruLDAC76Feeumlegfriri4uIMHD2pdnS6MGDFC/fsoOzu73ur27WH6xcz6CLyCnaxSbW3tn/70p8Z+e6dPn173y/W62MOAjNzvPbhy5crGbsHl6+u7cOFCi7N89UnNCLxCrn5UuV267UpNjvpc4Gq2S7edBQK858rMzJwyZUrHjh39/PxatGjRq1ev9PT0srIyrevSi86dO1/NR7nJ3j1MvyjUBHgTO9kW33zzzZQpU2JjYwMDAwMDA6+77rrp06fv27fP+lrsYUBG7vceLCsrW7BgwaBBg2JjY319fcPCwrp37/7UU0+dOHFC69Jsoz7Am6TqR/Xbpc+u1Oqoz9mucrv02VlgCj0AAAAAABKwMNkDAAAAAADoDQEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHvA469atM9jO399fWf3SpUvb/k9JSYm22wIAAFRaunSp8jf9ySef1LoWAHby1roAAJIpKytLTk5Wlnft2nXbbbdpWg4AAADgKQjwgMeJi4t7+OGHGz7+1VdfHTlyRAgxbNiwTp061XvW25uPCwAAAEBLHJEDHqdbt26vv/56w8cnTZqkBPhp06aNHz/e5XUBAAAAsIYAD8A211xzjclk0roKAAAAwONwETsAAAAAACRAgAdgs379+hkMhpiYmLoPDhkyxGAwjBw5Ughx6tSp1NTUzp07BwYGtmjRok+fPu+//7553H7z5s0jR46MjIz08/O79tprx48ff+jQISs/7uuvv542bVqnTp2CgoLCw8N79OjxyCOP/PTTT87bQAAAUNf58+cXLVp02223XXvttQEBAddcc82NN944bty4rVu3Go3GxtYqKSn561//2r1799DQ0JCQkG7dur3yyisXL14UQtx0000Gg2HSpEku3AjAHTCFHoCDZWZm3nnnnUVFRcp/Kysr9+zZs2fPnu+///7NN9+cNWvWsmXLzI1/+eWXX3755dNPP920adPw4cPrvdTFixenTp26Zs2auo+UlpZmZWW98cYbDz/88NKlS7m6HgAATrVu3bopU6ZcuHDB/EhVVdXZs2cPHjy4YcOG/v37f/nllwEBAfXW2rVr14QJE86cOWN+ZP/+/fv371+5cuXmzZtdVDrgdjjwBeBIBQUFd9xxx5kzZyZPnnzbbbdVV1evXbt2165dQohly5YdPHhwz549YWFh06ZN69atW2Fh4euvv15QUFBbWztjxoyjR482a9bM/FK1tbWjRo3KyMgQQvj5+SUnJ3fp0qWysnLv3r3//ve/hRBvvPFGYWHhxo0bDQaDVtsLAIB7O3z48N13311TUyOE6NSpU3JyclRUVHl5+aFDh7Zs2XL58uWvv/76scceq/vtvBBi7969I0aMqKqqEkJ07NhxwIAB7du3z87O3r17d05Ozh133KE8BcBWBHgAjnTw4EFfX9+vvvpqyJAhyiMzZsy46667PvnkEyHEnj17Onfu/OWXX7Zr1055dtq0aQkJCadPn/7111+PHz8eFxdnfqlFixYp6b1///4ffPBBbGys+amdO3fed999v/3222efffbhhx/ec889rttCAAA8yapVq5T0/sgjj7z66qteXv89A/fQoUP9+/c/d+7cZ5999vbbb5u/T798+fJ9992nRPQHH3zw9ddf9/X1VZ7Kz88fNWpUTk6Oy7cDcBOcAw/AwZ588klzehdCGAyG2bNnm//73nvvmdO7ECI8PHzq1KnKcl5envnxysrK9PR0IURMTMzGjRvrpnchxODBgz/++GPlGOKll15yznYAAACxZ88eIURAQEB6enrd9C6ESExMHDVqlBDi1KlTp0+fNj++adMm5VI1AwcOXLZsmTm9CyFiY2O//PJLHx8fF1UPuB0CPAAHu//+++s9cu211yoL119//S233FLv2euuu05ZqK6uNj+4c+dO5ay5P//5zxEREQ1/St++fYcNGyaE+Pnnn0+ePOmY0gEAwP964oknNm7cuHnzZn9//4bPhoaGKgvKKL3CfPGauXPnNjzNLSYmhqlzgN2YQg/AkQIDAzt06FDvQfOf/C5dujRcxeIBwTfffKMsBAQE7N692+LPCg8PVxYOHDgQFRVlT7kAAMCqhpeYVdTU1Hz//feffvppw6e+/fZbIYS/v//AgQMtrjtixIgPPvjAcTUCHoQAD8CRAgICrFxSLjAwUOXrFBQUKAt/+tOfmmxcVlam8mUBAIB9CgsLs7KylNvH5OXlff/99+Xl5Q2b1dbWFhYWCiHat2/f2CFB+/btnVsr4L4I8AD06Ny5c+obnz9/3nmVAADgyUwm0yeffPLyyy8fPHiw3lO+vr4tWrQ4depU3QcvXLhgMpmEEK1bt27sNZk3B9iNAA9Aj4KCgpSFvLw88yn0AADAxf7yl78sWbJEWQ4NDe3evXvXrl3j4+Pj4+N79uz517/+ddGiRXXbm2fb1Qv2ddW9OTwAmxDgAehRZGSkspCbm0uABwBAE3v27FHSe3h4+LJly0aPHu3t3UR88PX1DQ8PLykp+fXXX00mk8VZ9MePH3dGtYAn4Cr0APQoKSlJWVAuhGPRBx988MILL6SlpRmNRlfVBQCAB9m4caOy8Oabb44fP75hej9x4kTDtZQ7zlRWVv7nP/+x+LIZGRkOLRPwIAR4AHo0bNiwgIAAIcTf//53iwcHv/zyy7Rp01588cW9e/fWuy0tAABwiLNnzyoLCQkJDZ89f/78jh07Gj4+duxYZWHevHkNnz19+vQ777zjuBoBz8JRLwA9ioiIePDBB4UQlZWVY8aMOXz4cN1nf/vttzvvvLO2tlYIMW3aNG1KBADA3SUmJioLu3btqvfU2bNnR4wYUVpaqvy37hXp77777piYGCHEV1999ec//7nuLeJ///33UaNGVVVVObduwH1xDjwAnXr55Zd37Njx008/ZWVl3XTTTSNGjEhMTPTz8/vpp5/Wr19fXV0thHjsscfuuOMOrSsFAEAm27Zta/JuL4sXLw4MDBw+fPhTTz1VXV09Z86cEydODBo0KDQ09MSJE9999917771XUVHh4+Oj5PNnnnlm1qxZffr0CQgI8Pf3X7FixdChQ2tra1977bUvv/xywIABHTp0+PHHH7dv33727NnBgwcXFhb+/PPPTZ5RD6Ae3jMAdCooKGj37t3jxo37+uuvq6urN27caD4TTwjRrFmzhx9+uN6VbwEAQJMOHDhw4MAB620WLFgQGBiYkJDwxhtvPPTQQzU1NYsXL168eHHdNg888MD06dP79u1bW1u7YcOGDRs2HDt2rEOHDkKIQYMGrV279t577y0vL8/Ly8vLyzOvNXr06NWrV3fv3l3UuekMAJWYQg9Av1q2bPmvf/3r008/nTBhQtu2bf38/Fq2bNmnT5+ZM2cePnz41Vdf5ex3AACcaurUqYcOHbr33ntvuOGGoKCgkJCQxMTERx999ODBg++9997NN9+8bt26+Pj4wMDArl27+vv7m1dUzoD7y1/+Eh8f7+/v36JFi9tuu+2jjz7asGFDYGBgYWGhIMADtjOYTCatawAAAADgKUpKSiIiIoQQb7zxxqxZs7QuB5AJU+gBAAAAOMyBAweys7OFEMOHD2/dunXDBpmZmcpCfHy8SysD5MfsUwAAAAAOU1BQ8MADDzzwwAMffPCBxQavvPKKECIgICApKcmllQHyI8ADAAAAcJgBAwb4+PgIIV599dVjx47Ve/bDDz/MyMgQQowePZpz4AFbcQ48AAAAAEf6+9///uijjwohIiIiZs2alZSUFBAQkJubm5GRsX79eiGEv79/Tk5ObGys1pUCkiHAAwAAAHAkk8mUmpq6ePHi2trahs+GhIRs3Lhx8ODBri8MkB0BHgAAAIDjHTlyZNGiRQcOHDh69GhpaWlYWFh8fPyQIUMefvjhli1bal0dICUCPAAAAAAAEuAidgAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAT+P3ympavocLc6AAAAAElFTkSuQmCC)
par(mfrow = c(1,2))
plot(price_arma21$resid,ylab = "residuals",main = "Residuals for ARIMA(2,1,1) Model")
acf(price_arma21$resid,main = "ACF of residuals for ARIMA(2,1,1)")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd0AUZ97A8VmKICUQUIKKGrF3T41iOXMaazRGbFhiLpZE1GgsqDHxVIydaM4kxpYYPe8O7B0siCbWKAkWFEskFow0a0BQyr5/rO/e5Nll2TLLuvj9/MXOzjzz7MO03zxNpVarJQAAAAAA8HxzsHUGAAAAAABA8QjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYASdbZwAAAACwrhs3bpw4cUK+pF+/fo6OjrbKDwCYhxp4AABgr44fP67SMWvWLPNSS05O/uabb95+++2GDRu+8sorzs7OPj4+NWvW7N2796JFi65du2Z480uXLulmxkhm59lCJ06cCA4Orlu3btmyZZ2dnT08PFq3bm2TnFjbiRMnBv5ZXl6eGel8/vnn8n+ct7e34lm10Ndffy3PoYeHh61yUmqOLguvM+XKlTP+UlC2bNmqVav2799/06ZNhYWFehP88MMPha3OnDkjX2HBggVFpX/o0KGi8vn06dOyZcvq3ap58+YlUFByM2fO1KawatUq3RXUanV0dPTIkSMbNGhQrlw5Z2fn8uXLN27cePTo0TExMWq12oydGlBQUHD9/92/f1/ZxI1J/8mTJ5UqVdIUiKQGAACwT6NHj9Z90Kldu3ZhYaFJ6Vy4cCE4OLjYZ6zOnTufOXOmqESSkpLMfnqbOXOmpWVhuiVLlujmpH79+iWfkxIQGRkp/NKcnBwz0omIiJAn4uXlpXhWLfTVV1/Jc+ju7m6TbJSmo8vC64yvr6/JVwRJkiSpefPmN2/e1E1wzJgxwpoJCQnyFebPn19UmnPmzCkqnz/99FNRWzVr1qwECkrr119/dXFx0WweEBCQm5srrHD+/Pm//OUvBoquQYMGJ0+eNGmnhm3cuFGb+Keffqpgysan/8UXX2hWoAYeAADYpby8PPlDj9bly5eF+igD1Gr1okWLGjZsuG3btmJX3r9/f/PmzTVPwKbl9fnz22+/TZs2zda5QOlUmo4uRa4z5omPj2/btu29e/cUTPP48eNFfXXy5ElLUlaqoNRq9bhx4548eaL5OGXKFG0wr3H06NGgoKCEhAQDiSQmJrZt2/Y///mP8fs1nKXPP/9ckaQsSf/9998vV66cRAAPAADs1P79+zMzM/V+FRUVZUwKarV69OjRU6dOLaqpqq78/Px//OMfkydPtvcY/tixY9pHZEBZpenosvw6Y4mbN2+GhYUpmOCJEyeKutwJg0SYSqmC2rlzZ3R0tOZvPz+/ESNGyL9NT0/v169fdnZ2senk5+cPHTrUwh8lSZJarZ4zZ86pU6csTMfy9N3d3SdMmCAxiB0AALBTBmpXoqKi5s+f7+BQTEXF0qVLV6xYUdS3Xl5ef/zxh96H3cWLFzdv3nzAgAGG0y9Xrlz16tUNr6MREBBgzGoKunLlirBk165d7du3LygoKOGcoPQpTUeX5dcZgaura+PGjYWFarU6IyPj9u3bT58+Fb5av379vHnz/P39TdpLUe7fv3/58uW6devqfmVhDbwiBZWbmzt+/Hjtx7CwsLJly8pXWLx4cWpqqnxJ+fLl+/fvX69evd9++23Lli2//fab9qu8vLyPPvrop59+UqlUJvwSmYcPH06fPv3rr782b3PF0x8zZsyiRYsI4AEAgP3JysrasWNHUd/evHnz5MmThkfMOnPmzJQpU3SXv/vuu0OHDm3VqpWLi0teXt7NmzfXr1+/dOnSBw8eyFf78MMPu3btangMs7fffvvbb78t7qfYxuPHj+Ufa9Wq1aNHD1tlpgQMGDCg2BcuUEqpObosv87oql69elGhcl5e3rfffjthwgR5+4X8/Py4uLhBgwaZtBcDjh8/rhvAp6amXr9+3ew0lSqo//znP9psuLu7h4aGyr/Nz88XBrSrX7/+3r17tS9AZ8yY0a9fv3379mlXOH369PHjx9u0aWPkDyksLMzIyPj9999v3bq1Y8eOqKgo4WC2kIXpe3l5jRw5kib0AADA/mzfvl3+3OPq6iqMtq07aJlg5syZwjjkHh4ecXFx69at+9vf/qbpdens7Fy9evVZs2adOXNGqAG7e/dusbuwI87OzrbOAkot+z26LL/OmMTZ2XnUqFGaZtJyiYmJFqbs4+Oj/fvYsWO6K8jfKZQtW1bodl4sRQpKrVb/85//1H7s16+fp6enfIWEhAThRerixYvlzZc8PT2XL18uHG8xMTHG/QhJkqQ1a9b4+/s3bdr07bffXrNmjbLRuyLpv/feewTwAADA/gjNNbt37/7222/Ll2zatMlAe90rV67s2rVLWLh169b27dvrXb9q1aq6o9z961//MiHHVvDkyZMNGzaMGDGiYcOGfn5+zs7Ovr6+tWrVCgkJWbFihd6xr7TzSy1evFi+/MKFC9pJm/Lz843MgDCdlXauqfT09EmTJjVs2LBMmTLx8fHCVmq1+sCBAx9++GGjRo38/PzKlCnj7+/frFmzsLAwvaGF4NGjR6tWrerXr1+NGjW8vLycnJx8fX3r1as3ePDgtWvXZmVl6d3KpMnVfvzxxxEjRtSqVcvNzc3Hx6dJkybh4eFCw1292rZtK9+L0H1XKzQ0VL5aUFCQ3tVu3Lgxf/78gQMHtm7dOiAgwMXFpWrVqm3atAkJCYmIiLh161ax+THMvJI0wOyjy4wjWcO8I9B4Fl5nzNOpUydhiRC1mkFe+613HDt5X/GWLVs6OZnWTFuRgoqNjZW/qnjvvfeEFc6fPy//6Ofn17lzZ2GdatWqCQPUX7p0yfB+7UvdunWZRg4AANiZtLQ0R0dH+TPNxo0bd+7cKTzoxMbGFpXC9OnThZWHDBlS7H6Fdpiurq75+fnab3WnkRs+fLgyP1iftWvXVq5c2cBznqen5z/+8Y+nT5/KtzIwv5RWXl6ekXkQprPSzDV19OjRl156Sbvw9OnT8k3Onj1ruCVt165dr169qnd3hYWFy5Ytkyeuy8vL66uvviooKBC2NXJytYyMjH79+ulNuXz58rGxsYankROOkKIOgJEjR8pXa9mypbBCTk7O+PHjDfcZdnJymjx5su4/y5hfaklJGmDe0WXekaxhxhFoPMuvMxrCNHLFzqUnhKmSJM2aNcvAr5aMmEZOWJKRkSHstF27dtpvP/nkE3d3d92CtXZBdevWTbtytWrVdI+9RYsWyRMMCgrSm47Q3aBdu3aG9yu3evVqqTiWTCOnSPr0gQcAAHZmw4YN8socd3f37t27Ozo6enl5PXz4ULs8MjLyjTfe0JvCjz/+KCwZN25csfudPHmy0Ok9MzPzlVdeMSHrSigoKBgzZszKlSsNr/bHH3989tlnhw8f3rZtm9kzUZsqMTGxa9euRVXexsbG9u7d+48//jCQwt69e1u1arVnz54WLVoIX02aNEk7E3JRHj58OHbs2LNnz65atcrUkavS0tLeeOONCxcu6P02IyOjV69effr0MSlNM+Tl5QUHB+/du9fwavn5+REREXfu3Fm/fr2pu7B2SRrJGkey4SPQJJZfZ8yTnp4uLKlataqFadarV8/b21tbk3/y5En5qAR5eXmnT5/WfmzduvXSpUuNT1yRgkpNTZW3dX/nnXd0X2Dl5OTIP/r5+elNSmiXbnikEkHDhg0nTZokLPz222/lP8QSiqRPAA8AAOyM0FzzrbfecnNzkyQpODh47dq12uVbtmz55ptvypQpI2z+5MmTn376Sb6kcuXKzZo1K3a/b7/9ttAu1CZmzpxZbMyjdeTIkcGDB0dHR2uehlu0aKF5fDx8+PDPP/+sXc3Hx2fo0KGav82O1tRq9UcffVRU7PTbb7/16dPHcPSukZmZ2aNHj/Pnz8tfjuzevbvYmFPr22+/bdmyZVEt2PUqLCwMCQkpKnrXyMrKWrdunfFpmufLL78sNnrX+ve///3OO+906dLF+PStV5KmHl2WHMl6GT4CTWXhdcZsQp9tJyenjh07Wpimg4NDq1attCkfP35cHsCfO3dOHhsX1aejKIoUVFxcnPyj3lB/3Lhx7777rvajZi+6rl27Jv9YpUoVw/mXa9myZcuWLYWF27dvVyqAVyR9Ang7cOPGDWEOw379+gktVQAAeEH8+uuvQvgdEhKi/UP+vPjgwYN9+/a99dZbQgq3b98WJqlu3ry5NeoYd+zYUezoUwEBAZs3bzY+zZMnT86dO1dYWLt27e7duzdq1OjatWuHDh06evSo/Nt9+/atWLFi9OjRkiR16NChQ4cOkiSFhYXJQ6wKFSp8/vnnxmdDr8TERN1JsLQ++OCDR48eaT86OTlNnDixR48eFStWTE5O/vbbbzdu3Kj9NiMjY+zYsfIlQutZZ2fnDz/88I033vDy8kpLS4uLi/v+++/lQUh4ePiwYcOMn+Jr5cqVP/zwg7CwXr167dq1c3BwOHbs2NmzZ41MyhIFBQXCP6Js2bLvvPNOs2bNXn755bt378bExAjDN6xfv96kAN56JWnS0WXhkayX4SPQJJZfZ8yQl5e3evVqoRPEwIEDFZlmsk2bNvIAXv6VfAS7OnXqmNRgR6mCkgfwjo6O2uEM5Ly9vYutTv/hhx+EPgivvfaa4U3sj9kt+J9nJh12rq6uVapU6dev38aNG03q51NidIdtzMnJMSMdw722ngdG9k8rAcePH+/Vq1edOnVcXV2dnJzc3d1btWplq8xYQu9oQDNnzjRyc8VPJTN6bWnFxcUVlc8nT564urrq3cpwry2lCkpuxowZ2hRWrlypu0JhYeGePXs++OCD+vXr+/r6Ojk5lStXrlGjRqNGjYqOji4sLDRjpwbk5+f/9v/u3bunbOLGpJ+bm1uxYkVNgfj6+t69e9eS3dnqCLEGq16TNZdTBRN8roSHh8uLztPTU3tbfPr0qXDhGjRokG4Kp06dEo6ESZMmWZ4x3T7wxqhevbpJe9F9/H333XcfP36sXaGwsDAiIkIIt1599VWh77HQjLPYfrl66V7VJUlycHAYMGDAwoULIyMjly9ffufOHbVa/csvvwir7dixQ0hNCOdUKtWvv/6q+erx48fCG5avvvpK2Fy31jo+Pl77reFnjPz8/FdffVXYfMGCBfJr8pdffqkbxCreB153gLG9e/cKmwuDezVu3Fj+reFfanlJGsOYo0uRI9n4I9BUll9ntISVXV1dW+po0aJFYGCg7nD9DRs2zMzMFBI042lq165dhw4d0n4sW7asfEyBwYMHa78aNmyYWq02vg+8UgUlPwGbNm1qoDwNyMrKEkaw8/f3z83NNS81rerVq8vTtKQPvCLpMwq9lJube/PmzU2bNvXv379ly5aWD+kJe/fFF1+0bt16+/btly5dys3Nzc/Pz87Ollca2BGhUZNGVFSUWq1WfF/WPpX0DpqqcebMmdzcXEsSV6qgrl27tnDhQs3fAQEBf//734UVEhMTmzVr1r1791WrVl24cOHu3bv5+fmZmZnnzp1bvnz5m2++2ahRI+FNtoW2bt1a7f8JwwKXTPouLi6TJ0/W/H337l3dkcOUYtUjBM8PtVotnLBvv/229gWNs7Oz0EV5x44duvP06A5q7eXlpXROrSIzM1OofW3evPnatWvLli2rXaJSqcLCwt5//335atevX9etXrYGPz+/+Pj4yMjIKVOmDBgwIDQ0VDP9ntDyvEuXLj179hS2nTp1as2aNbUf1Wr1999/r/k7NTVVuCDrTnPVpUsXzYtRrZSUFCOzHRcXJ0yCPWHChKlTp8pj3bFjx06bNs3IBM128eJF+cfAwEDd2nUhRLl7967x6Vu7JI1kvSO5qCPQJIpcZ4qSm5v7k45Tp04lJycLE1t26dLlwIEDSg1g0aJFC+3Y8jk5OWfOnNF+Ja+BN37KdEm5grp9+7b8BNRtZG6MR48ede3aNSEhQb5w+vTppk6J9/wjgP+T+Pj4tm3bGpisAqXeb7/9VgK355KRl5cnb3yodfnyZflV2xqscSoZCM/kNx4zKFVQarV63Lhx2na5U6ZMEe4ZR48eDQoKEm4tgsTExLZt2+p9oWAGtVpteZtYy9N///33y5Urp/l7xYoVuhVxirDeEYLnys8//3zlyhX5Em1zTb0fs7Ozd+/eLSSi+27OXjqm6YYu4eHhehv/T5s2TZgISnfcPmtYtGiREF5qCG2h33zzTd11HB0dhWD1yJEjmj+E+kBJksaNGzd8+PDDhw/Lm0wnJiZmyhg/YIG8clL685tHuY8++kgeYVrDwIEDM2R0L5i5ubnC+N4mvWu2dkkayXpHclFHoEkUuc5Y6Lvvvtu7d6+CY2S6ubnJS0Z700xPT5d3Gjc8SYRAqYK6c+eO/KMZXQZSU1M7duwoXGdCQ0MNdLiwXwTwops3b4aFhdk6F7CZY8eOCR0j7df+/fszMzP1fhUVFWXtvSt+Kp04caKwsLCoryxJWamC2rlzZ3R0tOZvPz8/Ycif9PT0fv36ZWdnF5tOfn7+0KFDLfxRkiSp1eo5c+boNhVWivHpu7u7T5gwQbvVmDFjivpXWsJ6RwieK8LrLW9vb2Ee4Ndff1145NU9kX18fIQl9tLMSuiG7eTkpDsNskbVqlUbNGggX2L47aEiNE2XdZcXFBQI70M/+ugjlT5ff/21fDXNBGCSJJUrV04YcTo3N3fNmjXt27f39fUNDg5etWrVjRs3zM65fAhuSZKCgoIqVKigu1r58uXbtm1r9l6M4ebmVk7Gy8uroKDg8uXLmzdvDg8P79u3b82aNQ8ePGh2+tYuSSNZ6Ugu6gg0lSLXGQuFhoaOGTNG2UuTvHZdG8DL2/35+PjUqlXL+ASVKqiMjAz5x5dfftn4PEiSFBcX16RJE+Es7tWr11dffWWlCRRs64UI4IvqalKtWjW9AyGuX78+NTW15POJ54HwHlGSpF27dmVlZRmo3HtuGajFjYqKMiOCsu2pdP/+/cuXL+v9ysL6VUUKKjc3d/z48dqPYWFhQi3N4sWLhdIoX778mDFjli1bFhYWVq1aNflXeXl5H330kSU9HR4+fDhu3Dh5h3xlmZr+mDFjtE2UT548aY1hnK13hOD5UVBQIDz8BQcHC9cfR0fHvn37ypdER0cLA/zqNkm9ffu2ojl9xph54H/99VfjExTeNr766qtC5aRcYGCggW2toUqVKnpbqz548EA+y5TxcnJyNCOKOzg4FHXBycrK2r59+8iRI1999dX69etPmjTJjNHmhIm7hKKTEy7X1nP58uWIiIhOnTp5eHjUqVOnX79+s2bN2rJli4Wt2a1dkkay0pFc1BFoEqWuMxbKy8v75ptvevfurWC3R70BvPwdd6tWrYwf91HBghJOQOMnfisoKJg9e3bHjh3T0tLky6dMmbJ582YDB5VdK52/SlC9evWint7y8vK+/fbbCRMmyCtd8/Pz4+LiBg0aVFIZLMaAAQMUeZsIYwg9c2rVqiWfZsOOZGVl7dixo6hvb968efLkSZNaSUnPwal0/PjxunXrCgtTU1OFjosmUaqg/vOf/2iz4e7uHhoaKv82Pz9/1apV8iX169ffu3evtpHYjBkz+vXrt2/fPu0Kp0+fPn78uPFd0QoLCzMyMn7//fdbt27t2LEjKirK+P54JZC+l5fXyJEjtUMfz5s37+9//7vxTwlGssYRgudKXFyc8CLs0KFDujMeCZU5T5482b59u3xMikqVKpUpU0beYNhKPTsUJ1THaUeI1KtSpUryj/fv37dKnmSK6qyrnX3aDHfv3vX09JQkacyYMa6uruPHjzcwSdjFixcvXry4ZMmSTp06rVu3Tm8tul5CRGFgQ0XGAzcsOzt75syZX3zxhTUaK0lWLkkjWelIVqS7uFLXmaLUr19fd3KKp0+fpqSk7Ny5c8aMGfKpFg8ePHj+/PlGjRqZ9huKIH+oSElJuXXrVuXKleWPdiY9GSpYUMI4DkYG8JmZmYMGDTpw4IB8oYuLy3fffScflq/0eSECeAOcnZ1HjRp18+bNBQsWyJcXO+kLXhC6w4Hai+3bt8vjK81w+vJbdWRkpKkBvAHWO5V8fHy0femPHTs2fPhwYQX5jads2bKFhYUmdYJQpKDUavU///lP7cd+/fppHje1EhIShOfXxYsXy58CPT09ly9fXrt2bfkANjExMcYH8GvWrBFG+lGW5em/99572gD+119/3b17t+4QVmaw9hGC54pue5nr168b84ImMjJS/rzo6ur62muvyaefuHjx4vXr13XHIRds375dGPfhyy+/bNq0abEZUMpLL70k//j7778bWFl4thauSyVJdxqI/v37V65c2ZhtPTw8tH8PHz48JCQkKirq+++/P3HihIGayQMHDrRs2TIhIcHIiE6+F0mShNo8OaGqUHFqtbpv376648A7ODjUqFGjWbNmnTp1ysjImDp1qiV7sV5JGul5PpKVus6YpEyZMoGBgePHj3d1dR01apT8q3PnzikVwFeoUKFatWq//fab5uOxY8f69u0r7wpn0pOhggUlNFo05jadkJAQHBwsdPeoWrXqli1bmjVrVuzmdu2FaEJfrE6dOglLinpVrFarDxw48OGHHzZq1MjPz69MmTL+/v7NmjULCwvTOw2V4NGjR6tWrerXr1+NGjW8vLycnJx8fX3r1as3ePDgtWvXFvUe9Ouvv5Z3DxPuMYIff/xxxIgRtWrVcnNz8/HxadKkSXh4uDHNmNu2bSvfi9B9Vys0NFS+mu5rNo0bN27Mnz9/4MCBrVu3DggIcHFxqVq1aps2bUJCQiIiIiwfn9y8kjRgwYIFml8kDKN94cIF7Y/Nz8/X3fDJkycbNmwYMWJEw4YN/fz8nJ2dfX19a9WqFRISsmLFCgOjuH344YfyktROd5menj5p0qSGDRuWKVMmPj7e1B+iJVxVu3fvLoxAs2nTJvMaNBpg/KlkPPm9RG9HBnnTr5YtW5raXEqRgoqNjZW/qhAm+JEkSZiS1M/PT7ezX7Vq1YRxdy5dumR4v/albt268nFl5a88LGG9I8Tss1vO7GuyloX3ndIkJydn69at5m0bGxsr1AK1a9dOWGf16tXFprNhw4Zjf6ZsVFMsYXfXr1/Xe2/SEBrna8eSLHm6gw707Nnzc+MI2fbw8BgxYsSxY8dSU1PXrFkTHBysOyqbxq1bt+bNm2dkDoW9JCcnF7WmfLivYhVVhW6gBVNkZKQQvffs2TMmJubhw4eXL1/+73//O3ToUEVqF6xUkkZ6bo9kZa8zZtB9tS08QlhIaEV/4cIF7eg8jo6Oxk+ZrmxBlS9fXv6x2OZCW7dubdOmjRC9d+rUKT4+vtRH7xIBvIYwmIckSXqHfDx37lzbtm07d+68bNmy8+fPZ2Rk5OXlpaWl/fLLL4sXL27btm23bt2K6smmVqu/+eabypUrjxw5cvPmzdeuXXv06FFBQcG9e/eSkpI0l+OAgICvv/7a7OZSmZmZ/fv3f/3117/77rurV6/m5OTcv3//7Nmzs2bNatSokSXjnZgkNzd3woQJgYGBn3zySVRU1IkTJ27fvv306dObN28eP35848aNU6ZMCQwMnDJlioErtQElUJLGW7duXc2aNQcMGPDdd98lJiZmZGTk5+ffu3fv6tWrGzduHDVq1KuvvjpjxgxhUhADjh07VrNmzSVLliQmJhq/la709HShQVFISIgwEGhaWtrhw4fN3oVeRp5KJpHfaS5fvqzb883spl+ScgX1xRdfaP+uVq3aX//6V2EFoW1YYGCg3lFVatSoIf9o+XPA80b+xv3QoUOK9K600hFi+dmtyDXZkvtO6bNr1y55y1KTFBQUbN68Wb5Et4Hl4sWLdYdBkcvIyJD3c5Ekydvb28hqZKU0btxY/jE/P1+4iGnduHFDaAOlVCWeGcqWLSu0kTZc1Mbw8/MbOnTo1q1bMzMzo6OjQ0NDhUpdSZL2799vZGpCM4qTJ0/qrWl/8OCBSWPiFFWTb6B5mtCrq2vXrtu3b+/atau8/kbZs17ZkjTSc3skK3udMYNubwVlG30IAbz8HXeTJk2KeomjS9mCEgJ4w9U/8fHxgwYNysnJkS+cNm1aTEyMDV9TliQCeEnSd2JUrVpVWBIbG9u2bVvDV+29e/e2atVK75jMkyZNKnYkyYcPH44dO3bkyJFmDFaRlpb2t7/9bdOmTXq/zcjI6NWrVwn0C8jLywsODv7nP/9pOHjOz8+PiIgYOnSoGbuwdkkaqaCgIDQ09L333jPcmuCPP/747LPP3njjDWPmaE1MTOzatasiw41u2LBBXmns7u7evXv3zp07CxMdR0ZGWr4vOWNOJVPVq1dP3hVK6ISfl5cnH3TU1ABekYJKTU2NiYnRfnznnXd0u3YLtxndNx0aQp2M8YO4SJLUsGHDSToUnNpakfQHDBggrzjSzvBsCcWPEEXObkWuyRbed0ofC6dXFG/HPR0AACAASURBVAZbql+/fteuXeVLnjx50q1bt6LG33769GmfPn2EeqF+/fopPpSDYa+//rqwZMaMGXpvdrNnzxZeML3xxhtWzFlxhDebMTExerN9+/btozLaYzs4OLiJzNKlS7WbuLq6duvWbfny5Tdv3hR+o/HjXwjZy8nJiYiI0F1t6dKlhgcqE6KvhIQE3cbAx48fN/D6Umh71bJlS+GFb1ZW1pYtWwzkwTBrl6SRntsjWdnrjBl067eERwgLyQP4M2fOxMbG6v2qWMoWlBDAG2jjlp6eHhwcLJxWa9asmTdvnr3MBqqAYgdHtUdCs5z69esbXl+Y7MrJyenWrVvyFZKTk3VfRhalfPnyqamp8s137dpl0j9l9erV8s2/+uor+bfu7u5C/gsKCnSvg8Xy8vKSJyKctEUNnDty5Ej5ai1btpR/a+qM03v37jXpl1pYkgYcPHhQE5AIDW98fHy0sUp+fr52/U8//dSknHTp0qWgoEC+xzFjxshXaNq0aYcOHYStNNPnmEHeUFmSpAEDBmiWC027vb29nzx5YiAdxU8l4VdLkpSQkCBfYf78+cIKu3bt6tatm/bjtGnT5OsLvQwyMzOFl8fNmjWzdkEJ97DDhw/rrnP//v3fZNLS0vQm1bBhQ3lSH374oYHMG6N69eryBD/99FMLE7Q8fXm/mwYNGpi6xxI4Qiw/uxW5Jlt439FcTk0t3ufZ3bt3hWbDmre0BgwbNky+vkqlSklJka9w8uRJ3Qe+l156aeHChfI1Hz58+P333+tOraRSqYSrdFJSkrCOMaPQm0p3BvUhQ4Y8fvxYu0JBQcFnn30mRH1VqlQRrmOTJk2Sr1DsFV4v4apu4JK7ceNGIduRkZHCOjk5OUIL3oEDB2q+EuaHDwgISE9P193L2LFjhV+t/crwM0Zubq5Qd6dSqT7//PPCwkLtOt98843uASOcuZ988omwwsSJE/Py8rQrHDlyRPfVtvxpSmiq0L59e/kVJicnR7f+o1KlSvI8GP6llpekMYw5uhQ5ko0/Ao1hjeuM2sSnKd1q7Z49ewrrmPc0pfmqoKBA/vJdfkhHRUVpUzB8r1S8oLKzs+XD1/fq1auodCZOnCj8tHHjxhnetdymTZtG/tm1a9eK3cr4px1rp6/xog9il5eXt3r1auFKN3DgQGGI0Q8++EBeL+rk5DRx4sQePXpUrFgxOTn522+/ld+WMjIyxo4dK1+iHbdJw9nZ+cMPP3zjjTe8vLzS0tLi4uK+//57+du18PDwYcOGGf9Sf+XKlT/88IOwsF69eu3atXNwcDh27Jj1ZgGRKygoEAL4smXLvvPOO82aNXv55Zfv3r0bExMjRODr168XbiSGWa8kO3TooImfw8LCfv75Z+3yChUq6L6VOHny5Ny5c4WFtWvX7t69e6NGja5du3bo0KGjR4/Kv923b9+KFStGjx5dVAYSExPl4yFb4tdff5VP6SlJkrZNeEhIyNq1a7XLHzx4sG/fvrfeesvynRp5KpmnTZs22ipuoTZSXt1ap04dkzqjKlVQcXFx2r8dHR21wxnIeXt7F1ud/sMPPwj93IzvimZHWrVqpf2vJSYmpqWlKdLPQqkjRJGzW5FrsoX3ndJn06ZNQi1cr169DG/Ss2fPNWvWaD+q1eoNGzbIH/5atmw5e/Zs4ZXNo0ePpk6dOnXq1FdeeeXll19OS0srqjfmmDFj9J7v1vbpp59GR0fLl6xfv/6nn3568803GzZseO3atdjYWN1GGZ988one+T5LTHBwsHz0LEmSBg8eHB8f37NnzypVqvzxxx+nTp1aunSp/DKoUqm0ceBbb70l77+QkpISFBQ0atSoxo0be3p65ubm3r59OyYmRnijanxvWBcXl7Fjx86cOVO7RK1Wh4WFrVu37q9//atKpTp+/LiB6ce16tSpIyxZsmTJnj17WrZs6ejoeOHChWLbywQEBMhHdDt06FCHDh369u3r6el55cqVbdu26b4nMom1S9J4z+GRbI3rjOWUrYF3cHBo1aqVdpwFeTtE45sxKl5Qbm5urVq10t46NQMr6nY2zM3N1Z2G9uDBg0WNyaXRsWPHOXPmaP4+efLkypUr5d++9957BqaNNJW103+m2FcC9kh4RCtq8urAwEDdUUAaNmyYmZkpT013apkdO3YIexQe+FQq1a+//qr56vHjx8Lx99VXXwmb6441Gh8fr/3W8JvU/Px83VFzFyxYIH9n/OWXX+oGsYrXwOu28xQq2NU6FZuNGzeWf2v4l1peksYw5p2xbiD37rvvyt8ZFxYWRkRECGX+6quvyt/B6749lSTJwcFhwIABCxcujIyMXL58+Z07d0zKvEZ4eLg8TU9Pz5ycHM1XT58+Fc6OQYMGGUhK2VNJ76825p3xoUOHtB/Lli379OlT7fryXqzDhg1TF/fO2BoFJT8BmzZtaqA8DcjKyhJGsPP398/NzTUvNa3nsAZeCDL/+9//mrRHax8hlp/dilyTLbzvqEtjDbzQwlkTaRjeJDs7WxjZ+LXXXhPWyc/PHzJkiGS69u3bZ2VlCamVTA28Wq3++OOPTcptz549hXYi6hKvgVer1QcPHtQ7/EdRPv74Y+22Dx8+NGO4gf3792tTKLaVX05Ojm74XSzhaeru3bvG9yLWkj9NyV8iGKlChQryPBj+pZaXpDGMPLosP5KVrYG30nXGpBr4wsJC4QbRunVrYR1LauDVavVnn32mW7YBAQHyFAzfK61RULNnz5Z/q7fiuqiOaYaFhIRoUxCOTOn/XxYYZvzTjrXT13gh+sDn5ub+pOPUqVPJycnC26MuXbocOHBAOM2ENz1dunTRHR9y6tSpNWvW1H5Uq9Xavp2aZo3ylV1cXITNu3TpUr9+fV+ZlJQUI39dXFyc0DFpwoQJU6dOld8jx44dO23aNCMTNNvFixflHwMDA3Vr14UQxZie4VrWLkkjZWZmCu0ImjdvvnbtWvlVSaVShYWFCXNuXb9+XbdSTs7Pzy8+Pj4yMnLKlCkDBgwIDQ319/c3NXtqnRbdb7/9tnb+Hmdn5z59+si/3bFjh/GzeVt4KpmtRYsW2pHDc3Jyzpw5o/1KXr9qUt8tpQrq9u3b8hNQaJNvpEePHnXt2lWo25k+fbruEV4KCK/Jhdps8yh1hChydityTbbwvlP63Lhx48iRI/Ilb775ZrEniJubmzA1xunTp4XRvxwdHdetW2dqv4n+/fvv3r3bjDhNKXPmzClqshhdnTt3Xr9+fQn31derQ4cOy5YtMzInoaGh8rdUL7300oYNG0waGWTixIm6c6MY4OrqunPnzmLvvLVr1zbwrY+Pj97oSK5q1aq6rce1xo4da3ggLldXV6E1clpamnYg8WKVQEka77k6kq13nTGJSqUS+k8lJSWpFR3USe/d0PjqdysVlDC0gd7xX+T39xeZ7a/mz4/vvvtu7969uo05hedLvddcR0dHIVjVHtm6N/hx48YNHz788OHD8ibTiYmJmTLCRFYGyKueJElycXGZPHmy7mofffSR8N5LcQMHDsyQ0a1Bys3N3blzp3yJSdcja5ekkXSD8PDwcL1VCtOmTRMmrPrxxx8NpLxo0SLhBYcZfv75Z2FoX2FMdeFjdnb27t27LdypoKhTyWxubm7yktFe09PT0+XT+Zg0gp1SBXXnzh35RzO6DKSmpnbs2FG4zoSGhhrocGHXhO6dQgGaR6kjRJGzW5FrsoX3ndJHdyDJYptraui++NiwYYOwRKVSzZkz5/Tp08aMjNW0adMdO3Zs2LDBzc3NmAxYiaOj46pVq7777rtKlSoZWM3b23vu3LnR0dHGj6dgbaNGjdq9e7fhBqWNGzeOiopavny5EKq1atXqp59+EoYe1MvHx2fZsmWmjssjSVLNmjWPHDmiO5OIhrOz86JFi4oNOMePHz9jxoyivg0KCjp06JCBOnBfX9+9e/cKNXJajRs3PnLkyPDhw+ULCwsLv/zyS8O5kiuBkjTSc3UkW/U6YxLhafD+/ftCm0ELtWjRQnc0B+MfoqxUUK+99pp8KDu9IzUamN/xhUIA/z+hoaG6w5sXFBQIL3s++ugjlT5ff/21fDXNwDaSJJUrV04YcTo3N3fNmjXt27f39fUNDg5etWpVUWPeGkM+wLIkSUFBQbrzT0iSVL58+bZt25q9F2O4ubmVk/Hy8iooKLh8+fLmzZvDw8P79u1bs2ZNS2azs3ZJGknovOrk5KQ7obdG1apVGzRoIF9ioPucpvG85dkTapW9vb2F7L3++utCaG35iKkCvaeShYRZTzR/yHuw+/j46A4xZYBSBSXM9Pbyyy8bnwdJkuLi4po0aSKcxb169frqq69MamhqRxwdHeXD5yg1VZ4iR4giZ7fl12TL7zulj3DCOjs7y0cuNKBHjx7CqVTUpBLNmzePjY29cOFCRERE586d69Sp8/LLLzs6Or788suBgYHdu3efPXt2fHz8zz//rPsMahMqlWrYsGHXrl3TzJ9at25dX19fTYZr1qwZEhKyevXqGzdufPLJJ8/byMzdunW7dOlSZGTkkCFDatas6eXlVaZMmcDAwPbt27///vs//vhjQkKC8ApVq1atWjExMYmJiZ999tnAgQPbtWtXo0aNsmXLvvTSS/Xq1evUqdOwYcP+/e9/X79+ffTo0eZdRWvUqHH48OEdO3b0798/MDDQ1dVVk/j48ePPnTun932cQKVShYeHnz17duTIkbVr13Z3d3dxcalSpUrPnj3/+9//Hj16tFq1aoZTaNas2cWLF7/++us33nijSpUqZcqUCQgI6NWrV1RU1M8//9y8efPXXntNuEN9+umnJr0PLYGSNNLzcySXwHXGSO+++66wRNkA3t3dXZg3UTIlgLdSQTk7O48aNUr7cc+ePbrzwhLAP1Nso3x7ZEnD3TfeeEPeU1H30DHeo0ePNIkIz1h61atXb+LEiWfOnNH9OYb7MgmTYQ4dOrSoYvnggw/ka1pjFHqNS5cuLVq0qGPHjtoGyUUxadxUy0vSGMX22pJfXCRJqlGjhoHUevfuLV+5VatW2q+E/kuvvvqqeRmWy8/PF9r+6T0ehF27uLg8ePBAb4IKnkp6dy0Z3WtL3utJ201L3gi5e/fumoXG9IFXsKDkY91JpvTozs/P11u7O2XKFPl8BxZ6DvvAq/88akCtWrVM2qNVjxBFzm7Lr8mK3HdKXx94AEDpdufOHfkIhUuXLrXevrQDKJ4/f96+0n/y5MkLUQOvd6yIJ0+eXLt27YsvvvD09JSvfPDgQfkIqA8ePDB7v9oO3mPGjPn22289PDwMrHzx4sUlS5Y0adKkc+fOJr1DFeYj1VvVo6HIeOCGZWdnh4WF1atXb8qUKbGxsbm5ucqmb9WSNJJQsSy0BxYITcKKGspYkiRFuovHxcWlpqbKlxw6dChIh3zSckmSnjx5sn37dmPSt+RUspD8BVNKSopmgm5592aT2s8rWFDCOA5G9irMzMzs1q3bzJkz1bL6UhcXl3//+98LFy583qrLFCdvp2BJsCqnyBGiyNlt+TVZkfsOAAD2xd/ff+DAgdqPQh2JsrSNdk1tO2nz9KOjo1/caeQ07bXGjx/v6uoq1LqcO3dOW4WiW4fcv39/I0fvlMeZw4cPDwkJiYqK+v777zWjERa11YEDB1q2bJmQkGBkRCdEs2lpaUWtmZ6ebkyCZlOr1X379tUdB97BwaFGjRrNmjXr1KlTRkbG1KlTLdmL9UrSSEL/K/lcL7qEKFEIcRUnNGqSJOn69evCeFp6RUZG/v3vfzdvp0aeShaqUKGCfP6hY8eO9e3bVz67jEkBvIIFJXRjfvLkSbGJJCQkBAcHC909qlatumXLFmvM0/MckpdSse10jKTIEaLI2W35NVmp+w4AAPZl/Pjx2mFcExISTp061aJFC2vsSNN639/f3/DL+ucw/RUrVry4AbxWz549hahDXm3o4+Oju758XiLjeXh4jBgxYsSIEenp6Xv27Nm1a9f+/fv1jhp669atefPmLV682JhkhaFKDXQOkQ/mVKzCwkK9yw2MWB4ZGSlE75qybdu2rfaZ8osvvjA+D0WxUkkaSXgdcP369fz8fGE4Ky1hGFLD48paKCcnZ+vWreZtGxsbm5GRIR87xAyGTyXLtWnTRhueHT9+vG7dutp/uqOjo/FTpitbUEKhGWhkobF169Z33nlHmNO1U6dO//3vf616eDxX5KUkDGxhCcuPEEXObsuvyQredwAAsCNNmjQZMmTI+vXrNR/nzZtnZCtR46nV6s8++0wz9OzgwYMVH+LBqunHx8fv27fvhWhCb5hu+0Z5rUjZsmWFFyfCyNVm8PPzGzp06NatWzMzM6Ojo0NDQ3UH1dy/f7+RqQmjUJw8eVJvrc6DBw/0zsdQlKJqjRITE4vaZMeOHfKPXbt23b59e9euXeU1QpbMq6FL2ZI0UuPGjeUf8/PzDxw4oHfNGzduCMWlVHW0Xrt27frjjz/M27agoGDz5s0WZsDwqWQ5YZSyEydOaD82adLE+PmclC0oIYA33Pg5Pj5+0KBBQvQ+bdq0mJiYFyd6l/4cwFv42kjO8iNEkbPb8muyNe47AADYhUWLFmmf53fs2KFsbdC2bdvq1Kkzc+ZMSZIaNWo0ffp0BRMvgfQ1k2sSwEv5+fnCEuHxWphNJCYmRm+z7du3bx+V0TbdDA4ObiKzdOlS7Saurq7dunVbvnz5zZs3hdlrjGnNqzd7OTk5ERERuqstXbpU6JkpEKKvhIQE3cbAx48fF0Zplrt06ZL8Y8uWLYV3TllZWXrnhDCStUvSSK+//rqwZMaMGXoPidmzZwuzoxszR5HZdJuFm8TyseiLPZUsJA/Pzpw5Exsbq/erYilbUEL8ee/evaI2TE9PDw4OFk6rNWvWzJs3r9R3epfLycmRj45hpQDevCNEkbNbkWuyhfcdAADslL+//+zZs7Uf582bp2Dix44du3LlikqlGjFixKFDh4wcuug5Sf/8+fOa9ggE8Hr6rApRR58+feQfT58+rTu7Y25ubnBw8F9l/vnPf2pTOyvz+eef606b5OXlVa9ePfkS3SaURXnzzTeFurvFixcvXrxY/rS3fPnyzz77zHA6wgRLd+7c+eSTT+Qh2dGjRwcNGlRU03pJZzCqH3/8Ub5ybm7uuHHjDHQHLZa1S9JI5cuXF+Zkjo+P//vf/y4/bAoLC+fMmfP999/LV6tSpYpueKCUe/fuCSOujRw50vAglsOGDZOvf+TIkdu3b1uSh2JPJQvVr19fO/1YQUGBvEmV8R3gFS+oV199VT5iqoEmKgsXLkxJSZEvGTdu3NChQ43M+ebNm0P/TNnJVKydvpZQRHXq1FEqZcuPEEXObkWuyRbedwAAsF9jxoxp2LCh5u+NGzcq2AwtKCho2bJlly5dWr16teIxgrXT177LoA+8HkLUERwcLB8bSZKkwYMHx8fH9+zZs0qVKn/88cepU6eWLl0qb+ChUqm0s5G99dZb+/bt036VkpISFBQ0atSoxo0be3p65ubm3r59OyYmRqgVNH4sKxcXl7Fjx2qaamio1eqwsLB169b99a9/ValUx48fNzD9uJbuY/SSJUv27NnTsmVLR0fHCxcuFFu3ExAQIB/z6dChQx06dOjbt6+np+eVK1e2bduWlJRk5I/Sy9olabxPP/1UOzmExvr163/66ac333yzYcOG165di42N1S2uTz75RB7pKWvTpk1CfWCvXr0Mb9KzZ881a9ZoP6rV6g0bNkycOFHBXCkbwDs4OLRq1Uo7zkJBQYH2K+MDeMULys3NrVWrVj/88IPmo2ZgRd3+Trm5udpBWbQOHjwYFBRkYNcdO3acM2eO5u+TJ0+uXLlS/u17770XGBhoOPPGs3b68h3JPyrYLEWRI8Tys1uRa7KF9x0AAOyXk5PTmjVrtG0ek5OThYpGs/Xt21eRdEo+/SdPnlSpUuXZjd5w1ZOdEgYi0jv3lVZhYaGDw59aIrRu3VpY5+DBgyaNQPDxxx9rt3348KGRowfL7d+/X5tCsbOj5+TkmFGLJcwDf/fuXeN7EWvJ54GXP7AaqUKFCvI8GP6llpekMYqdB17j448/NikbPXv2LCgokKcgzDGud7py4wkNbjVvNAxvkp2dLYyg/tprrwnrKH4qmT0PvIbeSkvtpN8ahueBt0ZByRt6SZJ07do13UTks5QbLyQkRJuCbmymeVlgmPHztFs7fS35DDEeHh5Pnz4tdhM5ax8haiXObkWuyZbcd9TMAw8AQClFE3pJpVIJI58lJSWp/9zbsEOHDsuWLROCk6KEhoZqBhjQeOmllzZs2GBSF4iJEyd26tTJ+PVdXV137tzp7+9veLXatWsb+NbHx6fYZvZVq1YV2pfKjR071vBAXK6urkJr5LS0NL2jx+tVAiVpvDlz5owYMcLIlTt37rx+/Xojjx8z3Lhx48iRI/Ilb775pouLi+Gt3NzchMI5ffq0JaMMGnMqWUhvT2bjK1etVFBCHbLekcnOnDljZCZLN7VaLR9brl27ds7Ozgqmb+ERomH52a3INdmS+w4AACitCOAlSZL+8pe/yD/ev38/PDxcWGfUqFG7d+823KC0cePGUVFRy5cvFx65WrVq9dNPP3Xt2rXYnPj4+Cxbtuzzzz83Ou/P1KxZ88iRI0Ltopazs/OiRYuKfSQdP378jBkzivo2KCjo0KFDBurAfX199+7dK9TIaTVu3PjIkSPDhw+XLywsLPzyyy8N50quBErSSI6OjqtWrfruu+8qVapkYDVvb++5c+dGR0frDo+vIM1Uk3LFNgvX6Nmzp7BEt5+tSYw5lSzRokUL3fHejA/PrFRQr732mnwkNr0jNVqpP7ndSUhIkI8r2aNHD2XTt/AI0VDk7FbkmmzJfQcAAJRK9IGXJEl69913Dx06JF8SHh4+a9YsYbVu3bpdunRpy5Yt0dHRmpmBcnJyAgICqlatWqNGjSFDhrRt27aoFo+1atWKiYm5cOHCtm3bLl68ePv27d9///327dvOzs4BAQGVKlWqXLlyhw4devbs6enpad6vqFGjxuHDh3fv3v2f//wnPj7+999/L1OmTEBAQOfOnUeOHFmnTp1io1mVShUeHt6nT59vvvnm8OHDKSkp+fn5r7zySpMmTQYMGNC/f/9ix8pu1qzZxYsXV69evW3btqtXr6ampvr5+TVv3nzAgAF9+/Z1dHTMy8t75ZVX5EPZffrpp++9957uDGRFKYGSNJJKpRo2bNjgwYO3bt164MABzSHx4MGDl156qVy5ck2bNu3YsWP//v2tGrprCN3+nZ2du3XrZsyGPXr0UKlU8kryyMjITz/91OycGHkqmc3d3b1p06anT5+WLzQ+PLNSQTk7O48aNUrbkH7Pnj2ZmZnGTwb+QpEPBODl5TVkyBBl07fwCNFS5Oy2/JosWXbfAQAApY9K2QauAPACSk1NrVq16tOnTzUfly5dOm7cOCvtKyYmRtOT5fz58w0aNLCj9J8+fVqxYsW7d+9qPoaFhemdXw0AAABFocUdAFjK399fPjbb2rVrrbevGzduaP54+eWX7Sv96OhobfTu6Og4duxYZdMHAAAo9QjgAUAB48eP1/6dkJBQ7LSLZtP05Pf3969YsaJ9pb9ixQrt33369KlSpYqy6QMAAJR6BPAAoIAmTZrIe3TPmzdP8V2o1erZs2f/+OOPkiQNHjxY8Z7PVk0/Pj5+3759mr/LlCnDkOkAAABmoA88ACgjNTW1du3ajx490nw8d+5cw4YNlUp827ZtH3/88ZUrVyRJatSo0Q8//GDSlIo2Tz84OHj79u2av6dPn17spJUAAADQRQ08ACjD399fOxa9pHQl/LFjx65cuaJSqUaMGHHo0CFlo2trp3/+/Hlt9F6lSpVp06YpmDgAAMCLgxp4AFBMfn5+06ZNz58/L0mSg4NDUlJSrVq1FEl58+bN6enpHTt2VCrBkkx/4MCBUVFRmr+3bdvWq1cvxXcBAADwIiCABwAlxcfHa4PVjh07du3a1bb5sbknT57MmDGjoKBAkqRy5cpNnTqVecsBAADMQwAPAAAAAIAdoA88AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADBPAAAAAAANgBAngAAAAAAOwAATwAAAAAAHaAAB4AAAAAADtAAA8AAAAAgB0ggAcAAAAAwA4QwAMAAAAAYAcI4AEAAAAAsAME8AAAAAAA2AECeAAAAAAA7AABPAAAAAAAdoAAHgAAAAAAO0AADwAAAACAHSCABwAAAADADhDAAwAAAABgBwjgAQAAAACwAwTwAAAAAADYAQJ4AAAAAADsAAE8AAAAAAB2gAAeAAAAAAA7QAAPAAAAAIAdIIAHAAAAAMAOEMADAAAAAGAHCOABAAAAALADTrbOAJR38+bNlStXFhQU2DojAPC8cHd3nzRpkpubm60zApiP+zsACF7A+zsBfCm0bNmyRYsW2ToXAPB8qV27dv/+/W2dC8B83N8BQNeLdn8ngC+F8vLyJEnq0aNH27ZtbZ0XALC9DRs2JCQkPH361NYZwXMkOzs7IyMjOzv78ePHLi4uHh4evr6+Xl5ets6XIdzfAUDuxby/E8CXWh06dJgwYYKtcwEAtpeYdnZknQAAIABJREFUmJiQkGDrXMD2kpOTd+7cuXfv3gsXLqSkpOiu4O/v36BBg27dugUHB1erVq3kc2gM7u8AoPFi3t8J4AEAQCl369atqVOnRkVFqdVqA6ulpqampqbGxsZOnjx5yJAh8+fPr1ChQollEgCAYhHAAwCA0uz06dM9evRIT0/XLnFzc/Pz8/P19fXx8fH09Hz06NG9e/fu37+fkZGRlZUlSVJhYeG6desOHjwYExPToEED2+UdAIA/IYAHAACl1oMHD/r06aOJ3itXrhwSEvLWW2+1bt3ayUnPI1BhYWF8fPyePXs2bdqUlJSUkpLSu3fvX375xcPDo8QzDgCAHswDDwAASq3ly5ffunVLkqSQkJCkpKSIiIh27drpjd4lSXJwcGjRokV4ePi5c+cmT54sSdLVq1dXrVpVojkGAKBoBPAAAKDU2rJliyRJgYGB//rXv9zd3Y3cysnJaeHChR06dJAkadOmTVbMHwAApiCABwAApVZycrIkSb179y5TpoxJG6pUKs3EwlevXrVKzgAAMB0BPAAAKLUeP34sSZJ5ndi9vb0lScrOzlY4TwAAmIsAHgAAlFoVK1aUJOn06dNmbKvZqlKlSgrnCQAAcxHAAwCAUqt9+/aSJEVHR0dHR5u04dmzZ1euXClJkqYnPAAAzwMCeAAAUGqNGjXKwcFBrVb36tVr+vTp165dK3aTlJSUiIiItm3bZmVlOTg4hIaGlkA+AQAwBvPAAwCAUqt58+azZs2aMWNGXl7e3Llz586dW7du3c6dO1esWNHHx8fHx8fT0zMrK+vevXv37t1LS0uLi4tLSEjQbj5nzpymTZvaMP8AAMgRwAMAgNJs+vTpvr6+YWFhOTk5kiQlJSUlJSUVu5Wbm9uSJUtGjhxp/QwCAGAsmtADAIDSTKVSjR49+rfffps6dWr16tWLXb969epTp05NTk4megcAPG+ogQcAAKXfK6+8smDBgvnz5ycnJycmJl65ciUjIyMrKys3N9fV1dXd3b18+fK1a9du0KBBYGCgSqWydX4BANCDAB4AALwoVCpV9erVjamHBwDgOUQTegAAAAAA7AABPAAAAAAAdoAm9AAAAKLc3NzMzEzN3wEBAbbNDAAAGgTwgFEeP37s5uZm61wAAErI4cOHu3XrpvlbrVYrmLJarX7w4IEZG+bm5pq6CTcvAChlaEIPFC8mJsbT0/O7776zdUYAAHZv9OjRPmZZvny5JEkHDhwwckdbtmzx9PSMjIy05q8BAJQoauCB4iUlJRUWFl68eNHWGQEA2L3AwEBfX9/CwkJTN/zjjz/y8/MfP35s5PoXL14sLCxMSkoydUcAgOcWAbxpkpOTf/nll3v37nl7e9erV69+/fpMFfsiULbxJADg+RcUFHTixAlrpDx58uTJkyebsWGzZs1++eUXb29vxbMEALAXBPCiM2fObN68+cyZM7t375YvP3jw4McffxwfHy9fWK1atenTpw8dOpQw/kVAGA8ALw5vb++goCBb5wIAgD+hD/z/5OfnT58+vWnTpnPnzk1MTJR/tWTJko4dOwrRuyRJv/322/Dhw/v16/f06dMSzClKGqE7AAAAAJujBv5/3n///bVr12r+dnZ21i7fu3fvpEmTNH9XqFChbdu2NWvWzMjI+OWXX37++WdJkrZs2TJ+/PhvvvmmxLOMEkUYDwAAAMCGCOCfOXLkiCZ69/T0/PzzzwcOHKhZrlartR3VpkyZMnPmTPl0LDt27Pjggw/S09OXL18+cuTIxo0bl3jGURII3QEAAADYHE3on/nqq68kSXJwcIiLi/vggw88PT01yy9evKhpTt+rV68FCxYIk6m+/fbb69ev1/y9cuXKks0yShphPAAAAAAbIoB/RhOlBwcHN2/eXL5c00hekqQJEyboHamuc+fOr7/+uiRJhw4dsn42AQAAAAAvKAL4Z5KTkyVJatCggbD8/v37mj90v9LSxPwpKSlWyx1sTFP3Tg08AAAAABsigH/Gx8dHkqSHDx/qXS5JUk5OTlHb5ufnS0R3AAAAAABrYhC7Z+rWrXvnzp2dO3dGREQ4Of2vWP7yl79o/jh37lylSpX0bnvq1ClJkipUqFAC+YRN8HYGAOxUdna2tjGd2QICAhTJDAAAFiKAf+add96Ji4tLTk4OCwv74osvtN3d69ev/5e//CUhIWHu3LldunRxcBDbLGzfvv3EiROSJLVv376kM42SRRgPAHZn27ZtQ4YMsTARrv8AgOcETeifGTRokGYSuKVLl3bt2nX//v0FBQWSJKlUqm+++cbJyenYsWNjxozJzs7WbqJWqzdv3jx8+HDNx2HDhtkk5wAAoCje3t6Ojo62zgUAAMqgBv4ZFxeXjRs3duzY8datW/v379+/f3+FChV69OhRuXJlf3//kSNHLlu2bMWKFXv27OnYsWOtWrVSUlJOnTp1+vRpzeYTJkwICgqy7U+A9TCIHQDYqR49evz+++///ve///GPfzx+/FizsH379mXKlLFtxgAAMAMB/P/UqlXr1KlTI0aM2LNnjyRJd+7cWb16tbDOrVu3vv/+e/kSlUoVFha2YMGCkssoAAAwmp+f38SJEzt27NiiRYsnT55IkrRx48Zy5crZOl8AAJiMJvR/4u/vv3v37qNHjw4ZMkQ7/nxRPDw8QkJCEhISFi1apNs3HqUJNfAAYO8aNWo0aNAgW+cCAACLUAOvR5s2bdq0aZOfn3/x4sWkpKQrV648fPgwKysrLy/Pzc3Nw8MjMDCwXr16zZo1c3V1tXVmAQCAUfr27Ss0owMAwL4QwBfJycmpUaNGjRo1snVGYHvUwANAKdCgQQNbZwEAAIsQwAMAgBdC5cqVu3Xr9vTpU2dnZ1vnBQAAcxDAFyM7OzsjIyM7O/vx48cuLi4eHh6+vr5eXl62zhcAADCNSqWKjo62dS4AADAfAbweycnJO3fu3Lt374ULF1JSUnRX8Pf3b9CgQbdu3YKDg6tVq1byOUQJowk9AAAAAJsjgP+TW7duTZ06NSoqynColpqampqaGhsbO3ny5CFDhsyfP79ChQollkkAAAAAwAuIAP5/Tp8+3aNHj/T0dO0SNzc3Pz8/X19fHx8fT0/PR48e3bt37/79+xkZGVlZWZIkFRYWrlu37uDBgzExMQyNU4pRAw8AAADA5gjgn3nw4EGfPn000XvlypVDQkLeeuut1q1bOznpKaLCwsL4+Pg9e/Zs2rQpKSkpJSWld+/ev/zyi4eHR4lnHAAAAADwQnCwdQaeF8uXL79165YkSSEhIUlJSREREe3atdMbvUuS5ODg0KJFi/Dw8HPnzk2ePFmSpKtXr65atapEc4wSRw08AAAAABsigH9my5YtkiQFBgb+61//cnd3N3IrJyenhQsXdujQQZKkTZs2WTF/sClCdwAAAAA2RwD/THJysiRJvXv3LlOmjEkbqlSq/v37S5J09epVq+QMzw3CeAAAAAA2RAD/zOPHjyVJMq8Tu7e3tyRJ2dnZCucJzw1CdwAAAAA2RwD/TMWKFSVJOn36tBnbaraqVKmSwnnCc4YwHgAAAIANEcA/0759e0mSoqOjo6OjTdrw7NmzK1eulCRJ0xMeAAAAAABrYBq5Z0aNGrV27drCwsJevXpNmTJl6NCh1atXN7xJSkpKZGTk7Nmzs7KyHBwcQkNDlc3S2rVrv/76azM21PTnT0pKUjY/LzLq3gEAAADYHAH8M82bN581a9aMGTPy8vLmzp07d+7cunXrdu7cuWLFij4+Pj4+Pp6enllZWffu3bt3715aWlpcXFxCQoJ28zlz5jRt2lTZLO3fv//nn382e/OzZ88qmBlIhPEAAAAAbIoA/n+mT5/u6+sbFhaWk5MjSVJSUpIxldhubm5LliwZOXKk4vlZs2bNpEmTzNjwnXfeuXTpUoUKFRTP0guL0B0AAACAzRHA/49KpRo9enSfPn2++OKLzZs3X7t2zfD61atX79u374QJE1555RVr5MfV1bVZs2ZmbOjm5qZ4ZiARxgMAAACwKQJ40SuvvLJgwYL58+cnJycnJiZeuXIlIyMjKysrNzfX1dXV3d29fPnytWvXbtCgQWBgoEqlsnV+AQAAAAAvBAJ4/VQqVfXq1Ysdxw4vFGrgAQAAANgQ08gBxSN0BwAAAGBzBPCAsQjjAQAAANgQTegtlZubm5mZqfk7ICDAtpmBlRC6AwAAALA5AnhLHT58uFu3bpq/CfMAAAAAAFZCE3rAWLygAQAAAGBDBPBA8QjdAQAAANgcTegtFRQUdOLECVvnAiWBMB4AAACADRHAW8rb2zsoKMjWuYB1EboDAAAAsDma0APGIowHAAAAYEME8EDxCN0BAAAA2BxN6IuRnZ2dkZGRnZ39+PFjFxcXDw8PX19fLy8vW+cLNkAYDwAAAMCGCOD1SE5O3rlz5969ey9cuJCSkqK7gr+/f4MGDbp16xYcHFytWrWSzyEAAAAA4EVDAP8nt27dmjp1alRUlOG61tTU1NTU1NjY2MmTJw8ZMmT+/PkVKlQosUyi5FH3DgAAAMDmCOD/5/Tp0z169EhPT9cucXNz8/Pz8/X19fHx8fT0fPTo0b179+7fv5+RkZGVlSVJUmFh4bp16w4ePBgTE9OgQQPb5R0lgTAeAAAAgA0RwD/z4MGDPn36aKL3ypUrh4SEvPXWW61bt3Zy0lNEhYWF8fHxe/bs2bRpU1JSUkpKSu/evX/55RcPD48SzzhKAqE7AAAAAJtjFPpnli9ffuvWLUmSQkJCkpKSIiIi2rVrpzd6lyTJwcGhRYsW4eHh586dmzx5siRJV69eXbVqVYnmGCWOMB4AAACADRHAP7NlyxZJkgIDA//1r3+5u7sbuZWTk9PChQs7dOggSdKmTZusmD8AAAAAwIuNAP6Z5ORkSZJ69+5dpkwZkzZUqVT9+/eXJOnq1atWyRmeA5q6d2rgAQAAANgQAfwzjx8/liTJvE7s3t7ekiRlZ2crnCcAAAAAAP4fAfwzFStWlCTp9OnTZmyr2apSpUoK5wnPDWrgAQAAANgcAfwz7du3lyQpOjo6OjrapA3Pnj27cuVKSZI0PeEBAAAAALAGAvhnRo0a5eDgoFare/XqNX369GvXrhW7SUpKSkRERNu2bbOyshwcHEJDQ0sgn7AhauABAAAA2BDzwD/TvHnzWbNmzZgxIy8vb+7cuXPnzq1bt27nzp0rVqzo4+Pj4+Pj6emZlZV17969e/fupaWlxcXFJSQkaDefM2dO06b/x96dx0VV7/8D/wwuEIoSpLjem2IuRZZm6FWqr+YSXS3DBUutzFyzX5ILWVyzktQszbzuWmqbN9RyAzVBS3MJRCRwFHBQwWQTEIZFweH3x7HT8WzzmTNn5hxmXs8/7mMczvI5A3R5nff78zk9NRw/OBSiOwAAAAAAaA4B/m9RUVH+/v6zZ8+uqqoihBiNRqPRaHUvb2/vZcuWTZkyxfEDBAAAAAAAAPeFFvq/GQyG6dOnZ2dnR0ZGBgYGWt0+MDAwMjLSZDIhvbs8LGIHAAAAAACaQwWeLyAgYPHixYsWLTKZTGlpaRkZGYWFhWazubq62svLq0mTJi1atOjSpUtQUFDHjh0NBoPW4wUAAAAAAAC3gAAvzmAwBAYG0tThwR2gAg8AAAAAAJpDCz0AAAAAAABAPYAAD0ALFXgAAAAAANAQAjyAdYjuAAAAAACgOQR4AFqI8QAAAAAAoCEEeADrEN0BAAAAAEBzCPAAAAAAAAAA9QACPAAt1OEBAAAAAEBDCPAA1iG6AwAAAACA5hDgAWghxgMAAAAAgIYQ4AGsQ3QHAAAAAADNIcAD0EKMBwAAAAAADSHAAwAAAAAAANQDCPAA1jG1d1TgAQAAAABAQwjwAAAAAAAAAPUAAjyAdai9AwAAAACA5hDgAWghxgMAAAAAgIYaaj0AgHoA0R0AwOVlZmb+8ccfJSUlbdu2DQkJadq0qdYjAgAA4EOAB6CFGA8AUH8VFhbu2rXLaDTevn27S5cuL774oq+vL/Ola9euTZs2bdeuXezGnp6eU6dO/fDDD5s1a6bReAEAAEQgwAMAAICLW7VqVWRkZEVFBfvOe++9t3v37pCQkPz8/P79+1+4cIG7/c2bN1esWHHkyJFDhw7dd999Th8vAACAOMyBB7AOj5EDAKi/Vq9ePWPGDG56J4SUlJSEhoZmZ2dHREQw6b1Tp04TJkyIjIx85plnGjduTAg5e/bsxIkT8R9/AADQD1TgAQAAwGUVFha+9957zOvw8PDBgwd7e3sfPXp07dq1ZrN5yJAhmZmZhJA5c+ZER0c3atSI2TI1NXXkyJGZmZm7d+8+fvx4v379NLsAAAAADgR4AOtQgQcAqKeWLVtWWlpKCFm/fv2kSZOYN8eMGfP888+z6f3pp59esmSJwWBg9+revfvXX3/dp08fQsiWLVsQ4AEAQCfQQg8AAAAuKykpiRDy+OOPv/7669z3Bw8eHBYWxryeM2cON70zevfu/X//93+EkGPHjjljoAAAABQQ4AFoOb8Cv2bNmueff76qqsrJ5wUAcBlGo5EQ0rdvX2FEZ+vqQUFBovsy71+9etWRAwQAALABAjyAfn355Ze7d+9m/voEAAAFbty4QQgRfRpc8+bNmRdSz4rz8/MjhFRXVztsdAAAALZBgAewTqvZ77dv39bw7AAALqBr167krzo8D/smMxNeiFmdHo+RAwAA/UCAB7BOq0XssHgeAICdunXrRgjZvXt3VlYW9/3i4uLNmzczr3/66SfhjmVlZYcPHyaE9OjRw+GjBAAAoIMAD6BfiO4AAHaaOHEiIeTWrVuhoaG//vrr7du36+rqzp49O2TIkOvXrzPbfPrpp2lpady9LBZLZGRkQUEBIWTo0KHOHzYAAIAoBHgAWqjAAwDUO0899dSoUaMIIVlZWU899VSzZs18fX0fffRRZnX6devW3X///VVVVb179/7kk08SExMvX768Z8+eQYMGrV27lhDSqlWrl19+WeNrAAAA+AueAw9gnVYRGgEeAMB+q1atunjxYnJyMiGksrKSfX/GjBmTJk1q3779v//978rKysjISN6ODRo02LJli7e3t1OHCwAAIA0VeABaWlXgAQDAHi1atDh+/Pjy5ct79uzp5eXl6enZvXv3DRs2fPHFFwaDITQ09Ouvv27UqBFvr5YtW+7Zs2fw4MGajBkAAEAUKvAA1mkbpBHjAQDs5OnpOXPmzJkzZzL/ReU9E37s2LFPPPHEf//739TU1NLS0rZt2w4cOHDs2LFSj5cDAADQCgI8AC3MgQcAqO940Z31j3/845NPPnHyYAAAAGyFFnoA67SdAw8AAAAAAEAQ4AH0DBV4AAAAAABgoYVeiXHjxhFCwsLCwsLCtB4LOA9a6AEA3Ed1dXVRURHzul27dtoOBgAAgIEAr8S3335LCOnUqRMCvJtACz0AgLs5cuRIaGgo81rd/xrfvHkzLS1NwY7cZ+ABAIB7QoAHoIUKPAAA2O+111777rvvFO/+559/qjgYAACoXxDg7/jzzz9TU1Nt2iUrK2v//v3cd5555hlVBwV6oW0FHgEeAMCVDBw48MKFCwp2NBqNlZWVPj4+qg8JAADqCwT4OxISEsaPH2/TLt9++y3TS89C0HJtqMADALiPPn36nDhxwhFHnjBhwoQJExTs+NhjjyUnJyPAAwC4MwT4Ozw9PbUeAgAAAOiFr69vnz59tB4FAADAXRDg7xg5cuTy5cvnzp1bU1NDCOnWrdtzzz0ntfGSJUsIIf369QsJCXHeEEE7WlXCUYEHAAAAAAAWAvwdBoNh5syZISEh4eHhJpPJaDT269dvxYoV3t7ewo2ZAD9w4MAFCxY4e6DgThDgAQAAAACA5aH1APSlV69eycnJo0ePJoRs3Ljx8ccfV/agF3AxeIwcAICLqaiouHTpUnp6emJiYmpqqslkunHjhtaDAgAAsAIVeL7mzZtv27bt6aeffuutt86dO/f444+vWLFi0qRJBoNB66GBxtBCDwBQr5lMpt27d+/fvz89PT03N1e4QatWrYKCgkJDQ1944YUOHTo4f4QAAADyUIEXYTAYJk+efOrUqa5du1ZXV0+ZMmX06NGlpaVajwvcDgI8AIAqcnJyXnrppU6dOkVERBw4cEA0vRNC8vLyDh06NGvWrE6dOr366qvXrl1z8jgBAADkoQIvqXv37klJSTNmzNi8efP27duTkpK+//57LEjrnrRdxA4AAOyRmJg4dOjQgoIC9h1vb++WLVv6+/v7+fn5+PiUlZUVFxeXlJQUFhaazWZCiMVi2bJlS3x8fFxcXFBQkHZjBwAAuAsCvJwmTZp89dVXAwYMmDZt2qVLl5544omPP/541qxZWo8L3AUq8AAAdiotLR0xYgST3tu3bx8eHj5s2LC+ffs2bCjyJ5DFYklKStq3b19MTIzRaMzNzQ0LC0tOTm7atKnTBw4AACACLfTWjR8//vTp04888khtbe3cuXNDQ0O1HhE4Gx4jBwBQT61ZsyYnJ4cQEh4ebjQaly5d+uSTT4qmd0KIh4dHcHDwBx98kJqaOmfOHEJIZmbm+vXrnTpiAAAAaQjwVLp06XLy5Mlp06YRQg4ePKj1cAAAAIDKjh07CCEdO3bcunVrkyZNKPdq2LDhkiVLBgwYQAiJiYlx4PgAAABsgQBPy8vLa/Xq1TExMc2bN9d6LOBsqMADANRTJpOJEBIWFta4cWObdjQYDMxjZTMzMx0yMgAAANthDrxtRo4cOWjQoPLyckJIs2bNtB4OuDgEeAAAO1VWVhJClE1i9/X1JYRUVFSoPCYAAAClEOBt1rx5cxThwTkQ3QEA7NSmTZvs7OzExEQF+zJ7tW3bVu1BAQAAKIQAb0VFRUVhYWFFRUVlZaWnp2fTpk39/f0R4N0NWugBAOqp/v37Z2dnx8bGxsbGPvvss/Q7nj17dt26dYQQZiY8AACAHmAOvAiTyfT5558/88wz7du3b9q0aYcOHYKCgoKDgx955JHAwEBfX9/WrVsPGjRo2bJl2dnZWg8WXBkCPACAnaZNm+bh4VFXVzd8+PCoqKiLFy9a3SU3N3fp0qUhISFms9nDw2Pq1KlOGCcAAAANVODvkpOTExkZuW3bNvnIlJeXl5eXd+jQoTlz5owfP37RokWtW7d22iDB+bStwAMAgGK9evVasGDB/Pnza2pqoqOjo6Oju3XrNnjw4DZt2vj5+fn5+fn4+JjN5uLi4uLi4vz8/ISEhDNnzrC7L1y4sGfPnhqOHwAAgAsB/m+JiYlDhw4tKChg3/H29m7ZsqW/vz/zf/BlZWXFxcUlJSWFhYVms5kQYrFYtmzZEh8fHxcXFxQUpN3YwTWhAg8AYL+oqCh/f//Zs2dXVVURQoxGo9FotLqXt7f3smXLpkyZ4vgBAgAA0EKAv6O0tHTEiBFMem/fvn14ePiwYcP69u3bsKHIR2SxWJKSkvbt2xcTE2M0GnNzc8PCwpKTk5Utcgv1BebAAwDURwaDYfr06SNGjFi+fPn27dutdtEHBgaOHDkyIiIiICDAOSMEAACghAB/x5o1a3Jycggh4eHhmzZtatKkiczGHh4ewcHBwcHB//nPf959992lS5dmZmauX7/+7bffdtZ4wakQoQEA6ruAgIDFixcvWrTIZDKlpaVlZGQw/XTV1dVeXl5NmjRp0aJFly5dgoKCOnbsaDAYtB4vAACACAT4O3bs2EEI6dix49atWxs3bky5V8OGDZcsWXL69OmEhISYmBgEeNeGCjwAQH1nMBgCAwMDAwO1HggAAIASWIX+DpPJRAgJCwujT+8Mg8EwevRoQkhmZqZDRgY6oFWERoAHAAAAAAAWAvwdlZWVhBBlk9h9fX0JIRUVFSqPCXQGq9ADAAAAAICGEODvaNOmDSEkMTFRwb7MXm3btlV5TKAbqMADAAAAAIDmEODv6N+/PyEkNjY2NjbWph3Pnj27bt06QsiAAQMcMjJwYwjwAAAAAADAwiJ2d0ybNm3z5s0Wi2X48OFz586dMGGC1RVucnNzv//++w8//NBsNnt4eEydOlXdISUlJW3fvl3BjlevXiWE1NTUqDseQAs9AAAAAABoCAH+jl69ei1YsGD+/Pk1NTXR0dHR0dHdunUbPHhwmzZt/Pz8/Pz8fHx8zGZzcXFxcXFxfn5+QkLCmTNn2N0XLlzYs2dPdYf0wQcf7N27V/Hu165dU3Ewbg4t9AAAAAAAoDkE+L9FRUX5+/vPnj27qqqKEGI0Go1Go9W9vL29ly1bNmXKFNXH89lnn4WEhCjYceXKlVevXsWcfNXhMXIAAAAAAKAhBPi/GQyG6dOnjxgxYvny5du3b7948aL89oGBgSNHjoyIiAgICHDEeDp37hwZGalgxx9++OHq1asNGjRQfUhuCxEaAAAAAAA0hwDPFxAQsHjx4kWLFplMprS0tIyMjMLCQrPZXF1d7eXl1aRJkxYtWnTp0iUoKKhjx44Gg0Hr8YLzoAIPAAAAAAAaQoAXZzAYAgMDra5jB+BQCPAAAAAAAMDCY+QArNMqSCPAAwAAAAAACwEeQL8Q3QEAAAAAgIUWentVV1cXFRUxr9u1a6ftYMBB8Bg5AAAAAADQHAK8vY4cORIaGsq8RtBybWihBwAAAAAADaGFHkC/EN0BAAAAAICFAA9gHRaxAwAAAAAAzaGF3l59+vQ5ceKE1qMAV4YADwAAAAAABAHefr6+vn369NF6FOBY2lbgAQAAAAAACFroAfQMLfQAAAAAAMBCgAewDnPgAQAAAABAc2iht6KioqKwsLCioqKystLT07Np06b+/v7NmzfXelzgFhDdAQAAAACAhQAvwmQy7d69e//+/enp6bm5ucINWrVqFRQUFBoa+sILL3To0MH5IwS3ghgPAAAAAAAEAZ4nJycnMjJy27Zt8pEpLy8vLy/v0KFBd4IfAAAgAElEQVRDc+bMGT9+/KJFi1q3bu20QYLzadLKzp4OAR4AAAAAAAgCPFdiYuLQoUMLCgrYd7y9vVu2bOnv7+/n5+fj41NWVlZcXFxSUlJYWGg2mwkhFotly5Yt8fHxcXFxQUFB2o0dXBByOwAAAAAAcCHA31FaWjpixAgmvbdv3z48PHzYsGF9+/Zt2FDkI7JYLElJSfv27YuJiTEajbm5uWFhYcnJyU2bNnX6wMEZUIEHAAAAAADNYRX6O9asWZOTk0MICQ8PNxqNS5cuffLJJ0XTOyHEw8MjODj4gw8+SE1NnTNnDiEkMzNz/fr1Th0xuDoEeAAAAAAA4EKAv2PHjh2EkI4dO27durVJkyaUezVs2HDJkiUDBgwghMTExDhwfKADWlXgAQAAAAAACAI8y2QyEULCwsIaN25s044Gg2H06NGEkMzMTIeMDHRA2yyNJA8AAAAAAAQBnlVZWUkIUTaJ3dfXlxBSUVGh8phAZzAHHgAAAAAANIQAf0ebNm0IIYmJiQr2ZfZq27atymMC96bDAF9dXa31EAAAAAAA3BcC/B39+/cnhMTGxsbGxtq049mzZ9etW0cIYWbCgwtz8wr8vn37fHx8vv32W60HAgAAAADgphDg75g2bZqHh0ddXd3w4cOjoqIuXrxodZfc3NylS5eGhISYzWYPD4+pU6c6YZygCU0itE5yOystLa22tjY1NVXrgQAAAAAAuCk8B/6OXr16LViwYP78+TU1NdHR0dHR0d26dRs8eHCbNm38/Pz8/Px8fHzMZnNxcXFxcXF+fn5CQsKZM2fY3RcuXNizZ08Nxw8OhQBP9DceAAAAAAB3gwD/t6ioKH9//9mzZ1dVVRFCjEaj0Wi0upe3t/eyZcumTJni+AGCxty8hZ4Zhk4GAwAAAADghtBC/zeDwTB9+vTs7OzIyMjAwECr2wcGBkZGRppMJqR3N4EAT9QbzO+//96+ffudO3eqcjQAAAAAAHeACjxfQEDA4sWLFy1aZDKZ0tLSMjIyCgsLzWZzdXW1l5dXkyZNWrRo0aVLl6CgoI4dOxoMBq3HC87g/AhtsVguXLig1dllqDWYkydP5ubmHjlyJCwsTJUDAgAAAAC4PAR4cQaDITAwkKYOD+7DmUH6k08+mTdvnvPPK0PdCjwa8gEAAAAAbIUWegA9ys3N1XoIfAjwCiQlJdE80gIAAAAAgAYCPIB12uZMnaRcBHhblZWV9e3bd9iwYVoPBAAAAABcBAI8uLikpKRnn332jz/+sP9QTkub77777qpVq5x/XnnqDsMdArzZbK6pqSkpKdF6IAAAAADgIhDgwcX9+OOPcXFxe/futecgTs6ZR48edebpbIIKvK3c4RoBAAAAwDkQ4MHF3b59mxBisVjsOYhWD5DT5OxSmM9Q3QDv2tT9xAAAAAAAEODBxakYopyWxNwh8qECDwAAAABgKwR4cHEqBkWtkphOEiAzDDt7GRx0NH1yh2sEAAAAAGdCgAcXp0oFHi30xDGL2Lk29+kyAAAAAADnQIAHF1cf5yHrc7R4jJyt3OEaAQAAAMCZEODBxalYgddqDrxOEiACvK3c4RoBAAAAwJkQ4MHF1ccKPI9OBo8Abyt3uEYAAAAAcCYEeHBxKi4kplYSq6ys1OS8qlB3MO6wwJuuvn0AAAAAUK8hwIOL01sFfuXKlc2aNTty5IjMNmihdw3ucI0AAAAA4EwI8ODimABvZ6VXWRLbunVrcHDwtWvXuG+mp6ffvn37/PnzVk+nTwjw9NzhGgEAAADAmRDgwcVpWIHfsWNHYmJiUlIS900FoU4nCdARj5HTyaU5CJ4DDwAAAADqQoAHF6fh7HfRewc049Fn5FP3Vog+r1Fd7nCTAgAAAACcCQEeXBy3Cpqent6hQ4fvv/+et01BQUFsbKzVoGVPjBcdDyVdJUBH1OFdFQI8AAAAAKgLAR5cHLdufOrUqUuXLv3888+8bWbNmvXvf/9bfmE5olISowl1WMTONbjDNQIAAACAMyHAg4vjBnipKFVWVsb+ryhlGUz0pPV9DjwCvK3c4RoBAAAAwDkQ4MHFCQO8MFBZbWi3J8Dbei7KbZzPEU+Ad+1w6w7XCAAAAADO1FDrAQA4Fk0FnrIarEqMr7+VZ1TglXGHawRwASaTKTk5ubi42NfX98EHH3zooYcMBoPWgwIAAOBDgAcXJ6yCCgOVQ6O76Cr0mAPvDgHeHa4RoB5JSUnZvn17SkrK3r17ue/Hx8e/8847vEd+dujQISoqasKECYjxAACgK2ihh3pg165dly5dUrYvd9V3+UAl07jO/AHn5EZ6+SNoBavQ08Nz4AF0ora2NioqqmfPntHR0WlpadwvLVu2bODAgbz0TgjJzs6eOHHiqFGjbt265cSRAgAAWIEKPOhdSkrK8OHDhwwZsn//fgW7a1iBF90XFXhHHE2f3OEaAeqFSZMmbd68mXndqFEj9v39+/fPmjWLed26deuQkJAHHnigsLAwOTn59OnThJAdO3bMnDlz9erVTh8yAACAOFTgQe/MZjMhpLi4WNnu9IvYqR7j6Vehv3z58ltvvZWdnS16Ip0kQAR4W7FX59qXCaBzR48eZdK7j4/PunXrkpOTmffr6urmzJnDvJ47d25WVtYPP/wQHR29fv36pKSkn376qWXLloSQNWvWnD17VqOxAwAA8CHAg94x4efmzZvKdmfCuXxEd2YFXjS4fvvtt1988cXXX3+t+Cz1DgI8ADjHypUrCSEeHh4JCQmTJ0/28fFh3j937hzTTj98+PDFixd7e3tz93r++efZ/yavW7fOuUMGAACQhAAPeqdKgOceymkt9KKTn0XfrKmpIYTU1tbKbKM5dR+K5lYBHgA0xKT0F154oVevXtz3mSZ5QkhERIToSnWDBw9+6qmnCCGHDx92/DABAACoIMCD3qkS4GnmwGv+GDnFDQLOgRZ6xdzkMgH0yWQyEUKCgoJ475eUlDAvhF9iMZk/NzfXYaMDAACwDQI81A+KA7xwFXqpbVQnk9JFUz1beNfnHHgGAjw9tNAD6IGfnx8h5MaNG6LvE0Kqqqqk9mUao/ArDAAA+oEAD3qnYgVe8SJ29qRN+lXodZ73HPEAOX1eqVrYq9PnnAgAN9GtWzdCyO7du9lpSowePXowL1JTU6X2/f333wkhrVu3duQAAQAAbIAAD/WDQwO8QyvwNC30vDf1WYFHC72tdH5HBsBNjBs3jhBiMplmz57N/WV86KGHmAwfHR0tepftp59+OnHiBCGkf//+zhosAACAFQjwoHd6mAOvYgUec+AdcTR9QoAH0IOXXnrpkUceIYSsWLHimWeeOXjw4O3btwkhBoNh9erVDRs2/O233954442Kigp2l7q6uu3bt0+cOJH552uvvabJyAEAAIQaaj0AACuY8FNbW3v79u0GDRrYuruwAi91CtWpVYHXCQR4W+n8GwrgJjw9PX/44YeBAwfm5OQcPHjw4MGDrVu3Hjp0aPv27Vu1ajVlypRVq1atXbt23759AwcO7Ny5c25u7u+//56YmMjsHhER0adPH20vAQAAgIUAD/XGrVu37rnnHlv3EjbPK67AKzs1j8wceCxi52IQ4AF0onPnzr///vvrr7++b98+Qsi1a9c2bNjA2yYnJ+err77ivmMwGGbPnr148WLnDRQAAMAatNCD3rHhp7q6WsHuTCoWPg1e5kRCzCOCmQ1u3LgxceLEQ4cOWT01s5fo1Eq00HOP6fKwiB2A5lq1arV3795jx46NHz+eXX9eStOmTcPDw8+cOfPJJ594eOAvJQAA0BFU4MVlZ2cbjcba2tquXbsGBgbKd25nZWWZzWZCyKOPPuqsAbojZdPg6Rexo5wDf+zYsS+//LK4uHjgwIHyp1b8GDma4zgfWuhthQo8gN7069evX79+tbW1586dMxqNGRkZN27cMJvNNTU13t7eTZs27dix44MPPvjYY495eXlpPVgAAAARCPB8v/3226xZs06dOsW+06lTp/nz548dO1bqNvzrr7/+yy+/EPyZ7hjsp3rr1i0Fu9PMgbdaIOXuyDyIiFkDiWYv0cfIyRyfZjyaUPfH2+qj+1yAa18dQP3VsGHD7t27d+/eXeuBAAAA2AyNYXf55ptvnnrqKW56J4RkZWW9/PLLkyZNoslsoDo2BdlfgecdUOYdq+Oh2YV+DjweI+eS8Bx4AAAAAFAXKvB/S0lJee2115iU3rJly379+rVq1erMmTMnT54khHz55ZeEkE2bNmk8SjembA48tztdPjTGxMTk5OTMnTtX/lAM+kgmuiX9m0RnKdet5sBHRUXV1tYqXsIKAR4AAAAA1IUK/N/ee++9mpoaQsiECRMuXry4c+fO1atXnzhxIiEhwd/fnxDy5Zdf7tmzR+thuh2nVeB//PHHyMjI4uJimvHQJ088B94JR3OQJUuWfPLJJ8ykCQUwBx6gXquurs79i9ZjAQAAuAMV+DsKCwtjY2MJIX379t24cSN3unv//v0PHz4cHBxcXV09efLkjIwMHx8f7UbqdlScAy9VCOW+L5rWaJ5FJ7WXzLlEjy8zTm252xx4i8XC/DDU1tY2bKjkP5V6vjoAsOrIkSOhoaHMa3V/na9fv/7LL78omJdXUlKi+mAAAKB+QYC/g533HhUVJVys7uGHH160aFFEREReXt6yZcvef/99pw8QnDQHnrI2Th/gRReooy/LU57LCdytAs/+bV1TU6NsPWpU4AFA1OTJk3fu3Kl496tXr6o4GAAAqF8Q4O/Iy8tjXvTs2VN0gzfeeGPt2rUXLlz49NNPp02b1rJlSyeOzq2p2EIv/xg54WuZ8SiuwNO00Osz77lbgGd7MZiZNfbQ82UCgPO9+uqr8o+nlXLo0KGSkhJmWh8AALgnBPg72K54qWfFNWrUaOnSpc8995zZbP7oo49WrlzpxNEBIUoDPE3fO2UF3tYWetEDyjwHHqvQ6wq3Aq/sCDq/IwMA8vr06XPixAlHHHnYsGHDhg1TsONjjz1WUlJyzz33qD4kAACoL7CI3R0PPPAA8yI9PV1qm6FDhw4YMIAQsnr16qSkJCeNzO2x4UfZKvRMBZ47q1w4w9zq8vIGg4FQ5HyZAfB2FD1LQUHBoUOHhO/rKv65zyr0bIBXtvgC0f2iBgAgz9fXt89ftB4LAADAHQjwd3Tq1Il5sXDhQqm/tg0Gw/r16++55x6LxTJhwoTy8nInDhAUFkJpHiBH2TbPfW1nC73omzt27Bg0aNDJkyf1GWvdrQJvfws9KvAAAAAAoC4E+DuaNWv2xBNPEELi4+NfeeUVqRViAgMDP/74Y0JIWlpaWFjYjRs3nDpKt2RnGVMYFBXPgVdWgbdpvTry1yLDMkfQirsFeBVb6FGBBwAAAABVIMD/7eOPP2YWlfnmm286deo0cODAt95669y5c7zN3nzzzSFDhhBCDh06FBQUtHjx4uvXr2swXLdhZwpiYph+KvAyq9DzttEbd3uMHFuBt/858ACgQxUVFZcuXUpPT09MTExNTTWZTLgpDwAA+odF7P4WEhKyadOmSZMm1dTUVFdXx8fHx8fHP/744w8++CB3swYNGuzateull17auXNnbm7uvHnztBqwu7G/Ai+VvblHttr3bmuAp1/ETmoAOsmBjqiZ6+TSRKkY4PV8mQBuxWQy7d69e//+/enp6bm5ucINWrVqFRQUFBoa+sILL3To0MH5IwQAAJCHCvxdXnnllaSkpPDwcPnHPnt6ev7www8fffQRHibnBHZW4IWL2MmnKZmzOKeFXrcBnkE5mE8++aRZs2bCBhbecbS9tDNnzrz99ttSNTf7F7Fj6bOlAsCt5OTkvPTSS506dYqIiDhw4IBoeieE5OXlHTp0aNasWZ06dXr11VevXbvm5HECAADIQwWer3v37tu2bbt58+aZM2dyc3MfffRR0c0aNGgQFRU1Z86c7du3nzx50mQymUwmJw/V3bCByiYaPgee3b66uvqJJ5544oknli1bRlOBd4HHyJ08ebK8vDw9PZ3XwKLsaA6yYsWKLVu2BAcHjxkzRvhVPEYOwGUkJiYOHTq0oKCAfcfb27tly5b+/v5+fn4+Pj5lZWXFxcUlJSWFhYVms5kQYrFYtmzZEh8fHxcXFxQUpN3YAQAA7oIAL87T05PmsTGenp5jx44dO3asE4bktlRcxM7OAM/dnWYw7PY5OTlJSUmlpaVSAZ63l2iAj4uLW7t27fr16wMCAqye2hFsitxM1VrmnoseAjyTzKXyOVahB3ANpaWlI0aMYNJ7+/btw8PDhw0b1rdv34YNRf4EslgsSUlJ+/bti4mJMRqNubm5YWFhycnJTZs2dfrAAQAARKCFHvROlRZ6+QRlNcDb09bOBnImzVpdxE4Y4BlbtmzZvXv3L7/8QnleB6G8cCb06jzAy9+LQQVexurVqyMjI7UeBQCVNWvW5OTkEELCw8ONRuPSpUuffPJJ0fROCPHw8AgODv7ggw9SU1PnzJlDCMnMzFy/fr1TRwwAACANAd4KrFKrH/YHeBUr8DYtYscNigqCK7MxUxDWcDa161XghesjcKECLyM6OvqTTz7hNiQD6NaOHTsIIR07dty6dWuTJk0o92rYsOGSJUsGDBhACImJiXHg+AAAAGyBFnoRWKVWV1SswNOsQi8/BtHdre7FDfA0FXjR8ShbAkBFNn3+TIC3uiKgHirwUmPAKvQyrHZYAOgHs0JNWFhY48aNbdrRYDCMHj06ISEhMzPTMUMDAACwGSrwd8EqtXpm/yr0NKGRe5aUlJQOHTqwtRfujvSDYffiph0Fq9BzO/A1ZFMLvUz01U+Ad1wLPUvz75qDuOp1gYuprKwkhCibxO7r60sIqaioUHlMAAAASqEC/zesUqtPKi5iZ/UUPCdPnrx06VJ8fLytB+RtaWsFXvQ4NJP5HcqmyF0v5sDLt9BjDrwMzX8aAei1adMmOzs7MTFRwb7MXm3btlV7UAAAAAqpEODr6uoMBgP7T4vF8t133/32229ms/nxxx9/5ZVXmjdvbv9ZHA2r1OqWnQGeiWH0LfTCMjtvVTlbAzz7gjsSqS2F42EpbuRWi4I58FZb6LUln0Ltb6F34QI1AjzUI/3798/Ozo6NjY2NjX322Wfpdzx79uy6desIIcxMeAAAAD2wq4V+586dQ4YMad26NfuOxWIJCwsbP3782rVrv/nmm7feeqt79+4ZGRl2j9PhsEqt/snEoX79+vXu3Vv0S8LobuuK9Gwl1s6Z8NzMI3Mtwi/xCvirVq3q3Lkz8+PqfGq10DP0EHGtVuCZmxGOOEX9ZfXHGEA/pk2b5uHhUVdXN3z48KioqIsXL1rdJTc3d+nSpSEhIWaz2cPDY+rUqU4YJwAAAA3lFfh58+YtXryYENKgQQP2za1bt+7atYu72ZUrV0aNGpWSksKt0usQd5Va+nVumFVqT58+nZCQEBMT8/bbbztyjG6KpgJ/4sSJurq627dvc38auXvR9KgLX9tZgWe3F1bgZVroRY/A3X3//v2ZmZkpKSnt27enHIMqXHUVeqsVeLTQC8nPPgDQlV69ei1YsGD+/Pk1NTXR0dHR0dHdunUbPHhwmzZt/Pz8mClyZrO5uLi4uLg4Pz8/ISHhzJkz7O4LFy7s2bOnhuMHAADgUhjgU1NTmfROCAkICGDfX7FiBSHk3nvv/fbbb1u1arVgwYLdu3enpqb+/PPPgwcPtn+4joNVanXLaoC3WCxsPVA+wEvlKJkjE04Cpy/ji+4uk3lsWoVephXfodRdhV4P2Y/yMXJYhV5ID98+AHpRUVH+/v6zZ8+uqqoihBiNRqPRaHUvb2/vZcuWTZkyxfEDBAAAoKWwhf7TTz9lXmzevJldqv3y5cspKSmEkNdffz00NLRHjx4//PBDixYtCCFffvmlGqN1IKxSq3/yMZtI1HuFvb70q9CzpW9h/4jwICkpKUVFRVIDIHcHb5smh/Pyv7bFT7UWsWNomwMpV6FX3EKv8wCfl5en+EHuaKGH+sVgMEyfPj07OzsyMjIwMNDq9oGBgZGRkSaTCekdAAD0RmEFPi0tjRAyePDgV155hX3z559/Zl5MmDCBeeHp6fn8889v3LiRZsqZtrBKrf3WrVt39OjRTZs2eXp6qnhY0cewcbEpQjRO0DwHXqqFnreMvMxBLl68+Nhjjw0aNGj//v3CgwuXkZdJdLyOfcK5j0A49XnnZyebmt7rxSr08mNQ8TFyOgzwFoule/fu3t7ely5dUrA7AjzURwEBAYsXL160aJHJZEpLS8vIyGCeKVNdXe3l5dWkSZMWLVp06dIlKCioY8eOOp/3BwAAbkthgGf+5gsODua++dtvvxFC2rZt27VrV/bNDh06EEIuX76seIjOgVVq7bdmzZqzZ89GRkY+/PDDjji+1QZ41QO8aFQWPcj169ctFguvnsnbhnIOvNTweAFeq0zoSnPg5VOoii30Ogy6t27dKiwslFqn0yqsQg/1l8FgCAwMpKnDAwAA6JDCv96Yv2i9vLzYd+rq6n799VdCSL9+/bj3rZk/EMvLy+0apuNNmzZt8+bNFotl+PDhc+fOnTBhgtX/d8/Nzf3+++8//PBDB61SW1JScvr0aQU7avVpM2lN9ayiYgVeCnfHy5cvt2vXjpkWIVqB542KewTRpCdagZchrMAz2ADvoM/ZKterwMt/R1z7OfDMtVud4yAFFXgAAAAATSgM8B06dEhNTWUWfmP8/vvvzD/79+/P3fLPP/8khLRr186OQTqDDlepnTRpErM2vjLs2gRO4+hIZnWusmgasbUCP3To0JCQkKNHjxJbKvCicYiX/7nBW74CT9NC7/xMSP/9tVgszL0MnQd4ygq8Cwd45sfJw8PmxVBQgQcAAADQhMIA/8ADD6Smpu7YseOzzz5japWbN29mvjR06FB2s5qamh9//JEQ4uTnXSmjt1Vqx40bZzabFZTITp06VV5e7u/vr+JgEhIS1q5du2rVKmZVQlEOKspZ7UOWr8DTzD/nvXPt2jXevqIT44VjkKrAsy9Ei/miQ5K6hKqqKmbBRa0CPA028dbrAO8OFXjmhYIAr4dvHwAAAIAbUhjgmeLwjRs3+vfv/9Zbb+Xk5GzYsIEQ8vjjjzPF9rq6urS0tLlz5165coXUk/nhzCq1I0aMWL58+fbt260uvBcYGDhy5MiIiAjug/RUNHz48OHDhyvY8bHHHktOTr7nnntUHMzGjRtjYmJGjhw5evRoqW0c9De9nQGeZuk4qTjNC3gyZXyaCjyzgdVPSb6FPiIiQv8t9Oyy7VYDvLbc+Tnw3Gc3KJgJj+fAAwAAAGhCYYAfPHhw3759jx8/npKSwq45Twj56KOPmBcbN26cPHky89rHx+eNN96wc6BOg1VqRTFhRn41Lwf9NW81BbEpUf7x6UQ6goo2yRNO17rVCjyzpWiAJ3ffg6BpoRcdD68pXc8t9GyAt/oceD3MgXfP58DL3/ai3F2H1wUAAADg2hQGeIPBsG/fvvDw8IMHD7Jvzps3b8iQIcxrNmY0aNBg9erV9957r50DdTKsUstDs+SVo9e1cloLvWjJnQhitnAXXtITVuDZbnybWugZUncHnIY+wNevFnqrN4ZcvgJv6756vi4AAAAA16YwwBNCfH19Y2NjU1NTT5w40aBBg969ez/66KPsV318fAYOHNizZ8+XX375oYceUmOooCX6jlnHtdBbXYXe6iJ2lCPk5RPR5CxTJJc6GqFroRd+yKJn1Kp72aYAb7V2rYcAb3UOvOIKPEuHreaqBHgdXhcAAACAa1Me4AkhDRo06NGjR48ePYRfGjt27NixY+05OOgKTYB3UFetPS30UrV0qc14J2KvyGr+V7GFXmo8mlfg6dOai7XQKx6knvOtPS30vF8rAAAAAHAauwI8EEKqq6uLioqY1/p/Wp5i9E+NdlxokTq7TD2QpvtdiJdPROOKaD1c/jnwhG4Gu1SHf32pwEdEROTn5zOvrf7A6KECb/XGkOKHpbN0mOTZISnoL0AFHgAAAEArCPD2OnLkSGhoKPPahetRNBV4R89qVvAceF6ZkXIOPC/2069CT9NCr+A58KJXp89V6Kuqqj7//HP2n/ViDrzVnyvFH7We54qjAg8AAABQH1EF+KCgIPvPlJaWZv9BQCt6bqGXiROOa6HnHUqmhZ67e91fK8zbFOBFJ9jrcxE73iB1HuDlf2LZmfyKB6nnfGvP7QkEeAAAAACtUAX49PR0R48DdI6+hV5Xi9iJJg3eCFetWlVeXi56RpkWepqMzX6J3ZhmWjVlC72DslNFRUVtbW3z5s3ph8fFG6TOA7x8Bd6eZd64x5c5hYaEP5MK9tXhdQEAAAC4NqoAj2XkZfTp0+fEiRNaj8Lh5CvwMTExc+fOLSgokNlGrTHIvG91DrxoaFy2bBnvOWHMcb766qszZ84QzrPfhIfi7SJVgeduZjW4SrXQO2cO/JNPPnnlypWrV682btxYODDiTgGeTbau3UKPx8gBAAAA1CNUAR7d7zJ8fX379Omj9SgcTr4CHx8ff+nSJeY18zf9zZs3L1261KVLF/tPbbUCTzMHXibAC/eqq6u7cOHCa6+9xhuA6Ki4J2KeEmcwGKQ2plmFXqoC75xV6LOzs0tKSsrLy/39/UWHIc+VArz9c+B5J9IVVebAowIPAAAA4GQeWg8A6gf5Cjw3pzFZ5e233+7atevx48dVH4PM+zKPkeN+STR7c9XV1VVXVws3sLqIHRH7KLgVdZrnwEvNgXfOInYyw3O9Crz8HHhU4KXo+boAAAAAXJvDA3xVVdWlS5fy8vIcfSJwKPkAL4zH165dI4SwZXkZRqNRfjOrE25pArxMXBQN8KJ97zKHEn0oF30Lvfw/GXZW4E+fPv3rr79Sbqw4wPMGqfMA7+gKvJ7nitsT4FGBBwAAANCKwx8jd/z48bP90OcAACAASURBVIEDBz7yyCMpKSmOPpcjVFRUFBYWVlRUVFZWenp6Nm3a1N/fX2aJL1cl30IvWnYmhFRUVMgftqqqqmfPnm3bts3KypLaRvUAbzUtiyZ23pZSffiiH5GtFXjRd+yswA8dOvT69evl5eWenp4ymykYnsyo6kWARwXe1n31fF0AAAAArs3eAF9XV1dQUMBbA4xlNptXr15NCMnMzLTzRM5kMpl27969f//+9PT03Nxc4QatWrUKCgoKDQ194YUXOnTo4PwROh99BZ67pdUAX1FRUV1dXVRURD8GIZnwTJO9nVCBt3UOvOhX7VyFvry8vKam5ubNm4oDvLot9NxjaoVyYohrB3h9PkZuwoQJRUVFe/bscdDxAQAAAOop5QG+qqrq//2//7d7925m7XF5//jHPxSfyJlycnIiIyO3bdsm/4dpXl5eXl7eoUOH5syZM378+EWLFrVu3dppg9SErS30zP+azWaaw8o/yMrRFXiaAE9/EOG1cLeUqsDLB3h2X/lhCxUVFW3duvXll1++77775NvFeSNxkznw8p+Ja1fg2W/N4cOHly1b9tlnn/n5+VHu64SpATExMRUVFWazuWnTpg46BQAAAEB9pDDAWyyWQYMG/fbbbzQbN2jQYPHixcpO5EyJiYlDhw7l3o/w9vZu2bKlv7+/n5+fj49PWVlZcXFxSUlJYWEhE00tFsuWLVvi4+Pj4uKCgoK0G7tDFBcXX7169eGHHyYOa6Gnf7w8US/A89C00Eu1tQtPJL+IHe/IokQr8HV1dQoq8Bs2bHj33Xdv3rw5b948+VswvMOKbkZzRvpn3ekhwMsvYkdTZ87MzPztt99eeeUV4aMHiL4DPHt1q1atysjIePbZZ0eNGmXrvo67LsofVwAAAAB3ozDAx8XFMend19d32LBhzZs3//HHH69evRoQEDBu3DhCyJUrVw4dOlRSUtKoUaNjx44FBwerOWoHKC0tHTFiBJPe27dvHx4ePmzYsL59+zZsKPIRWSyWpKSkffv2xcTEGI3G3NzcsLCw5ORkFysWjRs37sCBA1lZWR06dFBWgacM8E6rwAtfi+7FS8uidwGkkqpoBd7qHHiZ4THvyDwhTwazln5VVRWhDsyowLNoWuhnzpwZGxvbtWtX0WdJ1osAf/PmTWLtd5DHCRV4Pfx4AAAAAOiQwgC/adMmQggTzh966CFCyOjRo5988smSkpL58+c3a9aMEFJaWhoaGnry5Mn169frP8CvWbMmJyeHEBIeHr5p06YmTZrIbOzh4REcHBwcHPyf//zn3XffXbp0aWZm5vr1699++21njdcZCgoKLBZLUVGRowO8fAXealqQCVq8bG9nCz13PPQVeN5m8lVf4dmJRICnyTZ1nNXvbKrAKw7w9XEVeqsVeJkPjfkJr6yspDmRrvBuOdkUxZ1Wgdfh5wYAAACgLYWPkWMWpRs6dCiT3gkhffr0adKkya1bt06fPs284+vru3fvXm9v702bNqWnp6syXMfZsWMHIaRjx45bt26VT+9cDRs2XLJkyYABAwghMTExDhyfdrjBj6aFnvuXN2WAFw2oUhvLvG91ETvKFnpehLaphd7WCvw333wzd+5cq4+IE73LILwWQsjVq1fXrVvHrCvJ/a7ZFJjl7y/I7Fi/KvCUt6WsTgSQ2qBeVOCZHxWbRihzXVVVVapcLAI8AAAAgCiFAf7q1auEEDa9E0IaNWrUu3dvQsiFCxfYN/39/SdMmEAI2bhxo13DdDyTyUQICQsLa9y4sU07GgyG0aNHk/q20j4NbjixtQJPuQo9zbOsVGyhp6zA82aq23QQyjnwRqNx+fLldXV1CxcuXLp06aVLl4TXy32HvoV+wYIFU6dO/emnn9hDObMCX78CvP0t9JQBXodzuVWpwPP2+vPPPwMCAiZOnKjW8BDgAQAAAHgUBnhmVi2vUt25c2dyd4AnhDBTQxMSEhQO0FmYJlhlk9h9fX0JRVitd4QBXiqP2dlCT2Sn4NoT4EVLhQpa6IW701TghVuyFXij0fj2228bjUZme+6DGO1soWd+kpnVHIQVePsDvLz6GODtaaGXvy1SLyrwCgK81HVduXKlvLw8LS2N8iBpaWlSv/gI8AAAAACiFAb4Nm3aEELy8vK4b3bq1IkQ8scff3Df/Oc//0kIuXz5ssIBOgtzRYmJiQr2ZfZq27atymPSGn0F3s5V6AndQvT2B3jRwEbTQi/ckqYCLzwaOweewfYbi66Zx0VfgWfeLysrYwfJ3DWgDMz1qwKfnp7u5+e3evVqZbur1UIvdRX1IsBzZ1vYuq/o8hDMNz09PX3hwoXMrV5RO3bsePjhh0UfUKLnzw0AAABAWwoDfLt27QghcXFx3D/gAgMDCSHJycncv9pv3LhBbFziWBP9+/cnhMTGxsbGxtq049mzZ9etW0cIYWbCux5lLfTOrMCzP28yZWqZgp4qi9ixpxZW4Lkv2Ao849atW8JTULbQy9eNmQDPftfoe7nrV4BPSUkpKSk5duyYst2d1kIvf5nXr193fo8971fPpm+E1HVxOz4WLVr0n//858CBA1IH+fPPP8lfs7GkxoYA7wTvvPPOO++8s2vXLq0HAgAAAFQUBvhhw4YRQjIyMmbOnMk8qooQ8thjjxFCSkpKmPm3jPj4ePJXcV7Ppk2b5uHhUVdXN3z48KioqIsXL1rdJTc3d+nSpSEhIWaz2cPDY+rUqU4YpzMpa6FXsIidzJG5rJ5drRZ64Rx4YQGfpoWePR03P3N3rKmpESbA/Px84RFsrcAzN87Yiih9IrLaaS9/BCevQk85L0DZGJyziF1mZmabNm2mT59ON2TVqDIHXrSZhfmmM/+/wDyjThRzXtE7dzSfPKhlyZIlS5Ys+fnnn7UeCAAAAFBR+Bi5SZMmffjhh+Xl5StXrty4ceO+ffv69+/fvn37hx9++I8//pgyZUptbW23bt0SEhJWrVpFCOnZs6eqw1Zfr169FixYMH/+/Jqamujo6Ojo6G7dug0ePLhNmzZ+fn5+fn4+Pj5ms7m4uLi4uDg/Pz8hIeHMmTPs7gsXLtT/NdrKnhZ6Zkurj9dy9Bx43kHsbKGX2Ut+ETv2HV4Fnp36zh35okWLhKeTuTch+j63As89KWUFPj8/Py4ubsKECdx1LnRYgadcmY9md4vFcu7cuQcffNDDw4P7Vfnj27Q0oKjLly/funXL+Utg8kK4Ki30wpt9MhfObMBd/UFqbKChhg0bEkImT56seKIKAAAAqEthgG/evPmmTZvGjh1bU1NTVVXFlPsIIfPmzXvppZeuX78+ZswYdmMPD4/IyEgVButgUVFR/v7+s2fPZuZtGo1Go9FodS9vb+9ly5ZNmTLF8QPUhj0t9FanTtBU4O0J8LwSqHzxnLuXhhV4IfkKfG1t7fbt2wcNGuTv78++r7gCz/j0009//PHHRo0acX+wXS/Ac8ewYcOGqVOnrl27lr1k+hZ6+ZspMhuwB3d+UhXN3pREr2vevHm///47+etz4z77QBRNBR4BXnNWv48AAADgZApb6Akho0aNOnv27Lvvvtu/f38vLy/mzTFjxsycOZO7maen54YNG7p06WLXMJ3CYDBMnz49Ozs7MjKSmc8vLzAwMDIy0mQyuWp6p2+hlyo70wd4mlUS7JkDX11dPWzYsN27d9Mctq6uTmZVOfkAL/wouC+4WZrYF+CZHc+fP79p06YXX3zx/fff547Ezgo8k//Ly8uFX5InDPB1dXWzZ88WPkhSxQCv+CDcD5+ZjM2dkk3f2TFv3jze4p3cr8qPsD4GeNFP5tNPP2WeNsIN8FYr8KK/+DSfGwAAAIB7UliBZ3Tr1i06Opr7jsFgWL58+ahRo3766afr168HBQWFhoZ27drVvkE6VUBAwOLFixctWmQymdLS0jIyMgoLC81mc3V1tZeXV5MmTVq0aNGlS5egoKCOHTsaDAatx+tA9C30+q/AFxUV7d27l/em6D+Fh7KphV60As/djPtP0UXsRIlW4PPz8x955BHmjExiZw8lVYGnDPDMBGbetSirwOfm5n722Wf//Oc/X3/9dVuPZpWdc+CFN6e4nzN9C/358+cTEhIefvhh0eHRHEHxJZw/f3716tWRkZG2PgVD9LYUJWHArqurY39auDVbmcMKH6AoHBsCPAAAAACPXQFeSt++ffv27euIIzuNwWAIDAykqcO7PFsDPPcP99ra2p9++um7777bsGFD8+bNZXa0pwJPE+Cl3uR1y7NEgxx3e+Z/09LSTpw48frrr8vPgedW4NVqoa+rqysqKmJvAbAfoLACz71rYDURcQO8aLiyKcBbLBZmhMLVEPTWQi8M8Ozrixcvbt++feTIkVJHkBqD8GP/8MMPv//++6NHj953333cHRV/Dl9++eXKlSs7duzIa32ySt0KPHd3yhZ6mQo8AjwAAACAFOUt9ODyVGmhX7duXUxMzMmTJ0V3dFoFXupN+lsSvN2Z/501a9bkyZNPnToleidCNMBzD0Uf4EUvjXsu9sjcHnj5CrzJZBoxYsTp06eFVyca4JVV4JmBFRUV9evXT6pTQzE7AzxlBb6kpOSzzz4TPYL8nRHhV/ft23f+/Pnz58/zzqL4c2C+R6K3WuSpOwdeeOMDi9gBAAAAOAICPEiyp4We3Z4pwFp9ApyjnwNv9eBSAyN3J3DeC2a9w6qqKsox8C5TdBV6UaIt9Nzww1txjXl8l3AOPHcwe/bs2blz53fffSccquIAL3yMHBvkjh8/zq52SXk0q1ScAy8T4Il0QpZvsxd+7MwPjPAsii9B8RpjqlTgRX83KQO8zCJ2mAMPAAAAIEVhC/1///tfW3eZMWOGsnOBtuyZA0/+ioJWd6R5DrwzK/C8iMU+WozcfYHCErewAs99IQzw9rTQc1Mlr4We+Sc7vPXr1wuvl9lGdNU91Svwwq/qoQJP2UIvcwpbK/DMVAIVA7ziT0CVOfCiv780/8UgqMADAAAAKKIwwL/55pu27oIAX+/Y30JP7i4FC6lSgXdCCz03iQkDvMVikbkQbgGf99Vbt24pDvDyFXjmRMzr7OzsnTt3Cq9d5tQyAZ43hgsXLnTr1o37DncDRwd4mk9PhjBqSo1W6iefslbsoAp8ZWWlTirwClroaR4jp/g7CwAAAOCqHN5C37hxY09PT09PT0efCFSnrIU+Pj7ex8cnNTWV+ScTBa12qqs4B/7ChQsHDx6UOhoRC7Eyx5TahvfhiF6IMKMK58ALTyfKagWeF+CZtnnufHjhiYTfU95tF6ur0H/++ecPPvggtwlfPsDLfzgKOLQCTxPg5WvFUi308t8FSmfPnvXz89u6dauy3XlXpGwOvGjSxhx4AAAAAMdRWIE/evSo1Jdu3LiRlZWVmJi4bdu227dvT5w48YsvvmjY0CHL3YNDKQvwp06dMpvN7D/tr8CLnoWLN/98zJgxZ8+evXLlSrt27awGAMoWevY1m4q5hVNuC/3GjRtHjx7NPZRMBd6eReykKvDcoijzuqKiQvRahLVf+RZ63jbkr6em5+bmih6fOKuF3kFz4KVeC49AJL6DDm2hz8jIYH65pM4uT6YCX1NT8+KLL/bp02f27Nny+1qtwMsMjKYCjwAPAAAAwKMwV4eEhFjdZv78+S+99NKaNWtqamo2bNig7ESgOVtb6NlQwf2nPXPgba3A5+Xl1dXVlZeXE2t1UZpjkrtb6MndyVNYgT98+LBwSwfNgecejTcHnnmHec0N8MJrF63AC6ujV69eLSwsJGKBX3QxfPYUCgJ8UVHR//73v1deeaVp06bCr/KOTxTFV0JIWloatx6urAJPOQeePQXz66BKgKdpJJEhE+BNJtOOHTv++OMPqQAvvGrhZyV1XQUFBZGRkVOnTpV5jBzlxARQ0ddff71//36pr3733XeHDh2S2T0rK8sBgwIAAAARDiyMd+7c+ccff+zRo8fGjRtfeOGFZ5991nHnAhUdO3bswIED8+fPV1aB5wV4ykXsVHwOfGlpKZHNRdw3s7OzRY8purSb8CDCOfDykUOqhd7qGn62zoEnnAo89xns3M9Q2M7NGzz3+O+//z5TbxfeAuB+74QVeKmvygT4zz//PDo6mhDyxhtvCL/KZU+Af+2115hWEZoWeqs/ezQt9MwHLnoWOxO4/RV47gCY31mZX0lh5zx9BX7//v2bN29u0KABWuh1paysrKysTOqr5eXlzC1RAAAA0Jxj58C3b99+zJgxhJB169Y59ESgogULFixcuPDUqVPCAK9tBd7qPGSLxVJdXc3ED6tTcAkht27d6tevn/wxyd0VeLaczps+LRo56CvwVpdAszoH/ubNm7xiPluBF43oS5cuXbhwoeiAucNjX7NlfFsDvHwjuuiFM3ccuI0DUmj6F6Rcv36deaFKC73zAzxNI4kMmQq8/KMfidhV0y9ixz64XqYCjwAPAAAAIMXhU9N79epFCDl9+rSjTwRqYf58Z8u2qlTgpf4Qp6nAW22hZ8PDjBkzfvnlF+7G8rGqqqqKO11fdGDC88q30NsU4OlXoRduwAvwJ0+efPXVV7ds2cL9SIWXz341PT1deHUyAV40zglb6FWZA88ticuzZw4875aEQ1voeQFefiUCSupW4IW/wjLHFFbghZ+VVIBnf2UUV+CTk5PfeuutTz/9tHfv3lIjBHpSXUgAAACgTw4P8MzfrMzsWagXmL+eedmSPsAziZ3F3A7IyMiw3P00dd6O9GlN5v26uroDBw5wD0gTq0RJtdCLVuC5M72ZDQwGg3AXIrhM+lXoRYMQL/wwK/9zzyU8rDAaUQZ40Uwl7MsQxkIHBfiDBw9u3769RYsWwpNSYgO8PXPgRROsEG8ug/AsCi5BtxV45n6T1HWxrfWK58DHxcUdO3Zs7969CPCquP/++7UeAgAAANjA4QE+NjaWENKuXTtHnwjUwvzNPWLECCaF2tpCz/z1z/P++++3bdt24sSJouciKj0HnhDCTuOkqcDT1BjJ3S30vIOwHwsvmjIfnXAvFVeh51XgiSAKilbghdFI5i6G1QDvoAq8/A8bY8WKFbGxsU8++aTwpDTq6up4PSZatdDTzPUQ5bg58FYDvPCHQWrxQqkKfN1fSzDKV+BFr8vq+vYAAAAALsyBc+Bv3769ePHivXv3EkK6dOniuBOButgKPLeTlr4CLxVFLly4ILOjKhV4QhfOhRvLH5N3fG4qY+O3zCcg00LPBnj5y+cegTsq3tF43yOnVeDlV6FXsIid8L6AEDM2q83eUqqqqnhXpGwRO5sCvEwF3mqAnzx58v33389dZsxxFXjhUvk8wh8eqRs3VlvoFcyBV9yzAAAAAOACFFbgBw4cKL/BzZs3jUYju0zU9OnTlZ0InE/0L3v6AC8lLy9PZkdV5sAL31Rcgee1BEsdRz7AsxlVJsDzdpFCU4HnVSYpK/AyAV40e8sHeOE4uR0ZohMTeDMO2IPI39TgzqBWUL7mrpCnSgu94go8ZYA/duzY5cuXc3JyHnroIeHwHNFCL3XMsrIydk0TqQo8G+ClbiGxd3asBviCgoKWLVsKv6rgmw6UmDs4np6evPcPHz587NixHj16DBgwwNvbW4uhAQAAgNIAHx8fT79xeHj4v//9b2UnAucT/mXPRlCaFnop8gGeptxXWVn54osvvvjii88995zMgLlv0sQqUZQVeNEWepnmZN5lsgsNKKvAW22hp6nAC1viWaIVeN7AiLUAL3UQmQBP85lw67cK4qtUgJcK7VZb6GU+H/ar9gR44U0NrSrwERERX375JW8vYQVe6rp4FXj5FvrPPvtsy5YtcXFxQ4YM4X0VAV511dXVcXFx27dv37Nnz/Hjx4OCgngbXLhwYf78+YQQb2/vESNGLFiwoGPHjlqMFAAAwK0pDPD+/v5Wt2ncuHFQUNALL7wwdepU3h/ooGfCv+zlp6TKvM+luALPKi4u3rZtW2lpKU2At7MCTxPIFVTgeSv8OX8OvPBbSdlCz12lj3c0+gq8zKfEuzRiLcAzh2JGqCC+cp8+QNNCr8oceN6se+5rq3FU+Jk4ugIvdcncFUmtVuCF12XTInYZGRl1dXVZWVnCAI8WenX9+uuvEydOzMrKotm4srLy66+/3rZt24oVK6ZNm+bosQEAAACXwgBfVFSk7jhAPzQJ8DQVeIZwkTxbK/BSR+aSaqHn1avlA7zwHbYGy1B3FXreJYvOgRdeiK0VeGGAl1mFnkgE+KNHj167dk3m0oi1ezrc+q2KFXiHttCzT1hUsAq9oyvw3KPJV+BFx6C4hV6+Ai96EFTgVbdr165Ro0ax3wuDwdCwocjfBr179w4PD4+Pj2f+AKipqZk+fXp1dXVERIRThwsAAODeHLiIHdRTMgGe/TN99uzZo0aNkvrzXdT169eFkcymCrzUlqJnp2mht78Cz8YqbkwVVuDZL7E1WIadFXj5RezkK/A0c+DtX4WeSMyB37x5M+8x7LxLI3QVeFVa6KUq8PI3Jrj7Emt5kvdBqdJCb1MFPiEh4fz588IDiv5Tfg686Ldb2ELPDNVkMiUlJQlPxFbgeTe/RA+LAO9QJpNp3LhxzC97u3btli1blpOT07VrV+GWPXr02LZtW35+/qFDhzp37sy8OXfu3JSUFKeOGAAAwL0hwAMfTQV+8+bN27dvZxcppElQFouFm5oYbCARTWtpaWkRERG8dg+ZuwDCIyueA89LSqJlarYCf+jQoe+//17q+NwCvrACTxng1ZoDL7x2mVMrWIWesgLPnUqgLMDrZBE7m1roRX/aFQd4+gp8YWHhoEGDRowYITyg6D/lK/Dcb7dMBZ454Nq1a/v27VtaWso7kYXzeAJhEZ53x/D27dvcpwaghV5d77//PjOjJCQkJCkpKSIiom3btjLbe3h4PP300ykpKWPGjCGE1NbWLlq0yEljBQAAAAR4EKIJ8LxZsjQVeOGRyd1pMyEhIS0tjfvV1atXf/755z/99BP3TeG5bG2hpwnwUnXphISEc+fOse8zm2VlZcmkKW78FlbgrY5E9JiEYg787du3aSrwtrbQ37p1q0OHDkOHDmW3l3mMnNRB2GZy4UmJIKzGxcV9+OGHwhov0UELvfx9EN6HbE8F3p458GVlZRaLJScnh/um1Qo8TYAX9uaw77Pv1NTUcJ9+x6vAE9lbcsw2OTk5LVq0eO2117hfRQVeFWVlZf/73/8IIU2bNv3xxx8DAgIod7znnntWr17dokULQsiOHTu4i0oAAACAQ1HNgRftprMVr4ETdIumhZ7XukyZoGTyZEFBwVtvvfXAAw9wf06YIMGb9E5Zgaf5K5++hZ49znPPPcfNwKK1YpkbBFIVeHmiFXirAZ5yFXqZFnrRqGY2m81mM1NCl+/rZohW4OUDPO9Tfe+9986cOTNixAj2CWrsoVQJ8DQt9MzNGg8P/h1P0cYEQsjGjRubN28uFeCF2duhLfTMXuXl5dXV1V5eXqK7COfAS12yaAVeqoWeOwDultwKvPA3mlfYv3TpUkVFhdFo5B1B5pKB0qlTp5hfojfeeOO+++6zad9777131qxZ77zzzu3bt0+dOvX00087ZowAAABwF6oAf+HCBUePA/SDpgLPC06Uf0zL5Mni4mKLxVJcXMz9qugSVja10IuytYWem595cVc+wAt351XgKTsXRAN8SkpKo0aNuO/woqD9z4FnbxD8/PPPJpNJeC7FLfTcAC/Ei7vMEXgL+Nv5GDnuN4KmAs98SZhmRX+WKioqJk+e3Lx5c3ZxL0fMgadvoWf3Kioqateuneguwgo88yZlgJdaxE74Vd4q9ISihZ7ZgN0eFXgVZWRkMC9CQkIU7P7www8zLy5evIgADwAA4BxUAf6RRx4Rff/q1avc+cne3t5t27bNz8/nNkwOGTLk0UcftXOU4EzyAb6qqsrLy4sXnOxvoWcCFS+kCUML0WIRO0II90eau40wwRJBqJOZA2+5e3a9DOFQU1NTRbdxRAv9nDlzcnNzuV9iL40oWsTOphZ60QeG2zkHnhvgpSrwMhFXOHheBbuurq6srIz3kyYT4K3eg7CnhZ7dq7CwkA3wwqZ37vjZbYSrkVMuYic1AYGmAs/7D4tovw8CvCrY5Qnuv/9+BbuzS9nx7r0CAACA41AFeNE1Zn/++eewsDBCSLt27ebOnTtq1KiAgACDwVBXV3f9+vU9e/YsXLjQZDIdPXo0IiKC+xRf0K0DBw7MnDmTfb4Xgxvgr1y54u/vP2XKFPZLvBfyZAI8k2x5hVn7K/CqzIEndz82nHsc0Qq8THMyrwIvWlqXOZE8i8Wyffv2/Px85p8yi9idO3cuOztbOFqpAC9VI1VcgRddtJ/3Dq/iKjpfQHELPfdOilQFXlhVFh5H9FeA/bllv928K9KwAi+1i2gFXvSS7azAsz859BV45oy8nwe00KuiadOmzAtvb297jtO4cWM1hgMAAADWKVzE7s8//xw9erTZbO7Xr19mZuabb77ZqlUrg8FACDEYDPfdd9+ECRPOnz//9NNPV1ZWjhkz5sqVK6oOGxzi8OHD58+f54VMboC/ceNGVVVVcnIy+yVCHS+JbIBnTnrr1i1hXVFY3LN6WEKXi2QyAE1PQd1fi9jx7imUl5f/9ttvhK4Cb/Us3BPJq6qqmjRpEju7W+YxcpMmTWLvyskE+Fu3bs2fP3///v1SxxFW4FVZxE407opW4EVv8dCgCfC8w5aUlAiPI3oziD0Ie9/HES30yirwUrtIVeCFR6NZxM7WOfA///zzmjVrpA6LFnrHadOmDfOC12JDif1/9tatW6s2Jq2NGzdu3LhxO3fu1HogAAAA4hQG+BUrVpSWlvr6+u7cuZNdFYmnUaNG//vf/+67777S0tIVK1bYMUhwEqkkzHufO0WWUPfPix6fV4End3fRCzMV+eupRZMnT5bvhKdpoaevwIuSeXBTDQAAIABJREFUqsDPnTs3JCTkwIEDwjMqbqGn2cxsNnOf18VrY+YeR7iEm6ibN29+9NFH77//vlTGVlyBp2mh58Vd0Qq81Emt4n4jKFvo+/fvLzyO6M8SO3KpAC8cvNXvL/cDF57x3LlzvEXmudjzylTguUfj/YJLHY27F29L0bsthBCTyXTkyBEiqMDPmDFj+vTpmZmZvMPKVOAR4FXBrlDL/e8Vvbi4OOZFp06dVBuT1r799ttvv/1WOEcJAABAJxQG+D179hBCnnjiiZYtW8ps5u/v/9RTTxFC9u7dq+xE4EyifxNbDfD08UlmSjZb9udGO9Hj19bWfvHFFxs2bCgoKGDeEb2DQNNCLzNyewI8U+csKiriThRnCLsbKFvoFWRUmQq8VPoVHYzoUvnc49CvQk85B56+Ai8zbHk0i9jxvq2ibUTs9YpW4Nn7KY6uwJ85c+ajjz6S2pfdS/jwPNF/0lfgpVroeU+OYL+6Zs2aEydOMDuyx3n22WezsrII50klohV43mwFtNCrIigo6IEHHiCEbNq0SbTHREZJScnmzZsJIa1atXrsscccMTwAAAAQopoDL8T8LRsUFGR1ywcffHDHjh0y1SHQg7y8vPDw8Ly8POGXhAGe/fve1r+k9+/fP2nSJN7BmRds4V1YgRe20HPrclIDoMlFMl9dunSpzI7s7qIt9OyaW1Zb6CmT58mTJ3v06EGzJW8YUi0PUtOnpe7g0LfQq1KBF50Dz/uQ5e8aWKWghV70LPIV+N27d3O/6rg58ERimQbe6WS+U8rmwEu10EsFeO5/Otg3L168yLw4f/78sGHDhIdFBd5xDAbDhAkT3n333fz8/ClTpnz33XfCZQtFWSyWN954g+npGDNmjPBpBbry559/2lpRz8rK2r9/P/edZ555RtVBAQAAKKQwwDPYJ9DIYB7eixVudO7333//9ddfRb+kYgv95MmTH3roob59+3IPzrxgAxU32km10PPOK5qsZCrwN2/evHbtWuvWrWUygHBhLSGpCjxv0WxugBcud0eTQ0pLS5m6pU1EV6GX78SmbMFgj6BKC/2nn346b968e+65h7eZfAXeagv97du3T548GRwczHvYHkNBCz19N4fwN8JqBd7qPQjmCKWlpatWrXrxxRf9/PyEnSlS+9oa4OUr8KI3EShb6LlVdOHB2eeVIsA7U0RExFdffZWZmRkTE3Pr1q0NGza0aNFCfpfy8vLp06d///33hJB77703KirKKSNVLiEhYfz48TbtwjTSc9/BjxwAAOiEwrvm//jHPwghx44dkyn7EELKy8uPHj3Kbg+6JRPCVWyhJ4ScPn2ad3DmhWgFXqqFnve+zPLgon9ymc3m0aNH2zpyITaZi1bg2fwsP9Oe8o9CmXgms4t88Oa+w6CvwNPPgbe6iN1HH320b98+4cHpW+hFv4+bNm0KCQmRWn2DfhX6Bg0ayJxFtIVe+M1Sq4V+/fr1M2bMWLlypXAXOwM892i8FhseBRV4Xvc780I4YHYdNdEWeqxC7yBeXl7ffPMNsxz9rl27unTp8sEHH7BPqeApLS1duXJlUFDQN998QwgxGAxr1qzx9/d36oht5+npqfUQAAAAVKOwAv/MM88Yjcb8/PyJEydu27aNWX+ep66ubuLEicxDrdB7pnPys8HlW+jpK/BE8EhCZQGeadcUjSXCI4s6fvx4QUGBnRUVtoVevgJPpOMZ/QBs+pDZYUgFb8e10AvHabUCTyQW5+dNkZCpwPOG99prr8XHx7/44ouEU9TloX8OfKNGjWTWuhdtoZd6UIL9Ab68vJz81S3vuAo8e1uWfg68KhV4di8sYudkwcHBBw8efPbZZ0tLS0tKShYsWLBgwYL777+/R48eAQEBzZo1q66uLi4uTktLS01NZb+JHh4ea9asCQ8P13bwNEaOHLl8+fK5c+cyP2PdunV77rnnpDZesmQJIaRfv34hISHOGyIAAAA1hQH+zTffXL169c2bN3/44YeioqKPP/64d+/e3A1Onjz57rvvHj58mBDi5eU1Y8YMFQYLDmNTgOdNkbWpFPbHH38wL1asWHHPPfcIA7xUC72XlxezTW1tLTNLUz7Ay7TQM2M+fPgwuwKzMlZb6IVz4IXDoMwhCgK86Cr0wnsiNC308ovY0bfQ3759+7vvvqupqZGaI80dhuIK/LFjx65cucKs07Fx40ZfX1/higbCCrzwXgzzDluBZwbGu1lJGeB5dzqEHRBWfwyYDZgPgTkObxeZSR/seTds2LB169bk5OTWrVurG+Ap58DLV+CFnw8WsXOaf/3rX+fOnZsxYwb7+LRLly5dunRJavvOnTtv3rz5X//6l5PGZx+DwTBz5syQkJDw8HCTyWQ0Gvv167dixQpvb2/hxkyAHzhw4IIFC5w9UAAAAAoKW+g7dOjwxRdfMK8TEv4/e+ceV0Xx//85Fw7IXZCLKJZg4jXvSmoplJqpqahRWZp9K7Usf6ZFF7M+XtKytPJTpt3UNP1odrEkS6X6fMosrxiKpWIqGkqiEngDDr8/xsZxZnZ2ds+eA8j7+UePZc/u7OyePbavfb3eM1nJycnx8fEpKSnDhw9PSUmJj4+/4YYbsHpHCP373/+GCH01x5yAN/EkjcfBvnjx4oQJEyZMmCB34OkXBCEhIWSlZEgw5owkuuj06dNWOfBaEXqyWZUIeBOj0AsR9p928tVHoXe73f/3f/93//33y+PfHgp4vCXZfs+ePfxJ6UboSX6eFvBaL0SYj7Qi9KTxI0eOyP3kTZs2MdVJdAyBj3gID0ogxzp16lRBQQEeu8QSAa8YoVd04LUEPDjwvqF+/fqrV6/esWPHmDFjYmJihNu4XK7U1NSVK1fm5OTUFPVO6Nix4/bt23H91LvvvtupU6ecnJyq7hQAAAAAGMb8IHYPPfSQv7//uHHj8NNefn4+qWAkhIeHv/nmm3fffbdHfQS8j6EaeE8i9HiX8+fPV1ZWlpWVyR14Wm2GhITg6dmIA//ZZ581a9bMZrNJIvTy+nMPTbz+/fvjm1/XgZf0QfFY5gQ83z7fJV868OXl5fQLGgI/th/iBJv6IHa4P2R74UXWjdDjvex2Oz28ttvtpvU8MuvAf/755ytWrBg+fDgS3ajr16/v3bv3mDFj5s+fz5wjvphCB174K/j000+joqKEl7fKI/QqDjz91YOA9w1t27adP3/+W2+9dejQoZ07d548efL06dP+/v4RERHXXHNNhw4dAgICqrqP5gkLC1uxYsXNN988fvz4PXv2dOrU6fXXX3/wwQeFZYAAAAAAUD3xaBT6kSNH9unT5+233/7888/p0jiXy9W+ffvBgwfff//99erVs6KfgHcx5MAz0siQDKZ1CN0yr+TRlZoKj7GEqEf/Z555pnv37jfeeKOJCD3SGKTdEFu2bMELTDt8ZYGkBt57g9gJT1DuwHtDwNNaTqjekZoDL5lGThgmJ9sLT0rXgScCnn6y10oiIIMCHiGE599Com/kxIkTCCFm6k0+Qi/XzAihgoKCIUOGNGzY8LXXXqPXC3+2dP9xpT2/DcYTB56+vBIHXqUGHiL0XsVms1177bXXXnutfLOSkpLPP/982bJlmZmZPumXBdhstoceeig5OTk9PX3v3r2jR49ev379O++8Ex4eXtVdAwAAAAAlPBLwCKHY2Fg84M25c+f++uuv0tLS0NDQevXqXTXzxpWWlhYWFpaWlp49e9bf3z84ODgyMjIsLKyq+2UxhgQ8YenSpT179lywYIH6gWgdQiLoNLwDj3chEXpEaRXso1aVA68FPwp9VUXotRx4zwU80hiEX+7AGxLw6oPYySP0wm9ZPULPOPBMO2SNyij09JfI1KHw+r+4uJg/kKQGnj/ozp07KysrT58+bciB//XXX4WD7ZETYV6d7Nu3b/DgwdHR0fRmuhH6iooKvnHhZoh7YQEOfJVTVla2fv36ZcuWffbZZ3SYpQZx/fXXb926ddy4cYsWLfr444+3bt26fPny5OTkqu4XAAAAAOjjqYAn1KlTJz4+3qrWqpa8vLw1a9asW7du9+7dfF0AQig2NrZVq1Z9+/YdPHhw48aNfd9DyzEn4H/++edz584xM8OpHIh34Am8A48hDjzigrvmauA9d+C1qD4Revno8RhzEXpEfX3qNfBaAl4eofewBl5XwKtH6Dt06PDLL78EBQUx+yLjDjxTh8Lr/zNnztAt8AJeWDhAs2vXLnymhgT8wIEDJSfCHOXXX3+97777du/evXv3bnq9boReOOSecJA/BBH6akNlZeXmzZuXLVv2n//8h0RIai5BQUEffPBBamrq2LFj//jjjxtvvPHFF1+cOHFiVfcLAAAAAHRQEvBFRUX4WRAh1LNnTy92p6o5cuRIRkbGihUr5E+HBQUFBQUFGzZseOKJJ+69996ZM2fWr1/fZ530BuYEPBNtVQFfWCLqeNXBTyOHoR14pjVzEXp191sRu93ucrnOnz/P6KtqPgq9aQee3Bjq08h5EqE3LeD5zpeXl/NBDxUBv2fPniNHjpDJC+iW6T7wNyR/oSQOvFDA60bo+YPiAbrKy8uFs/RpCfjTp0+Tlcy3efz4ceYoa9euRSJ0HXgmX8CcgvDUIEJfhezdu/ejjz5atmxZXl4e81HdunXT0tKqpFeWcO+993bu3Dk9PT07O/vJJ5/csGFDVfcIAAAAAHRQEvC//PJL37598TJ+jmzYsKHRIwmt7GrFli1b+vfvjwtQMYGBgdHR0ZGRkRERESEhIcXFxUVFRadOnSosLCRTMS9evHjjxo1fffVVq1atqq7vnmJoEDsClhNaU21rtYa4ieho+GnkMLQDT8jLy/vtt99MzAOPNPStJzz88MNfffXVgQMH1CP0Xq2Bl8wDb1TAC9s3FKG32WyVlZUmBDy5B4gg//3336dNmybpNlMDz3eJ1HhLDieM0CPty2XUgTcUoWcuteI0cuQVAD+g/d9//01mCWH6r/VmpLy8vEWLFooDmGnVO5AF+p9Z+hD8cZGGgAcH3gf8+eefK1asWLZsGR+zCgkJGThw4J133tmrV6+aXjGXlJS0efPmxx9/fP78+d98801VdwcAAAAAdDAZoT969Ki1/ahyTp8+PWTIEPxYGR8fn56ePmDAgK5du+IBzxncbvfWrVvXrl27atWq3Nzc/Pz8tLS07du3C0VmjcATB379+vVGD0Se7z104B999NGgoKD27dvzH+k68AcOHOjcubN6z3UJDg7GA54JDVIh3o7QaznwurF5Gkl8gDeW+SPi79rPz+/ixYuMFUwQZryZy0jumVWrVi1dupTfniwzjn1lZWVubm7Xrl2fe+65xx9/HGmk01UceP5YZFku4PkLpRWhP3fuHN6suLi48p9p54URA10Hnrwj4AX83r179+3bJzwvuvP08tmzZ4uKipAaug68EK1xB5m3TiDgvU1xcfEnn3yybNmyrKws/iu744477rzzzr59+9bo4egZAgIC3nrrrdTU1AceeID59wEAAAAAqhsmBXy3bt2s7UeVM3/+fDzsc3p6+nvvvUeXufLY7fbOnTt37tz5ueeee+aZZ2bPnr1v376FCxdieVATMSfghYWscv7+++9Ro0Z17NgR/ylRHehK/SAU8Aih0tJSOvRL0H3KX7hw4YEDB5Q7ro/NZsNij6+Br6oIvVUOvHCOJdJ5FQceC3gTDvxjjz3GbKMVUGc+pWvgf/3119OnT3///ff4F8qPD0d/ERUVFQ6HQ0XAa70H0bqrJYPY4f9mZGTMmzdv5MiReOOSkhJ82zPfi/DllCEBjze+7rrr6tat+8svvyBOHtMH4tfr4qGAF/7Dgr8jm80GEXovcfHixXXr1i1btmzNmjXMT9Xf3z8uLu7gwYMIof/85z9V1EGvM3To0F69euGETmhoaFV3BwAAAADEKAn41NRUPAU34YcffvBOf6qM1atXI4QSEhKWLFmiHgh0Op0vvfTStm3bsrKyVq1adbUK+GXLlgk/MiHgT506tWjRIjIBm1yM0csBAQFOp1OYJBcOg6xi01ku4GkHnoiWajUKvVYNfHZ29okTJxISEsh6u91ONmZELIZMIoDfFAi9YkQJeKQ8iB0R8G63m8xxsHHjxiVLlowYMUJrZD4MH+4g/SwtLcVrGAHPjKxeUVHx448/7t+/HxmJ0GvpXrpXuhH6Xbt2nTt3bs+ePaSfWMALzXZdB55cCqZkgIQUoqOj/f39mf5rOfCG7kDdQeyEkOL/cePGCTeoqKhwOp3gwFuL2+3+8ccfly1btnLlylOnTtEfOZ3OXr163XXXXQMHDly4cOETTzxRVZ30GWFhYVffLDMAAADAVYaSgHe5XFf9dO54bJ60tDSj5Xw2m+2OO+7IyspiIqk1C3kNvFZZoInCbAyRUlrVwsJPg4ODhWY7aY1GN0KPqLm4LYER8G6FUejVRYhV88DzXcLLd9xxx/79++kXc4GBgWSgBy0HnlZ9uNhES8Djn5WiA0/eC9Cn8Ouvv44bN27EiBH8IejTIdKRduDlAt595ZzkFRUVQ4cOxa8szUXotcxw3Qg93oBcpTNnzjRo0ABpaHXdGniJA48bdDgcpESIEfDR0dEnTpyQv5WQ4IkD/9dffzEykm7nk08++fnnnxEIeOto3Ljx4cOH6TU2m61Hjx533nnn0KFDIyMjq6pjAAAAAAAIERhrtRPs4porYg8PD0caMrKm4LMIPYaoF3UH3mazaX07ph14Rth4CBHwWK6QzlerCL2WA3/q1Cm3202/0SBXW6uT9HrJzOGkBh4ZH4WeWV9SUiK8mEIHnq6BN+TAT58+nbwnUo/Q79mz55VXXqHL6Wl4AS904PGO5CqRfgq1uic18GSIPofDwRwCN9uiRQvmRCyJ0MtvY5WZI1auXIkvC0TorYJW7126dJk7d25+fv633347evRoUO/nz5/P/4eq7gsAAAAAXMKCeeBJehbjdrs/+uijH3/8saSkpFOnTiNHjqwRgTRc4Eei3YbAe2GvrIYiF/Baj9SmBTyRKLzq0HLgbTbbwIED3377bV4DCAW8igNvLaQGnnSAHL36TyOHX6nQWWsyDIRWJ4kwRgidP38ej2ildSOZiNCXl5fz68+dOyeMFZB/hfgIPXkDRXSs3IF/8cUXybJ6hD47Ozs7Ozs1NbV9+/ZaAl5YA0/fqIwDT8b8U3HgPRTw5MaorKy02+3YmTcdoWeOePr06aVLl6alpSnWwGtRUVFB3v2BA285qampU6ZMufHGG4UlM7WT7777jpmCxyoOHjxoaPxXAn7NCi+wAAAAajMeCfhPPvlkwYIF2dnZBQUFeI3b7U5LS/v888/xn0uXLn311VfXr1/ftGlTT3vqZVJSUg4ePJiZmZmZmXnbbbep75idnY3LdFNTU73WO6/DPA3Q1eYSB950hJ5IFK3xuoWf/vvf//7uu+92796t0g3fF8oSB550QDdCr/4QZkLAC4U3P4gdXsMLeBUHnrRTXFyMcyhaZ2Q6Qs9sefbsWeEh3G431qLCCD1uhzjweJRpPz8/YmVrXV4tB76kpGTv3r1kQngCltxa5ehGHXitadWYiAdzvvwhJAKeidAzwr6iomL79u3z5s2bOXOmIcHAVN3PnTv32LFjJ0+eVBHwkt9LRUUFc90AC8nKysrKyrrmmmtGjBgxYsSIJk2aVHWPrmbGjx//xRdfmN796psJCAAAAFDHvIB/+umnZ82ahRAiHg5CaMmSJUS9Yw4fPjxs2LCdO3cKy2irD2PHjl20aJHb7R40aNCTTz45atSoxMRE+S75+fnLly+fOnVqSUmJ3W4fM2aMb7pqOZs2bXr11VfpNS6XixYPljvwkgg9XfNMl8Li+0c4qx/ZgB9UrGoFPF6QR+gVG7fWgWcuVGVlJdZFtO6qU6cOXtDqf0FBAfmCzpw5M3v2bCaLTmMuQi8U8FpvE7QEvFaEvm7dunjaSEm3tQT8uHHjFi9ezBtoZWVlFRUVzBTrSKEG3k3NM8cLeGGEXt2BZ+T00aNH33//faThwNNn7Xa733nnnUWLFnXt2rVXr15IGeaI+D7BZRqSvQwJeHDgreLjjz/+8MMPMzMz8X116NChadOmTZs2rWvXriNHjhw2bFjdunWruo9XIRkZGQ0aNDDxHuqTTz7566+/YmJivNErAAAAoEZgUsDv2rULq3eEEP0/ktdffx0hVLdu3WXLlsXGxr7wwgtr1qzZtWvX+vXre/fu7Xl3vUfHjh1feOGFKVOmlJWVzZgxY8aMGc2bN+/du3dcXFxERERERERISEhJSUlRUVFRUdHx48ezsrJ27NhBdp8+fbpwNvIawbfffksyFBj8ZE+MPssFPHlq4VXHjh07Tpw4ER0d/eijj/LzTksEfEhICB2NNqF4PYQR8CRCLxHw6p20dhA7xoG/ePEiXk/rLjLJs9YNMGbMmD/++AMvnzlz5umnn66srLzjjjuEncGBfEPzwPM18EhbwPPV+HyEBLv3drsd3yfh4eFYwFdUVGjdyVoRemx/HTt2jNm+rKxsy5YtS5YsYdabq4GnQwR0a4qj0Gs58KtXr968eTNCyG63MzXwvAOPG7lw4YKhHxQj4PHbigsXLugKeLksd7vdIOAtZ8iQIUOGDDl58uTKlSuXLl26adMmvH7Tpk2bNm167LHHBg4cOGLECNN5qxpNcnLyTz/95I2Wu3XrZm463q1bt/71119GR9sFAAAAriZMCvhXXnkFLyxatGjEiBF4+dChQzt37kQIPfDAA7hsbOXKlfHx8YWFhe+//341F/AIocmTJ0dGRk6aNAnLjNzc3NzcXN29AgMD58yZM3r0aO930FvQGQoMfrInAl7rsdtzkcw/FK5du/app556//33GbGn68DPmjVr0qRJpB6++jjwEtTtFxNGjXoNPHGDDQn4kydPkuWioiJ8M2gpYTwdmpYDv2XLlvz8/IYNG+I/tWrgEULnzp3TitDjBYkDX1lZefbs2eDgYHxrkXme3W43UxVP0HLgcQvkuhHKysqEg1nqzgMvrIHXitBr1cAzw5FoCfhDhw7hBZUIPV4jnJJQAh/aRwoCHmm8daI/hQi9l4iMjBw7duzYsWMPHDiwbNmypUuX4nlVLly4sHLlypUrV5IfQmlpKRkg46onPDw8OTm5qnsBAAAAAFdgcqyanJwchFDv3r1HjhxJHhlJoHTUqFF4wd/ff+DAgcjqCbe9hM1me/jhhw8ePJiRkaGbn0cIJSYmZmRk5OXl1Wj1jjQEPPla1QdaM4HwFQAeA5w5qK6A79evHx31rPJB7OgaeM8j9CYQfnHCCL05AU9rdSLmtQQ8rqjXEvA7d+58++23yZ/mIvRMB/hp5NA/KXrcLE714z+F0xMiPQHPn055ebnwCvA18MJp5HDHiEbVitALHXjEvQ7TEvDHjx/HC5IIPS/gDb2tE77FUBHwjHXPAIPY+YDExMQpU6b89ttvmzdvfuSRR8hA9OS7i46OHj58+Nq1a5m5BgAAAAAA8A0mHXgcne3cuTO98scff0QINWjQgB7bqXHjxojyfKo/MTExs2bNmjlzZl5eXk5Ozu+//15YWFhSUoLH2Q4KCoqKikpKSmrVqlVCQkI1L+xXpAoFvDCWiZ8Lhc/6fFcJTqeT0c/Ioqf8Zs2a7d27V3czxoGnlYbnEXoTCB14rQg9XjYt4Emxg1bOVi7gmUPLB7GTR+j5UejpEndawJMMqtvt1hLwDoeD6Hy6b/hEhA688N8EQxF6ujV6G4JWrXh5eTndW7I7I6dJa7yAJw48/il9+umnBw8exC0b+jdcOEGjioC/9dZbFy9erPUp1MD7DJvN1qVLFzyr3Lp165YuXbpmzRp82589e/ajjz766KOPIiIihg0bdvfdd3fv3h0GrgcAAAAAn2FSwOMnSPKIjxCqrKz873//ixDq1q0b/QiLLVO5r1INsdlsiYmJKj78VYCugPeeUSzUe8IxunQdeKZc2UIBP2jQIDLigwRGwBNLuaocePV54D134ImAl0foCwsLtXpLa3vyloFvTTIKvVYHdB14iYC32+1Tpkx5/PHH9+/fTx9IEqEXtqMo4Jmfg1aE/sSJE5s3b9Zy4L///vs33njjzTff1NW6uhH6pUuX4k9//fXXZ599VtiIENMOvDyrRdfAQ4TeN/j5+Q0YMGDAgAFnzpxZvXr1hx9++P333+M7qqioaMGCBQsWLGjQoEENnSa9tLS0sLCwtLT07Nmz/v7+wcHBkZGRNWLiWwAAAKA2Y/KtOfbV8/LyyJpffvkF/5mSkkJvicd5ItWtQDWkukXo8TO68KASAc848OvWrTt27JglPZfY/jSMgCdUlVUofPPCz2xHC3i6FJwIeHq+dxphhF7uwEsyt/SQB6R7/PbqEXr6I/Ipdobxn8SBr6ys5IdLxDgcjgEDBnTp0oU5EH7dwAcKTp8+LdTwvIDfv3//m2++efToUSLgBw8ejAfVI2gJ+L///nvq1Kn8dcCH/uCDDz755JPMzExdiUs78HQ0gx7cDpOTk2NIMAtHK1QR8OfPn4dR6KsnYWFh999//7fffvvHH3/MnDmzRYsW5KOaNaVZXl7ea6+9duutt8bHxwcHBzdu3LhVq1adO3du06ZNYmJieHh4/fr1e/XqNWfOHBw/AQAAAIDqhkkBf9111yGEVq9eTZyrRYsW4YX+/fuTzcrKyj799FOEUHx8vCe9rEJKS0v/+OOP3bt3b9myZdeuXXl5eXgS6asJoYAny76P0O/cubN58+bMw5OuA88I+AMHDvzwww8+FvBaOVJPumE6m6rowJ85c4aMO0078P7+/njBkICX18BLoMUwORw/zLuugBdOTEg+xSfIOPCIShAw4K+evgHkDvwjjzyybt06vh18WejXVZWVlRMmTGjYsCEZ4/qzzz5j/m3RqoHHHea/lIceemjMmDH4WFrD8tELBnpnAAAgAElEQVTQQl3owBMsqYFSGcoeBHz1p1GjRk899VROTs727dsnTJgQGxtb1T1S5ciRI3fffXeTJk0mTJjw9ddfa6UGCgoKNmzYMHHixCZNmtx3331//vmnj/sJAAAAAHJMRugffPDB1atXnzlzJiUlZfz48UeOHHnnnXcQQp06dcJme2VlZU5OzpNPPnn48GGEUGpqqoWd9jZ5eXlr1qxZt27d7t27hf+Pj42NbdWqVd++fQcPHozDCDWa6lYDf/r0aT7SrCLgmRMpKyuTbK+OooCnLxqNJEKvwuDBg1evXs30R6V4XmsUet7OnThxIlkm62l9KwlKYMiE8MIv1OVykdcBWvAReoTQlClTmM08jNBjoa4u4PHbk+bNmzMHwgJ+27Zt/LH27NnDt0M78PPnzx87dizpqkRpa9XAI4TOnDnDr1y9erXNZsMz+Qmr0Bm0IvT80H2WvLVUHIVeMjklPYgdROirFpvN1q5du3bt2r388stZWVlV3R19tmzZ0r9/fzrkEhgYGB0dHRkZiaeJLS4uLioqOnXqFB71BiHkdrsXL168cePGr776qlWrVlXXdwAAAAC4ApPypnfv3l27dt20adPOnTvJmPMIoWnTpuGFd99996GHHsLLISEhjzzyiIcd9Q1HjhzJyMhYsWKFXHEVFBTgl/RPPPHEvffeO3PmzPr16/usk5bDC1Q6DU70j6JuNITRuYXVa+Bx44ra2/RBabwUoWcGUUMI2e12lS9C+OZF+DaByDM6+UyftfBwtNAiskqovgIDA3VzBOTQx48fJ4dTd+D5Qezoj0iDOCnADGKH9Bz4p556atGiRb/99htCaNasWbt378bnK9QtwvEOaQF/++23YwGvC95+0aJFERERzEdnzpzRug74WCrDjmiNQs878Mxe5v4dUBHwSCN+jwEHvhridDqr/xyxp0+fHjJkCFbv8fHx6enpAwYM6Nq1q/DfdrfbvXXr1rVr165atSo3Nzc/Pz8tLW379u26MSIAAAAA8A0mBbzNZlu7dm16evo333xDVj799NN9+vTBy+QJz+FwvPXWW/T8XtWWWvuGXtGB94aAV28Q94dXswQmQo8QKi8v1zV+VfC8Bt4TsSEvcJCgFaGXiCjaBjck4PmZz2hUBDw+9JYtW5KTk0kP6anmMefOnfOkBh43iP+k7yX+QBhy8cnC//73P954pxEqZ3oe+MDAQMnuNOXl5dnZ2aNGjeLHEBE68PSxFB14xQg9oUuXLlOnTiX/zhvCcwH/yy+/wCB2gAnmz59/5MgRhFB6evp7770nn8febrd37ty5c+fOzz333DPPPDN79ux9+/YtXLjw8ccf91V/AQAAAECG+YBxeHh4Zmbmrl27fvrpJ4fD0aVLl7Zt25JPQ0JCbrnllvbt248YMaJly5ZWdNW71OY39IoC3ul0Wj7xr7oDj/tDu6bMp0IBfxXUwPN3oGJ/tKaRkygfuqhbN3dAn5RVDnxeXh7dPV6FmojQV1ZWkoQ/7cDTAl5L7pJu0/0/e/as/Fx46HngAwIC/P39+fp5nvLycvwvEj+o+9mzZ7V+jIYEPPmWL1y4kJGRgf+t5gexI7hcLvUXEAyeC/iHHnqItAAOPKAOrkJKSEhYsmSJ1v9EeJxO50svvbRt27asrKxVq1aBgAcAAACqCR5VCDscDlwFx380fPjw4cOHe9K4j6nNb+gVp5GzJI7OYDRCr/XshfvmJQFftRF60w68MEIvH9FAy4HXhYhJLQFPziIkJEToUeND68rOCxcuGHXgDxw4MHv2bLysFaHXktOk28JvVh06Qu90OmfNmjVhwgTdvcrKynC2n7yAoBGuRGYd+P3797/88stJSUlIVI1CkGh7XS5cuKByGSUCnv7nAgQ8oA6eIictLU1dvWPwoBJZWVn79u3zTtcAAAAAwDAmB7i++qDf0MvVOw1+Q4+H6Fu1apUX++dN1CP0lh/aKgceq80qd+C9EaHnhbR6hN6oA09/ZE7AyyP0drv95ptvxitHjRo1cuRIss25c+eWL1/+4IMPyg+kJeAlNfA0Wg68roA3PRcA5uLFi6QU3+l0durUSWWv8vJyLZWOENKau169Bp5X4/g1iiRCLy+Pl6PowPOT8wmBCD2gDk7NmIvIhYeHI1EKBgAAAACqCmsE/LFjx9atW7dy5Uo8Fj2qgU9XHr6hRwjV3Df0cgFP9KclI7ozGHXgtWrghQ68sAjcBNWtBl49Qm+0Bp7GWgcefzV16tQhnQ8LC6NLu8+fP5+Tk6N7oS5evCiP0MvvKLoGXsWBF0boTVBWVkbUO9J+D8UgF/CWOPDMt4y/PonNLjHndfE8Qk8DDjygTlxcHEJoy5YtJvbFezVo0MDiPgEAAACAWTx6Kq2srFy2bFmzZs0aNGjQt2/f9PR0MvL8zJkz09LSMjMzreikL6jNb+hrRIS+qhx4XF2vuKVQ23jYB9MOvFCrq08KaEjAEwFMf6HkywoKCsJ9DggIoD1t/MPBnD9/Xm6ekwMZjdDT4PH2tRx4/u7yJEJP73Lx4kV8ZXCDimMrlpeXaw2Pj/5x4HldYS5Cj8FXz+Fw1KlTR7iLhxF6lUErQcADlpOSkoIQyszMNPpMkp2dvWDBAlTTpsIFAAAArm7MC/iysrJBgwbdc889eHYl/tNPP/20X79+EydOrBFufG1+Qy+UiBChJy0rCmYtBx55JjasdeDlEXoazx340NBQvBASEoL7TDvwDoeDnpzi3Llzlgh4+TiLbrf73LlzWgI+ICCA2d6TCD3dfmVlJU6G46uqKODLysokDjx+GfH888/zeyHj08hhyFsGrTIiH0ToJadMUyP+twJUE8aOHWu32ysrKwcNGjR58uQDBw7o7pKfnz979uzu3buXlJTY7fYxY8b4oJ8AAAAAoIL5UPT48ePXrFmDELLb7X369ImIiFi2bBn59Nprr8Wzjs2ZM8ftds+dO9eCznqTlJSUgwcP4jf0t912m/qOV8Ebel6c0AKeyODqEKH3vYB3OByK7muNqIH3doSe/kJDQ0P/+usvvEAi9KTzDoeDceBV5jigI/ROp5McjlxheSP5+flhYWF4mY/QBwQEFBcX09t7EqF3uVx0Z7CxjNWvJRF6LNT5r8mSCL1WFslut3s7Qs+/khACDjygTseOHV944YUpU6aUlZXNmDFjxowZzZs37927d1xcXEREBJ4mtqSkpKioqKio6Pjx41lZWTt27CC7T58+vX379lXYfwAAAACgMSnJcnJy5s+fjxBq0KDBypUru3bt+t1339EC/r777uvevfvtt9+em5v773//+9FHH01ISLCmy95h7NixixYtcrvdgwYNevLJJ0eNGpWYmCjfJT8/f/ny5VOnTvXeG/ri4mITU68b3UXuwB84cIDMDm20J7pY5cBrjUKv2LjdbteSFupFvzViFHr1twkWOvC0gKcd+IiICLpjjOYMDg7mVSjtwEdFRf355594WTFCTw+QRvvtWMDzxrgnEXpmvAYs4A058PIIPdNDAv4ucEWPzWaTfN18Hp5E6FUc+BtvvPF///ufzjlc2TELbXMQ8IAhJk+eHBkZOWnSJPxLzM3Nzc3N1d0rMDBwzpw5o0eP9n4HAQAAAEAVkwL+rbfewgsffvhh165dhds0adJk/fr1iYmJFy5cmDt37rx580z20SdUwzf0EyZMeO2110zvXlhYqLilvAaeDHZdHaaR0xrEzkMHPiQkBAeShS2rC3itGnhrHXhFae1LB558j4wDTxaEAr5z586DBg367LPP8Bom9T1kyJDFixczB6IFPK3AFSP0NJ06dXr00UcXL15cXFzsjQg987IJj7JhqAZeHqHHaDnw+FWFy+WSTDgvidBrOfD0Lj179jQk4N1uNzPCvPz9gm5r5nYEaic2m+3hhx8eMmTI3LlzP/74Y90UfWJi4tChQydMmBATE+ObHgIAAACAIiYF/E8//YQQ6tmzJx4bRosGDRqkpaUtX758586d5g7kS6rbG/q6devSRcLq/P333+Xl5ep6Wy7gCVUbofdqDbxEnlniwFtbA1+/fv2uXbtu3rz5jz/+oI/OHMXDUejNva+hDfCQkBC8IBTwdrs9KCho7ty5RMAz8fVnnnmGF/C0i0vLYBMCPjAw8I033vjqq6+IgJc48EYFfP369Tt16oSLjDC0A68eodd6r8T3kICvAP7q69SpIxfwzI8aZ23wVyPchY7QX3fddTonwMEMUOfv7684aRwPOPCACWJiYmbNmjVz5sy8vLycnJzff/+9sLCwpKTk/PnzAQEBQUFBUVFRSUlJrVq1SkhIMJG7AQAAAAAfYFKSYeXQsWNH3S1btGiBEPr999/NHciXVLc39FOmTJkyZYqJHTt06LB9+3Y6nyxHUcDXxAi95wLekkHsPEHowC9fvvypp5566aWXyEqHw8FcTKFWV3+boBV2kEM3TjvwwkHs0JVnxzjw+Mozp0A78LTexoPzvfrqq5s3b1bsKn3P4KPwDjz56o1+s6+//vrWrVt5AW90FHpdAa/lwGP4M6LRGpFO0YFv1qyZvG88jFx3uVwg4AHfY7PZEhMTdavkAAAAAKB6YlLAayVOtbZkvLXqTC18Q18jBDxG7sDzeeCr0oHHR2F6RQt4PH6kL+eBF0ILeKzTAgIC6EHs0JVnxwh4u93u5+eH/wFp0aJFkyZN1qxZoyXg3W53dnb2k08+qd493BO6AxY68C6Xi9mFduD9/PxU0uMXL14UCvg+ffp8/fXXTA8JOKuPMS3gJQ482aVNmzYTJ0589dVXEUIREREVFRW6rxuY33vjxo2zs7Pxsp+fn8o0BASI0AMAAAAAUDsx+YweGxt78ODB3bt3627566+/IoRqXBVZrXpDX6Mj9IGBgWfPnsVakUim66+/fteuXeoCXvJuwnsCXjJyHg1/2YUC3ul0krC0n58fFvBCB75KBHxsbKzNZmvatCkeXA2JHHhmyDqbzUYEfMuWLWfMmLFmzRo6Qk/PVc7XV+vCpzYsdOD9/PyYm4oW8DabTV6djjl16pTwyyK1CUjva6IvEX+/8RF6sqXuIHYul8vlcr300ktYwO/cufOdd96ZNm2a7HyuVN3Tpk07d+4cEfBt2rS5/fbb1TNH4MADAAAAAFA7MTkhUI8ePRBCX3311cGDByWb5ebmrlu3DiGkNdAdUB2oQgfe6ID5fK4bG7MffPABouRWv379kLIDHxsbO3DgQK1PnU6n+jRyhgaxUyyEVnfgyTJWZcJR6L/88su2bduaO65RgoKCcCOhoaE33HDDsWPHXnzxRfUIPXbgycbYHqcdeFpkut1uo/cSHwGwcBA7Pz8/oQNPGlRJ0Z88eVK4npbl8q+JPqPAwEDmU34UetKmJEKPzwu3RiZZVK80IURHR9O72O32+vXrq+8OAh4AAAAAgNqJSQF/3333IYTOnz8/cuRIrafMQ4cO3XPPPdhluuuuu8z2EPA6QonoGwGv/hSu5cDbbLYBAwY0b94cUSoLb6Yo4AcPHix5weS5A6+FYiG0lsXKfB30Zlj3Ch34w4cP47nZdTFXA09js9mwV4yt+NjYWFox4qtat27dO++8E2/GCHhsU+Nlh8OBl2kBTyvSyspKcwKe/nJ9FqEXHotH659W+sTVBTxvqpuL0IeHh4eFhZF0Ej4jEwKe+WXZ7fa4uDj13SFCDwAAAABA7cS8A3/HHXcghP73v/+1bdt29uzZOTk5+KN9+/atWbPmqaeeat68+fbt2xFCPXv27N+/v1U9rm6cP38+/x+qui8mqcIIvTpaAp7RAHjBkICXC2/PB7HTcuAVBbxpB15YA6+O5+9rbDZbfHy8y+WiK2iYGniE0PLly7t164a4OAaO0JO98OWiI/QeOvB8DbzEgTcRoZc78Cr5C61XLUwwXnJ/0lsKBTy+VeLj419//XW6TYkDX6dOnb1792ZlZeE1RMAbvUTMLkYFPDjwAAAAAADUTsxLsg8++KCwsPDbb7/Nz8+nx45q2rQpvVmLFi1Wrlx5dQz2JuS7777r27cvXq6hz5RVGKE3iqKAx8JPscBeeLIE79XAm3bgdQU8ceAN3ZDMKGKWvK/JzMwsLi4ODw/n+ylXzkghQk8b0W632+iAiCoOPPm0Shx4Ml4AAy/gtexoRQc+Li4uNTWVXh8QEICHQmR2wScVGxtL1oSFhZWXlwcGBvrYgS8vLz9x4kR0dLShgwIAAAAAANR0TDrwCKHAwMBvvvlm5syZ9erVE25Qp06d8ePH//LLL1FRUaaPAvgAFQGvVeBtqFlP8KoDL/nUkIDXqoHnV/r5+VnrwNN6GzveRgUtLbO1qqMNYbPZGjZsiCeSJKgLeMaB5yP0/v7+5KxN18DLB7Gr2hp4LWgBL/9h6jrw5CLQjeCVffv2lVwQwhdffLFhwwZ/f38PBbzNZouKilIcGAIhdODAgQYNGqgMpAoAAAAAAHA14ZHJ5nQ6n3rqqfHjx2/cuPHHH388fPjwmTNngoKCYmNjk5OTe/fuHRkZaVVHAe+hIuDlSV2tZo1qKgm4P3xhdk2M0E+aNKlFixazZs1SadaoAz937tzU1NQ2bdqYEPCFhYV42cTXzSO8GuYEPA574zuKxARcLpfT6cSn6fkgduQdAY3KKPS8AR4QEBAbGysZhR79I6fr1KmD1zPI51Sjowfyb0rXgSej4vO/oy+++GL8+PFvvPEGswvTSMeOHfGC0ZgV78DbbLbk5OT//ve/ii2Ul5cXFBS0bNnS0HEBAAAAAABqNBakZOvUqdO/f/+ruMpdTnJy8k8//VTVvfAILznwTqfz4sWLnnbuSgw58IoZcvl5kXG2dZG8CGC6cf/99zdv3vzll19WaVbLgWfWkz/btm2Lc8WGZtVGnAPvedmLXMDLrW90ZYQe60x/f/+zZ8+S6eJcLpefnx/+08QgdrgDpBv4BYFKb/ltGAE/b968mJgYWvxXVlYyDvzs2bO3b9/+zTffkBndMU2bNn3ppZcCAwP79OmjdUTGgQ8MDNSaQk8u4EnOQujAI2lNAY+Jfx/4H29GRoa6gEeiofUBAAAAAACubkyabBs2bNiwYcPPP/9sbW9qIuHh4cn/UNV9MYn3BLynPbuyA6jGDmIn7LOiQlafB540jj/yMELvuQMvhB/EDuk58A0bNhw2bBj652ulBfzNN99M5szz0IHnZ25HygKeWYMH1WfuRsaB79mz5+OPP86feFhY2KBBg+RlR0wN/KpVq9q3b6+7pSRCz/y6JSPtSQor1G8YMgUd/+PV/VEw7xS0RssHAAAAAAC4WjH5jN6rV69evXrhp2qgpuOlCL03Rq33hoDXdeCFh+BRnwee8X7lGI3Q22w2vGxIwPv7+9PSSL3yX4LnEXr8PY4cOTIlJQX9I95oAf/pp5/ecMMNyIoaeLkDL4/Qy1sWCniM1sR18t8ObTvbbLbU1NRWrVoJt1SM0DO/brJsyIFXj2zEx8cjLtuieL8xtwo48AAAAAAA1DZMPqM3bNgQIZSfn4+neQdqNDCInfoo9JKCW/UaeEMC3uggdiQXbUjAh4SEMGqKad9Eot5DAU8i9Eyimxbw6J/r4CUHnlwEQ9FxRsBj5cxE6OkzosHfo9xYZhx4vlmCroBv2bJl06ZNb731Vp858DabDZ+jOQceBDwAAAAAALUckwJ++PDhCKHKysotW7ZY2p9qR2lp6R9//LF79+4tW7bs2rUrLy/vzJkzVd0pi6lBEXpvDGInPy86Ql+3bt0ePXpIeqioci2J0GvVwJNvSl3ABwUFTZs2jR9RjN7G5XJZMhmkiUHsGD3JCHj8aUVFhVdr4OWveIRrSMuhoaFIw4HXUsgJCQl33nmn1hGZGnikfQ/rRuijo6N/++23p556SteBF951NIr/PpB3Q8IaeN17jD4jBBF6AAAAAABqHyYF/OTJk3HJd0ZGxtVnwufl5b322mu33nprfHx8cHBw48aNW7Vq1blz5zZt2iQmJoaHh9evX79Xr15z5sw5ePBgVXfWAniJWA0FPMacAy9XBeoOfH5+vqQ4Wd2Bl4suvgP8gfjd6WptomlV2kcIffDBB2PGjGGuJNN+cHDwvHnzJk6c6HQ61Uf141cKPW3hnGpEwDNzp1sl4K1y4HUFPC6JV3TgyQbXXnut1hGZUegl3dMdxE64zDvwNpsNT9Lu+SB25NZSL06hAQceAAAAAIBajkkBHxwcvG7dumHDhm3atKlVq1ZLliw5fvw4MxRzTeTIkSN33313kyZNJkyY8PXXX+fn5ws3Kygo2LBhw8SJE5s0aXLffff9+eefPu6ntXhvGjlPe0ah5cDT/SRKjwh4lZ6oD2IXEBBQbWvg+Qi9OmQuMbKGr4G32WyPPPLIK6+8cuzYsQEDBqg0a3mEnkwFT//poYBXdOBNROjJvoYcePp71DqiugNPX9ikpCTmG6HPVyjg8fsFPz+/0aNH161bF0l/SurxE2Lmexihx9MQqBwUAAAAAADgqsGkRzp06FCEUGVlZXh4+P79+0eOHIkQcjqdUVFRWo+SWmK4+rBly5b+/fufOHGCrAkMDIyOjo6MjIyIiAgJCSkuLi4qKjp16lRhYWFJSQlCyO12L168eOPGjV999ZXWOFLVnxoRocfII/RkHHXGgSezhQvRHcROcagt/qJhtEah91INvNY3hSczEx6CjGRG95C/AfBCVFSUJ9+s5xF6LQFvdNR9RsDLR6E3FKFnvl9zDrxEKqvXwNNb3nTTTW+//fbo0aOFPZckWerVqzd//vy2bdsigy8ytDazyoEH+x0AAAAAgFqIyQfx1atX8yvLy8trrhd9+vTpIUOGYPUeHx+fnp4+YMCArl27CrWK2+3eunXr2rVrV61alZubm5+fn5aWtn379uDgYJ933AK8N4gdFo3Tp0/fu3fv0qVLPemkSg08NgkRJ+A9ceBpmSG/CEYHsTNdA083QiBerpYDn5mZ2bdvX8kh1AexUx+ujF9Z3WrgSeNOp5O/1J448Co18LyAJ3e45Ij0vzNyBx6/lcBXxuFwhIWF8f3kD8c48GTMOST9KZEWyBG1NiM18PxNZagGHgrgAQAAAACohZgU8N26dbO2H1XO/Pnzjxw5ghBKT09/77335I+Gdru9c+fOnTt3fu6555555pnZs2fv27dv4cKFjz/+uK/6ayVeitBjuVtRUdG3b1/Pk66GBDzejHbgJS3Lz0s41JZWD7Xkh+kIPZnoizkQ4r41WvgJVRaf1qaPgjgPViLgmWUtY9/zCD3uM1MZYUmEnryLkTvwltfA60boySALEqlM63D5veTn5+d0OomA1xo3AWkIePoK0zJeCPm6yRGF2O32uLg4h8MRExPjYYQeHHgAAAAAAGohJgX8Dz/8YG0/qhycKUhISFiyZIlE6jA4nc6XXnpp27ZtWVlZq1atuooFvAkHHivJiooKXjmYBjdFj7ZAtxwREYEX+Ai9pE0fOPDMGkUBb7fb582bp1X2z+xOvFzyKTMmhXCgOAwfoRfWwDP9J1sayq574sDjUyDXk5aXEydOxArZdDe8Nw+8oQg9niOd35ImMDDQz8+vrKwM6d1LOFaAX3moC3iyzDvwkpuWvHogRxRit9s//PDDwsLCxo0bm4jQh4WFkXsbHHgAAAAAAGoh1siqq4C8vDyEUFpamrp6x9hstjvuuAMhtG/fPq/0zPt4ScCTXSwR8KQ/jKDlHXibzWYoQm/IgZcIOa1LVFxcvG7dOmZL3eMihBwOx9ixY/nNhLsz0Wv+lCU3tjBCr1UDzxxa8nJEeK2Ie0w3IuybzWZr2LAhQqhBgwbCzWgBf/DgwYKCAq2e8PDZeHkNPP8t0IlxvEAuhXqE/uabb77++uvpSDwR8PLQPtlFN0JP94rZTEs/Cx143Qh99+7dcWd0Ay+hoaGJiYnMQfG+ug58RETE8uXL8TI48AAAAAAA1EJAwF/i7Nmz6MriUnXw2GmlpaUW98lX8MqTN5PNRejJQ7+FAp5RcbwDb7fbsYSw1oHXVd1a7Rw6dGjz5s18n9VH7eYPxK+na+CRKQFvLkIvKY4QnmBsbCxeoHtI+hYYGEgK9e12+7PPPpuTkzNw4EDhKeA/zd1afDZe6MDT4QvmI2L/0q8A8AKjdSUOfLt27bKzs6+55hqyRteBx79W3CbS/rr5kzIRoacdeN0IfXR0dMuWLZHev6Jy21/3R+Hn59erVy+8DA48AAAAAAC1EBDwl8CzHG/ZssXEvngv4hPWRJjncmLAEk3iVQdeUcpidB14owKe79tdd91FizHPa+CFR9S9nlqepFzAa71oEAp4rLUUp5Fj+o8xOiJ9TEwMOQTft6CgoHbt2pEjOp1OrAmFp0D7w0bhI/RGHXiiHhm/Gl3pwLtcLlwggAsNhJeLvra6DjxeTwS8Jw684ij09PsI+U27ZMmSRYsWtW7dWrKN1q9J8Z8Xeug7ekA7AAAAAACAWgII+EukpKQghDIzMzMzMw3tmJ2dvWDBAoRQamqqV3rmE7QEPC0L5ZlefiXtwMuVrYoIVInQEwceH9f0PPBLly4lJy4cK1uxHS0MCXgtB56UHGN0HXhhDTwOtBt14D2J0MsdeFpF87srCnihmczAK3Oj88DzAp6pYsD/DQgIoO9YYX/wmdapUyc1NbVJkybynuNmicutWwOv9SoKKTjwsbGxTqezfv366EoZr0W7du1Gjhyp9a8BfyATo9D7+fnxkQcAAAAAAIDaAwj4S+Bi48rKykGDBk2ePPnAgQO6u+Tn58+ePbt79+4lJSV2u33MmDE+6KeX0BXwdo2xzYW7Y9QdeEMP4nIHPjo6Oj4+HqvKiooK7MDzR09JSWnVqhVpgTef6Qpn9Qg9+XTgwIE40yFEUcDzJ0gOhBC6+eabN23adNttt+GV5iL0eGND88Azy0YFfEhICJa+QgHv7+8v0czMOwgtAY9LWuTd4x144R1uKO0LaJUAACAASURBVEIvdOAZAS9x4Lt06bJx40amkF6r5+oOPD0QoNBaZ86CXt+oUaPs7OwVK1Yg0U2iBdPz6OjoDh06dOrUiT+Qhw48CHgAAAAAAGohJkehv/ro2LHjCy+8MGXKlLKyshkzZsyYMaN58+a9e/eOi4uLiIiIiIgICQkpKSkpKioqKio6fvx4VlbWjh07yO7Tp09v3759FfbfQ7QEPG2H0k/Y/v7+9EDTDocDj4nNNKJYA++JA89o75ycHHI4IuB5LTR06NDdu3fn5OQgTpvh9mlj1kSEPjo6WjiyOt2Irtkod+ARQjfccAMeIA2ZjdDTM4QxdqiiA4+3ZEa853ehiY2NPXDgAN0ILeDJzaDrwGM9z3+5kZGRRUVF9Any8K8JSGBEvhlBtwaeCHi62xIHnv8NCnsudOAlNfC0VidtBgUFXbx4USsaQB+6RYsW9AYqBQtMz3v06LFy5cq0tDT+UxM18CDgAQAAAACo5YCAv8zkyZMjIyMnTZqEh5vKzc3Nzc3V3SswMHDOnDmjR4/2fge9iJaAxwuVlZWMgK9Tpw4t4LV8RUUBr/Igzjy1OxwOPNc00zIOlhcXFyOE3G63lgNPC1Qm+s6oWXOD2MmrBhRHoac31lrDj+1nKEKPjVz8X8aDVRTw+FsWCngtOnTocOzYMTzCPNO3gIAASa21YoQ+MjKSTAmh9W6ITliQNd6ogQ8ICKCvvMSBZz6SR+jVHXihgH/mmWcOHjxIjy9AtyB896RSAy/sOdNDzwU8/XJNtzMAAAAAAABXGfAAdBmbzfbwww8PGTJk7ty5H3/8sW6KPjExcejQoRMmTCDjctVctAQ81u0VFRWMgGce8Zndsbq22WydOnXKycmpV6+e5w48QS7g6f5IHHhabDMtMA48I2Xlspx8yvj2DIoRel0Hnv7UXIT+ww8/zM/PxwOnqUfoeQde0n+eZcuWFRcX4wELmL6RCL1wX/oUGjZsiF/WCAU8WTbkwPP3oSRCTzxwLQGP/xsQEECPyi681YVfmdZVZSL08nuJ1MAz8vuee+4hgxHwh2vUqJGwKb6Tkh4yLQtfhZiI0Pv5+YEDDwAAAABAbQYEPEtMTMysWbNmzpyZl5eXk5Pz+++/FxYWlpSUnD9/PiAgICgoKCoqKikpqVWrVgkJCYaGT6/O6Ap4Rqcx4z8zuwcEBJSWltpstjVr1pAGtQ4tFE7CzfACfmp3Op0XL17UahmvNOfAexKhp2W/5N6wUMDzDrwwj43+UT74ghBat27dpk0bvll5hJ7cGziaoSXqtK6A0+mk1TsyJeBXrlypFaGnG1evgTcaocdDu9EfaUXoidgW9hZpfGVaVxXPoK4+D7zQgeff5uBfAb49rr32Wr4p0xF6yx14EPAAAAAAANRmQMCLsdlsiYmJ+Fm5NhAVFXX8+HHyJyPg0ZXqFOk58P7+/ljA0w1qHdput5sYxE6irBAn4IWDk2k58HyEnlwK+YkYdeAV3/7Idb5WhF74zsLPzw+/9eB3R5ya0o3Q+/v7nz9/XuLAq0M6L4/QC7PoVjnwdru9RYsWwcHB58+f5+cvoPsTFxd38uTJ559/HiE0f/58eYS+Tp06ug68YoQ+IiKioqLirbfeQv/MmEiOYrQGXmtEQ5xqEQp4bzjw/E1lKEIPAh4AAAAAgFqIp0/ewNVBZmbmnXfeSf6k9S1xRNUFPP5UaBTz2O12PBKb/Nmdr4Enu/MbMxF6oYntDQfeGxF6eQ28eoTeZrPxgkfrO1KpgcdT0BHJrdV/FfhB7HQdeOb+pAkNDdUdy503hG02W7Nmzf7++28ybBvzKVm5cePG7OzsmJiYtm3b0tswDjzubVBQkDkHnr890tLSTp8+3aVLF0RNIih/r+RyuYQReqH0JW8chDVB/fv3v/7662+44QbhgSQ9Z3qoNVoeROgBAAAAAABUAAEPIIRQfHw8HTfgHXh5hJ4xD+vVq4eUn84dDgee90tu7vEReknLnjvwtN6gvUFFAW/hIHbmIvS802uz2Rjflekh831JauDxcmJi4rvvvvv22297LuCJKlOP0EsEfEhICPbqJekAPkIvzHgL3xM1atQoKSmJfEq2IQEBvHH37t0zMjKeffZZWsALhxJUjNDTfcA/MbJSIuANOfC4ZeHFv/POO7Ozs1VCSXIHvmnTpsIzMhGhh0HsAAAAAACohcADEHAJ+mnYdIR+0KBB999//44dO3bt2qUeocdertPpJNFlCYoRepvNJqmB13XgaX2o7sBr+fbMZooC3lANPHEj8fZChSaZgQ9xakrXgXe5XP/3f/+nciIquFyuCxcuqI9CL3R0McHBwS6Xq7S0VEXA8x47k0RgNkMaUXlEvdUiw9fNmjULIUTuan9//wEDBvCdUYzQ031QdOCFNfC0Bubb99zWljvwS5YsEW6pdQpBQUGlpaXkT4jQAwAAAABQywEHHrgE/TTMG9Q2bho5el8iNiIjIwcMGMBH6CXuut1uxw683E8zFKEn63FNr9yB90aEXuLAC1PZWg0KNxO+GWHsX8bpxbvIBTzTrIqAx3967sCT1uQOPH1SWg58VFRUt27dcGt8joAgHMQOLwi/bvpuYfL5pAVGwBOcTmdgYCBCqH379k2aNOE7I6x6kL+4IQJeq2ICI4zQC1/uIEreCz9VR+7A018ifY5adzu+dASI0AMAAAAAUMsBAQ9cQsuBJ4/+Kg48LRTpZ/EePXr079+fDNzN7EsceJV+qkTo0ZUCXu7AG4rQy4PxKjXwWsfVwqgDj9cI0/LMSqZlJjquG6Fnqu55LBfwKhH6mTNntm7dWjdCz38Lwhcr/HsiWjQytwqRmsJQAEKoYcOGws6YiNCr18DzDrxcwHuuioUCXpiYUInQM6+icHxAq04EAAAAAADgqgcEPHAJQxF6LQeelnb0s3hcXNwXX3zRunVr/rhGHXhakCBt6YI3wOllEw68lhS30IG3NkLPyGkTDrw8Qs9fBMbz9xDcf88j9PQAchIHnqk4QBoOPO/P033AhehES2s58OifadvlAp65//krQP/owsLC6KiIVqxDKOC1JLpVDrwwu0GuCd2+SpUN866QHuMQHHgAAAAAAGohIOCBSxiK0Gs58LRC4J/Ihc/odqoGXrK9VoRerpNNOPBM5w1NI6cVvBeelCUOPPlURcDLB7GrJhF6D0ehx7sTAS+8yMnJyePGjWN2F2pg/suifya9evX64YcfZs+ejf/0UMDLHfhu3bpNmjSJ3uW6664LDAzELQu753A4HA4HLeDptxs8Xo3Qk/9qvQ7jYzu4M0xr9GYg4AEAAAAAqIVABBG4hNyBZ568jTrwpFn+uJIIvcPhcLvdzErFCD2ZSQ4ZdOC1IvTywzHtSBx4+rhaTdEbyGvgeWdYotWtGsTOexF64sCrC3jm6Hh3eYR+xowZqampzO5yB55/UYLp1q3b33//jZclAt7zCH27du2Y2d02bNhQWlqKD0o29vPzu3jxIt1VozXwXhrEjhkvgN6yUaNGvXr1uu+++xD3vbtcLqY18vOsqKgAAQ8AAAAAQC0EBDxwCcaBxwukBl7uwDMqSGimCdcgaYTe4XCUlZUx+xoaxA5H6IVZALkDTw5Xt25dujpXUcBb4sD7OELP1H7L/Xmk4MAbAneY1MALLw49npmWA68SoZeH5IU18PxYA3xPSPf4znfo0GHbtm3t27fnO0NakEfo+YtMjyhBv18gY7bji+D7CL3EgReeY0xMzLvvvitsys/PTyjgwYEHAAAAAKDWAhF64BJMbaq8Bl4eoTfkwNvt9tatWwcEBPAV8g6HIyUlhXQJL1gyCj0ttiUO/NSpU9PT08058NUwQs98a6YdeEbAW+jAywexowU8HZGgt6EFfGhoqNYtxy8Lvxd5hB5Duipx4OfOnfvXX38Jh6AnjcsdePndIuweL+AjIiKcTmdcXJykEa/WwMvHt0Pc98478PT7NRjEDgAAAACAWgg8AAGXEEbokUYNvFaEnrb45A48mfXd4XA0a9bs5MmTR44c+eKLL+jt7Xb722+/nZSURK80EaEXOvBaGWy6Br5Lly6GBrEjn2pNtY2kUpBvUH5ERF1SlQh9dHS0cF+mY8hghJ5oM3y1tdqXoxKhDwoK4huXCPiEhITCwkK+HXoXuQPPj3XH589VBLzNZmOmQ+NbkCt2RQFPd4+P0MfFxWVnZzO3AdOI7x14SYJDEqFH4MADAAAAAFArAQceuIRwEDsbNY0cvYG/v78waYwXtAS88BUAXhkYGCi0mvkSZasceLpluqvYu6bFMx2hl4hSow4844dLmpWsMRShZ6xXeYRe14FnRqGXWNMqMIPYeRihx31LSEjw0IFnXosgBQdeK7cvQegn684qRyN8K4SXmVkbWrRogQfP12rE8mnkPHHgIUIPAAAAAADAAAIeuITuNHLp6en3339/YmIi3pjZnl7ATimjIdGVT+pEvvISncBIa4yigKenkVN34Nu0afPggw8ibdGuGKFXceCZFIOwQeERTUfo5QKekbVGa+A9VFPeiNA3btyYtBMaGopHkkMaAt60A08+Cg4Ojo2NjY+P1z/bKxE68IYi9GRj3oFnBLwEL0XoJQ58s2bNkpKSbr31VrJGN0IPAh4AAAAAgFoOCHjgEroR+muuuea9995r1KgR3piZsIreuFu3bi+++OK//vUv5hD00zmfN5YLeMYC1Y3Qyx14OiJOHyUjI6N3797oSgHPLxNuueUWMpYYfdEkDjzZRteBVxfwiYmJRJ1KIvTqDjw+F6HVjxBKSUlp3rz5zTffTPeB3A9kwZMIvfDqqUfo8eRqTZs2xe2MHTs2NzeXf2eERALetAMfEBCwa9eubdu2KZ0w14IlEXq+Bp554aXbiOUReokDHxUVtXfv3meffVarKa0aeKu6CgAAAAAAUOMAAQ9cQitCz8RcyeO4RMD7+fk9/fTTHTt2ZA4hd+AVI/S4JL5p06Zae9HrJfPA068G+NcEtPfucrn8/Pyw/cs09f7775MSfaMOvGKEXi7ghwwZkpqa+vHHH8sdeIwhB55ZQ2/cs2fPPXv23HTTTfhPxoHnRa8KrVu39vf3T0pKkjjwAQEB/P0gFPDPP//866+/PnDgQLxZVFRUXFyccBdet9OH5gfqkwh4l8sVFRUVGRmpftZ0C1oReklNAYF8GhMTw1RVGHXgLZ9GTuLA80CEHgAAAAAAQA4IeOASWhF6RlCRB3GhgJfrBKEDbzRCf8899xw/fvzee+/V2ovuCRknj/mUduCFMpV23V0u17p16z7//HPEiRPmFQNZFk4jx6hixQi98LKQ5W7dum3cuLFt27ZMJEHowDdt2pSZa4DvHqZly5bMBhI1zgh44bsDXWbNmlVUVNSyZUuJgEeiqdqEAj4xMfGxxx7z9/e3U8OkCT12uQPPR+hDQ0OZLpEdzZ04aVzLgcdfmWINfPPmzbdv33733XejqovQqzvwPBChBwAAAAAAkAMCHriE0IFHV0pZRD2OSxx4LYQOvGRfoTeOEIqOjpb49vR6FQdeWA/PnHVqamrXrl35prSi+Pw86ogT8JZE6AlMcF1YAx8fH//DDz8w/eGbHT58+PPPP89sIBHwjHNLDm3IgUf/iHNaofGQFL2WAy8Z51x4z/ArhQ48XpmcnDxnzhymS4zjbQJhhJ78SYfGtaB/RG3btsXD1FVVhN4TB56Bd+DpqwECHgAAAACAWggIeOAS8kHsGJ3DOPC6cpr/1LQDr3hEeho5uQMvDFRrud+86KVr+OkIvecOvPCIwl4hblAAoYBHCDVv3lyrHXIgZnh5yUHp7cnpmBbwGEkNPKIceHmEnuk248BLvnHm0EyEvn379sykhkh03YxiYYSe1slVFaH3mQMPNfAAAAAAANRC4AEIuITuKPTkI2TWgaefzlVGoWf8bWFTnjvwdL26Vu5AeAqIi9DTElFXwCs68Lp9wJCp+0jsX7iLULvS3UMa11aixqdOnZqVlXXw4ME9e/YgD3Qs3UMPI/QEExF6+tBMhF54s3nJgWeq7g0JeHoo/iqM0AcHB5eUlHjiwLtcLvwTJsA88AAAAAAA1HLAgQcuIZ8HnpE35mrghQ68iQg94hSL1rFUauAl8+GpOPC0AqTb1NqXrLfWgffz8wsNDa1bty7+U8uBlwh4/lIr1sD36NHjX//6F5Gv5gaxI8gdeN0IvYoDL3wxIbyjmHPR6pWwbEEdlQi94i9LS8CrKGfLI/R4vABPHHitCL0NauABAAAAAKitgAMPXEJ3Gjn6T08c+JiYmLp165IosrkIva4DT0foTTjw6hF6dQeeEYHWOvA2m+2HH34gjfvSgWc2sCRCr+vA82eUkJBQr149Mj0BxhMH3mazkZtcrj9tNltlZaWHDryweh8Zr4FHVwr4rl273nLLLffcc49uNyyP0CclJR07dgxPPKn4dsBQhB4EPAAAAAAAtRBw4IFLKNbAk/m6TdfAjxs3Ljc3NyIiQndfzx14SQ28UNOS1mJjY+12e3R0tLBZuodaNfC8BGW8ZROD2MkHeGvdujUePR5Z5MB7KODNYTpCP378+J9//pkZJV7owAu/cX6BvsP79u3br1+/YcOGCXslHHdAHVp1E8zVwNPni3+q0dHR69evHzp0qGI3LIzQjxo16rfffhs9ejTSOEddtAS8VV0FAAAAAACoccADEHAJ+TzwRPw8/fTTSUlJKSkp9NOzoVHomTcCtABmtqf9bf4jvKD1EE9PIycsRxdG6EmzixcvPnTo0HXXXSc8BWE7Rh14xQg9brayshIhFBAQUFJSouJsawl4u93u5+dXVlaGtN+J8HvxG/Pw5r85Bx73XMtcJReNV+NE2/O9koxCLykcoB31pKSkL7/8UqvPNtG4A+oIHXhPIvS4KaMGtVWqmLRgs9lIIAL3X92Br1ev3l9//dW4ceOioiJ6A4jQAwAAAABQywEBD1xCK0LPuJcdO3bs2LEjuvLp2dA88FpqSh6h11KbpCiaQe7AM245GSiLrAwNDW3durVWs3Q7RmvgjTrw6J+ENkLI39+/pKREvhdGK0KPEHrjjTfWrl375ZdfKkboHQ5HRUWFugPPTGhnlMaNG0+dOpVECRj4xkm3Q0JC+O1NROiFDrwcmxdq4A1F6CU18OpYFaGnBTzTuHoNfPfu3d98883Y2Nh+/frxjVvVVQAAAAAAgBoHCHjgErQhLInQE0xH6IVF9cJ9VQS8ULYhvRp4xoEnAl7ef34DQzXwzJVUdODxLm63G/0jEVWEMaNt6F3GjBlTt25dXsBrRegVBbwJ3SvEZrM999xzWp8yw8IjShMy4XnSGjIYoRc68HJiYmJKS0vVv1BJJwmGIvSSGnh1LHfg6T4rOvAEm80WFxeHKK2OYyO4hYEDB+7Zs6d+/foedhUAAAAAAKDGATXwwCUaNGgwZcoUvCyJ0BNuvfXWqKgovGxoEDtGJ8gj9Fq6kawPDg4WbmDIgdd6TSA5LvlTvQaeuZKGHHi8oC7ghYOxM38qOvBaN4BWbz104OXw7i45U3MOvNZrC2REAG/atGnbtm1GC7yZPshHoTfkwONXCVo/DXkjFtbAe+LAMzuSi4D/fPPNN7/99luogQcAAAAAoBYCAh64zIMPPogXaC2qpd8yMjK++eYbvGyiBp7kjYlMEjrwWgF7sl4u4E3XwMtPQauHhhx4dQHP7GJCwAtb1hXwQvtat7ce1sDLMSrghacgj9DzbyJ0adiw4bXXXqu4MQ8+EJPAZxINhmrg77333unTp48bN85QN6qDA6/1PgVfBMjMAwAAAAAAgIMBXIZ+aCYaTzIvNy+iVGQGk++VzDpGl+Jr5b1VIvTqDryHEXo62G9hhN5yB174UkYSoVc5qFURejmSCL2uA8/vgjjpSy+YHpTOKP/v//2/+vXr33LLLfRKc6PQ44W6des+++yzRrtRHWrgCcxNGBwc3LRp07p163rYNwAAAAAAgJoOCHjgMkIBL0lQq9Sx09AuHNHtEgEvidB76MD7+flZ4sDTTj7pbXBwcKNGjbTCwOpCl7+8EKGXOPDqNfDyCL2JGngPSU5OTk5OZlaSTjZr1uz7779v0qSJpAVJHYo6Xo3QG3XgmV7Z7fZffvnFw44BAObgwYO5ubnl5eXNmjVLTEyUv1fav38/Hjq0bdu2vuogAAAAAMiACD1wGdMCXjFCf9ddd91+++19+/ZFIgFvaBA78qeWgJc48A8//PD1119Pd169Bp534Pka+JYtW9LCntlXqyhAAlM2b5WA589FuGDagfeGgOcb97AGXuLAV21gm5zXM888U1BQkJKSItlY8Q2ayhG9FKE3+nZA+BYJADzkxx9/TE5OTkhI6Nev38CBA5OSkpo1a/bhhx/iUUKFPPDAA+3atWvXrp0v+wkAAAAAEuCpCLgML+CRVL8ZjdDfcMMNn3/+eePGjRFlb0pKpm3a88DTYXXJBkIBP2vWLC0H3sMIPZZ8bdq0EZ4O8ypEeCw6JFxVDjyzxmgNvG8ceCYP73K5hLO4Cd9BCCP0VejAC6F/U9HR0fKNLRHwXo3Q44upe0l1cysAYJqlS5f26NHj559/plfu379/xIgRDz74IJmLBAAAAACqORChBy5DywDGgVesgVd/zva2A08LeKHVLKyBN+HA0wpwyJAhv//++9ixY4Wno+LA0yPb8b2qwgi97jfLC3hvoBWhl7/H8fYo9N7AkCa3UMB7KULfq1evxx577K677pLvq/V1gIAHPGTnzp33338//j9CdHR0t27dYmNjd+zYsXnzZoTQ+++/jxB67733qriXAAAAAKAACHjgMt6ugacxWgMvVJsBAQFaegOrCK0aeHqloRp4XgnTujcmJua1117TaoqRIvJ3IsKu1ohB7Lw6Cr1WhF5LwA8cOPDo0aMdO3ZEGgKe/zp88yZCF8VUC0YylYM6Vgl4YYQ+LCzs9ddfN90rEPCAhzz77LNlZWUIoVGjRr3xxhvkze+33347bNiwkydPvv/++4MGDRowYECVdhMAAAAA9IGnIuAywgi9hTXwNJYMYqcl28gGwgi9xIE3EaHXGj9M14GXv1ZAIsFpbQ28rgNvqAae1NVbMqCaFrw4jIqK8vf31xrj7YEHHti+fXtcXBy9izxCXxMdeJKxr1YC3sQNAA484A0KCwszMzMRQl27dn333Xfp3FZKSsq3336L/2l96KGH/v777yrrJQAAAACoAU9FwGWEDryhaeTUn7P5aeSEilcrcI73kkwrRQ9iJ4zQ0w686Qi9pIe6DrzcbBc2pe7Aaw1QR/+p6MBL3uDwR6QvpjfgHfjY2Njff//9k08+0d1XHqHnv5fqUwOvu3FkZCS+MtWhBt7EvwY8IOABCyF175MnT+bvpdatW8+cORMhVFBQMGfOHF93DgAAAAAMAk9FwGVMR+gNiQ2Mhw58w4YNFy5c+Pbbb2u1r+7A05+aqIE37cALz45ew2tL4ThtQiysgTfkwNPyz6sOPN14o0aNJFkMvj+KDnw1idAr1sBjE96Ta16tHHimVyDgAU8oKCjAC+3btxdu8MgjjyQlJSGEXnnllRMnTviuZwAAAABgHHgqAi5jOkLv+xp4hNCDDz4omVsL9wTXwAtfK1gVodcadF1LwAslunAv/ty9WgPvoYDnHXjfROjVIa8t6I5pFQ4ghMLDwz3pqocIA/8SYmJikGdCt0ePHvHx8ddff73pFjDeiNCrvxkEAB7ygk/rB+Ln5zd79myEUElJybRp03zXMwAAAAAwDgh44DISB97yCL2Ho9DrYihCz3wkQV3Aq3iJwlOWHNSrNfBacQDFCD3ewPcRenXokn5mJeJeQvXr16/Kn+Ml1Ss8sbGx6hsLmTRp0uHDhxs3bmy6BYwnL1l4wIEHPOe6667DC7t379bapn///qmpqQiht956a+vWrT7qGQAAAAAYB56KgMtIauAtj9DzNfBCAWn6wd3cIHYmBLyW36gboRceTsWBV7km8i/CqxF63zjwJhoXSkEtB75du3bY065C8MVUzLTXr18fWRGA9xxPRjHUcuBBwAOeQAa5nD59utvtFm5js9kWLlxYp04dt9s9atQoGM0OAAAAqLbAUxFwGc9r4D1x4PndPXfgmWnkXC5Xs2bN8LsDoQOv23/etfaeA8+bw3369GndunWvXr3knURVUQPvmwg9udqmI/TMleGrPxQTBz5g1qxZM2fOVCzFHz169L333tuvXz9v90oXz8scEAh4wFJCQ0NvvPFGhNDGjRtHjhx59OhR4WaJiYkvvvgiQignJyctLe3MmTM+7SUAAAAAqAFPRcBljNbAa4kfFYQCnteZpnWU0IF/7bXXdu3aRctXh8Nh6DUBL7+958DzmyUnJ+/atatnz57yTiLPIvTMQrWK0OOrbe4QTOkEvZJfqA6Kcfz48RkZGYobd+rUacmSJQ0aNPBql1TwJCXBAwIesIQXX3wR/6u4dOnSJk2a3HLLLePHj9+zZw+z2aOPPtqnTx+E0IYNG1q1ajVr1qyTJ09WQXcBAAAAQBt4KgIu48saeJfLhXenJ+sSSkpzjigt4OlxxRkLl4kcGxLwJDQu6Ty/r9yBF8p7E1dAZRA73TC5CQfe2xF6fLU9EfBaDrwnVxuggQg9UA3p3r37e++9h/8BOX/+/MaNG994443t27czmzkcjs8//zwtLQ0hlJ+f//TTT+fk5FRBdwEAAABAG3gqAi7jyxp4Ej7nI/RhYWG0ThPaxbrQPREqCuIYI04tSOAFtlZg2JwDL7nOhjSMJQ68iRp4QyMCmgC3b07OKUbozd1vAMHaQeyqTyACqOmMHDly69at6enpeDRQLfz9/VeuXDlt2jQ8NSMAAAAAVDfgqQi4DK9jvefAo3+8d/5ZKjs7Oz09HelpXTlCo1tLwKsfRdKCCQdeHqH3xITUCorTf3ojQu+bQey8EaFnlDwoRtOAAw9UHzZ1eAAAIABJREFUW66//voVK1acPn36p59+WrVqVXJysnAzh8MxefLkw4cPL126dNy4cbfddluzZs183FUAAAAA0KLqhywGqg+8bkdS/aYlfhTx9/cvKSmhI/TE7KUParfbcRLeELoOvNBe1pUcdLPyCL2WA09vxgcW+BcEwh11MeHA851p1qxZbm5uo0aNNm/erBih9800cuYOQX/jzErE3QPgwJvGknngCSDgAcvx9/fXku7MZsOHDx8+fLgPugQAAAAA6sBTEXAZSQ28YoTeqIBHokHs7HY7I+C1OiBBXmqOKMGJRG8i1JtVr4HnHWBDEXrLa+B1HfjFixcXFhY2bNhQ5egkj+ADB96TCL1i5T8oRtNYEqGHrwMAAAAAAEAIPBUBl+EFOamBV4zQq9fAI1GEnkgsXrJ6IuCF7xcY/5zfQIh6hJ5vCneD9/Dl7SMN5SlHLuCFK4V5ijp16igenb+e1S1Cj9G6MoySB8VoGnOv8zDygRgAAAAAAAAAiNADl6Gfng1F6M09soeGhiKEgoODyRrhQc1JKT4p7Xa7mTVIeYQ2voeIk6wmIvRa0QBhV73twGtdZ8Xj1pQIvaIDDxF60zDjShhCK0IPXwdQJZw/f/6vv/7CyziLBAAAAABVDgh44DKmI/TmauAXLFiwb9++hIQEpkEmQu+JWiPNYlUs8c8V+y8ZhV4xQi8X8DabzZJxvPA3WFlZyZ+4sCdIJGXp9SZq4L0hurCA98Yo9KS3PXr0WLFiRbdu3TzqaC0GIvTAVcN3333Xt29fvFxZWWlhyzt27PjPf/5jYsejR48ihMrLyy3sDAAAAFCzAAEPXEYYJzY0Cr2hpGtycjIzkhAToffEh2eUtlYm33vTyPHy1ZcRevTP4H/qAl5LeBs6urdHoTeamKARCnj+q+/Xr9/hw4c96mXtxhMBDxF6oJYwZcqUL7/80vTuWMYDAAAAtRMQ8MBl6Idm8vBtaB54D40yoth1h6DThdHJWoF2o8JAt4peuCW9RiVCz4y6by5F7HQ6KyoqHA4H79XII/SK0Xphm1dBhB7wEEumkSNAhB64Knn55Ze7d+9uYsd58+YdPXoU8vwAAAC1GRDwwGV8HKHnIRKLd+DNNUX66Q0HXj4KvTAez3eM34Y3Ic2VEtCGP7Pvdddd16xZsz59+sg7bOjoNSVCDwLe29hsNofDUVFRYcklhQg9UIUkJyf/9NNP3mi5efPmzZs3N7HjypUrjx49CpkUAACA2gwIeOAypgW8VQ78sGHDDh06FBERwdfAm5OvBC33m6mB1z0KFti4GNJoDTwvReSFCZIdVZAI+IiIiNzcXOFR+I0Vrz+5Gl4V8J6MQq8YoQc8B6c/PHHgoQYeqA6Eh4erzBgPAAAAAL4EBDxwBWTkM0ac+0bAz58/n27HXO033xPhawihA68iORgBL3fg6SHlAwMDEUJ16tRh+sA0TgRzgwYN6KYsdOC1zktyIooOvFZBgVV4EqEXCnhw4L2B0+m8cOECDGIHAAAAAABgOSDggStgBLzNm4PYybsh/K86TA083wjtwBuyYYkmV3HgaQE/aNCgm266aeDAgUwfmL3wjllZWR06dGCa0u0b009kRMDLHXjdo/vSgbcwQg8OvDcwPdagVfETAAAAAACAqxUQ8MAVYMFZVRF6uhvIMwGv68BjJzwoKIjey4TQ1XXgyZqAgIBHH31Uq5NMHxo3bhwSEkJvVlUO/FUToRcOWwgOvDcw/Z4FIvSALyktLS0sLCwtLT179qy/v39wcHBkZGRYWFhV9wsAAAAAZICAB66AuJQqAp4fu857At5cCxibaBT6jh07vvPOO7i+0ZDmZCSflgPPCw9hYB5d6dITB54uzjfnwGOlqi7+5aPQq0fovaqEw8LCAgIC6tWrZ2Jf4WUEAe8NPHnPwgACHrCWvLy8NWvWrFu3bvfu3fn5+fwGsbGxrVq16tu37+DBgxs3buz7HgIAAACAHBDwwBUwAh5dqQOFGyMvOPC0dPfEfyat8e8CbDbbAw88wOylGKGnF7QceF4uasWDhTvSAt43DryHo9B36dIlPj7+5ptvPnLkCL2jtQQFBe3YsSM4ONjEvsIaeIjQewPPI/TgwAOWc+TIkYyMjBUrVuBBTLQoKCgoKCjYsGHDE088ce+9986cObN+/fo+6yQAAAAA6AICHrgCQw6892rgveTAazXlGwde67h2auJ3iQPvswi90KPWbaFdu3aHDx9GCM2ZM4dp0FqaNWtmbkdw4H2GJ0MVMICAByxhy5Yt/fv3P3HiBFkTGBgYHR0dGRkZEREREhJSXFxcVFR06tSpwsLCkpIShJDb7V68ePHGjRu/+uqrVq1aVV3fAQAAAOAKQMADV2BOwHspQu+JjGcceEUVamENvLoDz2yj5cBbOI2cENJ+QEAAfyLq17/aKmGhAw8C3huYjtCDAw94g9OnTw8ZMgSr9/j4+PT09AEDBnTt2pWZRhTjdru3bt26du3aVatW5ebm5ufnp6Wlbd++3VzwBwAAAAAsB56KgCvg1Roe5g1PgSbcGHk5Qm+JgJc3YihHzWgMS2rg6ZX9+/fv2bNnaGgos5nPIvT0RHcmjk6ufHWTxMKrDRF6b2BhhN7cABAAQDN//nxc2pOenp6bmzt79uybbrpJqN4RQna7vXPnzv/617927dr1xBNPIIT27du3cOFCn/YYAAAAALQBBx64At6BHz58eHl5+dChQ7U2Rl4ehd7zeeCZBiV41YHXaoqpzF+2bJlwM28PYke2YV7WGK3A13qjUeXAKPQ+o2XLlkVFRbGxsZ43BQ484DmrV69GCCUkJCxZssTlcinu5XQ6X3rppW3btmVlZa1aterxxx/3Zh8BAAAAQBV4KgKugBfwgYGBY8eOjYqK0toYVct54IW5dPnhFI/ijVHoVY4IDryHyGvgQSJayOrVq48ePRoeHm50R4jQA94gLy8PIZSWlqau3jE2m+2OO+5ACO3bt88rPQMAAAAA44ADD1wBI+BVNkbVch54QzXwhnLUlo9CL99G2JQKQsNZglUOvFUvcSxHWANv6N0NoIjD4TB3G6j8RgDAKGfPnkUImStix++hSktLLe4TAAAAAJgFnoqAK+AdeN2NUbWfB95ut/s+Qq9yRP4EhdvXLAe+2kboYRC7GgT5Ovz9/RE3sCIAGCIuLg4htGXLFhP74r0aNGhgcZ8AAAAAwCzgwFdfFi9ePG/ePBM77t27FyGEJ8IxijkBXxPngecPp3gUco54eD95hJ7phrApXa/SnANvWsAzDjxE6AGfwf8ShwwZcuTIkXvuuafqOgXUeFJSUg4ePJiZmZmZmXnbbbep75idnb1gwQKEUGpqqtd6BwAAAADGAAFfffn666+3bdtmevfi4mITe3ko4KvnPPDqDryKimvatGl5efmCBQsSEhKQXoRe7q77wIE3MYgd48BDhB7wGfy3EBYW9vzzz1dJZ4CrhrFjxy5atMjtdg8aNOjJJ58cNWpUYmKifJf8/Pzly5dPnTq1pKTEbrePGTPGN10FAAAAAF1AwFdf3n///YkTJ5rY8Z577tm7dy8ODRrllltuyc/PDwsLq5018CpH+frrry9evBgSEkK6arfb3W637iB2PIr1vTXLga+2EXrh1QYHvnpS3W4eoEbTsWPHF154YcqUKWVlZTNmzJgxY0bz5s179+4dFxcXEREREREREhJSUlJSVFRUVFR0/PjxrKysHTt2kN2nT5/evn37Kuw/AAAAANCAgK++BAQEdOjQwcSOwjnbFfn444/xQtXWwNOS1fMIveKYfIpH8ff3x3W5hKSkpHPnzhErnm7KkkHsfFMDr+XAX2UReqiBr87AtwB4icmTJ0dGRk6aNOncuXMIodzc3NzcXN29AgMD58yZM3r0aO93EAAAAABUAdMJEFO1NfDWRuitHYWeZ+vWrTk5OboOvOkIvY8deA8j9MSBr24ILyNE6Ksn8HUA1mKz2R5++OGDBw9mZGTo5ucRQomJiRkZGXl5eaDeAQAAgOpGNX3UBqoccxF679XAW+LAWzIKPY8w8mDOgRfi41HomdPp0qVLgwYNevToYei4igf1JXIHHiL01YHqds8AVxkxMTGzZs2aOXNmXl5eTk7O/2/vzuOiLPf/j1+D7IsghCLuoBJBpqZ+zSVzScU0TT14vqW2ebK00jwaLVbakdRIbTFNH20unRa38rhlip5fp2MGipiIoYIJJi4gGgiEML8/br9zODAM9wzD3Pc183o+evQYZ657+Nz3Ncv9nuu67zsrK+vSpUvFxcVlZWXe3t5+fn6hoaFRUVGxsbERERG8GgEA+kSAh3nansSudg3W7ktZdRK7Bo7AW3hONSPwjXodeGtPYmcwGGpcsqtnz555eXnq/65cAb4xuh4Np7cXD5yJwWCIjIxUMw4PAIAOsc8K8/Qwhb4hE+lrpOJGHYG3UIBdptCrHKivwbZj4H18fBq4EXQe4Os6iZ3eqnVNHNEAAABgGQEe5lmVeO0+D7nhx8DXmEKvhxH42qw6C71jptDXOADeBro9Cz0nsdM/AjwAAIBlBHiYp3IHWsk/jTQC35DnNHsZubo0Rlqofhn2uujqLPRKdA8KCrLqr9T1d3XI8mXkSIx6QC8AAABYxjHwMM+qEfgmTZp4eXmZZqo3XPWsZdsEcquOgTe7VAPZdgy8haoaMoVejebNm3/55ZetWrWy6q/UpvOz0HMMPAAAAOSl011taM7aKfSbN2+24+hZ9b8+ceLEf/7zn9aecKjGCLzl1WmMibtqRtdVjsDbNoW+X79+33///e23375161aVy8bHx1v1J8ziGHjYjCn0AAAAljHoBPOsCo1NmjQZMWJEXFxcY/z1559/fvv27dYem11jBF7l6mg+Am/Hk9jNnj27oKCgc+fONizbEHY/nsJeGIGXCAEeAADALPZZYZ5Vx8DbfW9b/ZHblp9BYToGXtsR+NoRUeXWa8jJ/ByfS01T6I1Go4P/tGUcA69/9AIAAIBlBHiYZ9tZ6B381y0wewy8yr9rFzW2zIgRI3r06FGjjVUnsbNtIzd8S1pL51PoOQu9njGFHgAAwDICPMyzdgp9Y/z1hvwuYHYKfV1P2BixocZf/Nvf/hYQEGC2Tb3XgW/41tAkwOttUjpT6CVCgAcAADCLk9jBPJU70IGBgUIIT09P+/71hv8iYNVl5BT2jXA1hs0bMrTekOMUGukYBwt0fhZ6ptDrGb0AAABgmU53taE5lSPw3333XXl5uYeHhyZ/3QIbjoG3b3hQE+CtOomdbeVpOIVeb8wGeOUKBUajkRF4PSDAAwAAWEaAh3kqg9/tt9/eeH/d7lPoLa+OfSNcjVUw++RMoXckZSPUniCgBHiio67QHQAAAGbpaw8b+qHtDrSfn58QwtpLx1Vn1RR6rUbgmULvSHVtCsdvItSFXgAAALBMp7va0Jzjp15XN2bMmPfff3/06NE2P0ONEfimTZsKIWqfRk6h8wDfkBF4ptCbmD2JnWjYSf7RSEjyAAAAZhHgYZ62Ad7Ly2vatGkNeYYaI/ArVqx4/PHHa1/IrTr7rqz6KfROdgy8aQRebxmsrt9BGIHXDy4jBwAAYBkBHuZpG+AbrnpOa9KkSZs2bdq0aaN+kYZTE+BVXgde0mPg9fbiqWsEvuGbF3antxcPAACATrDPCvNk34GuNxVXJ8VZ6KWbQq+3l5DlAK+3al0TvQAAAGAZAR7myZ5qakyht9y48QK8cpWyup5c5eRte52N3zF0fhI7ptDrGb0AAABgGQEe5sm+J109wKsMsY0xhV5NgG/Uk9h17dq1Q4cO9957rw3L2ka6EXhOYqcfHAMPAABgmU7HyqA52UfgNZ9CHxkZ6e3tfdttt3333XdVVVUNn0JvW3kdOnTIzs62YUGb6fws9IzAS4HuAAAAMItBJ5gne4C3agS+MVY2KiqqoKDgrbfesjB+7rCT2DmSbs9C37dv37CwsF69etW4X/aXujOhFwAAACyTIxJAK/LuT9e4Dry1i9iFr6+vsBi/a0dHJwjwbm5u+ix4/Pjx58+f79evX4379Vmti5P3kwcAAKBRsc8K82QflrTqJHZWNbOWhS2pMjpKN8dbt7PozeIYeP3gGHgAAADL2GeFebLvQFs1At+oY7AW8qHKKfTSJUwlwMvyEpLu9xEAAAC4LGkiARyMEXh7seos9BYG6iXqC7kCPFPo9YMReAAAAMvYZ4V50oXGGmwYgdf5FHqJEqZuLwVvFiPw+kEvAAAAWCZNJICDSRQXzbJqBN4BU+gbcn046X5MIcDDZtK92gEAABxJpv1sOJLsu9FWBfjmzZsPHz781ltvbYxK6g3wXl5eQghPT88//vgjLCzMqmfQJ7mm0Eu3eQEAAOCyCPAwT/Y8Y9UU+iZNmuzcubORKqn3MnLNmjX74IMPwsLCOnfu3L59+9rNJJ1CL8tLSLrN69wMBoPRaJTlxQMAAOBgBHhYIm+qseE68I2k3gDv5uY2depU255Bn+Qa05Zu87oCWV48AAAADsY+K8yTPc/YcBb6RmJhS6rcyHLlYSHbMfABAQEGg8HX11frQiCEVK9zAAAAx5NpPxuOJPtudPUAr+2PEd27dz99+nRQUFDth1QWJt35COSaQv/555+fO3fO7NkH4HiyvGwAAAA0QYCHedKFxhrqvbi6w+zevbuuh1RuZOkO0u7UqdOlS5dCQ0O1LkSVmJiYmJgYravAf5H3kwcAAKBREeBhXnh4uOn/MtLPCLwFznoZuW+++eb69etmJx0Alkn0OgcAAHA8AjzMi4uLO378eKdOnbQuxEYGg0E5nbXQcSRQWZh0I/Cenp6enp5aVwEpSfdzFQAAgCMR4FGn6OhorUtoEDc3t8rKSqHj6KsymXOadLgOnf/oBgAAoC0iAZyWKfHqNvqqTCmMScJ18DoHAACwQKfBBmg402Hwuo0EKo+Bl24KPWAzfq4CAACwgEgAp2UK8LqNvozAA2bxagcAADCLY+DhtPQ/hZ4ReKAGojtQn5HHj09+4YWa93p5iZkzRbNm/3Xn1atNhUjcu7f/H3+oap+bKz74QFRWmvmrtKc97Wmvw/ZpaROE6PDHHy4WaY1wOt27dxdCjB49WutCNKZcxkw5F70+JSQkCCGefvppy82SkpKEENOnT3dMVYCGvL29hRALFiyw79NOnDhRCLFu3Tr7Pi3gYN27dxdiqRBGs/99/HHN9gMH7q+rsdn28+bV2Zj2tKc97XXbftas5JoPOzUX+7kCrkTl+LaGVA6qMwIP16HnNyygD9tuuy1k8uTJNe719xcTJtRs2rt3yr59Xw8ePOLee+9V0/6ZZ0RgoCgvN/NXaU97B7T/+eefi4qK+vfvr5N6aK//9mvXfpmWtq9Ll7vNLObEtP4FAfbHCLwiNDRUCOHu7q51IXV6+eWXhRDPPPOM5WbLli0TQjz77LOOqQrQkK+vrxAiMTHRvk/LCDycg7Xf76+//roQ4pVXXmnUqgB7adOmjRDi0qVLWhcCabjm9ztjenBaykns9Dygp7I25fusdevWjVwOoD09v2EBAI3qxo0bQoiKigqtCwF0jSn0cFr6n3mucpL/uHHjTpw40alTJ4cUBWiJay4AAABYQICH05JlBF5NhVFRUY1fDgAAAABd0+/gJNBASoDX8wg8g42AWbwpAAAAzNJvtgEaSP8j8Hr+cQHQBL9qAQAAWEB+gNNyd3cX+g7JZBWgBt4OAAAAFug32wANpP8p9Pq/Uj2gCd4UAACd++233zT868XFxe+//35BQYGGNUAr+s02QAPpfwq9nmsDNMG0FACA/n366aetWrVau3athgU8/fTT77zzjlYFQEMEeDgt/U+hZwQeAABAOmfOnBFC5OTkaFVAaWmpEKKsrEyrAqAh/WYboIFkGYHXc4WAg/GmAAAAsIAAD6eljMDrOQk0b95cCBESEqJ1IYBe6PkNCwAAoDl3rQsAGov+T2I3efLkTp069erVS+tCAL0gwAMAAFhAgLfFxIkThRBjx44dO3as1rWgTvoP8G5ubn379tW6CkB3iPEAAABmEeBt8dlnnwkhOnbsSIDXM/0fAw+gBo6BBwAAsIAAD6el/7PQAzCLAA8HKCkpuXTpUklJyfXr1728vPz9/UNCQgIDA7WuCwAASwjwN/32229Hjx61apFTp07t2rWr+j3Dhw+3a1FoEEbgAenwhkWjys7O3rp1665duzIyMvLy8mo3CAsLi42NjYuLe+CBBzp06OD4CgGodP78+ZYtW2pdBaABAvxNycnJkyZNsmqRzz77TJlLb2I0Gu1aFBpE/8fAAzCLGA+7y83NTUhI+OKLLyx/U+fn5+fn5+/Zs2fOnDmTJk1auHAhCUGH/v3vf+/cufPVV1/18PDQuhankpGRUVpa2qNHD60Lqd/y5cufeeaZTZs2cTQrXBAB/iYvLy+tS4Cd6f8ycgBq4A2LxpCSkjJy5MiLFy+a7vH19W3evHlISEhwcHBAQMC1a9cKCwuvXLly6dKl4uJiIURVVdWaNWv27t27c+fO2NhY7WqHGfPnz9+9e/fQoUP79++vdS1OZdiwYZcvX7527Zqnp6fWtdTjzJkzQoicnBytC5HDt99+27x5827dumldCOyDAH/T+PHjly1b9vzzz1dUVAghoqOj77///roaL168WAjRt2/ffv36Oa5EWIkReEA6nMQOdldUVDRu3Dglvbdp02bChAmjRo3q06eP8iNvDVVVVampqdu3b9+wYUNmZmZeXt7YsWMPHz7s7+/v8MJRpxs3bgghlB022NG1a9fKy8vLy8v1H+ChXkFBQVxcXKdOnX755Reta4F9EOBvMhgMM2fO7Nev34QJE7KzszMzM/v27fvOO+/4+vrWbqwE+CFDhsybN8/RhUI1AjwAYOXKlbm5uUKICRMmfPTRR35+fhYau7m59erVq1evXq+88spLL72UlJR08uTJ1atXz5o1y1H1AoA9lZaWGo3G69eva10I7IZs81969Ohx+PDh+Ph4IcSHH37Ys2fPY8eOaV0UbMQUekA6jMDD7jZt2iSEiIiIWLt2reX0Xp27u/vixYsHDRokhNiwYUMj1gcAgDUI8DUFBgZ+8cUXq1at8vb2Pn78eM+ePVevXs3Z6WTECDwgHQI87C47O1sIMXbsWGtnBRsMBuUH/ZMnTzZKZQAAWI9sY4bBYHjiiScOHjx46623lpWVTZ06NT4+vqioSOu6YB0uIwcAUCaO2nYQe1BQkBCipKTEzjUB5owaNeq+++6z73Nevnx52LBhzCIBnAkBvk5dunRJTU195JFHhBAbN27s1q3bjz/+qHVRsIIyhZ4ReEAijMDD7sLDw4UQKSkpNiyrLNWqVSs71wSYs3379h07dth31ufBgwd37969bt06Oz4nAG2RbSzx8/P75JNPlKPmzpw5079//6SkpKqqKq3rgiqMwAMABg4cKITYsWPHjh07rFowPT191apVQgjlSHhARsrPARwKCjgTAnz9Jk2adOjQoTvuuOPGjRvPP/98XFyc1hVBFUbgAekwAg+7e+qpp9zc3IxG45gxY+bOnXv69Ol6F8nLy0tKSurXr19xcbGbm9uTTz7pgDoBAFCDy8ipEhUV9eOPP86aNWvlypW7d+/Wuhyowgg8IB0CPOyuR48e8+bNe/XVVysqKhITExMTE6Ojo4cOHRoeHh4cHBwcHBwQEFBcXFxYWFhYWHjhwoXk5OS0tDTT4gsWLOjevbuG9QMAUB0BXi1vb+8VK1YMGjRoypQpV69e1boc1I+z0AMAhBBz584NCQmZPXt2aWmpECIzMzMzM7PepXx9fZcuXTp16tTGLxCALqxfvz49PX3x4sX23Xv8xz/+0b59+9tvv92OzwlXRraxzvjx43/99dfc3Nzc3NxZs2ZpXQ4s4TrwgHQYgUdjMBgM06ZNy8nJSUhIiIyMrLd9ZGRkQkJCdnY26R1wKYmJiW+99daZM2fs+Jxnz569//77lbNiu6zffvvt8uXLWlfhPBiBt1pgYGBgYKDWVaB+jMAD0iG6o/G0aNFi0aJFCxcuzM7OPnbsWFZW1qVLl4qLi8vKyry9vf38/EJDQ6OiomJjYyMiIngpAi6osrLS9H97Ua5kqfzfNVVUVMTExISFhamZ+gQ1CPD1KCkpuXTpUklJyfXr1728vPz9/UNCQgjwUiDAA5IiO6HxGAyGyMhINePwAICGu379elFREZdCsCMCvBnZ2dlbt27dtWtXRkZGXl5e7QZhYWGxsbFxcXEPPPBAhw4dHF8h1GAKPSAd3rAAAAAWEOD/S25ubkJCwhdffGH5V6L8/Pz8/Pw9e/bMmTNn0qRJCxcubNmypcOKhEqMwAOSIsYDAACYRYD/j5SUlJEjR168eNF0j6+vb/PmzUNCQpTLzFy7dq2wsPDKlSvKUXNCiKqqqjVr1uzdu3fnzp2xsbHa1Q4zuIwcIB1OYgf9KCsrM511qXXr1toWAwCAggB/U1FR0bhx45T03qZNmwkTJowaNapPnz7KNOwaqqqqUlNTt2/fvmHDhszMzLy8vLFjxx4+fNjf39/hhaNOjMAD0iG6Qz/2798fFxen3Lbv0Zt79uz5+OOPb9y4Ye2COTk5QoiDBw/Gx8eraX/8+HEhxKZNm06cOKGmcdOmTdX8VJGfn3/58uWYmJh637BlZWUnTpyIjIwMCAio92lPnDjh6+vbtm3belseO3ZMCPH6669/8MEHllv+8ccfx48f79Chg5qzF508edLd3V3NoZEFBQV5eXkxMTFm9xKrq6ioyMjIaNeuXbNmzep9WuVlNmHChHpbXrly5ddff42JifHw8LDc8vz580KIQ4cOqXnNKNdZfPjhh+tdr6tXr+bk5ERHR3t5eVluWVVVlZGR0aJFi+bNm9dbwJUrV4QQU6dO9fb2ttwyPT1dCLFu3bqDBw9abmk0GjMimGX9AAAgAElEQVQyMm655ZawsLB6C1A214wZM+rdpc/IyBBCbNiwQblhwe+//y6EOHfunJouOH/+fEFBgZo31y+//CKE2Lp1a73nzFe6taCgQE0BFy9evHDhQkxMTL37z+Xl5ZmZmREREU2bNrXcsqKiQghx/fp1NQVcvnz5t99+i4mJUXbj6/XTTz8JFzxHoBFGo9FofOONN5QNMmHChOLiYpVLVVRUzJkzR1lwyZIljVqhet27dxdCjB49WutCNJaUlCSE6Nu3r9aFAFCrffv2QojVq1fb92knTpwohFi3bp19nxbObefOnY20szR69GjH7usBgDObPXu2fT+ldY4R+Js2bdokhIiIiFi7dq2np6fKpdzd3RcvXnzo0KHk5OQNGzZwZXhdYQQekA4j8HAFK1aseOihh2xY8OOPP961a9dDDz2k8ieAioqKo0ePdunSpd5x2vz8/GeffTYsLOzdd9+t92lfeumlU6dOvfHGGx07drTccvv27WvWrLnvvvsefvhhyy2LioqeeOKJoKCg1atX11tAUVFRbm7u7bffXm/LvXv3rlq1avDgwVOnTrXcsry8fNKkSV5eXuvWrav3ad98883U1NTnn3++R48ellv+8MMP77zzTt++fWfMmFHv0/76669CiHbt2tXbcu3atdu2bXvttddiYmLqbZyent6hQ4d6h0mFEHl5eRUVFWrmIKxevXrPnj1PPPHEkCFDLLfMyMiYP39+TEzMa6+9Vu/Tnj9/vqSkpN7XlRCivLz82LFjXbt2rXec9vTp0y+++GJkZOTChQvrfdoLFy4UFRVFRUXV21L9m0sI8csvvzRr1kzNHISEhIScnJzFixfX2ws3btxIT0+PjY2tdxKEEOLkyZP+/v5qztj12muvZWZmzp8/Pzo62nLL3bt3f/jhh0OHDp0yZUq9T5udne3l5dWqVat6Wy5cuDAtLe3FF1/s1q1bvY2FEO+9997333/fpUsXNY2dBgH+puzsbCHE2LFj1ad3hcFgiI+PT05OPnnyZOOUBhtxDDwgHY6Bh3707t37wIEDjfHM4eHhf/rTn2xY8MCBA7t27brzzjvVL/7ggw+qaXbq1CkhhL+/v5pnfuutt4QQgwcP7tWrl+WWyqV8OnfuXO/T5ufnCyG8vb1t2zJ1KSoqEkJERETU+7QlJSVCCHd3dzUFrF+/XgjRt2/f+++/33JL5UCJtm3b2ne9Ro8effr06XojlsK+f1qxZ88eIYSal2JoaOj8+fNDQ0Mboww1UlNTX3zxxWbNmtm9AJVvLqssWrQoJydnyJAhynRay/73f//X7gUsX748MzPznnvuufvuuy23VE4REhkZad8N++mnn6alpfXr12/EiBFq2m/duvX77793td0GAvxNyrETth3EHhQUJP7vox/6oRzBxQg8AMAGQUFBvXv31roKB1G+K11tJ1henp6eKtM7AOdDgL8pPDw8JycnJSXFhmWVpdRMC4EjMQIPSIcReEAT7dq1e+yxx1TOWQUAaIgAf9PAgQNzcnJ27NixY8cOlXM2FOnp6atWrRJCDBo0qNGqgy04Bh6QFAEecLAmTZp89NFHWlcBAKgf2eamp556ys3NzWg0jhkzZu7cuadPn653kby8vKSkpH79+hUXF7u5uT355JMOqBPqMYUekA7RHQ5TUlJy5syZjIyMlJSUo0ePZmdnX716VeuiAACoByPwN/Xo0WPevHmvvvpqRUVFYmJiYmJidHT00KFDw8PDg4ODg4ODAwICiouLCwsLCwsLL1y4kJycnJaWZlp8wYIFas42AUdiCj0gHabQo1FlZ2dv3bp1165dGRkZyvnVaggLC4uNjY2Li3vggQfUnIsbrqlVq1YGg4FjJwFoggD/H3Pnzg0JCZk9e3ZpaakQIjMzMzMzs96lfH19ly5dWu/lSeB4TKEHAChyc3MTEhK++OILo9FooVl+fn5+fv6ePXvmzJkzadKkhQsXqrnwElzN22+//de//jUyMlLrQlC/8PBwX19fNZemA2RBgP8Pg8Ewbdq0cePGLVu2bOPGjfXOoo+MjBw/fvxzzz3XokULx1QIqyhT6BnKAyTCCDwaQ0pKysiRIy9evGi6x9fXt3nz5iEhIcoMu2vXrhUWFl65cuXSpUvFxcVCiKqqqjVr1uzdu3fnzp2xsbHa1Q498vT0JL3LIjw8PC8vLyAgQOtCALshwNfUokWLRYsWLVy4MDs7+9ixY1lZWcrXeVlZmbe3t5+fX2hoaFRUVGxsbEREBHuZesYIPCAdPlRhd0VFRePGjVPSe5s2bSZMmDBq1Kg+ffooP/LWUFVVlZqaun379g0bNmRmZubl5Y0dO/bw4cO2XWUWgB40a9ZM6xIAeyLAm2cwGCIjI/l5VWqMwAOS4m0LO1q5cmVubq4QYsKECR999JGfn5+Fxm5ubr169erVq9crr7zy0ksvJSUlnTx5cvXq1bNmzXJUvS4qJCTktttui4mJ0boQANA7Arx+HTp0aMOGDTYseO7cOSFERUWFvSuSTLt27dzc3Nq3b691IQDUYsoM7G7Tpk1CiIiIiLVr13p6eqpcyt3dffHixYcOHUpOTt6wYQMBvrF5eHhkZGRoXQUASIAAr1/z5s3btm2bzYtXP9jPNXXt2vXcuXOhoaFaFwLAOozAw46ys7OFEGPHjlWf3hUGgyE+Pj45OfnkyZONUxoana+vrxDCx8dH60IAwG4I8A1VVlZ2+fJl5Xbr1q3t+MxvvfVWv379bFhwy5YtBw8eHD16tB2LkVRYWJjWJQCwGgEednT9+nUhhG0HsQcFBQkhSkpK7FwTHGX8+PHFxcVjxozRuhDA2ShHqionnIKDEeAbav/+/XFxccptyxensVZUVFRCQoINC164cOHgwYOWD/MDAB0iusPuwsPDc3JyUlJSbFhWWYrLfcvLy8uLC/0CjWHUqFGPP/74lClTtC7EFXG0IQBAX4jxsKOBAwcKIXbs2LFjxw6rFkxPT1+1apUQYtCgQY1SmQvgvQw4q7CwsA8//PCOO+7QuhBXRIAHAOgF14GH3T311FNubm5Go3HMmDFz5849ffp0vYvk5eUlJSX169evuLjYzc3tySefdECdTqlPnz7t2rVTfkMBoH/t2rXz8PBg2pHOMYW+oXr37n3gwAGtqwAAZ0B0h9316NFj3rx5r776akVFRWJiYmJiYnR09NChQ8PDw4ODg4ODgwMCAoqLiwsLCwsLCy9cuJCcnJyWlmZafMGCBd27d9ewfh0KCQlxc3MLDg6ut2WvXr3OnDnT+BUBsI+PPvrorbfeat68udaFwBICfEMFBQX17t1b6yoAwHkQ42Ffc+fODQkJmT17dmlpqRAiMzMzMzOz3qV8fX2XLl3KEdS1rVu3Ljc3t2PHjloXAgm0adPGy8srMjJS60KgioeHB+ld/wjwAAC9ILqjMRgMhmnTpo0bN27ZsmUbN26sdxZ9ZGTk+PHjn3vuuRYtWjimQrmEhISEhIRoXQXkEBkZmZeX16xZM60LAZwHAR4AoC/EeDSGFi1aLFq0aOHChdnZ2ceOHcvKyrp06VJxcXFZWZm3t7efn19oaGhUVFRsbGxERAQvQsBebrnlFq1LAJwKAb4eJSUlly5dKikpuX79upeXl7+/f0hISGBgoNZ1AYATIjWhsRkMhsjISCb0AgAkRYA3Izs7e+vWrbt27crIyMjLy6vdICwsLDY2Ni4u7oEHHujQoYPjKwQAp8RZ6AEAACwgwP+X3NzchISEL774wmg0WmiWn5+fn5+/Z8+eOXPmTJo0aeHChS1btnRYkQDg3AjwAAAAZhHg/yMlJWXkyJEXL1403ePr69u8efOQkBDlMjPXrl0rLCy8cuWKctScEKKqqmrNmjV79+7duXNnbGysdrUDgDMgugMAXBbT0KAGAf6moqKicePGKem9TZs2EyZMGDVqVJ8+fdzdzWyiqqqq1NTU7du3b9iwITMzMy8vb+zYsYcPH/b393d44QDgPNh3AQC4rMcee6xVq1a33nqr1oVA19y0LkAvVq5cmZubK4SYMGFCZmZmUlLS3XffbTa9CyHc3Nx69eo1f/78o0ePzpkzRwhx8uTJ1atXO7RiAAAA2IO7u7ubm5unp6fWhcClTZs27ZtvvvHx8dG6EOgaAf6mTZs2CSEiIiLWrl3r5+encil3d/fFixcPGjRICLFhw4ZGrA8AXAAj8AA04eXl9dlnn61du1brQgCgHkyhvyk7O1sIMXbsWGt/fDUYDPHx8cnJySdPnmyc0gDAVRDdAWjlz3/+s9YlAED9GIG/6fr160II2w5iDwoKEkKUlJTYuSYAcEnEeAAAALMI8DeFh4cLIVJSUmxYVlmqVatWdq4JAFwMU+gBAAAsIMDfNHDgQCHEjh07duzYYdWC6enpq1atEkIoR8IDAAAAANAYCPA3PfXUU25ubkajccyYMXPnzj19+nS9i+Tl5SUlJfXr16+4uNjNze3JJ590QJ0A4MQYgQcAALCAk9jd1KNHj3nz5r366qsVFRWJiYmJiYnR0dFDhw4NDw8PDg4ODg4OCAgoLi4uLCwsLCy8cOFCcnJyWlqaafEFCxZ0795dw/oBwAkQ3QEAACwgwP/H3LlzQ0JCZs+eXVpaKoTIzMzMzMysdylfX9+lS5dOnTq18QsEAJdAjAcAADCLKfT/YTAYpk2blpOTk5CQEBkZWW/7yMjIhISE7Oxs0jsA2AVT6AEAACxgBL6mFi1aLFq0aOHChdnZ2ceOHcvKyrp06VJxcXFZWZm3t7efn19oaGhUVFRsbGxERAR7mQBgR3yoAvV58oMPxtU+366fn1i2THTo8F93pqWJuXPFH3+YeRbaO6b9m28OEOK7ffvC7r1XF/XYq/2pU9OE+K7GnRLVT3vdtv/pp0Qhnnv55a7Llqlqn5b2ghCjr10z81ecGAHePIPBEBkZqWYcHgBgX8R4oG6ds7LaZmWZeSA+vuYO7u7dwsKldWjvgPZHjoQLEZ6fL/LzdVGP/drfIcRdNe6Sqn7a67Z9VyHEkSPq28cIEXP27N46/5IzMhiNRq1rgJ3NmjVr2bJlS5cufe6557SuBQCs0KdPnwMHDnz99dejR4+249NOmjRp/fr169atmzhxoh2fFnCwWbNmLVu2/ckn3xg3blyNh7y9RZ8+wu2/j4ysqBD/+peorDTzVLR3TPvXX09esGDhwIEDX3rpJT3UY6/2772XtHXrC6tWrXziiSf0UA/tnab9Cy+8/NNPPyUmJvbq1UtN+8TERXv3frNu3XSX+n5nBN4K5eXlV65cEUKEhYVpXQsAOC1G4IG6ZXXufHbIEFVNPTzEwIFWPDXt7d5+6FCPBQv29OjRTU2X6bD+utpv2HBKiCr91EN7p2l/yy1HhNjTtetz9b5llPYff5whxI9CTLfiL8mPAG+Fffv2xcXFCSGYtgAAjYHoDsCZ9O/f/9SpU+3bt9e6EADOg7PQAwD0grPQA3AykZGRTZo00boKO+vZs6efn98dd9yhdSGAKyLAAwD0hQAPAHo2ZcqU4uLi//mf/9G6EMAVEeABAHpBdAcAALCAAA8A0Aum0AMAAFhAgAcAAAAAQAIEeACAXjACDwAAYAGXkbNChw4dEhIStK4CAAAAAOCKCPBWiIqKWrRokdZVAIDTYgQeAADAAqbQAwD0ggAPAABgAQEeAAAAAAAJEOABAHrBCDwAAIAFBHgAgF4Q3QEAACwgwAMA9IUYDwAAYBYBHgCgF0yhBwAAsIAADwAAAACABAjwAAC98PDwEEI0adJE60IAAICjubm5CXYD6uOudQEAANw0c+bMtm3b9u7dW+tCAACAo82YMaNly5Z9+/bVuhBdI8ADAPRi2LBhw4YN07oKAACggSFDhgwZMkTrKvSOKfQAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwAAAAAABIgAAPAAAAAIAECPAAAAAAAEjAXesC0FgSExOXL1+upuXZs2erqqqaNGnS2CXZS2VlpdFodHeX5tVbVVWlbGGDwaB1LapIV7DRaKysrHRzc3Nzk+NHSekKFkJUVlYKIeT6oDAYDG3btjUYDBcvXtS6HMBu1H+///7775cvX5bro0YN6b6kVJLuY1YNGb/v1FDWy/lehFVVVUajsXXr1rLsZrvm97scfQOrtG/fXghRUFBQUFCgfqmqqqrGKqhxVFRUaF2CdW7cuKF1CdaRruDKykpl70cW0hUsJPygyMnJUW4YDAblsxGQl23f7zJ+1Kgh3ZeUStJ9zKrBi1AuZ8+e1boEK7jg97vBaDRqXQPs79dff1X5QVlYWNizZ8+goKCvv/66sauylwceeODKlSubN28ODg7WuhZVZs2adfjw4SVLltx5551a16LKe++9t2nTpqeffnr8+PFa16LKP/7xjyVLlowcOXL27Nla16JKRkbG9OnTb7vtthUrVmhdiyqlpaVxcXE+Pj47d+7Uuha1/vznP+fn5//zn/9s3bq1EMLHx6dly5ZaFwU0lPrvdyHE8uXLly1bNnny5Mcee6xRq3Kw5557Li0tbenSpd27d9e6FnsaOHCg0Wjct2+fMw3qHjlyZObMmV27dn377be1rsWePvnkkzVr1jzyyCOPPPKI1rXY04wZM9LT0z///PNevXppXYtaLvj9zgi8c2rXrp3KlgEBAUIIDw+PAQMGNGZF9uTp6SmE6NOnT4sWLbSuRZVmzZoJIe644w5ZNvKWLVuEEB07dpSl4KysLCFEy5YtZSnYy8tLCNG0aVNZCi4uLhZCNGnSRJaChRDe3t5CiLZt27raD/Nwbuq/38X/ffu0a9dOoneuGtJ9q1plwIABzhTglZHCoKAgJ+usffv2CSHat2/vZOsVGBgohAgPD4+IiNC6FtTJqQ5HAQAAAADAWRHgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAd7V+fr6enh4BAYGal2IFQIDAz08PHx9fbUuRC1l80q0kZs2bSqkKlgpVSlbCtK9JDw9Pb29vSUqWAgRGBjYpEkTf39/rQsBNCPdZ6NK0n2EqhQYGNi0aVODwaB1IfbkrJ0l3Z6SSs7aX07GYDQata4BGktNTW3atGnnzp21LkStrKysq1ev9uzZU+tC1Lpw4cLPP/88ZMgQrQtRq6SkZN++fcOHD3d3d9e6FlUqKyt37dp19913BwQEaF2LWvv37+/UqVOrVq20LkSttLQ0b2/v6OhorQtR6/Tp05cuXerdu7fWhQCaKS8v/+6774YMGeLt7a11LfZ04cKFY8eODR48WOtC7Oznn382Go1dunTRuhA727t3b0xMTFhYmNaF2FNZWdmePXvuvfdeLy8vrWuxp/Pnz2dmZg4aNEjrQmAJAR4AAAAAAAkwhR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAd51HTp06C9/+UvHjh19fHxCQkJ69uy5ePHioqIirevSqeLi4iNHjnz11VcfffTRjh07CgsL613Eti1MvyiMRuOGDRvWr1//22+/WWjGRlavvLx8zZo1Q4cObdOmjY+PT0xMzIQJE/71r39ZXootDMiI96Cebdu2bf369SUlJfW2lKsf1a+X/jlsr8/BbFgv6JERLikxMdHNzczPN23btk1NTdW6On3517/+NWDAgBobymAwjBw58siRI3UtZdsWpl9Mli1bpqz7zp0762rDRlYvKyurW7duZr8FHn300YqKCrNLsYUBGTnfe3DmzJlmP76q+/7777UuU5ULFy40adJECJGbm2u5pVz9qHK99N+VjtzrcyQb1kv/neWyCPCuaOXKlaY3Xlxc3GuvvTZr1qz27dsr97Ro0aLeLxXXsWbNGuULySxPT8/169fXXsq2LUy/mKSkpHh4eCgrXleAZyOrl5+f36ZNG2Ud27dvP2PGjFdfffWBBx4w7W3MnTu39lJsYUBGTvkeHDFiRF1fxCayBIklS5YoBVvuCOn6UeV66bwrHbnX50i2rZfOO8uVEeBdTn5+vo+PjxDC3d39H//4h+n+8vLyP/3pT8q78cEHH9SwQv04evSop6ensk0GDRqUnJx88eLF8+fPb9++/a677lLud3d3//e//119Kdu2MP1iUlRUFBERYfpuMBvg2chWGTlypLJ2Tz/9dPXB9p9++snf318IYTAY0tLSqi/CFgZk5KzvwY4dOwohAgICBtTt6NGjWpdZv6NHj/r6+iodYSHUSdePKtfLqO+udORenyPZtl5GfXeWiyPAu5wXXnhBea+++OKLNR76/fffW7duLYRwc3M7ffq0JuXpyoQJE5Rt9dBDD1VWVlZ/qLKy8pFHHlEe7d27d/WHbNvC9IuiqqoqPj5eVGM2wLOR1fvhhx+Utb733ntrvIyNRuMHH3ygPPryyy9Xv58tDMjIKd+Df/zxhzJ4OHbsWK1rsUVVVdXZs2d37tz5+OOPe3t7m77dLARdKfrRhvXSeVc6cq/PkWxbL513losjwLuWqqoq5ec0IcTJkydrN5g9e7by6LJlyxxfnq6UlZUpX0je3t55eXm1G/z+++/NmzdXNldOTo5yp21bmH4xWbVqlbKm0dHRdQV4NrJVJk+erKzXrl27aj967dq1jh07tmvX7r777jPdyRYGZOSs78FffvlFKdvswT76FxcXJ8ypK+jK0o/WrpdR313pyL0+R7JtvYz67ixwFnrXkp2dferUKSFEdHS06ROnulGjRik3du3a5dDK9CctLa2srEwI0bdv31atWtVu4O/v37dvX+X28ePHlRu2bWH6RfHzzz/PmDFDCDFlypT777+/rmZsZPVu3Lixbds2IURYWNjgwYNrNwgICDh58uSZM2eUZgq2MCAjZ30Pnjx5Urlh+mFXLn/88YdV7WXpR2vXS+i7Kx251+dItq2X0HdngQDvWo4dO6bcGDp0qNkGffr0UY5iysjIcFxZupSXl6fciImJqatNWFiYcuPGjRvKDdu2MP0ihCgpKYmPjy8rK4uOjn777bcttGQjq3f8+HHlIjEjR450d3dXuRRbGJCRs74Hs7KylBuSBolNmzZdqmbgwIGW28vSj9aul9B3Vzpyr8+RbFsvoe/Ogtr9OTgH07sxPDzcbAN3d/fmzZufOXMmLy/v+vXrplOSuKCuXbuuW7dOCNG9e/e62qSlpSk3br31VuWGbVuYfhFCPP300ydOnPD29v7yyy/9/PwstGQjq5eZmancaNu2rXIjIyPjyJEjBQUFwcHBPXr0iIqKMhgMNZZiCwMyctb3oDISaDAYWrduvXDhwh07dmRlZV27dq1ly5b9+vWbPHny4MGDa3+O6UdgYGD1f5pOJ1YXWfrR2vUS+u5KR+71OZJt6yX03VkgwLuWS5cuKTeCg4PrahMcHHzmzBkhxMWLF03XwHBBHTt2NDsbymT//v0//vij0jIyMlK507YtTL+sW7fu008/FUK8/fbbt99+u+XGbGT1TFPgwsLCfvrpp2nTph06dKh6gzvuuOPNN9+sMXTAFgZk5KzvQSUjubu7x8TEmNZRCJGTk5OTk7Nu3bqRI0euXbu2WbNm2tVoT87aj0LfXenIvT5Hsm29hL47CwR411JSUqLcsPBBExISUqMxasvIyDBdHeSVV14xXV3Tti3s4v3yyy+/PPXUU0KIP/3pT0888US97dnI6hUVFSk30tPTp0+fXlFRUaNBenr6sGHDli1bNnPmTNOdbGFARs76HlSCREVFxaVLlzp06DB8+PDQ0NAzZ86kpqYqh+xu27YtLi5u//791c+FLi9n7Uchc1fad69PP+paLyFzZ7kCjoF3LaWlpcqNgICAutqYHrp+/bojapJNRUXF22+/3aNHj8uXLwshHn300YkTJ5oetW0Lu3K/lJWVxcfHl5SUtG/ffvXq1WqmY7GR1TPtLrz//vsVFRV33XXXtm3bcnNzCwoK9u/fbzpT4KxZs5KTk01LsYUBGTnle7C0tDQ3N1e5PX/+/KysrBUrVsyfP3/NmjXHjh376KOPlDU6ePBgUlKSppXajVP2o5C2Kxtjr08P6l0vGTvLdTAC71pMP5IVFxfX1ebatWvKDS8vL0fUJA+j0bht27Y5c+aYLq3x6KOPrl692s3tPz+E2baFXblfZs2adfToUXd3988//zwoKEjNImxk9aqfJXjq1KkrVqwwvVwHDBhw9913JyQkJCUlGY3GhISElJQU5SG2MCAjp3wPlpaWvvbaa0KI2267LT4+vvpDBoPhscceq6ysVKZuLVu27MUXX1R/tk7dcsp+FBJ2ZePt9WlLzXpJ11muhs3tWkznBlNOTG2W6SF/f39H1CSJ06dPT506de/evco/w8LCPvjgg9GjR9doZtsWdtl+2bhx48qVK4UQiYmJvXv3VrkUG1k90/ly2rRps2TJkupfz0IIg8Hw2muvrVu3Lj8/PzU1NTs7OyIiQrCFATk55YH0ickAABMNSURBVHswODh43rx5Fho8/vjjb731VlZW1pUrV1JSUu666y5HldZYnLIfhWxd2ah7fRpSuV5ydZYLYgq9awkNDVVuWPiguXLlinLDwvE8LqWysvLdd9/t0qWL8nnn7+//2muvZWVl1f68E7ZuYdfsl6tXr06ZMkUIMXTo0NmzZ6tfkI2snml3YciQIWbP7e/n59evXz/l9uHDh5UbbGFARq75HnRzc7vzzjuV29nZ2doWYxeu2Y9CN13pgL0+TVi1XvXSSWe5LEbgXUvnzp2VGxcuXDDboKqqSjnVZIsWLVTOZ3Zu5eXlY8aM2bVrlxDCzc1t2rRpr7zySvPmzetqb9sWds1++f33369evSqE2L17d/XzptQQFxen3HjooYfWr18v2MjWUEbURbXVr61Tp07KDdP+B1sYkJHLvgdNH3S6OsbYZi7bj0IHXemYvT7Hs3a91NC8s1wZAd61xMbGKjeqn7CqutTUVOUwHlNLV1ZZWfnQQw8pn3cxMTGffPJJz549LS9i2xamX6zCRlbvtttuU26cO3eurjbKCWyEEKZ9C7YwICOnfA/m5eXduHHDYDC0a9eurjamz7cGBhKdcMp+FDJ0pcP2+hzMhvXSf2e5OAK8a4mMjIyIiMjOzk5LSzt37lyrVq1qNNi+fbtywzTs6coWLVq0adMmIcSQIUM2b95s4RSjJrZtYdfsl6ZNmyqnSDFrz549P/zwgxDioYceUi5h2qVLF+UhNrJ6d955p5+fX0lJyU8//WQ0Gs2e5N80cz46Olq5wRYGZOSU78HZs2d/+eWXQojDhw9369atdgOj0XjkyBHltmlOr9Scsh+FDF3psL0+B7NhvfTfWa7OCBfz/PPPK12vnHq6uoqKCmW8zs3N7fTp05qUpx9lZWUtWrQQQrRq1aqoqEj9grZtYfqlhoSEBGWD7Ny5s/ajbGT1TOeP3bhxY+1Hv/nmG+XRDh06VFVVme5nCwMycr73oOkzKj4+vvpnlMnGjRuVBr169XJ8eTYYNmyYUnBubm5dbWTsx3rXS+dd6eC9Poexbb103lkgwLuc8+fP+/j4CCECAgLS09NN91dVVZki0+TJkzWsUCc+++wzZWssXLjQqgVt28L0Sw2WAzwbWT3TAHtwcPA333xT/aHdu3ebZr59+OGH1R9iCwMycr73YHl5uelj6uWXXy4vLzc9VFVVtWXLlltuuUV5dNeuXRrWqZ6aAC9jP9a7XjrvSgfv9TmMbeul886CwWg0CriYlStXTps2TQjh7+//1FNP3XnnndeuXfvyyy+V81K2atUqJSWlZcuWWpepsWeeeWb58uVCiNjY2JCQEMuNP/zwQ2Wat8K2LUy/VPfCCy8sXrxYCLFz587hw4fXbsBGVm/OnDlvvfWWcrtv3769evVq0qTJoUOH9u3bp9w5bty4r776qsZF5tjCgIyc7z24efPmcePGKbc7dOgwdOjQ8PDwc+fOpaWlpaSkKPfPmTPnzTff1K5GKwwfPvzbb78VQuTm5rZu3bquZtL1o5r10nNXOn6vzzFsXi89dxYYgXdRf/vb32rsrCsiIyOPHj2qdXW6MGLECPXvo7S0tBqL27aF6RcTyyPwCjaySpWVlc8880xdr96pU6dW/3G9OrYwICPnew+uXbu2rktweXp6Ll682OwsX31SMwKvkKsfVa6XbrtSk70+B2jIeum2s0CAd10pKSmPPfZYhw4dvLy8mjVr1rNnz6SkpGvXrmldl17ceuutDfkoN9q6hekXhZoAb2QjW+OHH3547LHHIiIifH19fX19O3fuPHXq1EOHDlleii0MyMj53oPXrl1btGjRoEGDIiIiPD09g4KCunfv/uKLL549e1br0qyjPsAbpepH9eulz67Uaq+vsTVwvfTZWWAKPQAAAAAAEjAz2QMAAAAAAOgNAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEecDkbN240WM/b21tZ/I8//tj1fwoLC7VdFwAAoNLbb7+tfKe/8MILWtcCwEbuWhcAQDLXrl2Li4tTbu/bt++ee+7RtBwAAADAVRDgAZcTGRk5ffr02vfv3r375MmTQohhw4Z17NixxqPu7nxcAAAAAFpijxxwOd26dVu+fHnt+ydOnKgE+ClTpowfP97hdQEAAACwhAAPwDq33HKL0WjUugoAAADA5XASOwAAAAAAJECAB2C1fv36GQyG1q1bV79zyJAhBoNh5MiRQogLFy4kJCTceuutvr6+zZo169OnzyeffGIat9++ffvIkSNbtGjh5eXVqVOn8ePHHzt2zMKf+/7776dMmdKxY0c/P7/g4OA777zz6aefPn78eOOtIAAAqO7q1atLliy55557OnXq5OPjc8stt9xxxx3jxo3buXNnVVVVXUsVFha+/vrr3bt3DwwMDAgI6Nat25tvvnn9+nUhRNeuXQ0Gw8SJEx24EoAzYAo9ADtLSUm5//778/PzlX+WlpYeOHDgwIEDBw8eXLFixbRp01atWmVqfOrUqVOnTn399dfbtm0bPnx4jae6fv36448//sUXX1S/58qVK4cPH37//fenT5/+9ttvc3Y9AAAa1caNGx977LHff//ddE9ZWVlBQcHRo0c3b97cv3//b7/91sfHp8ZS+/bti4+Pv3z5sumeI0eOHDlyZO3atdu3b3dQ6YDTYccXgD3l5ubed999ly9fnjRp0j333FNeXr5hw4Z9+/YJIVatWnX06NEDBw4EBQVNmTKlW7dueXl5y5cvz83NraysfPLJJ0+fPt2kSRPTU1VWVo4aNSo5OVkI4eXlFRcXFxMTU1pampqa+v/+3/8TQrz//vt5eXlbtmwxGAxarS8AAM7txIkTDz74YEVFhRCiY8eOcXFxLVu2LC4uPnbs2I4dO27cuPH999/PnDmz+q/zQojU1NQRI0aUlZUJITp06DBgwIB27dqlpaXt378/IyPjvvvuUx4CYC0CPAB7Onr0qKen5+7du4cMGaLc8+STT/75z3/+6quvhBAHDhy49dZbv/3227Zt2yqPTpkyJTo6+uLFi7/++uuZM2ciIyNNT7VkyRIlvffv3//TTz+NiIgwPbR3796HH3743Llz33zzzd///veHHnrIcWsIAIArWbdunZLen3766XfeecfN7T9H4B47dqx///5FRUXffPPNBx98YPo9/caNGw8//LAS0f/yl78sX77c09NTeSg7O3vUqFEZGRkOXw/ASXAMPAA7e+GFF0zpXQhhMBhmz55t+ufHH39sSu9CiODg4Mcff1y5nZWVZbq/tLQ0KSlJCNG6destW7ZUT+9CiMGDB3/55ZfKPsTf/va3xlkPAAAgDhw4IITw8fFJSkqqnt6FELGxsaNGjRJCXLhw4eLFi6b7t23bppyqZuDAgatWrTKldyFERETEt99+6+Hh4aDqAadDgAdgZ4888kiNezp16qTcuO222+66664aj3bu3Fm5UV5ebrpz7969ylFzzz77bEhISO2/0rdv32HDhgkhfvnll/Pnz9undAAA8N+ef/75LVu2bN++3dvbu/ajgYGByg1llF5hOnnN3Llzax/m1rp1a6bOATZjCj0Ae/L19W3fvn2NO01f+TExMbUXMbtD8MMPPyg3fHx89u/fb/ZvBQcHKzfS09NbtmxpS7kAAMCi2qeYVVRUVBw8ePDrr7+u/dC///1vIYS3t/fAgQPNLjtixIhPP/3UfjUCLoQAD8CefHx8LJxSztfXV+Xz5ObmKjeeeeaZehtfu3ZN5dMCAADb5OXlHT58WLl8TFZW1sGDB4uLi2s3q6yszMvLE0K0a9eurl2Cdu3aNW6tgPMiwAPQo6KiIvWNr1692niVAADgyoxG41dfffXGG28cPXq0xkOenp7NmjW7cOFC9Tt///13o9EohAgLC6vrOZk3B9iMAA9Aj/z8/JQbWVlZpkPoAQCAg/31r39dtmyZcjswMLB79+5dunSJioqKiorq0aPH66+/vmTJkurtTbPtagT76qpfHB6AVQjwAPSoRYsWyo3MzEwCPAAAmjhw4ICS3oODg1etWjVmzBh393rig6enZ3BwcGFh4a+//mo0Gs3Ooj9z5kxjVAu4As5CD0CPevfurdxQToRj1qeffjpv3rzExMSqqipH1QUAgAvZsmWLcmPFihXjx4+vnd7Pnj1beynlijOlpaX/+te/zD5tcnKyXcsEXAgBHoAeDRs2zMfHRwjx7rvvmt05OHXq1JQpU+bPn5+amlrjsrQAAMAuCgoKlBvR0dG1H7169eqePXtq3z927FjlxoIFC2o/evHixQ8//NB+NQKuhb1eAHoUEhLyl7/8RQhRWlr6wAMPnDhxovqj586du//++ysrK4UQU6ZM0aZEAACcXWxsrHJj3759NR4qKCgYMWLElStXlH9WPyP9gw8+2Lp1ayHE7t27n3322eqXiP/tt99GjRpVVlbWuHUDzotj4AHo1BtvvLFnz57jx48fPny4a9euI0aMiI2N9fLyOn78+KZNm8rLy4UQM2fOvO+++7SuFAAAmezataveq70sXbrU19d3+PDhL774Ynl5+Zw5c86ePTto0KDAwMCzZ8/++OOPH3/8cUlJiYeHh5LPX3755WnTpvXp08fHx8fb23vNmjVDhw6trKx87733vv322wEDBrRv3/7nn3/+7rvvCgoKBg8enJeX98svv9R7RD2AGnjPANApPz+//fv3jxs37vvvvy8vL9+yZYvpSDwhRJMmTaZPn17jzLcAAKBe6enp6enpltssWrTI19c3Ojr6/ffff+KJJyoqKpYuXbp06dLqbR599NGpU6f27du3srJy8+bNmzdvzsnJad++vRBi0KBBGzZsmDx5cnFxcVZWVlZWlmmpMWPGrF+/vnv37qLaRWcAqMQUegD6FRoa+s9//vPrr7+Oj49v06aNl5dXaGhonz59nnrqqRMnTrzzzjsc/Q4AQKN6/PHHjx07Nnny5Ntvv93Pzy8gICA2NnbGjBlHjx79+OOP/+d//mfjxo1RUVG+vr5dunTx9vY2LagcAffXv/41KirK29u7WbNm99xzz+eff75582ZfX9+8vDxBgAesZzAajVrXAAAAAMBVFBYWhoSECCHef//9adOmaV0OIBOm0AMAAACwm/T09LS0NCHE8OHDw8LCajdISUlRbkRFRTm0MkB+zD4FAAAAYDe5ubmPPvroo48++umnn5pt8OabbwohfHx8evfu7dDKAPkR4AEAAADYzYABAzw8PIQQ77zzTk5OTo1H//73vycnJwshxowZwzHwgLU4Bh4AAACAPb377rszZswQQoSEhEybNq13794+Pj6ZmZnJycmbNm0SQnh7e2dkZERERGhdKSAZAjwAAAAAezIajQkJCUuXLq2srKz9aEBAwJYtWwYPHuz4wgDZEeABAAAA2N/JkyeXLFmSnp5++vTpK1euBAUFRUVFDRkyZPr06aGhoVpXB0iJAA8AAAAAgAQ4iR0AAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACCB/w8icmw/JCUgMQAAAABJRU5ErkJggg==)
- For the first sight, there seems no big problem for residuals, the mean is stationary and around zero, ACF plots show that more than 95% lags are in the dashed line.
- Using QQ-plot to check normality of residuals:
par(mfrow = c(1,2))
qqnorm(price_arma12$resid)
qqline(price_arma12$resid,probs = c(0.25,0.75))
qqnorm(price_arma21$resid)
qqline(price_arma21$resid,probs = c(0.25,0.75))
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)
- Both of the residuals have heavier tails than normal distribution, refusing normality assumption.
library(forecast)
pred = predict(price_arma12, n.ahead = (N-floor(0.9*N)+1))$pred
forecast1 = forecast(price_arma12, h = 25)
plot(forecast1)
x = c((N-floor(0.1*N)-1):N)
lines(x, dat_test, type="l", col="red")
![](data:image/png;base64,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)
- Using ARIMA(1,1,2) for example, the prediction of our test data is as above. We can see that the true data can only be covered by the border of 95% confidence interval. We need do some other method to improve our model.[learn the code from http://blog.fens.me/r-ar/]
2.4.3 Modify our model
- It seems like that Nasdaq index is also affected by some other factors.
- Let’s take volume as one of the considering factors in our model. We know that volume can affect the price apparently.
volume = log(as.numeric(dat$Volume))
vol_train = log(volume[1:floor(0.9*length(price))])
vol_test = log(volume[floor(0.9*length(price)):length(price)])
repeat the steps in 2.3 and see how result change:
AR0 |
-4133.60 |
-4135.90 |
-4135.95 |
-4134.01 |
-4133.64 |
AR1 |
-4135.42 |
-4135.86 |
-4140.32 |
-4139.21 |
-4137.30 |
AR2 |
-4135.77 |
-4133.78 |
-4139.43 |
-4137.28 |
-4136.03 |
AR3 |
-4133.77 |
-4132.48 |
-4137.82 |
-4133.45 |
-4140.05 |
AR4 |
-4133.67 |
-4134.97 |
-4135.93 |
-4133.94 |
-4137.12 |
Different from the result before, ARIMA(1,1,2) has the significant lowest score than other models. Thus, we choose ARIMA(1,1,2) as our model.
arima112 <- arima(dat_train,order = c(1,1,2),xreg = vol_train)
arima112
##
## Call:
## arima(x = dat_train, order = c(1, 1, 2), xreg = vol_train)
##
## Coefficients:
## ar1 ma1 ma2 vol_train
## -0.9620 0.8911 -0.1029 -0.0535
## s.e. 0.0153 0.0423 0.0409 0.0160
##
## sigma^2 estimated as 0.0001295: log likelihood = 2075.16, aic = -4140.32
- Representing our model in math way: \[\phi(B)((1-B)Y_n-\mu-\beta v_n) = \psi(B)\varepsilon_n\] where the other notation is the same as before, and \(v_n\) represents the value of volume at time n.
- From the result above, our new model is: \[(1+0.9620B)(1-B)(Y_n+0.0535) = (1+0.8911B-0.1028B^2)\varepsilon_n\]
- Check the root:
# AR root is outside the unit circle
MA_roots <- polyroot(c(1,coef(arima112)[c("ma1","ma2")]))
MA_roots # MA roots are outside the unit circle
## [1] -1.005512+0i 9.669575-0i
- Again, all the roots are just outside the unit circle.
- Look at residuals:
plot(arima112$resid,ylab = "residuals",main = "Residuals for ARIMA(1,1,2) Model with volume parameter")
![](data:image/png;base64,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)
acf(arima112$resid,main = "ACF of residuals with volume parameter")
![](data:image/png;base64,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)
- Similar to previous result, the residuals seem to be a Gaussian process.
- Check normality:
qqnorm(arima112$resid)
qqline(arima112$resid,probs = c(0.25,0.75))
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OAEhHJYYASEUligBIRSWKAEhFJYoASEUligBIRSWKAEhFJYoASEUligBIRSWKAEhFJYoASEUligBIRlfDP6uXf5Qe1JgOUiCjA8t5xAFIv+T6IdRmgRETF8ocDCSf2Os4B18yq12aAEhH5FJ6D6vfvVyb+vN6JKVWuzgAlIvKZhrobvJNL4h3vVrU6A5SIyGtnmuOT4pn70M5dxfoMUCIir7no55852ghfV7E+A5SIyGsIngyYG4f7q1ifAUpE5NUDnwXMPYAbqlifAUpE5HUmPgqYy8PkKtZngBIReY3E/wLmLsPDVazPACUi8noRJ/lPvO+riY1VrM8AJSLyOtQAC4tnxqFPVeszQImIfJ5B0mLPlHsaktZVtToDlIio2E1wDFtZJI683QOu56pcmwFKROQ3OxlIqO0E6i6remUGKBFRgC0TWwKuzjMOBLEuA5SIqKSju4qCW5EBSkQkiQFKRCTJrgG66ZX5L6+vqtRUWQxQIjKOvQL029s9taY+OBGqZgv0RigDlIiMY6cALbjdgSbqxCz4XHRUXxMMUCIyjp0CdKSSmC2U12XKa/1Bt13VWXkdp68JBigRGcdGAfoZUG3+v0K4jwduPqQuWZIJrNXVBgOUiIxjowAdBOdq9XUDcKH32Od7ejdBGaBEZBwbBWgOLtJenwY+9S07HW10tcEAJSLj2ChAEzFVe50D7PEtm4g0XW0wQInIODYK0Pre55M8A/zpWzYBqbraYIASkXFsFKA90bxAfV0PvONbdrJ2Wj54DFAiMo6NAvRJYIJ68sjdEd29d/ovBq7S1QYDlIiMY6MAPdIeOOu9QiFWxuHqg8oC9yu1gJW62mCAEpFxbBSg4ucs9Qr6q6Y9di2QNerea7soszfqa4IBSkTGsVOAir/7oSTH5CCr9vkwQInIOLYKUCE+H17LH59pQ/TdhiQYoERkJJsFqBAF616aNnHs6OtueezzfP2fZoASkXFsF6ChYYASkXEYoEREkmwYoAc3b1i1btM/Up9lgBKRcWwWoJtm923kPYVUr/es33R/ngFKRMaxVYBuGeoocRWTc8Q2nS0wQInIOHYK0FWZamqmNO3cZ2DvTs3S1JlG6/U1wQAlIuPYKED3ZQFZkz4t8M4WfXVnDtDygK42GKBEZBwbBeh0YMjBEksKJgOzdLXBACUi49goQDujeelncLp7opuuNhigRGQcGwVoOiaVWTYPGbraYIASkXFsFKCJuKvMspeQpKsNBigRGcdGAdoM/cosm4hsXW0wQInIODYK0NFwvF1q0do0VqQnIsvYKEBXOxF/+8aABVvz0uD8puIP/Da/jDMwPVzDI6KYY6MAFdPUS+dzJsx8/LX3X38ib2JHdbayPDwP5egStuERUayxU4C6H0kulYYp8ypb//Orx5RWG+eEbXhEFGvsFKBCbM/NDojP7NztehvohAvCMS4iikn2ClBlK3TjkrzJ40aNmzRzyUa3/o8zQInIOHYL0BAxQInIOAxQIiJJDFAiIkn2DtD8rVu36voAA5SIjGPvAF0G6OuOAUpExmGAEhFJYoASEUmyd4DuW7lypa4PMECJyDj2DlDdGKBEZBwGKBGRJAYoEZEkGwbowc0bVq3b9I/UZxmgRGQcmwXoptl9G3lrMdXrPes33Z9ngBKRcWwVoFuGOkqUA3WO2KazBQYoERnHTgG6KlMroty0c5+BvTs1S1NnGq3X1wQDlIiMY6MA3ZcFZE36tMA7W/TVnTlAywO62mCAEpFxbBSg04EhB0ssKZgMzNLVBgOUiIxjowDtjOZHSy1y90Q3XW0wQInIODYK0HRMKrNsHjJ0tcEAJSLj2ChAE3FXmWUvIUlXGwxQIjKOjQK0GfqVWTYR2braYIASkXFsFKCj4Xi71KK1abhKVxsMUCIyjo0CdLUT8bdvDFiwNS8Nzm90tcEAJSLj2ChAxTT10vmcCTMff+3915/Im9hRnZ2urwkGKBEZx04B6n4kGSWlzNPZBAOUiIxjpwAVYntudkB8Zudu19sAA5SIjGOvAFW2QjcuyZs8btS4STOXbHTr/zgDlIiMY7cADREDlIiMwwAlIpLEACUiksQAJSKSxAAlIpLEACUiksQAJSKSxAAlIpLEACUiksQAJSKSxAAlIpLEACUiksQAJSKSxAAlIpLEACUiksQAJSKSxAAlIpLEACUiksQAJaIo5V56adOkzK736H54WtAYoEQUnTZ18z5/Mm1OuLpggBJRVFpXGw1n/ZS/4+0BDlwbpj4YoEQUjfY2wXkHPJOLU/BIeDphgBJRNJqMU476pl9Bzd1h6YQBSkRR6Gh1x7f+uXPxQFh6YYASURT6EJ0C5l5Br7D0wgAloij0BK4ImPsNzcLSCwOUiKLQQ7guYO5v1AtLLwxQIopCr6B/wNz/oWNYemGAElEU+suZ+q9/7hZcH5ZeGKBEFI164vbi6b+q4cuwdMIAJaJotNLpetU7+U9XDAhPJwxQIopK98I5aa868W5rNNsVnj4YoEQUnfJcSDxz5EWNgY5/hKkLBigRRak1/eLUYkxZDxwJVw8MUCKKWnuWLXxljTt87TNAiYgkMUCJiCQxQImIJDFAiYgk2TdAhw17Tf+HGKBEZBz7BigwVf+HGKBEZBwGKBGRJBsF6F/LSgCGaa+62mCAEpFxbBSgz6JcutpggBKRcWwUoIsYoEQUUWwUoO7Z8UBOrg/QXXvV1QYDlIiMY6MAFWJ1c+DKQ75+eBKJiKxlqwAV/wwG2q739sMAJSJr2StAhXt+EpLma8VVGKBEZDGbBagQ69oAF+8TDFAispztAlQcHAk0XckAJSLL2S9AhXgmFXF5RQxQIrKYHQNU/NQeOIsBSkQWs2WAivxx6iX0U/V/kAFKRMaxZ4AK8UoNBigRWcyuASr+2bp1v/5PMUCJyDi2DVA5DFAiMo4NA/Tg5g2r1m36R+qzDFAiMo7NAnTT7L6NvFWY6vWe9ZvuzzNAicg4tgrQLUMdJSrZOUds09kCA5SIjGOnAF2VqaZmStPOfQb27tQsTZ1ptF5fEwxQIjKOjQJ0XxaQNenTAu9s0Vd35gAtD+hqgwFKRMaxUYBOB4YcLLGkYDIwS1cbDFAiMo6NArQzmh8ttcjdE910tcEAJSLj2ChA0zGpzLJ5yNDVBgOUiIxjowBNxF1llr2EJF1tMECJyDg2CtBm6Fdm2URk62qDAUpExrFRgI6G4+1Si9am4SpdbTBAicg4NgrQ1U7E374xYMHWvDQ4v6n4Az/MKKMh+odreEQUc2wUoGKaeul8zoSZj7/2/utP5E3sqM5Or2T9/ihHh7ANj4hijZ0C1P1Icqk0TJlX2fprcsuoW85xVCIiOXYKUCG252YHxGd27na9DfAYKBEZx14BqmyFblySN3ncqHGTZi7Z6Nb/cQYoERnHbgEaIgYoERmHAUpEJIkBSkT2dmzVkrfWSxzRM4C9AzR/69atuj7AACWKMtvG1dRqA087WPW6hrN3gC5T/t50fYABShRd3q4OtLugXxOg+Qbze2eAEpF9LXPhgh/ViU87o9avpnfPACUi29pZE7d6j37mn4+ORWb3b+8A3bdy5UpdH2CAEkWTG3Fu8dmjg80NT7Mq2TtAdWOAEtlawYtDjm/UbsQbntgsqotv/e8tQF+zh8MAJSLb+Ky190buTuvU2R/QNODNPUg2ezymBaj2H4yiZ6++7H//GNyhHgxQIvvZ++cxz8RLCch5+Luta+5rjLQPlfkP0TNwvXTsNXlkJgXoa2fVVf4sukD9T0fjn0Pr4ODmDavWbZKLYQYokc18Oawm4Oz20BEhViXhZs9zzfNHIn2TEF/glMBVU3DI5MGZE6C3AC7lZaFn4/sE+XsGNs3u28i7CV+v96zfdH+eAUpkK0eucADpDeOB5t+4u2K8b7n7YgwQ4k/UPOZf9yfUNXt4pgToOiXvGiivHZD+zprzgfckm94y1FGiHKhzxDadLTBAiezkaE+kTlG2lA6/1h4pc9HAv4W5Iw3KJmh7vOJf+VaMNHt8pgTocOApZavzd2Cy8l+UOhgi1/KqTK2IctPOfQb27tQsTbt9a72+JhigRHYyAY2+80wdG4VUNUCKXYb/CTEf2cWHPTekOFabPDxzArQjzlJfHgd+UF6uxIlSDe/LArImfVrgnS366s4coOUBXW0wQIns4J8Xcq+auHDnT3Hxa3yLCnshcHNTPIjrhSg4Eafs9Myvb4IrTB6lSQGajinqy0g0VI9+/hd1pBqeDgwpWS6gYDIwS1cbDFCiCHZ4zXv/t1uIg7mep/fEd8RY/5sbgDcD1l2o7bBvbYLaM38tOvbtTUnokW/2eM0J0Gq4R/nT3RyD1bmZSJJquDOaHy21yN0T3XS1wQAliljrB6coqek67ZkOcPSe/lhe/ziUyKdaJXbh78It6suOs5TPxDkA59gj5g5XZUqAnoDRyp9fAnPVuQloIdVwOiaVWTYPGbraYIASRaoZLjhPOKtbkhKIrT2PK/8pDo13+lc4CZ1F4Nwbnol3hzZwxDcbt9a8kfqZEqAXocY+Ia4G1OKdxxrjTKmGE3FXmWUv6dyaZYASRag74JygXlZzsDdwuvdURw3gcv8ag+Hw37j5NjIOF88cs6acskkB+i7QYeE0F7ooO93fnQ3cLdVws3IeSTwR2braYIASRab3HPFLtIm9yc46uNOz8DgkODcWr9INaPG3d/rXTMw2eYTlMSVA3ad4rtt8V4jHlJdqcrdbjYbj7VKL1qbhKl1tMECJIlN75HkmnkOfLxwpnqC8Hsf7FgvxuzOlM7K080hFz2Xg3EILRlmaOXci7VOP8+JWZWou4JLscbUT8bdvDFiwNS8Nzm90tcEAJYpIa1Hfe454MmaIC/GgNv21IxGX+lYZjJG7TgeyR908vBEwQN8VjGFi0r3whWsemacdvXiu983SdfenqSmcM2Hm46+9//oTeRM7qrPT9TXBACWKSHOKdyZH4UnxLAZ6Zi4FTvNMue9EtT/EsYcaaHuz2c9YddSzJDuVs3M/koySUubpbIIBShSRcpXtTo+bcL/4El09M/9mIekx9f7N1efApR0jLVq5YOZTa8pvxHx2ClAhtudmB8Rndu52vQ0wQIki0pTic8tPKL+kn6GHd26U8pue3OFUZbszvfQpkEhgXoD+tezlx5T/fITYunvjkrzJ40aNmzRzyUaJbXgGKFFEeqy4RMb2uPhfHsZlnpmd1XH/qU4lRBtO2mXZ2CphUoC6n9MKSQtxzwBL/zPCACWKSH84qu32To7FKV3wnDZZdD7OF2LPmhUym0tmMCdAj53v2ekWYipwk+lPzvNjgBJFpn7a/YqqXc2ATK3sxa7zUXuzdUMKgjkBOg5wnjNMDdCFLuAGg3vUgQFKFHmKvn/vg7dTcLt3M/NBBxJGP7f85XE1UPv/rB1Z5Qo/PQ4PG9xmOQG6Hmj4hfhYe4b7rzmI22Rwl8FjgBJFmr231Ff3T+s4cfIbh0XRF5c60Mbp2Wc9b7PVg6vY3hcvreW9vN1I5QSosgH6kfAGqPgzEdcZ3GXwGKBEEWZFJtD0rF5KiCq7p0iPA1Jmi5/vHdp70F3rrB5bhX667wxloGjT1oxd+A44QxQHqBiKUw3uMngMUKLI8kUSzlylvLo/7ITk9glwtJq81eoxVa5wRW5btexe9xk/mHMMtKZWiM4XoHcj0+Aug8cAJYoch9956J6auNp7U3v+ABxfsLeg8o9Ybc+i4TWV9MwY9PQ+ddaUAE3WKtL7AnSKZEFlIzBAiSLF7htStAOdJ33gXXCoFZ6wdERV2TSnd7wy4Objl/ueBWpKgDZTH0BaHKAXoInBXQaPAUoUIdZkwXny9TVRHY5bvZc2Pu+78T0CFazIVS9mj+s+46eApaYE6Egk/VYcoD8kYqjBXQaPAUoUGTZmoMcGsRV1Dt0bjzs8yw7EuY5V/imL7Fo0vIaSnrWHL9pf8g1TAvQToMdub4D+3glYanCXwWOAEkUE98m44KgQX+EkId6Nd3zhWdoIW6wdVnk2zOiuXlXVNndF2XuAzLmQfjDQKO8h4Jc31KftnWHdXVkMUKKI8BYaqAU9v0UHoT4fzvuYn7rQXSAovPKXj89SwjOp95zyk92cAD10ZkARpbY7y1nDJAxQoohwmafS/G5Har6y657qVJ+GJLY5Ui280buMnU8PqqYkVubwRf9WtIpJxUQK7q3tjc/kCQfLW8EkDFCiiNAKnsrqXbWyIed4nrA5UzvdHBmUHXeHZ8e9sj1m08rZHX7zlkv7DR7/wu7y3zYJA5TIekUf3BiPwQ/9pUw+haZ7hBiD+cr05nQst3pomsPLxzdUt/Z6z/mzijXtVVA5ZAxQIsutaO/ZHU288bAo7IpuO8RQvCDEppyI2ADd/vSgNGVwTcYsza96ZQYoEZlqYTya3tEO117kQpdd4q+mqHN/Flb/PLUa2u+v+tNhVfT11M7Kjruz89SvgzvVzQAlIjO9H+e45aiYhb5ibUucUSB29FG29xyJyh+XVHiuxhSHlo5Ry0Kl9J+/LejPhDlAjyufwV0GjwFKZKWvrm3rRIMpv4m96Ur0/J2FR5WFr6jnuutd/rmVA9s8v7+a4c3GLD2i52NhDlCUz+Aug8cAJbLOvsEOTwIk3Fa4AIlPiiXIcoutXdBpn67YMlihsuOulldSdtz1fpRboEQUXoffuGvclPtuODEzDvFXnI5ZH4xw4byC24DTnm6IuTemooWF9x8dXDqmnpKeqf3ny1zDz2OgRBQ2395xQfecxIC9T2cN/CjEF5m4STyT6VnkGLLHquFtmt8/wVNe6ahcAwxQIgqT3/t7Y7NFMzicQObS65QwVR/p81WCa4P4d/55GWg2eY01g/PXRf5evhEGKBGFx6pM1Li2DepcVBOo++0PqcjYLn5MQE/1vfG4Wn0ZjOctGVqpusjSwhygez7++GOD2w8JA5TILFvr4dxd/0WTv8XbQK0tfzlcuESIC4G3lDfXoZHyZ2EmfjB/YGXrIksLc4Au0065NyzN4C6DxwAlMssl6Ft4qAY+FWIQWmLQ5+iS4vheLIa2CepOdBwR4nGYfXQmHpAAACAASURBVEa5YEVum7J1kaWZEqC8jIkoZux/a95jS99+8n8POhLG3zMZ3ZTtzGqOb1IdC9FnLP4jitrBqV4wXxN7xYbqeMXMofnqIg962qhbnkwJ0O6lGdxl8BigRGG1cWhCya2lTtvF36gnRuImtHoFFwqx1onef4t9SBavpuNS84oDb5jRO66iusjSwhygR3ft2mVw+yFhgBKF06upiOtSHfBcMO/okQU0WLUJzcUCjKiFF6BuPLUGUodcimYnABcdNmdY+cvHN66sLrI0noUnIqO87cJlq+qiy+pL1QwdFIfT0Ry1vkPy0cW48Gr0QD8h3HXQz5Ov9eabsv0ZRF1kaaYE6ObNgSe79m/+y+Aug8cAJQqf3emYKs5A3/ylSFEiNG+py4GzBqB7B7zzKMZsTQEmC/F/aCo2dUH6He9JXryuS3B1kaWZEqBQ7z0o9gxaG9xl8BigROGTi7Pd7yNzn+iIh4paoI2YAmfc6vq4At0uxFzxFNBvm7sPbl13OqqtD/9wDi8f3yi4usjSLAjQx1DN4C6DxwAlCht3E3wpRuG/4mdkHBMvw7H+3xQHuk7D8IZwJmwTw+FEXBMktgMafBXuwRTXRV50IIy9hDtAv12oAKYvLDazNaob3GXwGKBEYfMn6rhFDtaKFzBIiGNxaPvPOaiHjmj3ngPN1g5HtXfOUx8QjBo3hffud911kaWFO0CnllfN7jSDuwweA5QobL5BJyFqYY+YgwnKbDbQdiCmNgYSs6AGZ/w5p7qQfN3Tn4b14OehpWMa6K2LLM2KAK35hcFdBo8BShQ2P6mnN7KwRTyJkcpsfajFOgbe3yrglz9p+O9hHYJkXWRp4Q7QX5cpgMeW+X36j8E96sAAJQqbQwlxe8UZeF18oSbpFke1/bd5rldyturWf/JH7y94fFk4j0eGUBdZmgUnkazEACUKn97oem5bdD5SWBcfijsxWHyCGlOUHeoHw991aHWRpZkSoBMn7jC4E1kMUKJwcc+p5tlPr/PqTLT+ItWx8sDxmC4eQMNDYe455LrI0ux2J9Jvb7/xc6F/9tdvv9X1cQYoUZgcGwzURt2HLlSi7OZOiMcVO07F8QdnuJxLwtmtIXWRpdkrQD/vqlW3fqa4GMDpOis7MUCJwmLfpguR2Ovm4xA/dpB6FscBZ8cU1J3SDs454evVWxe5Vqh1kaWZFKBbnrrx2gCSTT/r8p7KG+3bCGWAElnvx6syfafZa/h+SX2y3wlXrwbWRZZmToC+nFby71Su5W+Vv63MAeO6qQnqXcQAJbJa0ZQ47y926kWtgJNOql8vFdXqtu5yUrtThi8Kz1FJg+siSzMlQH+NgxEBei4wSr0K4qMMYKlnEQOUyGojEd8Lzri4JWfB+fTcRNwjxEpkh7FDf11kCy+J9DAlQEcq/1VatnWXn1TDO4FTPAc/v0tCPU9hKgYokcX+g7hsFwbiBCFmIHHdOy7XBlGU5MgPU3fKjrunLvLygjD1oIcpAXo8sg3423wT8B1NmQ3cpU0wQIksdXisb7+yrTJ3Dc4SEzBUvQspHPdR+usi/xGG1mWYEqDJmGFAw48Dvktkj7VGmnZpKQOUyEp7uwCZLzfCpOOBO4TYVx2btziqHSlIcBh+7HPn04OqqxeZhqMusjRTAjQDLxrQ8EvATt/0UuA69ZUBSmSV/Y8PzNFOb9RBctHhRGCB+iTOx0Qr/Pghjje2rzDXRZZmSoCegjsNaPgb4GPftLsnnKsFA5TIMgvq+AqEAI5HxBCg5m5xN6aIU7GiL6Ya15G/LvJW4xo1iCkBOh8dDbhQaz/Qq/gK+o3JOP5fBiiRVW4A0uHAGCVGWyvxds93LgfuEdNxq2iDW5FuVMHPHZ66yHWHh7UusjRTAvTYGbjOgCeJ9gAuKy7NPxvo/Q8DlMgS+/p4tz53DkB9ZRvU6fxgGtCk8HI8us0Z73AY8rj3oq+1HXcT6iJLM+dC+j190Xnp9lD/Dla4lH+vXuM9d7wW9gUa3Xs8A5TIfF/WBmonKJugqHsT+jQAOqB90bVA82RM7QjEzQ29C39dZOseQlk1UwK0X79z1Fuu0hr6SDb9lNqKb8BHBkpclM8AJQrZoeu1B3Og2XPIRFKKYwqcjgysKnJ4D4q2WxlqD966yE3NqosszaR6oIbciSTEuiFJxQEqCu/OZIASmW5tE/Wh720SlF12nHolaiCzhrKfjf/+hepOZ+d4rRp9CLwPNDK1LrI0UwK0e2nyrR9Z+cqv/pnnrju3ja6PM0CJQrSuGtAiFQf6ojGQsOsk5MCFixxI76Vsz2QBo0M53+Gvi/y3YQMOJ3uVswsZA5QoNPnNkYpLHS73OVjcD5jyLo67StkATffuXdZfIN+0ry7ymKVm10WWxgAlIh0mepPy1AF44EAjuJZVx+7joQYf4ntf+9phyWYLV+RqDzSypi6yNAsC9PDm0DbOD27esGrdJrkyLAxQopA840AiMu6sr2QduojnlJ34+vgsPmFzBpAsfcxyz6Lh6hasdXWRpVkQoB+gvXTjm2b3beT9D2C93rN+0/15BihRKBY74boM9d1PoZYDePZAgnrmvTVatwbS35drMhLqIkszK0Dd27d6/TgQKZJNbxnqu07CwzlCb8UXBihRCN70lvZt+WobnKxsc77bFI94fyl7bZZor7C4LnKkPLhXJ3MC9PCVmYHBp+/MebFVWiMpTTv3Gdi7UzOtyH2j9fqaYIASyXK/nK3+0jla1lX+vCQF6m58Gv4DB5TfzGn629sdOXWRpZkSoEXdS2w4uuQe0rcvC8ia9KmvimrRV3fmKP8l1HeDLAOUSNKB89XfXu25jkhNxNAMZcvR6f2dTn1Kb2uRVRdZmikB+hZQc/h1DVF34sRB6Yj/Sq7h6cCQgyWWFEwGZulqgwFKJOdIjnbY7NaOGJQINI13LL7ct0nU+CZ9x9Iiry6yNFMCdADiNwjxGRL2K9uR3XCFXMOd0bz01WHunuimqw0GKJGU731H4RLQ/J0kIBEnF7ZXr15q+qW+R/REZF1kaSY90mOA8uexVHykvOxOwQaphtMxqcyyecjQ1QYDlEjC3rlKVKZgBNKHKXvtp8+GegrCpZ4+uljX8csNM7o7EYF1kaWZEqDpmKK+9IRWo+Va3CDVcKL3OUiBXkKSrjYYoEQ6bf9qSo7v8hcHNi5TsrNhHcytr8yg+pvBtxPJdZGlmRKgSbhXfbnak5zPqo/vk9AM/cosm6jz6akMUCI9dt3S2HekM059dgdaHX0DLmWumrIbj7pB771HeF1kaaYEaHNMUF/uRy/15TPUkGp4NBxvl1q0Ng1X6WqDAUoUvMPXxaN42zNO2YtvA5wv+uPyttoJJcf/BdfMhoiviyzNlAA9Da3UAi2LkV4o1McTp0o1vNqJ+Ns3BizYmpcG5zcVf+Cb3DLq4lypvoliz+6xxfGpbnQqGVgLJwB5r6L3fRirbFBeHUQj9qiLLM2UAL0PuD5fiC3Aq0J9lorkrZzT1H/InAkzH3/t/defyJvYUZ2dXsn6/VGODnJ9E8UY9wNJ3t+Z2sr/e6eoTz7q6EhTtj3PRKNz1bp1/ausmWSbusjSTAnQf6oByR8J0Q4ZL62bHY9Rci27H0kulYYp8ypb/8cZZTREf7m+iWJL0TD1Nywb2tVLTZF2JxzKFkl7zInz/fYNKqy8ATvVRZZmzq2ci5RdgcVCvOD5i3f+JNv29tzsgPjMzt2utwEeAyUKygjvb1lrDAF6KLvraTjToezJD+uKwYhTJnpVdjzTbnWRpZlUTOSH285cpmxC3qD+iySGUHFVuDcuyZs8btS4STOXbJQ4IM0AJQqGWvUzGVnqRZs3waH8L2ESHOqVS8o+fA/11/jkiq//tGFdZGkml7P7YvLoB6wsu8IAJQrCLCADF+A6pDVASoJDPQz6oBqbp3m3S+MnVXBQs1DZcYdWFzmad9z9WJGeiEpZ61LvO6qPCxzxSpSmwaVk6Dmo5zv8GXdd+ZfC++si7zV5wJZhgBJRgJ+mnVGnuO5uApZA2Y1P1Xbbu6c5tNO49XeW9zlb10WWZu8Azd+6Vd9dYQxQoor9MrmFr0CdT5+z1MIhyu68eiA0WU3T9mXP3RauyM3x7LjbtC6yNFMC9KHSjOprGfhceCJjHJ1ZLzA54+ByojpwR5KyN6/sxjtcnu3Ss0tfveSti5xh57rI0kwJ0DJXsxvVFwOUyBB7/9eixPNytJk0IB2uW7yLPNfVX13yqe/eusjKjrut6yJLsyBAExITjeqLAUoUsh2P9KpWKjqVbU71gGYr9R7OwGBt8mLA5/KX57ZCdNRFlmZKgK7weWvOMBfGGfefqn0rV67U9QEGKFFJhy6JRwkJapnkE7SdeAQ+yyyp/cQP/L+7/rrI+y0cvOVMP4n0c2dcaXCPOjBAiUp4KSkwPBOV1HSol9DXivNsh6Km54Bo28mBZdD9dZGLKmw4Nph/Fn5LBkpXpTMPA5QowI5OgVuePk4X0BFOZffdpc1nBj4G8vDy8VmItrrI0iy4jOlanG9wl8FjgBL55N9Qyx+fqd5XF5JQD9VQHcXP0h3p/4i3LnJmtNVFlmZBgC5Ew5A6OLh5w6p1m+SumGCAEmny72sQcN7IoUVnmrIVmoHaSph2U+YbopNagh5dfB/x1UWOmgcaGcCCAH0UCdKNb5rdt5H3H71e71m/6f48A5RIsaa/q+SZIzi04IxXtjzVCp4d1CtAPcsd36sfOLR0TENEb11kaRYEaH80l2x6y9ASl6rBOULf46gZoERCrLw4rWR0xinBqV0uD+9VTMp2aKIDTuV/iRgmxO9RXxdZmukBWngvcI5cy6u0aypSmnbuM7B3p2baz0Cj9fqaYIBSLCv88r5T0kpuhcQFJqnLdxxU2ZdPUVLV4UDzD7W6yFH5QCMDmBKgvfxOzVD+fXQ8CjXAviwga9KnvivRir66Mwdoqe9YNgOUYlThOxc3LHXBZ0mJnluNHPA/wliRrm61RH9dZGlW3Mo5RO6/ZNOVTx4ssaRgMjBLVxsMUIpJv55VukiIn8uTlgn+HfgSYqIusjRTAjQjQP0+j0ruCXRG89L/kO6e6KarDQYoxaLB5Sans/zEDMzWWKmLLM1G5ezSManMsnnI0NUGA5RizorOFaSkeswzwbMN6vDEqe+NZHVnP5bqIkuzUYAm4q4yy15Ckq42GKAUU4qeb135NibK7Li7anvLK8VSXWRpNgrQZuhXZtlEZOtqgwFKsWRBaqVpqW10xpV4MwkxWRdZmikB6t44/9rBvQeOvX+d5/Dnj1L1W0bDUfom+rVpuEpXGwxQih1/ZKK0EmfYyxwAVU8nxWZdZGkmBGjBc8cX/ws1mX9UiJ2Nc36VaHi1E/G3bwxYsDUvDc5vdLXBAKVYUTBGx367dz5m6yJLC3+A/tyhxD9Tq++OnQ7nMpmWp6mfz5kw8/HX3n/9ibyJHdXZ6fqaYIBSbDgyJ7Hy/CwjpusiSwt7gH6k3jFU8+LZr3649ImxzZXp5D7A/VItux9JLvVvnjJPZxMMUIp+uxZcmF7FqaPSb6dcGtt1kaWFO0DX1wAy5h7yzhW92kL91xoue0/Y9tzsgH/07NyyjwesAgOUot3aHlWddy/9furomK+LLC3MAVp4AtA98C6w/X2BuBD+W+feuCRv8rhR4ybNXLJRIoYZoBTVCj5qW0V6lpY2hnWRQxDmAH0S6FAiLnc2Uf7NXjC4y+AxQCl6fd5b73FP55m/Wz1omwtzgHaB89vA+WNnIC4epxjcZfAYoBStvm1SxZ56GY2f5yn3UIU3QLcBA0q8+TAwdwBg2X/2GKAUpe4P4o6jAIldHt9p9ZCjQXgDdDFKNV9w7TXiReAjg/sMGgOUotH+iSnBZ6cjpevre6wecbQIb4DOBUpf6F4k1gALDe4zaAxQij4vZwWfng3Hsy6ykcIboPeUt7f+p+7L343DAKWosu1/7ROqTk2f+g+zLrLBwhugjwJryqywHnjU4D6DxgCl6LEwq+IqyWU5e++wesBRKLwB+np5lywtBl4zuM+gMUApSmzqqueskev0slsyZIDwBuhWYFCZFa7iWXii0PzZWEd6ImNj1S2SlDBfB9oZcd+Xev/vVLQ1uMvgMUApCmxooyc+MdXq8UaxMAfoY0C3QyXeLroYuM/gLoPHACX7+5+uSz4zN1g93mgW5gAtOA7oE3jN2bFrgAaHDe4yeAxQsruiU3TtvT9QaPWAo1q4qzF9Ww1o+Hzx01W+6Aq43jO4Rx0YoGRr+fdU15GecefxgvkwC3s90PfVWyQaXLHgva8+XpSr1kB2zDe4Qz0YoGRjO87QsfOeOuAdq8cbA8Jfkf7740ruUrxrcH+6MEDJtpbVCj49Haf8bPVwY4MJz0Q6uqB18b9rjTt2G9ydPgxQsqcVnYLf+IzLeZAFkk1izlM5v3/wivNP7XvZnZ8cMbgzvRigZDtFC7N13XH0vNUDjiU2ei68ERigZDf/i9eRnkDTL60ecExhgBJFro/66tn4hKvTIu68m4oBShSRCt8fkKLrinlXP5ZINh0DlCjy5E/QUSFZFX/Se9z2tAADlCjC7B2m77BnQs6jfLiRRRigRBHl62Z6wtPR8UerBxzTGKBEEWSjvue69+fzOazFACWKDCsubhinKz3hfNrqMcc8BihRBPhfNX3ZqWq02upREwOUyGKFE5P1pyfqLObuu/UYoETWKdz83n8zJNIz7tIDVg+dVOYF6F/LXn5MfSy8pRigFCkKHmuo6y6jAE1/tXrw5GVSgLqf0yoyCXHPgLcN7k8XBihFhp9aSIYnXENZJTlymBOgx873/NsLMRW4ycKtUAYoWW9V90TZ9ETtxVaPngKZE6DjAOc5w9QAXegCbjC4Rx0YoGS1B/XdZhTAWW8WzxtFGFMCdD3Q8AvxsRqg4tccxG0yuMvgMUDJQu65bV3S6XnHPquHT2WZEqDKBuhHwhug4s9EXGdwl8FjgJI13E8cJ73lqYi38sAXVcyUAO2AM0RxgIqhONXgLoPHACUrHO4eQngi8YxPrP4CVAFTArQmJgl/gN6NTIO7DB4DlEznflHmSk+vuBNe5nHPCGZKgCZjivAH6BQkGdxl8BigZLZNzWXD03WmdWcLKDimBGgzDBD+AL0ATQzuMngMUDLZGtlDnw23Wj10qpopAToSSb8VB+gPiRhqcJfBY4CSqY6eIRmfNd+zeugUDFMC9BOgx25vgP7eCVgaUgcHN29YtW7TP1KfZYCSWY7ckSl7q2bcSd9bPXoKjjkX0g8GGuU9BPzyRm4ycIb8UfFNs/s28v6Q1es96zfdn2eAkjmWp8tlp6PGOV9bPXYKnjkBeujMgB+RttLPDtwytORTCp0jtulsgQFKJtgyWO56+ebMTrsxqZhIwb21vT8jyRMOyra8KlNtIKVp5z4De3dqlqbONFqvrwkGKIXbjh66HkZcLHOV1SMn/UwrZ3f4zVsu7Td4/Au7pRvelwVkTfrU9/zBoq/uzAFa6iuLyAClMHJ/dqXkJZ8pl26xevAkw0YFlacDQ0puvRZMBmbpaoMBSmFSODlNJjmT+tz2BM8Y2ZeNArQzmh8ttcjdE910tcEApbD4+ziZ9HT03G71wCk0NgrQdO2G0JLmIUNXGwxQMlz+DTKPNHLUGfVhQdWNU2QLc4AeVz6phhNxV5llL+m8LZQBSsb64GSdjyL2qDH3mNUjJyOEOUAr+PGRargZ+pVZNhHZutpggJJhVg1MlclOJHS29LE2ZCQbbYGOhqP0D97aNFylqw0GKBlidUepDU9Hi/tY1zOq2OgY6Gon4m/fGLBga14anN/oaoMBSiF750TJsvKuNVYPnYxmowAV09QfwpwJMx9/7f3Xn8ib2FGdna6vCQYohWL39TXkrpJXNdpl9fDJcHYKUPcjpc92pszT2QQDlGSty5atDaJx3FT6IjyKAqYF6L6Xbhpy9kXXPLMjlLa352YH/Ehm5+q+io4BSnJelDrmWSxu6mGrvwGFg0kBuv8638ZjwpiQHi7o3rgkb/K4UeMmzVyyUaKoEwOUJGxsGVJ6OlrzPs1oZU6Abgl8qkHTPwzuUQcGKOmy57pM6QcRa1ytJn5n9Zeg8DElQI+1U36SLn756x1rX7nUAZxg3Q0YDFAKWuGD1UPKTkWTdVZ/CQovUwL0MaDut97pdfWBJ0LqgBXpKfw+7h7alqei5nV7rP4WFG6mBGgvuD4rnlnhQh/pxlmRnkzwdQv5i5U8nF1/tvpLkBlMCdBMdA+Y64G6kk2zIj2Fn/vGULc9kwfxiqVYYUqAxuOGgLlJiJdrmRXpKdwKXz0hpOx0TWF2xhRTAjSrxB3r16CeVMOsSE9h9XmnkK6UBxxNF1v9HchkpgToJcgJuGazMwZKNcyK9BQ+ey8JMT1TZrBAXQwyJUA/B2YUzywA3pdqmBXpKSx2vHFl7aoDsjLOZk9Z/SXIGuZcSH8bkOt5mPGh+xJxtVzDrEhPhlvbOtTz7WmD9Z7JpChiSoB+u+YyZRen//i8my/OBOrPechLX8OsSE/G+rRBaNnpyLr/X6u/A1nLlACt6AdQX8OsSE9Gujekg57OZi9L1GKgaGOjAGVFejJK0WuSz2/XpI7bafUXoAhhSoCuqIC+hnVXpP987JjSauMcfZ1S9FndLITjnm1WWj18iiR2KqistyL9eeX9AnQK2/DIDl6oJR+ecF12sOoeKJbYKUD1VqTfPL+MxjgvbMOjCFf04emhVEV29su3+htQxLFTgLIiPcn7Mks+Ox2pHR6wrgYjRTCTArRw4zuLA8i3zor0JGFNtvRhz5Q5Vg+eIpg5AbqsSckfSoO7DB4DNBatTZfd8sziHUZUKVMCdF3p+mAGdxk8BmjM2XZ1omR8tvnR6rFTxDMlQAcCdW9b+KKfwV0GjwEaY76Uvd7T0VdfnS+KTaYEaDYa7zW4F4/8rVu36voAAzR27F/YTXbb09H0Dd5mRMEwJUATkGdwJ17LoPNwAAM0RrhvTZAMz7rPH7J68GQfpgRobTxvcCdeDFAq1xWSJ91rP2z1yMleTAnQczDZ4E68GKBUjr+l7jZKOId16UgvUwL0TaT/YXAvHvtWrtR3azIDNOodvb70/WpVcraep+9QOpGXOdeBXoWcyKjBwACNcgUj9O68Oy4psnrQZF/mBGhhN6DtoBHFDO4yeAzQqLUrr32i/iOfye9YPW6yNVMC1H1VqR9bg7sMHgM0On3dpNx4rELiFbzBnUJjSoAuKP2TG1IHBzdvWLVu0z9Sn2WARp3DH9yeI3HOPe7CfVaPnKKAKQHaFRiyel++n3Tjm2b3beT9DajXe9Zvuj/PAI0uhbOkbnNPuqvQ6pFTdDAlQKujlyE3dmwZWnJTwzlC74UnDNBoUjRGYtPT2WSJ1eOm6GFKgCah0sLHwVqVqf4CpDTt3Gdg707N0tSZRuv1NcEAjRo7p+i+XAlw9Nhh9bgpqpgSoC3xpAEN78sCsiZ96jvuX/TVnTlAS30lHxig0eHIJTK15VPXWD1uijamBOgkjDCg4enAkJKPpCmYDMzS1QYD1P6OzG0p9UDitIVWj5yijykBur2u44PQG+6M5kdLLXL3RDddbTBA7e3HnpI1QhLG8KQ7hYE5F9J/VSdx6m+hnkdKx6Qyy+YhQ1cbDFAbO7ZIsrins+/fVo+dopQpAdqv3wnKj3FKRjGphhNxV5llLyFJVxsMULsqGCm37emsNZnbnhQ2pgRomZ9qqYaboV+ZZRORrasNBqgN7Xj4rLpSRz2BtN1WD56imykB2qs0qYZHw/F2qUVr03CVrjYYoLay6vIGoTzJHZ35JHcKLxs9F361E/G3bwxYsDUvDc5vdLXBALWPY7fLPpHDq3lkVACjaGajABXT1N+KnAkzH3/t/defyJvYUZ2drq8JBqhtrAwpPh2n/G71F6BYYEGAHt4seU7U/Ujpe09S9N7hxAC1idV1QonP+P57rP4CFBssCNAP0F627e252QG/Jtm52/U2wAC1gQ+6xktHp6v2wBd5tyaZxqwAdW/f6vXjQKTIt+7euCRv8rhR4ybNXLJR4sJSBmhEO/jMZdkhhOcVrC1PJjMnQA9fmRn4k97G4C6DxwCNXG82k7xWSRN30k9WfwGKQaYEaFH3klsK1tUTY4BGqF9PDyE9nWfvsnr8FKNMCdC3gJrDr2uIuhMnDkpH/FcG96gDAzTi/Pt4jzTJp7h71P8/q78CxS5TAnQA4jcI8RkS9guxrxuuMLhHHRigEcX9SItQdtsVte43pFQ3kRxTAvR4DFD+PJaKj5SX3SnYYHCXwWOARpDtPUPa8oSjw3dWfwWKdaYEaDqmqC89MVd9uRY3GNxl8BigEWN545DSM+WizVZ/AyKzHulxr/pytSc5n8UJBncZPAZoRPh9XI2QwnPeIau/AZHGlABtjgnqy/3Qqoh8hhoGdxk8BqjF3J9fnBHaYU9Xx0+s/hJEPqYE6GlopV7ivBjp6tNk30SqwV0GjwFqrTclSyJ7OU7ZafU3IApkSoDeB1yfL8QW4FVl7gb5WzlDxgC11MBQwjPtHJ2PYCUKO1MC9J9qQPJHQrRDxkvrZsdjlMFdBo8Baplfbusoue+e1OFePpKDIpM5t3IuigcWC/GC5xfCad1NdwxQ8x3Z/e2j3VOlr1jqw6LIFLlMKibyw21nLhPCfYP6G5G4wOAedWCAmujonHZJoV3pCbTn+XaKZCaXs/ti8ugHfjS4Qz0YoKYpuFvyCcR+KVdssfpbEFXKThXpDcAANcs/J4cWnqkX8zYjinwMUAqH76rLZ6ejxoUsTUf2YEaAur2nAQrmDmzbZYyltXMYoGZw/9tNNjxrvmP14Il0CHuAHn2oW/xYberP4z2/I2MLDe5RBwZo2K0emia75Vlt1AGrR0+kS7gDdNsJamSqU4dP9P2ijDW4Rx0YoGH196SWC0bAtwAAIABJREFULrnwTD3pwX+tHj2RbmEO0CPtlF+OlLvVyQeVqZtWf3an8htm3c3MDNBwKfpximx4VsvlI4jJpsIcoDOAzHe1XXb3ccA0deIdWBhiDNCw2H2L/FOIu/BSJbKv8AZoURMkebcu1gONjmhTZ8Bl2d4aAzQcJkpuegI1xrE6CNlZeAP0BxQXT54NTPZMLQQ+M7jPoDFAjfetZG3PxDO/tXroRCEKb4A+C/iuWuoHfOmZ+hR43OA+g8YANdpb2VJbnnP2WD1wIgOEN0AfALZ5po6loab38qVfgfsM7jNoDFAjLR+cWdG97pXeA++8xcIr2YgMFN4AvRvw/qp8DlzoXagE6D0G9xk0BqgBDv70+YtThh9fQ7JQSMLwbVZ/AyKDhDdA5xRvgd4FPORd+C7wsMF9Bo0BGqJjr52SKpebmrjG17C0J0WR8Aboq8CHnqnOwA/ehY8CrxvcZ9AYoKF5s5F0dsY3vZX3GVG0CW+A/gntifBCbALquz3L3N0Byy79Y4CG5B6Z5Kx/xZ3PrTpi9dCJwiHMF9KfDLyovLiHAGO8i5YC7dwG9xk0Bqi8orcbSMRn3ENVt0xkV2EOUCUtMfrlNwYpLys9S16pCcw1uMvgMUClLZJ5oKbjCu62UzQLdzGRsb5fpX7qVufqSWcok12su4iFASpn54RkXyT6w7Hq/Ox7zOqBE4VVuAO06GbPbX4n7VPnpqqTORZexcIAlbIwyR+KQT9aM3nQL1aPmyjMwl9Q+ee7Lux15fNF2rQSoNVutrJsGQNUQqH/ce6OMhPlb4imDv3qsNXDJgo/cx/p8cWCD48a3J0+DFD9DrQM2Kqses/dkd7zUW56UozgM5GoYoVr7rigeTlbnRVxNRzJpxlRLGGAUkV+GpoYEI5x0I5/VpKiLVhTnmINA5TK5/5v6Sqf6ZVug8Y/YfWIiUzHAKXyHJ6b5UtGZzA78Kk377V6yETmY4BSOZbV9WdjHSU7Hd5N0PIlnLnW6gETWYIBSmUUjvQlY+CmpxPO5HLCs33er1aPl8gqDFAqbY/2AOp4BB4DdSn56dJOJPkXpWadfd/PVg+WyEoMUColvxtQEzge/t341IC9d22DtMcvh6weJlEEYIBSKZOADCTCu7vuTECKNziLTyPVeLLI6kESRQQGKJW0LcmB6lpOpkGtX9dBC06Hf/e9yYtWD5EoUjBAqYTfhhbvrDdEJ9RQYrTE6ffOm6weIVHkYIBSscKVk1oXJ2WcFpxqGaZMf3ye+rXVYySKJAxQ8tg7r33AaXclPmsoL8o+fKLnYiZt4VKrB0kUWRigpNg0p3fgRUuJQG3PVaAJARczNeDeO1FJDNCYV7giN8eXkU5vwRAlNRuh5GWfzrHWPUiAKEIxQGPb7kXDayrpWMt/zedAz93vDnQMjM/Eyy17kipR5GKAxjBlxz1eCcfGF11Z23Pcs5mSnfXbANXU2TbxTk85u2rn3vyptXWwiSIUAzRGFazIVc+4J512am3/dqYDTYC2cdrJo+JL569keBJVgAEai3YtGq5eK197+KLpgTWTlc3ReqiPyx2o7b39CI4ey60eLFHkYoDGnA0zuqsHOdvmrvhxfHVvdNZVwrO6lqAYjg7X+i9mesnq0RJFMgZoTMlfPl4tlJzce86W/AVt/HvuwCW+meY1kIeucDnUi5lqcvedqBIM0Nix4+lB6tmhzOGL/hXH8qp5s1O91yjOiW5wqDlaW72D81JcjtZoggRMs3rMRBGNARojlB13h2fH3a3MLa7viU9lOzMNKXBdB0e8E9pF88pLfZyHBuqp+A4sWkdUGQZoDDi8fHxDJRpTes/5U5v/s6dvf719I+WPEQ7cmKTe8a7ds5mh5GwNZZNUCdLWf1g8cKIIxwCNdr/PH5Sq5GKTMUuPeJf83EAtkVyrBRqrp42aofVJSLodjkTUdKJWwDVNl+6zdOBEkY8BGs2Kvp7aWdmgdHae+rW7eOGBVsrWZVMMcyT+Vz3tPg24G3ipmnrjZkDZOsdJ31k4cCJ7YIBGrUNLx6hHOlP7z98WuNh9ti8j6zyHLsBMYHIm2nYPvHHT0WDST1YNm8hGGKDR6bf5/dVL5JuNWeq7ECn/yQva1kqvkag95r1+fXVr80FnShu0aIOWtwLJ6OgtvORs/8CRStsmIi8GaPQpVHbclSB0KTvungVHf/768/E1Au/YVLxYDc5uOBMYAcdFWvFPl/oYpLh5+daOnshGGKBR5uDSMWplpfRB87ers9seHd6tQbwvORO0bcyaQIsENLoWqKtFprrsAu8j42pvtPoLENkIAzSabJrTW70Uqfn45ce0+fyJgbe6q7voNdEQKUPhuAW4RHlvpPq8d+8DONUEPWO3xd+AyFYYoNGicEVuWzUku8/4wbdo90lwZiG+ixqP57SEVuEz6WVgVByyusFxE9DmocCAbfsUH1dMpAcDNCp46yJnDHo64NrNgtORnYvqb6RgNBDvjI+DYwDif3Uh/hpgViKyL1PrznuOjcYfN+Tx36wbP5E9RXOAvj9kUGnp6Gv1qIznrYus7LgXlFj+CLJ+zsDi6zF4JHoD545B8gvA1L7AgjqoMx3aE4s1aXnuCtomokpEc4BeiHJ0snpUxvLWRY7rPqPMhZvuLLzxHHoU1cO6HvgkEwMWAsoee85qBy5RgjQJcZ7zRo6cR/daMXQi+4vmAN22qIxmON/qURlo16Lh6g547eGL9pfz7io0FaPw4B+oLzpizVlo9zRwq8OBf8+FYwRqOT3/Qcm8a6fp4yaKFtEcoOWIomOg/rrIFZz5eRrDxVl4bzVOFGfjjVykfwhc2xX49Rr1zHudnuqfKc+bO2ii6MIAtSNvXeSk3nMqeVbmHExQknPZz2gl/oMx78D1bwJGLAU+a4aFDb3HPneYN2aiKMQAtZ2dAXWRK/MchoqrMOtwkmvnj86kt4En2qDdL+qpo+Y/JMRNi4fDudSkIRNFKQaovZSsi1yp9ahX9ApOdJ+Pe8QIKNucqTWBLqgLtKiHU9KB+MfMGDFRFGOA2oe3LnKyry5yVdpg4JhU3PsZ0r7b1xropGy1uoBEz72bQMfPwzxeoqjHALWJ3+cPUi/bbDJmabDFPl7O9ARlu/NR77PBpUqJoOW7vPSTKFQMUBsoty5yFQ4MBFKQdtVxgKuVWkckK+Bi2Pjeb4VzvESxggEa6bx1kVNK1UWu3C+XavvpycqO+2lOf3Amnjfn0efe++b7g+EbLlEsYYBGtM3FdZF11Dj+9PpWyvaq44zzm8BbI1kN4Do55z3Ia+aJDMUAjVhl6iJXZd+6z7595vKTfJWTO30tPmyHWhNGj2+OWyu/4omIpDBAI9PBpWPqwV8XOQhvnuny76ufHu/MQvJScbAXzhDiDXQL62CJYhUDNAJtmt/fWxf5aNUrq+vntktRdtrjM7TwzFG3W3HikXFIXSf21sU74iCSeMqdKAwYoBHGXxf5+yA/UTQlwbfhmfxCP8CR4Hy+GpoIcSV6CHEfLhWiGrgLTxQGDNBIsqe8ushVKBoE16iBaPrJbQ7U/MiZfBfQTiwAPhcH6mKl+AVZ4ogjgaXmicKAARox/HWRj+n52J2o9enPcfHfiXHIQh0MEn3QQOx04hwhJuJWccwR7/4AJ4Rr0EQxjQEaEQpW5LapoC5yFTYnuj4Rd+BKIRpgVSfgAfEsHDvEyYg7KF7FQHEAaeI8TA3HoIliHgPUer66yIOeLq8uchVux0W7xal4T+xHNfE58JhYBywSy4DFYjl6i8/Q7inU4AWgROHAALXYhhm94yqti1ypw7NSlA/XTMNvYguyhKiFMcKdhnFCZCL9g4UYJkahZxwWGj1qIlIxQC2Uv3x84yrrIlf44TduHNq3uvLxhurVS0OOHEZyoeiOVkL5o8FB0UxZWA/XzHA64Ljb+KETkWCAWifYusgVeLy+r7bSIfFbE6DPsbb4WFwKfCjOAHp/g/R7vA/dzGbZZKIwYYBaQkdd5PLs/H4w0Ck3DR2bApOFmIFkTL4TZ4tTlQ3SlfHx9ZT5i3a2Rg0Hmi8N7mJ8ItKPAWq6w8vHN9JTF7m0LderZZUdvX4dg/7uox3heF78mexwJXydjqlxiachCcO35nivrE+YwgtAicKHAWqu7U976yIvkikpV/DT//3wvySghloVOT7e+asQHyhzu8V/lNi8/XVl4YW7ld355l2dSAGcrW/eZPgXICI/Bqh5ZOoiaw4sun7gsFtX/HB5TW2z8py15+Ku78c4UV99sw9wqygaANT7aTiQWhtOz52dNf97OCzfgoiKMUBNcmjpmAa66yJr3LMzip/Fka3umzuuSYjbI8R44CXl7b/rIPFdd8HYgMd1IOuy2e/y0CdR2DFAzSBVF9nriLJx2T3vtedOVrZd7y5qizunKPvwnZQ3Hgcaq839oqRmo/Mu8ATo8QMm3Dh7neFfgIjKwwANN911kUsZgQz1AUZvOeIHORz/RbNjYmUqcpQl7yAV2hVKtaA978h56Zot3OwkMhMDNKy8dZFT+wddF7m0ZaimblAW5eAB8YASmZOEWqIu7l8h9ic6cb0yd8zlKly/9GxMMG7YRBQUBmj46K2LXK5TMVt9+T80LRDqJfILlJn9TsxXXi4FLhTqefgThPgxyfmdIYMmouAxQMNDf13kcux9OW+SI+mQOnkPbhTqszm0ABXHoaPy58ZEtFFezsFd4vdWaj0mIjIXAzQMvHWRa+mpi1zW1pHx2omhEz9QZsbhUeXP/cDN6ltz4PxceRkG9Pt6Lmr+/nBtdD5kxMiJSA8GqNEk6yKX8UltJJx182AkwjHFLa7Fw+rCeDRX9uTFO0Da8253B/VyeSArAThPohIeEYWIAWok+brIZXybiv6/C/Exetwbh3vETLVEndgHp3ZINA+tgQ4DUetqtRwT4nqyXgiRFRighvHXRf4n9MYKcjBKvY19hyv54Jsu5zffot5hIV5HjiP+VeHuiNefbOC5Zr79i198Z0B/RCSBAWqM0Ooil7Jn69Fn0Mpz6v505Ilc9BMn4Tbh7o4HpsBxxd3Iyt90jQsth08xojsiksQADV1IdZHLWHVZOuCoqZ00EupFSilf74mP3/t5nOPRe1HvgJitXhrVLEvZcf8PH/ZOZC0GaIi8dZHrSNZFLu3oGAdQq1GCWtfTs2QMarxyKj4SD6l1SN4UYs1F2g3v6Zf/YER/RBQCBmgoQqyLXFbBWUi5bZMQh5Vmkz7SFh0bqiQqrlt4vXplVEozJa0T79v69R8FxnRIRCFggMoKtS5yuSah/lptogauQMbf2qR7fl3P+aLOI1qoj0C67nfj+iOiUDBApXjrItcdvuiAIe15bUyIW+WZOhHLzsVY7+ID1XHeyGmrla3cQ7/xek+iyMEA1a3oa23HXX9d5Eob3bZ2a4G4A6O889Nw4S/OVG9J5BfR1rCOiMg4DFB9/HWR/zJmRJot16rP2Kx5WTss9y7ZUQ2LuuF9bXpbQz7YnSgiMUB18NZFbipTF7mU3TNOrhPf8MIXCtWZ+UlA3fbqEVVs9a3wCJJOwxPq1I9tcGZhqP0RURgwQINUFGJd5JKeqOl9bObx64SYCcdlai26324ChhavMkl59/I1P7x5RQI67DagSyIyHAM0GP66yH8bMow7gHPf3Hls89wWSPv0Q6frGe/yVsBjxSs97SnGhLirZR7gSUThxwCtkq8u8pilRj0w4wUkeP/Wj4xA7eNxt+8NZaszs/i0/p9xced1zOn5n58N6pWIjMYArVThitzOIddFLu1QA/92ZlE/oGHxEdXvnE684JsZhkuN65OIwoABWrE9i4anh14XWbXv6VFn97/GtwX7NLr6r3/63YUr/CuOBgZ5J+9G6qYQuyWi8GKAVsCousiKojzvKaNmi7X5IZgb8G4TjPTPHGqJ+EfUm+q/7gfnolA7JqLwYoCWo7C4LvKPBvR55AKg16PL3rz3ODjuUhd0xZcBb5+I/gFzi5V+E9t1rw/UYJFkokjHAC1tt5F1kVWjUPs9baLowXjt4OcJWBfw9lnoHDA3B73PcKl3vE/cZUzvRBQ+DNASlB13T13k5YZVO1qOtOK8fM5RbbsQfbEk4P3zUSPfP9cNL4p/vvv8N5b6JLIBBmgxf13kP4zssifu888MxO3q6aHR/iVH6wF3Fc+9gLq86JPINhigHjufHlTdwLrIfnviEgNa/EQtC/JrXIL/mXP3I9vlfNI780Gq5+5NIrIFBqjQ6iI7Da2LHGAlugbMHXO5CoUYixzfHU3vJ2DZLGDIGmX61+vjcJXhAyCisIn5APXXRd5a7idCtQxnB86mY68QBzug0Svq0+D23xmHm4V4MgXIOE7Zl4+bymOfRDYS2wG6Izx1kQOtRqeAuXxnvBqcu05XOj3/8jOT4Jiizv81QQ3xWiP5mCMiW4ndAA1LXeSyDiS5dvrn3saJ2mvhE63UK+tdfVb63tm+/i/WrCOymRgN0PDURS7XBbjFP3M6Zvgmf3jj6WU7y/sAEdlFLAaogXWRg/CNM+593/S9yDT4JD8RWSjmAvT0qZ0dhtVFDsodSHpU2zv/dwKcb5nVKxGFX8wFqPrsoSHPmlni3T0ByJ706INX1UbiUyb2S0ThZt8AHTbsNf0f6oS0mz4y7C7NYL3WwlON6TTTtnqJyAz2DVBgqv4PGfVceJ0KP5t29fX3b7CiayIKHwYoEZEkGwXoX8tKAIZpr7raYIASkXFsFKDPoly62mCAEpFxbBSgixigRBRR/r+9O49zor7/OP7eAxZwERAURbAIWsUDK6hV0B8/FeSHth54/VptFbAqiqICRWsr1oMK9ai2ClV8qFWrlapYVKxa72oV642oQLXgjcoiIOdmOslMdrOZ2ezmm2znO5vX85+dDHN8GJOXWZLNxiigiWvaSP0mp0mDU1/zOgYBBVA8MQqo48zvI52yJn0eXkQCEK1YBdSpOU7a5U3/PAQUQLTiFVAn8ft2avf71KcnEVAAEYtZQB3n9Z2lY1Y4BBRA5GIXUGf1yVLvFwgogMjFL6CO84fNVDm9loACiFgcA+q8s4d0CAEFELFYBtRZOzb5Fvop+e9IQAEUTzwD6jizOxFQABGLa0CdmmXLVua/FwEFUDyxDagZAgqgeGIY0NXvv/XS60tqjPYloACKJ2YBXXLN8J7+pzBtPfSqf+W9PwEFUDyxCujSH5Q1+CS78pM+zvMIBBRA8cQpoC9tlaxmh94Dh40cOmD76uSNnm/mdwgCCqB4YhTQFb2kXhOfTv9OzdoXL+on7bgqr2MQUADFE6OATpWOX91gzcZJ0lV5HYOAAiieGAV0oPqsz1qVOEj75nUMAgqgeGIU0C6aGFg3U13zOgYBBVA8MQpolS4OrLtb7fI6BgEFUDwxCuj2OiywboL65nUMAgqgeGIU0NEqeyhr1WvV+klexyCgAIonRgGdX642Fy7OWLFserXK/5nXMQgogOKJUUCdS5Jvne83ftpN9z5636zpE/ZM3pya3yEIKIDiiVNAE9e3V0MdZuZ5CAIKoHjiFFDH+XRy34x89p38ab4HIKAAiideAXWfhS6eM33S2FFjJ06bsziR/+4EFEDxxC2gBWrRgCYWPPzgq5ta7vgALNOaAzrn2IAuOqSlzrbq4tQnlW454YuWOgMAy7TmgI5UiEEtdLLXviX1GnHYDlK3p1roFAAsE++Arl22bFnjf/rlffdkO1RXtswkCzppn2eSC68OU9tnW+YcACwT74DOc59S5rXDubq6RQbZ0E/H+B8VVXumtjb4faEA4oeAFsWN6vdNennTAbqoRU4CwDIEtCgO0B/rbzyjPi1yEgCWiXdAV7zwwgt57dBCAd1YUZnxq0USW2lpS5wFgGXiHdC8tVBAP1KPzJv7Kr+sA4gnAloMy9Ut8+aeeqUlzgLAMgS0GBIdyz6sv/VNh/IvW+IsACwTw4Cufv+tl15fUmO0b0u9iHRM5ufq3Zbnb7oDEFMxC+iSa4b39H+kaOuhV/0r7/1bKqBPqPOS9PLyXkW/pgCsFKuALv1BWYMfyyw/6eM8j9BSAXWfgn57kbf0yT7av7ZlTgLALnEK6EtbpT5EuffAYSOHDti+Onmj55v5HaKZAV3/2HWXzXgpn4/L+3qAqn++oNZZfEVX9fkkv6EAxFSMArqil9Rr4tMb/Zu1L17UT9pxVc59sjUroGsu6Zx6gtv7ljwSuvoE99lxZVt3txHL8xoJQGzFKKBTpeNXN1izcZJ0VV7HaE5A/72HtOe4C0/pLY1c3eTW9V4YvW2Zuv/g0bwGAhBjMQroQPVZn7UqcVCeL3g3I6ArdlK/51IH/+MWOiK/f83csC6vzQHEW4wC2kUTA+tmqmtex2hGQE/WgPRbpN7tphl5HR5ASYlRQKt0cWDd3WqX1zGaDuh7FVX17466X1tvyOv4AEpJjAK6vQ4LrJugvnkdo+mATtWojFu767G8jg+glMQooKNV9lDWqteq9ZO8jtF0QI/UPRm3JumyvI4PoJTEKKDzy9XmwsUZK5ZNr1b5P/M6RtMBHaS/Z9y6TmfldXwApSRGAXUuSb45s9/4aTfd++h9s6ZP2DN5c2rTu2VqOqDD9UjGrct0Yb5TAigZcQpo4vr2Wb9is8PMPA/RdEDHNXip6jDdlucZAJSOOAXUcT6d3Dcjn30nf5rvAZoO6F/Vu/7NnEvaVn6e7ykAlIx4BdR9Frp4zvRJY0eNnThtzuJ8flbd13RAa79T/3bTjQfplPzPAaBUxC2gBWrGG+n/3lYXeD9vX3O4evC5IAAaRUAD7mijna6Zv/iZX3RTt/n/hZkAxFVMA7ruE7Onhs36NKand/b/kfWg/D+xGUAJiWlA5+X5++DTmvd5oBtnnziw76AznzI6BYCSQUABwBABBQBDBBQADBFQADBEQAHAEAEFAEMxDeg7kycb7UdAARRPTANqioACKB4CCgCGCCgAGCKgAGCIgAKAIQIKAIZKLqBd+xSua1llG6tVMGCBGLBQ9g9Y3qMILagurYBeKwAomrJni9woqwPqfLCkCMbojKesNlJnRT1CbkfqnKhHyO17mhD1CLkdqp9GPUJuw3V+1CPkNlRXFyMGHxc7UXYHtCjO01VRj5Db2bo26hFyO0PXRz1Cbqfq91GPkNto3Rz1CLmdpFujHiG3E3RH1COEIqDRI6CFIqCFIqCGCGj0CGihCGihCKghAho9AlooAlooAmqIgEaPgBaKgBaKgBoioNEjoIUioIUioIYIaPQIaKEIaKEIqCECGj0CWigCWigCaoiARo+AFoqAFoqAGiKg0SOghSKghSKghgho9AhooQhooQioIQIaPQJaKAJaKAJqiIBGj4AWioAWioAaIqDRI6CFIqCFIqCGCGj0CGihCGihCKghAho9AlooAlooAmqIgEaPgBaKgBaKgBoqgYBerFlRj5Dbz22/855v6Z23zkTdHfUIuZ2jP0c9Qm5n6f6oR8htrOZGPUKoEgjomrkboh4ht9VzN0Y9Qm6rHtwU9Qi5fW37gCsfqo16hNxqbB9wxcOJqEcIVQIBBYCWQUABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwVBIB/eLy/bu16X3IxHejHqRxq17906yHvox6itzm3r466hHCvHxK33Zb7HXFiqjnyMnSa+ez/N5n8+O3FAL6SGd5Kq6IepRGPDckNV/Z916LepIcPqvQsqhnCHF5ufcfd7uXo54kB0uvncf2e5/Vj98SCOjr7aQ+P/nV+P7uf4KZUQ8T6rYK/x6itndEPUvjrpKNEZjhXrURU87rLXW3cLo0O6+dx/Z7n92P3xII6HBp9Dfu102/lLrY+I3UG22lg574/JOH9pMqn496msa80cHGCHzaXpVz3a/rj5V+GPUwjbLz2nmsv/fZ/fht/QFdIfVYk1pKDJLmRjxNmOOlE2qTC7UnS/tGPU2YxNJ5Y9znARZG4HzpgtTCqp4qXxLxMKHsvXYe2+99lj9+W39An5fO8Rcvln4d6Syh1rVTuw+9xVVbSe9HOky4Ef73eNZFILGDtMhbnChdE+0w4ay9dh7r732WP35bf0Bvlq73F2+QpkY6S6gXpIPTy0dJD0U5SyMOtjUCi6V+/uLT0vBIZ2mEtdfOY/29z/LHb+sP6AdPPvm5v3iOdE+ks4SaLZ2dXh4rPRDlLI2oWe460MIIzJHG+4sbO6hnpLM0wtpr57H+3mf547f1B7Te/PbqtibqIYIW3X77gvTyvpKNb3ZLGW5hBKZL09LLvSUL/+t6bLx2nrjc+xxLH7+lEtB7rrt4iNT+iajnyO1JaYdNUQ/RGBsjMEm6Kb08wMZ/wfPZeO0CbL73Wfv4LZWAdk3+M9TAf0U9Rm5vdZNui3qIRtkYgTOke9PLw6S3opwlFxuvXTar733WPn5LKqAasqDpLSOz4Zp20qjaqMdolI0RGCU9ml4eKb0U5Sy52HjtGrL83mft47eVBvSdeZ51dWs2fTDPfYrS1ZbnKIEBE3/Zyb2HjNoY5VCZglfQxgiMle5LLw+VXo9yllxsvHaZbLv3BVn2+K3TSgM62X/vyCcN1o6XjopooGzZAy5Ovttl6zmRztRA8AraGIGJ0qz08gDJynfSJ9l47TJYd+8LZ9Hjt05JBXTtZipbH9FEWRoOuOnaDlL1lK8jHipTPAI6TZqeXt5esvYTmWy8dnUsvPeFs+jxW6eVBjTDvLmP1y3va+eTlHX/J5WP+yzqMZpgYwTulyb4i7XV6h7pLLnYeO3SLL/3Wf74bf0B/Y7abkgv7yctjnKWcJuOlna19vWPOjZGYJG0p7/4YsaP1FjHxmvns/3eZ/njt/UHdIz0hr9Yu7kqrHvJjYgyAAALPUlEQVQnruNcJg21//snKyOQ6CP5P8l9kXRltMPkYOO189l+77P88dv6AzpDOtlfvFEaEuUo4dZ117Y1UQ/RDFZG4Kfpz5fYuIuln8aUYuW1S7H+3mf547f1B/Sz9tJ1yR+wSNy7uYUfh+U4d0q/inqG5rAyAp+0V8fkm5cSk6UfRz1M46y8dinW3/ssf/y2/oAmPw1cu4755el7u1/HJKKeJmictNuQeouinqcxdkbgBql60t03Hixt+3HUszTOzmuXZP+9z+7HbwkENPHLMv8tOWWTbXyn8KFq4NWo52mMpRG41P+dSH3faHrbyFh67Zw43PvsfvyWQEAdZ8G5h/Rt02XgRAv/9+ra2fq7sMfWCMwfvX1Vl71/bfMLIdZeu3jc+2x+/JZEQAGgJRBQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVC0ah/NmXn5zAc+jXoMtFIEFHmYrWxV7trB2ralTrh+3rx5XzZry121a2Ddpll7e1OW7XtbbXEHCjsdSg8BRR7+awFdNGXKq8mvy91TPNmsPUKK9truGYPuuaCoAxFQJBFQ5OGVMz07SsO9pfFOiwR0nnRL8mshAX2so1Rx9B0vfzD/tsPLpM7NO04zByKgSCKgMHCCNLv+lp0BfbuDtM+b/o2X+0sdFxVxIAKKJAIKA/+1gDZfdtHW7yYNXV13s2aQ+138xuINRECRREBhIAYBvVnqkfny08dbSHcWbyACiiQCCgPBgK67ep8uHXY/6b26lc+M6duhy4Az61+62XDzYT3adNnjvEV1ex3trDq/lx4Lbj7Bf+Hn/Yw4r/3dQd2rvn3orZv83WuuHLJDu679Rz7sv7yeVbTETtIdDWa+Xto94X7tqoP9Nc9Kvw0/2GAd5my8af8tO/QfvTh8oPrTZf9FE389Zo/Ntxj44zeauohoBQgoDAQC+tEeXmEq7/FWrfn/9KvfZ/rfN7+7s7+i8vKEv9fRNfu5tx8Lbh4S0Ne399ftvjB1e3bH9B4HfJNakRXQBdI2GxrMvLqzlKxhSEADB3MD+tVBGX+jxgMa+IvWDE6vuMD06iI+CCgMZAe0y27aa8pdl28nbf5xcs0mtz5VR1543v+4HTki1csPt5Q6HX7Raf3dNZf4e4081r2x7T+Cm3+28EZp6sKFG+p69W4nabsfXXqK+334dl+7txe2kXY4a+rPDq+UTk0dLiugv5VGZw19jHSjExbQ4MEGa8QIfecXf5zaR+q4LGwg/3SBv+im4e7fc9SlFw5zV9xbnIsNixFQGMgOqDQh+fxrjZvHu5JrprnP5ZYkFx7f1v9O+vvS3kvdr4mrK1TxhrdXZ+33zNrwzev+ydHrVWJf6YfJJ4dfDZGmu19/Jo1Lfbv9Zmd1TxU6K6BjpJuzhr7GfZbohAU0eLDBaqNxySewa/eWbg0ZKH26wOSvSHt8lVxxizQ8n0uKWCKgMBAI6He9b8vv9b5x/aaben7h/dlz5drJ/fK21LnGW/Mz/7mhu1ffdak1wc2ze/WENNA7w0eVOsT9cqDar/X2+JGU+kHNrIAeLv01a+g/S8c5YQENHsydbaD3z6HuIOeGDOSfLjj59entEttUbJ1o9AKilSCgMBAI6IPe0iL3qaj7Za73NDFlhOR+V/+r9DfujrN8M3VNeHvd6q0Jbp7dq9Pqz3dU9z7uk9159z/h3x4nLUt+zQro/tKLWUP/TRrqhAU0eDB3tr94a5Z5T1sbCWhw8pnSpWFXDK0TAYWBQEA/95aWeQE93y3Tkz5303mOc6T0z/TmB3sv5gz2n+2FbZ7dq92kNaGDbHi2Z3hAh0tPZW37F2mkE/4qfPbB6mdbnjOgwcndb+ErT3+Rp56lgoDCQHZAO/rF8AN6QsOfl/+T43xX+iq9+Rjp2dRelbV1R8vaPLtXnbRlYIZlD1w19uDq5A5hAT1Ruidrh5ul05xGApp1sMGq9v9GuQMaMvkFyYW+o2YtbfIiohUgoDDQ2Bvp/YAe1rArNyZ7U1W3+UXS3NRe2/grgptn9Soh9W84QOLu/t7GbbuHB9Q9yeSsoU+TrnTCAho8WP3fKHdAQyZ35u3l3Rj4B56Htn4EFAaaCOhx0nsNd3Cfga5IL5/u/TR5/V7BzbN71V49G/75uW6hOh04/oa/rZwQHtCnpAENd6ntI73uZAb0IT+gwYM1N6Ahk7uWzji2RzKhR1HQVo+AwkATAT1LeqDhDkdIr6SXh0kLG+wV3Dy7V71Vtj7zj5+XtpjtvXG9kYCu6yQ9n76x8XcbUi/Cf6vhTyL9xgtoyMGaG9CQyT2JBRM6S7eH/hlaEQIKA00E9M6M759vmXJZreNMlS73V3y1uTrVNtgruHl2r46X/xOfjnNG8iWoSdLd/u1jwwPq/FzaL/3hIeN04PKVO0gzkze6an9/9YleQEMO1tyABie/Y8aN/vPOh6XTw64dWhMCCgNNBPSL9mr/b2/Nogod6X55y32Wt9Jbc6H0o4Z7BTfP7tVd0gFel9b2SD6PHO19N+6q6dJIQJdv4abPe5Wq9nT3yedwacfU2063UVfv5+nfq/ACGnKw5gY0OPlQyf8h+FekE5u4jIg9AgoDTQTUOVsakPqZ9Q/7+e8RHSEN+sj9mri2UuWvNdwrZHO3V9Myjr2hj3RqMn8bTk69sf1q6TepP/5ikLx/EAh+PNLDZdJx/puRbqh0N2vnZXKYdEXy69Lkiz3JgIYcLDSgmQOlTxeY/KfSiNTP4K87Qrq2+VcU8URAYaCpgK7eRao66heX/bBKOif1J0u7us9Bj7l03ACl32meEdDg5k9LO990+8q6rZ5vK/UZdcW5bkh3We04b1epzXkPPnvnWZupjTTy8W/CPl9uRrlUfeoDCz589a6R7lYa5n24yA3u4uEzbj2rm8a2TQU05GDBgGYP5J8uMPmb7km/dc60qaduJfWqKca1hs0IKAw0FVDn8wP8d/ZUnO2/2fPtHf01lVMTWXuFbL6ic/LW+/VbPdHN32Kvd5I3Z5X7N0f9o8LbMOQDOh/ZJuMtRu5z0P9Nvd0/cZy/ZvTGKu9V+ODBggHNHih9usDkf6hOn7H/QsOri/ggoDDQZECdxJzjelVtOWhs/a/RWH/TiK3bdNo94/NAMz6GObD5c/t3rP72Rxlb1VwxqGtVvyPTv13z7R/vvlnH3ca/4Tj379Sh/yfhn3C8ZtpOfsz2u3PlidJ2C71zDe/ddpvvz3UcP6DBgwUDmj1Q3ekCk3958ZA+Vd0GHPcIb2IqAQQUrdqS2b+7/ObH33eXEtPL+q2Mehy0MgQUJWNeIb9VDghBQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADBEQAHAEAEFAEMEFAAMEVAAMERAAcAQAQUAQwQUAAwRUAAwREABwBABBQBDBBQADBFQADD0H6r/gasT0kImAAAAAElFTkSuQmCC)
- Although there is still havier tails than normal distribution, we can see that the tails are lighter than our original models in 2.3.
- It implies that we can explore more other factors affecting Nasdaq index.
- What’s more, if we want to make a prediction with this model, we need make more efforts on predicting the change of volume also.