diff --git a/R/R/diagnostics.R b/R/R/diagnostics.R index 2c72a08..e60037c 100644 --- a/R/R/diagnostics.R +++ b/R/R/diagnostics.R @@ -207,14 +207,18 @@ prophet_copy <- function(m, cutoff = NULL) { #' `metrics` argument. #' #' Metrics are calculated over a rolling window of cross validation -#' predictions, after sorting by horizon. The size of that window (number of -#' simulated forecast points) is determined by the rolling_window argument, -#' which specifies a proportion of simulated forecast points to include in -#' each window. rolling_window=0 will compute it separately for each simulated -#' forecast point (i.e., 'mse' will actually be squared error with no mean). -#' The default of rolling_window=0.1 will use 10% of the rows in df in each -#' window. rolling_window=1 will compute the metric across all simulated -#' forecast points. The results are set to the right edge of the window. +#' predictions, after sorting by horizon. Averaging is first done within each +#' value of the horizon, and then across horizons as needed to reach the +#' window size. The size of that window (number of simulated forecast points) +#' is determined by the rolling_window argument, which specifies a proportion +#' of simulated forecast points to include in each window. rolling_window=0 +#' will compute it separately for each horizon. The default of +#' rolling_window=0.1 will use 10% of the rows in df in each window. +#' rolling_window=1 will compute the metric across all simulated forecast +#' points. The results are set to the right edge of the window. +#' +#' If rolling_window < 0, then metrics are computed at each datapoint with no +#' averaging (i.e., 'mse' will actually be squared error with no mean). #' #' The output is a dataframe containing column 'horizon' along with columns #' for each of the metrics computed. @@ -223,7 +227,7 @@ prophet_copy <- function(m, cutoff = NULL) { #' @param metrics An array of performance metrics to compute. If not provided, #' will use c('mse', 'rmse', 'mae', 'mape', 'coverage'). #' @param rolling_window Proportion of data to use in each rolling window for -#' computing the metrics. Should be in [0, 1]. +#' computing the metrics. Should be in [0, 1] to average. #' #' @return A dataframe with a column for each metric, and column 'horizon'. #' @@ -244,39 +248,89 @@ performance_metrics <- function(df, metrics = NULL, rolling_window = 0.1) { df_m <- df df_m$horizon <- df_m$ds - df_m$cutoff df_m <- df_m[order(df_m$horizon),] - # Window size - w <- as.integer(rolling_window * nrow(df_m)) - w <- max(w, 1) - w <- min(w, nrow(df_m)) - cols <- c('horizon') - for (metric in metrics) { - df_m[[metric]] <- get(metric)(df_m, w) - cols <- c(cols, metric) + if (('mape' %in% metrics) & (min(abs(df_m$y)) < 1e-8)) { + message('Skipping MAPE because y close to 0') + metrics <- metrics[metrics != 'mape'] } - df_m <- df_m[cols] - return(stats::na.omit(df_m)) + if (length(metrics) == 0) { + return(NULL) + } + w <- as.integer(rolling_window * nrow(df_m)) + if (w >= 0) { + w <- max(w, 1) + w <- min(w, nrow(df_m)) + } + # Compute all metrics + dfs = list() + for (metric in metrics) { + dfs[[metric]] <- get(metric)(df_m, w) + } + res <- dfs[[metrics[1]]] + for (i in 2:length(metrics)) { + res_m <- dfs[[metrics[i]]] + stopifnot(res$horizon == res_m$horizon) + res[[metrics[i]]] = res_m[[metrics[i]]] + } + return(res) } -#' Compute a rolling mean of x +#' Compute a rolling mean of x, after first aggregating by h #' -#' Right-aligned. Padded with NAs on the front so the output is the same -#' size as x. +#' Right-aligned. Computes a single mean for each unique value of h. Each mean +#' is over at least w samples. #' #' @param x Array. +#' @param h Array of horizon for each value in x. #' @param w Integer window size (number of elements). +#' @param name String name for metric in result dataframe. #' -#' @return Rolling mean of x with window size w. +#' @return Dataframe with columns horizon and name, the rolling mean of x. #' +#' @importFrom dplyr "%>%" #' @keywords internal -rolling_mean <- function(x, w) { - s <- cumsum(c(0, x)) - prefix <- rep(NA, w - 1) - return(c(prefix, (s[(w + 1):length(s)] - s[1:(length(s) - w)]) / w)) +rolling_mean_by_h <- function(x, h, w, name) { + # Aggregate over h + df <- data.frame(x=x, h=h) + df2 <- df %>% + dplyr::group_by(h) %>% + dplyr::summarise(mean = mean(x), n = dplyr::n()) + + xm <- df2$mean + ns <- df2$n + hs <- df2$h + + res <- data.frame(horizon=c()) + res[[name]] <- c() + # Start from the right and work backwards + i <- length(hs) + while (i > 0) { + # Construct a mean of at least w samples + n <- ns[i] + xbar <- xm[i] + j <- i - 1 + while ((n < w) & (j > 0)) { + # Include points from the previous horizon. All of them if still less + # than w, otherwise just enough to get to w. + n2 <- min(w - n, ns[j]) + xbar <- xbar * (n / (n + n2)) + xm[j] * (n2 / (n + n2)) + n <- n + n2 + j <- j - 1 + } + if (n < w) { + # Ran out of horizons before enough points. + break + } + res.i <- data.frame(horizon=hs[i]) + res.i[[name]] <- xbar + res <- rbind(res.i, res) + i <- i - 1 + } + return(res) } # The functions below specify performance metrics for cross-validation results. # Each takes as input the output of cross_validation, and returns the statistic -# as an array, given a window size for rolling aggregation. +# as a dataframe, given a window size for rolling aggregation. #' Mean squared error #' @@ -288,7 +342,10 @@ rolling_mean <- function(x, w) { #' @keywords internal mse <- function(df, w) { se <- (df$y - df$yhat) ** 2 - return(rolling_mean(se, w)) + if (w < 0) { + return(data.frame(horizon = df$horizon, mse = se)) + } + return(rolling_mean_by_h(x = se, h = df$horizon, w = w, name = 'mse')) } #' Root mean squared error @@ -300,7 +357,10 @@ mse <- function(df, w) { #' #' @keywords internal rmse <- function(df, w) { - return(sqrt(mse(df, w))) + res <- mse(df, w) + res$mse <- sqrt(res$mse) + names(res)[names(res) == 'mse'] <- 'rmse' + return(res) } #' Mean absolute error @@ -313,7 +373,10 @@ rmse <- function(df, w) { #' @keywords internal mae <- function(df, w) { ae <- abs(df$y - df$yhat) - return(rolling_mean(ae, w)) + if (w < 0) { + return(data.frame(horizon = df$horizon, mae = ae)) + } + return(rolling_mean_by_h(x = ae, h = df$horizon, w = w, name = 'mae')) } #' Mean absolute percent error @@ -326,7 +389,10 @@ mae <- function(df, w) { #' @keywords internal mape <- function(df, w) { ape <- abs((df$y - df$yhat) / df$y) - return(rolling_mean(ape, w)) + if (w < 0) { + return(data.frame(horizon = df$horizon, mape = ape)) + } + return(rolling_mean_by_h(x = ape, h = df$horizon, w = w, name = 'mape')) } #' Coverage @@ -339,5 +405,10 @@ mape <- function(df, w) { #' @keywords internal coverage <- function(df, w) { is_covered <- (df$y >= df$yhat_lower) & (df$y <= df$yhat_upper) - return(rolling_mean(is_covered, w)) + if (w < 0) { + return(data.frame(horizon = df$horizon, coverage = is_covered)) + } + return( + rolling_mean_by_h(x = is_covered, h = df$horizon, w = w, name = 'coverage') + ) } diff --git a/R/R/plot.R b/R/R/plot.R index aad4e9e..79bb345 100644 --- a/R/R/plot.R +++ b/R/R/plot.R @@ -489,7 +489,7 @@ dyplot.prophet <- function(x, fcst, uncertainty=TRUE, #' #' @export plot_cross_validation_metric <- function(df_cv, metric, rolling_window=0.1) { - df_none <- performance_metrics(df_cv, metrics = metric, rolling_window = 0) + df_none <- performance_metrics(df_cv, metrics = metric, rolling_window = -1) df_h <- performance_metrics( df_cv, metrics = metric, rolling_window = rolling_window ) diff --git a/R/tests/testthat/test_diagnostics.R b/R/tests/testthat/test_diagnostics.R index f0e26e3..0ec6b16 100644 --- a/R/tests/testthat/test_diagnostics.R +++ b/R/tests/testthat/test_diagnostics.R @@ -91,16 +91,20 @@ test_that("performance_metrics", { df_cv <- cross_validation( m, horizon = 4, units = "days", period = 10, initial = 90) # Aggregation level none - df_none <- performance_metrics(df_cv, rolling_window = 0) + df_none <- performance_metrics(df_cv, rolling_window = -1) expect_true(all( sort(colnames(df_none)) == sort(c('horizon', 'coverage', 'mae', 'mape', 'mse', 'rmse')) )) expect_equal(nrow(df_none), 16) + # Aggregation level 0 + df_0 <- performance_metrics(df_cv, rolling_window = 0) + expect_equal(nrow(df_0), 4) + expect_equal(length(unique(df_0$h)), 4) # Aggregation level 0.2 df_horizon <- performance_metrics(df_cv, rolling_window = 0.2) + expect_equal(nrow(df_horizon), 4) expect_equal(length(unique(df_horizon$horizon)), 4) - expect_equal(nrow(df_horizon), 14) # Aggregation level all df_all <- performance_metrics(df_cv, rolling_window = 1) expect_equal(nrow(df_all), 1) @@ -112,6 +116,38 @@ test_that("performance_metrics", { expect_true(all( sort(colnames(df_horizon)) == sort(c('coverage', 'mse', 'horizon')) )) + # Skip MAPE + df_cv$y[1] <- 0. + df_horizon <- performance_metrics(df_cv, metrics = c('coverage', 'mape')) + expect_true(all( + sort(colnames(df_horizon)) == sort(c('coverage', 'horizon')) + )) + df_horizon <- performance_metrics(df_cv, metrics = c('mape')) + expect_null(df_horizon) +}) + +test_that("rolling_mean", { + skip_if_not(Sys.getenv('R_ARCH') != '/i386') + x <- 0:9 + h <- 0:9 + df <- prophet:::rolling_mean_by_h(x=x, h=h, w=1, name='x') + expect_equal(x, df$x) + expect_equal(h, df$horizon) + + df <- prophet:::rolling_mean_by_h(x=x, h=h, w=4, name='x') + expect_equal(x[4:10] - 1.5, df$x) + expect_equal(3:9, df$horizon) + + h <- c(1., 2., 3., 4., 4., 4., 4., 4., 7., 7.) + x.true <- c(1., 5., 22/3) + h.true <- c(3., 4., 7.) + df <- prophet:::rolling_mean_by_h(x=x, h=h, w=3, name='x') + expect_equal(x.true, df$x) + expect_equal(h.true, df$horizon) + + df <- prophet:::rolling_mean_by_h(x=x, h=h, w=10, name='x') + expect_equal(c(7.), df$horizon) + expect_equal(c(4.5), df$x) }) test_that("copy", { diff --git a/R/tests/testthat/test_prophet.R b/R/tests/testthat/test_prophet.R index a9dc5ae..14548af 100644 --- a/R/tests/testthat/test_prophet.R +++ b/R/tests/testthat/test_prophet.R @@ -425,11 +425,9 @@ test_that("auto_weekly_seasonality", { train.w <- DATA[1:N.w, ] m <- prophet(train.w) expect_false('weekly' %in% names(m$seasonalities)) - expect_warning({ - # prophet warning: non-zero return code in optimizing - m <- prophet(train.w, weekly.seasonality = TRUE) - expect_true('weekly' %in% names(m$seasonalities)) - }) + # prophet warning: non-zero return code in optimizing + m <- prophet(train.w, weekly.seasonality = TRUE) + expect_true('weekly' %in% names(m$seasonalities)) # Should be False due to weekly spacing train.w <- DATA[seq(1, nrow(DATA), 7), ] m <- prophet(train.w) diff --git a/notebooks/diagnostics.ipynb b/notebooks/diagnostics.ipynb index 7dff291..2abc447 100644 --- a/notebooks/diagnostics.ipynb +++ b/notebooks/diagnostics.ipynb @@ -4,8 +4,7 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "block_hidden": true, - "collapsed": true + "block_hidden": true }, "outputs": [], "source": [ @@ -32,15 +31,16 @@ }, "outputs": [ { - "data": { - "text/plain": [ - "Initial log joint probability = -19.4685\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: Loading required package: Rcpp\n", + "\n", + "WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: Loading required package: rlang\n", + "\n", + "WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n", + "\n" + ] } ], "source": [ @@ -67,7 +67,7 @@ "outputs": [ { "data": { - "image/png": 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EEXKbuDZbVQz9fautrU2rBRMRHUkVYddffz1WrFiBhx56CCtWrMANN9yQzNPH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\niIiIVMAkjIiIiEgF/w9VebQInhaPZwAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -123,49 +123,24 @@ "output_hidden": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: Making 11 forecasts with cutoffs between 2010-02-15 and 2015-01-20\n", + "\n" + ] + }, { "data": { "text/plain": [ - "Initial log joint probability = -6.79277\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -6.89856\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -8.79007\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -9.06272\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -30.435\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -10.2217\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -11.8515\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -12.6813\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -18.0636\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -12.4143\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", - "Initial log joint probability = -17.0767\n", - "Optimization terminated normally: \n", - " Convergence detected: relative gradient magnitude is below tolerance\n", " ds y yhat yhat_lower yhat_upper cutoff\n", - "1 2010-02-16 8.242493 8.955689 8.439668 9.457640 2010-02-15\n", - "2 2010-02-17 8.008033 8.722100 8.208056 9.249314 2010-02-15\n", - "3 2010-02-18 8.045268 8.605801 8.088639 9.106629 2010-02-15\n", - "4 2010-02-19 7.928766 8.527643 8.023303 9.023126 2010-02-15\n", - "5 2010-02-20 7.745003 8.269555 7.803144 8.763514 2010-02-15\n", - "6 2010-02-21 7.866339 8.600783 8.134993 9.119948 2010-02-15\n" + "1 2010-02-16 8.242493 8.954992 8.423614 9.496403 2010-02-15\n", + "2 2010-02-17 8.008033 8.721365 8.226481 9.219106 2010-02-15\n", + "3 2010-02-18 8.045268 8.605072 8.103985 9.104483 2010-02-15\n", + "4 2010-02-19 7.928766 8.526855 8.023088 9.042035 2010-02-15\n", + "5 2010-02-20 7.745003 8.268741 7.757920 8.779416 2010-02-15\n", + "6 2010-02-21 7.866339 8.599935 8.084956 9.060284 2010-02-15\n" ] }, "metadata": {}, @@ -216,45 +191,45 @@ " \n", " 0\n", " 2010-02-16\n", - " 8.957184\n", - " 8.438130\n", - " 9.431683\n", + " 8.956572\n", + " 8.460049\n", + " 9.460400\n", " 8.242493\n", " 2010-02-15\n", " \n", " \n", " 1\n", " 2010-02-17\n", - " 8.723619\n", - " 8.228941\n", - " 9.225985\n", + " 8.723004\n", + " 8.200557\n", + " 9.236561\n", " 8.008033\n", " 2010-02-15\n", " \n", " \n", " 2\n", " 2010-02-18\n", - " 8.607378\n", - " 8.086717\n", - " 9.125563\n", + " 8.606823\n", + " 8.070835\n", + " 9.123754\n", " 8.045268\n", " 2010-02-15\n", " \n", " \n", " 3\n", " 2010-02-19\n", - " 8.529250\n", - " 8.053584\n", - " 9.056437\n", + " 8.528688\n", + " 8.034782\n", + " 9.042712\n", " 7.928766\n", " 2010-02-15\n", " \n", " \n", " 4\n", " 2010-02-20\n", - " 8.271228\n", - " 7.748368\n", - " 8.756539\n", + " 8.270706\n", + " 7.754891\n", + " 8.739012\n", " 7.745003\n", " 2010-02-15\n", " \n", @@ -264,11 +239,11 @@ ], "text/plain": [ " ds yhat yhat_lower yhat_upper y cutoff\n", - "0 2010-02-16 8.957184 8.438130 9.431683 8.242493 2010-02-15\n", - "1 2010-02-17 8.723619 8.228941 9.225985 8.008033 2010-02-15\n", - "2 2010-02-18 8.607378 8.086717 9.125563 8.045268 2010-02-15\n", - "3 2010-02-19 8.529250 8.053584 9.056437 7.928766 2010-02-15\n", - "4 2010-02-20 8.271228 7.748368 8.756539 7.745003 2010-02-15" + "0 2010-02-16 8.956572 8.460049 9.460400 8.242493 2010-02-15\n", + "1 2010-02-17 8.723004 8.200557 9.236561 8.008033 2010-02-15\n", + "2 2010-02-18 8.606823 8.070835 9.123754 8.045268 2010-02-15\n", + "3 2010-02-19 8.528688 8.034782 9.042712 7.928766 2010-02-15\n", + "4 2010-02-20 8.270706 7.754891 8.739012 7.745003 2010-02-15" ] }, "execution_count": 5, @@ -301,13 +276,13 @@ { "data": { "text/plain": [ - " horizon mse rmse mae mape coverage\n", - "1844 37 days 0.5045114 0.7102897 0.5090638 0.05883992 0.6809045\n", - "2208 37 days 0.5034789 0.7095625 0.5080573 0.05872376 0.6834171\n", - "2571 37 days 0.5027744 0.7090658 0.5070098 0.05859898 0.6834171\n", - "2935 37 days 0.5024847 0.7088615 0.5067267 0.05856947 0.6859296\n", - "3298 37 days 0.5024450 0.7088335 0.5065010 0.05854188 0.6859296\n", - "3661 37 days 0.4806071 0.6932583 0.4991170 0.05796052 0.6884422\n" + " horizon mse rmse mae mape coverage\n", + "1 37 days 0.4971086 0.7050593 0.5075009 0.05882459 0.6765646\n", + "2 38 days 0.5029463 0.7091870 0.5125229 0.05940706 0.6765646\n", + "3 39 days 0.5252677 0.7247535 0.5186555 0.06001158 0.6751942\n", + "4 40 days 0.5326181 0.7298069 0.5215775 0.06032500 0.6788488\n", + "5 41 days 0.5401377 0.7349406 0.5226521 0.06041353 0.6838739\n", + "6 42 days 0.5438937 0.7374915 0.5230473 0.06043453 0.6891275\n" ] }, "metadata": {}, @@ -356,61 +331,61 @@ " \n", " \n", " \n", - " 3297\n", + " 0\n", " 37 days\n", - " 0.481970\n", - " 0.694241\n", - " 0.502930\n", - " 0.058371\n", - " 0.673367\n", + " 0.495378\n", + " 0.703831\n", + " 0.505713\n", + " 0.058593\n", + " 0.680448\n", " \n", " \n", - " 35\n", - " 37 days\n", - " 0.480991\n", - " 0.693535\n", - " 0.502007\n", - " 0.058262\n", - " 0.675879\n", + " 1\n", + " 38 days\n", + " 0.501134\n", + " 0.707908\n", + " 0.510680\n", + " 0.059169\n", + " 0.679077\n", " \n", " \n", - " 2207\n", - " 37 days\n", - " 0.480936\n", - " 0.693496\n", - " 0.501928\n", - " 0.058257\n", - " 0.675879\n", + " 2\n", + " 39 days\n", + " 0.523334\n", + " 0.723418\n", + " 0.516755\n", + " 0.059766\n", + " 0.677707\n", " \n", " \n", - " 2934\n", - " 37 days\n", - " 0.481455\n", - " 0.693870\n", - " 0.502999\n", - " 0.058393\n", - " 0.675879\n", + " 3\n", + " 40 days\n", + " 0.530625\n", + " 0.728440\n", + " 0.519645\n", + " 0.060075\n", + " 0.678849\n", " \n", " \n", - " 393\n", - " 37 days\n", - " 0.483990\n", - " 0.695694\n", - " 0.503418\n", - " 0.058494\n", - " 0.675879\n", + " 4\n", + " 41 days\n", + " 0.538117\n", + " 0.733565\n", + " 0.520663\n", + " 0.060156\n", + " 0.686386\n", " \n", " \n", "\n", "" ], "text/plain": [ - " horizon mse rmse mae mape coverage\n", - "3297 37 days 0.481970 0.694241 0.502930 0.058371 0.673367\n", - "35 37 days 0.480991 0.693535 0.502007 0.058262 0.675879\n", - "2207 37 days 0.480936 0.693496 0.501928 0.058257 0.675879\n", - "2934 37 days 0.481455 0.693870 0.502999 0.058393 0.675879\n", - "393 37 days 0.483990 0.695694 0.503418 0.058494 0.675879" + " horizon mse rmse mae mape coverage\n", + "0 37 days 0.495378 0.703831 0.505713 0.058593 0.680448\n", + "1 38 days 0.501134 0.707908 0.510680 0.059169 0.679077\n", + "2 39 days 0.523334 0.723418 0.516755 0.059766 0.677707\n", + "3 40 days 0.530625 0.728440 0.519645 0.060075 0.678849\n", + "4 41 days 0.538117 0.733565 0.520663 0.060156 0.686386" ] }, "execution_count": 7, @@ -440,7 +415,7 @@ "outputs": [ { "data": { - "image/png": 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HTNP8zd/8TcMw/vzP//wHP/jBX/7lXy5xZABsIMFgcFnhSqQ2BEFoNBperzebzS5ltwCA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\n" }, "metadata": {}, "output_type": "display_data" @@ -458,7 +433,7 @@ "outputs": [ { "data": { - "image/png": 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Mmr63ur+n02nlfvPz83A4HGhubkY8HkdDQ0NZwP9Gg4KMrBm5QwLA0NCQLYKJ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\nEUmzPwHkj0gdJurnvAAAAABJRU5ErkJggg==\n", 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yxIkT+MxnPoOZmRlEo1F89rOfxVe+8hWry0YI+f9Y5W7gdnhCyGpmLY1hpixk//mf/4m3334bPp8PAPClL30J999/P/76r//a0sIRQqxFjU+LxWKIxWKreoVJCLmzWEtjmCkLWUdHB9LptPx5cXERnZ2dlhWKELIyMD6NELKaWUtjmCkLWSgUwu7du3Ho0CG4XC6cOXMGH/3oR/H5z38eAPDNb37T0kISQqyB2+Gdz1qJjyHECtbSGGZKkD3xxBN44okn5M8HDx60qjyEkBUmFAqt6kFsLcMcdIRUZq2MYaYE2Wc+8xmry0EIIUTDWoqPIYSUx5QgGx4exl/8xV9gcHCwKJbs/ffft6xghBByp7OW4mMIIeUxJcg++9nP4stf/jL++I//GK+88gq+853vIJ/PW102Qgi5o1lL8TFk7cC4RmswJcgWFhbw8Y9/HIVCAd3d3fjbv/1bPPjggzhx4oTV5SOEkDuatRIfQ1Y/8XgckUgEg4OD8Hq9qzKu0cli0pQga2pqQj6fx44dO3Dy5El0dnZifn7e6rIRQgghxAGIDSaJRAKzs7PYsWMH0un0qoprdPomGVN5yL7xjW8glUrhm9/8Jt588008++yz+Pd//3ery0YIIQS3J5KxsbFVnYWcrG7EBpP29nYUCgVEo9FVF9co3sHn8yGRSCASidhdpCJMWchcLhd+93d/F2NjY8hkMgCA3/u938M777xjaeEIIcQJ2OnmcPqqntwZiA0m6XQaHR0d6OvrQ2dn56rqi+FwGNlsFkNDQ3C5XBgcHHTUO5gSZJ/+9Kfx9a9/Hb/0S78Et9uUUY1YjJP94ISsJewWREx9QZyAEzaYxONxXLx4ER0dHejq6qr670OhEPr6+pBOp9He3u44l6spQbZhwwYcPXrU6rIQk9g9QRByJ2G3IGLqC+IU7NxgMj4+jqtXr2JsbAwulwtPPPFETaKss7MTIyMjSKfTjvueTAmyL3/5y3jqqafw8Y9/HE1NTfL3v/Ebv1H2706fPo0vfOELyOVyeOqpp/ClL32p6N//8R//Ed/61rfg8XjQ0tKCU6dOoa+vr4bXuLOwe4Ig5E7CbkHkBMsEIXYzMTGBfD6PYDCIRCKBiYmJmq1kTv2eTAmy73znO7hy5QoymYx0WbpcrrKCLJfL4fjx4zhz5gy6urqwb98+HD16tEhwfepTn8If/MEfAABeeOEFfPGLX8Tp06eX8z53BHZPEITcSThhAGfqC3KnEwwGUSgUEIvF4PF40NHRUfO9nPo9mRJk//u//4urV69WdeOLFy+ip6cH27dvBwA8+eSTeP7554sEWTAYlP+dTCbhcrmqesadihMmCELuJJw6gBOy1lFznzU3N6O5uRmPPPJITdYxp2NKkD388MMYHBysyp0YiUSwdetW+XNXVxcuXLhQct23vvUtPPPMM1haWsLLL79s+v53OpwgCCGErGW0uc8CgQDWr18Pv99vd9EswZQge/3113H//ffj7rvvRlNTEwqFAlwuV13SXhw/fhzHjx/H9773PXzlK1/Bv/3bv5Vcc+rUKZw6dQrA7cC+s2fPLvu5RszPz1t6/9UK66UU1ok+rBd9WC+lsE70Yb3cJhaLYXJyEl6vF6lUCplMBrlcDu+++y6uXbtmd/HqjilBVktcV2dnJ65fvy5/Hh8fR2dnp+H1Tz75JP7wD/9Q99+OHTuGY8eOAQD27t2LgwcPVl0es5w9e9bS+9eblUp/sdrqZSVgnejDetGH9VIK60Qf1stt1IwC4XAY+Xwehw8fXrPeIVOCrLu7u+ob79u3D8PDw7h27Ro6Ozvx3HPP4Xvf+17RNcPDw9ixYwcA4Mc//rH8b2IOpr8ghBCyVtHGS1+6dGlNz3GmBFlNN/Z6cfLkSRw+fBi5XA6f+9znsHv3bjz99NPYu3cvjh49ipMnT+JnP/sZGhoa0NbWpuuuJMYw/QUhhJC1jF689FpNjG6ZIAOAI0eO4MiRI0W/O3HihPzvb3zjG1Y+fs3D9BeEEELuJNayZ8hSQUashekvCCGE3EnU0zPkNEsbBdkqh+kvCCFmcNrkQ0gl9PpsvTxDTrS0UZARQsgax4mTDyHl0OuzQP08Q06MwXbb+nRCCCGWo04++XwesVjM7iKRFSIej2NsbAzxeNzuolRFuT4bCoXQ3d29LAHlxBhsWsgIIWSN48TJh1jParaMWt1nnRiDTUG2hmHMCCEEcObkQ6zHiW45s6xEn3VaDDYF2RplNa+MCCH1R0w+woVFYbb2We2WUacJJquhIFujrOaVESFEn+VavblQu7OgZXR1QUG2RlntKyNCSDH1EFNcqN153GlWJoHe4sXpYTwUZGsUrozISuH0QW65OOX96iGmuFAjq4XlfHdGKTOcbh2mIFvD3KkrI7JyGA18awUnufiEmJqamkI2m4XH46n6HlyokdWA2e/OSLRpFy+RSATz8/NIp9PYuHGjY63DzENGCCmimrxFkUgEiUQCPp9vTea3clL+rlAohP7+fmSzWXi9XgwMDJjOLaW2aT1yOBFiJWa+OyHaLl26hHPnzhV9C6olOJvNYnBwEKOjo7h58yampqYcax2mhewOxynuGOIMqrEIxeNxDA4OYmZmBrOzs9iyZYsjBzkjzPR9p7n4crkcAoFAVW5LJ1n5iD2spnE+Ho8jmUwim82W/e7KufBVS3AymcTQ0JC8x7Zt27Bz505H1gMF2R0MB2qipZo4pVgsBq/Xi97eXkSjUfT19Tmq/5SbhMz2fae5+GoRiAzkv7NZTeO8WlYA6O3tRWdnp255K30LapqXkZERxGIx+Hw+x4oxgIJs2aymlYcWDtSrD6v7WzUTvrg2nU4jGAyis7Oz7uWplUqTUDV930mxmLUIRKdZ+cjKsprGeW1Zm5uby36XZr+Fnp4eADAUd06BgmwZrKaVhx4cqFcXK9HfqhnknGY9Uqk0Ca3mvm9WIKri3Yp2Ws2L0TuJle7ry+kX1ZTVzHO0Y6aTFo16UJAtA6esPGr9ANQJ1ePxyMBJDq7OZKX6WzUWISdZj1TMuDOcKibrgZ547+7utvT+a60O1wor2deX2y/MltXsc5wyR5uFgmwZOGGVXY8PAHB+fhbijP62mqjkpnCqmKwHVk9Eq22iu9NZqb5ej35hpqxmn7PaxkwKsmXghFW2mY5ZyYLGwXV14IT+thpYKTeFk112Vk9Eq22iI/VHr/8vt1+Y/abMPme1jZkUZMvE7lV2pY5pxoLGwXX1YHd/Ww2sxALD6S47qyei1TbRkfpi1P+X0y+q+aaqjXVdLf2TgmyVIzpmJBLR/XczkxMHV7KWWIkFxmqwKls9Ea2miY7Ul0o5wGrpF9V+U+Weo7W0OdmarUJBtkYYGRlBPp/HyMhI0cqiGtOukzsqIWZZiQUGrcrkTmY5/d9IHNXrm9Ja2vr7+zEwMOBYa7YKBdkawGzGYqevDgipFythHeJ3Re5Uau3/Rm5JIdL6+/uRy+WW9U1p58OJiQnHW7MFFGQa0uk0xsbGVtUgazZjsZbVYsY1i1PexynlcBJrsU5oVbaOtdhf1hq19H894wFQ313+2vmwo6MDk5OTq8KaTUGmIA7gTafTjjdtqtSyWnF6UHK1OOV9nFIOJ7HW6oRiwVrWWn+xktXWF/WMB2Zjx8S7xuPxirFl2vmwtbV1VdQTBZlCLBZDoVBYFaZNLdWuVlZDUHI1OOV9nFIOJ7GW6oRiwXpWS3+xWwzVoy+u5DuobslEIiF/byZ2TLzr5OQkzp07V/Ku2vfQzofan+1uOyMoyBTC4TBcLteqMG3WiuiIHo9nTQUlOyXI2inlcBJrqU6cLhacOtFUQ7n+4pTdc04Q5svtiyv5DuqzstksAMDr9cpNaJU8POJdfT4f8vl80btW+x5OaDsjKMgUQqEQuru7sWvXrlU9oBmht/tkuQGUTsEpQdZOKYeTWEt14mRxGY/HcebMGaTTaXg8HuzZs8fxhynrYdRfnLR7rp7CvFZRaSYHpRmRsxKLi0gkgkQigfb2dkSjUQBAV1eXfG53d3fZZ4t3FeFEHo9HxnpX+x5OXlRRkGnw+Xx1PfPNSWg7Yi6Xq/u72rlC13Pb2lEeBnuXslbqxMniMhKJYHx8HACQTCYRj8fR3t6OQ4cOOaqcZtDrL07aPWdVioZqRGW5vuikhODxeByDg4OYmZnB7Ows2tvb0dDQYPq5qqszn8+XCPH+/v6q3sPJiyoKsjsIqzui00zBTisPqQ92u+VUsWB3WVRu3bqFZDIJAMhms0ilUrhx4wYikYjtZasHTto9Vy9hvlxrjdFCx8x9V2pxEYvF4PV60dvbi2g0Ki23Zp6rHcN9Ph9yuZx8t6mpKUxMTKC3txeJRAIdHR0V38PJiyoKsjsIqzui00zBTiuPFqPJ3EmTvNNwksh2Wlnef/99uFwu5PN5uFwuuN1uFAoF28pT7z7stN1z9bD6WrVIVu+bzWalxVRPlNWj3sq1t+puDAaD0o1u5rnaMTydTsv7TU1N4ebNm8hkMpiZmcGmTZswOTmJ1tZWU6LMiWMrBdkdhlUdMR6PI5lMIpvNOsYU7GTTdLkEiU6Z5J2Ik0S208ri9/sRDoeRSqXkbvGWlhbdw9Xj8bg8bq3ecWZW9WGnBPQblacWrFoki/tGIhEMDg5iaGio5BSXelGpvZfzjtoxvLGxUd7v6tWrAIDGxkbcunULjY2NJQH/qw0KMrJs1A8SAHp7ex0RTOxk07TRZL6cSd7uCWolqFVkW1E3ThL84XAYPp8P7e3tyGaz6O/vlwJNL67yzJkzmJiYgMvlwpYtW+oaZ1aP3X9ODujXK89ynm/VIlmMJ16v19JFg1n3aC3P1Y7hly5dkr/fuXMnJicnkU6n4XK5sLS0BJ/P56iFd7VQkJFlo/0gm5ubHSMInGqaNprMzboatIgJIp1OI5vN4tFHH0VXV5el72DXhgmnJEF2iuCv9tgZ4fppbGwEcPt0knpN1Mu1lBu1lZMC+gFnWUeNWCmvRbW7Pc2OG+p1epvP1O/P4/GsiYwBFGRk2TjJUrBaMJrMa3U1iEl2dnYWi4uLOH/+PB5//HH5b/UeqOx0rVYrsusxeRpNInYL/lraQVjTZmZm4HK56mZVqIel3KitnBTQD9R3l6XV3ydgrdfC7G7PbDaLbdu2YXR0FF6v17C/Cnf64OCg/DujBabd31+9oSAjy8YplgInUM0AazSY1OJqCIfDyGazWFxcRFNTE7xeLyKRCEZGRiwRTavBQiDQTp4ejweDg4NIpVIIBAIVJyonx/VVagc1EbRqQTh06FDdY8jqYSk3Ejp61hA78yjWY8yzsl+ttNfCaCwT5XC5XPjggw8QjUaRyWSwY8cOXcusqJNEIoFoNIrGxkZks9miBaZ67VqbcywVZKdPn8YXvvAF5HI5PPXUU/jSl75U9O/PPPMMvv3tb8Pr9WLDhg3413/91zWbA2yts9ZWKrVQzwG22hV4KBTCo48+ivPnz8Pr9cLn8wFATaLJzEC3mqyi2sn89ddfx/j4OBYWFuD3+9HV1VU2hsqs+FzpCaKSS0p1Y9+8eRObNm2Cz+eT/bLWMhq9Zz36RDmhI/7bKeJ4uWNePRc12japV6zlcvu0WCiOjY1haWkJDQ0NyOVyiEajCAaDJeUSddLe3o6bN28inU6jubkZXq8XsVisqJwiCbLP51uVufb0sEyQ5XI5HD9+HGfOnEFXVxf27duHo0ePoq+vT17zwAMP4I033kAgEMA//MM/4M/+7M/wX//1X1YVqa6sJnVutEom9UVvgBW/r7bOq1mBq33x8ccfl/89NzeHVCpVVbCrWVG52qyiYvIcGxuT2b5FaohKMVRmJreVtqKpYmthYQG7d+/Gjh07ip4p+mNjYyMKhUJddqGVe8969YlyQmc1WWYrzRH1dHvqtYnaFgBkZns9C6q4pt4bJ0KhEPr6+jA/P49UKoVsNou2tjb09/frWmbVFBkdHR3IZDLw+Xwl49fw8DA++OADeL1eZDIZvPPOO7jrrrvkNeXqXfvOThrDLBNkFy9eRE9PD7Zv3w4AePLJJ/H8888XCbLHHntM/vf+/fvx7LPPWlWcuuJkF4aWSqtkUj/0XGPL6SdmVuB6fbG7uxsAveEaAAAgAElEQVTxeBwDAwPwer1y152ZZ1cz4YnyxeNx3cFelM9JA56In8rn8ygUCvJ8vHKTodbCJoS2nvhZKaGgjRkcGhrCjh07iq5RJ7d67UJT33NqagpXr17Fzp07i0RZvWOh6mH5WWnGx8eLrNV6375ZAVvLEUji93pCyyjFTk9Pz7I2ThiVs7OzE+vWrUMgEKi44UhPSGrvGY/H8Ytf/AILCwuy7BcvXsSNGzfgdrsBwDBGTbuQaWxshN/vd8w8bpkgi0Qi2Lp1q/y5q6sLFy5cMLz+X/7lX/CJT3zCquLUldW0SrNilUz00Q4mK9FPjJ4hfr9x40bEYrePyTJDtROeniAs92/Lff/lCjw1fspsDJn4O8B4YlvpHHx6MYPa/hUKhdDf34+JiQl85CMfMUyDUe1z1aScADA5Obmi+a2Mzrl0ivCPx+M4f/48otEompqa0NbWZvjtVxKwtRyBpF0IaoWWdowQvwdQ9cYJ1ftiZE3TazMjr41eO2rfNxa7nXOvubkZyWQSPp8PHo8HjY2NmJ+fB1B8TqZ24SQWMvPz83C5XOjr66vrTuPl4CpYlMr5f/7nf3D69Gl8+9vfBgD8x3/8By5cuICTJ0+WXPvss8/i5MmTOHfuHJqamkr+/dSpUzh16hSA2yuP5557zooiAwDm5+fR0tJS9pp0Oo2xsTEUCgW4XC50d3fLmB2nIawXAIr88dWW2Uy9rCbS6bSMP6i17SrVyUr0E6NnLOfZ1dRNLBbD5OSkfObmzZvh9XrR0tKi+2/LESrVvlM92lhF7318Pp8sk4h9CQaDus9T+0s9yia+bY/Ho/tNW9X/0uk0otEo4vE4mpubl9W25b4hs/1HvGc2m0U+n8ddd91l2cSaTqeRSCQAwLCdY7EYIpEIFhYWkM1mEQgE0NvbW9N4W00diP6UTqeL/mbdunWYnZ0t6gcAZOC8cN+L36v9slw/VftXOp0GALS0tCCbzZbtD2p7JZNJOSdt3rwZk5OTZdtxfn4eXq8XY2NjWFxcRDKZhN/vl9bffD4Pj8eDhoYG3T6fTqcxPDyMZDIJt9uNfD6PQCCApqYmS+fxP/mTP8Ebb7xR8TrLLGSdnZ24fv26/Hl8fFw3Y/TPfvYz/N3f/Z2hGAOAY8eO4dixYwCAvXv34uDBg5aUGQDOnj1r6v5OWpEZIVZXmzdvrpgsshJm62U1IOoFAJaWlvCxj32s6vqIx+N45ZVX8MADD9Rkxq8nRoG49913n+Uxg3or+EuXLuHgwYN1t5CJ+C+xot+1a5fhJqB6tLHRPdX3EStuUaYHHnhAlkmbDV9bL/UoW7n+NTg4iGg0ivb2dqTT6bL1Vctz69G25cYVs88YGxtDIpGQ7ttkMomDBw9aYrH7yU9+Il1jbrdbt+3qkRNQ1Is2bYSZ9BVGVmvRF4PBIAYGBtDY2IiNGzeir6/PlJVY29fE9+jz+XDlyhXk83ksLCxgy5YteOyxxwzvJ/4OAD744AOpC7Zs2YLFxcWidnzwwQeLxjC1XlQL28LCAi5cuIBCoYCmpiZ5XqZeGe677z7pTna73abffyWwTJDt27cPw8PDuHbtGjo7O/Hcc8/he9/7XtE1ly5dwu///u/j9OnT2Lhxo1VFsYR6x0pYgdZt5ff7yw7Iq0Fk1oPluhLFgDc5OYlz586VnYxWop+ozzA7idWrrcvFwdQ78L8ad2o1bWy2LlQXoHqIsV6Z9LLhC0tQPV3ZRv0rHo9jcHAQMzMzmJ2dxZYtW+rmRq02EW2tmO0/Zty39SASieDGjRtYWlqCy+XC/Py87nPq2e/FvarJS2jkIhQpcFKpFLxer5wXAOjGRarojSvie4xGo/B4PLj77rsxNzeHvr6+su9sFNvY0dGBkZER2Y6FQgHnz59HIBAoCYfQ9vvBwUHE43E0NjZKC6ZRGbq6uoo2PzlprrNMkHm9Xpw8eRKHDx9GLpfD5z73OezevRtPP/009u7di6NHj+JP//RPMT8/j9/6rd8CANx111144YUXrCrSqqfaSbSaCWw1bVRYLssNDBYTqjCRGw3+ViZ9NLqvmcle7xia5Uys5URnPQVpNROd2TY20+/14mTUQ4z1yiQsZ2o2fK/XW1XZlkMsdjuPXW9vL6LRaMVJ0iwrPU6Y6T+hUGnKF6ti+IR7L5fLlW07bbmXMxaIeC+Rl1Bspujo6DD8brXPV8eFpaUlGe+YzWYxODhYNlGr9u/FuNLd3V0kFguFgjw8vBI9PT0AgIcffrjoHdR2zGazJbkYy+FyuYr+v1KdOnF+szQP2ZEjR3DkyJGi3504cUL+989+9jMrH7+mqHUgFB2/kkl2JQLQax2U6i1slruCVVd4K50GodJ9zUz22p1y2lWoEwcqQTUDqZm+X6nfq7vlxAQhLAviWq2FUog3bTZ8EZ9Sb8uhHmofNTtJmsGpG5qWa/UwM8Z0dnaiq6tLBoP/yq/8iqnn1GMs0G6myGQyuHDhguld8+q44PP55CIsmUxiaGhItz3VOik3rjQ3N2P//v2mFnWV6kJtR7EAMrNw6ezsxJYtW5BOp+HxeOSzVnKhXA+YqX+VUO1AqO34lQZkq1fttQ5KVp5DuBw30YEDB/DKK69UtaKsR6xZpfuamezVttZbhTptkKoWbdyNoFJd6CVWVXfLiYBlo29E21f3798v3Scihkwti9WWpVry2FUqk5PTTtRap9Xk3jt06FDVk3kkEkEikZCxfGa/MW2cVH9/P9577z0kEglkMhnkcjnTu+aN+oNwZRq53IXA2bNnT4klXc/SXsn1qR2/IpFISZnUdmxtbTUdTiB2T5dz7TrdE0RBtkqodiCsVhBYvWqvdWXttBW5dtVYLq6lWnexmSBgj8dTMdlrpYlJjUtJpVIYHR2V4szsYeZORnUpDw0NIZ1OG8bdlJuorl69KoOEFxcX0draikcffdTQEqDtq7lcrijv4kpjRqBUO0GVqy+zY4c2MWclxsfHZdxetcHxZsqmupcrCaZqRZ9RLF+lMqXT6ZL8kW63G6lUCtPT0xDJEZLJJFpbW0vuKd7LSOio7yPGAhURL+d2u5FIJLC4uIh169YV9Y9ylnZVvKll0S4GK7lLy9W3tg61rl29+cKMILQTCrJVQrWCqZaV7HJWmJXKpS2Px+MxTCa63PewCu3kJeKD9KimvcSEoD0YXPs31SZ7rdQuIsgXANavX49r167h8uXLpg4zdzJqsLHL5apomdCL9xGT4fT0NFpaWmR8SzlBIILLx8fHLYtjWo67Re9va1nwaF20wipRKQ5JXG/2GwJui7Ef/vCHMmXDE088UZUoMyM4PR4Pbt68KZ8hXF5m719J7Glj+YDKxz+JXYhq/sj5+XksLi4iGAwil8shEAhgx44d2LlzZ9E9hVXYTHsIxFggvn0AKBQKyOVyKBQKaG5uLrHEacWVEIlzc3PSza+XfFWMi+XcpWbqXa8OK80X1QrClYaCbBVRjWCqJAjq5Uev5aidckkEzb6HHXEA2slLDJpGmG0vMZFX2iUmnm8m2WuldtGuboeGhpBMJismsiyHaJNK9bIczLS7uuofHBwsG+unh6ibYDCIiYkJOSG1trbW81WqZjnuFqONHB6Pp+YFj7inSDlhdGC0irbfJRKJshZZUf/BYBCJRAITExNVCTIzgjOXy2HTpk1obGzE0tKS6STKqlvP6DxFvVg+M2Xy+XxYWloq2YkoxGM+n0dzc7M8JWFsbEzec3x8HIBxclQzddTZ2YmOjg7Mz8+jUCigUCiU9A91bF5YWMCZM2dw69YtZLNZrFu3DnNzc7rJV7u7u6XLc2RkBFNTU8hms1UJYaM61M4zwoUq/iYcDtdFEFoFBdkaQ5v7SC/NRTU7y5Yb06QiPhh18DDrTnVCHIB29VVpdW8WYX2ptEusGmthpXbRrhR9Pp8UhdlstiiWRO1PZiwfN2/etMTtWU27iz4jJsBqhPvCwgJu3bqFQqEAj8eDrVu3mor9EdYQsxNhtSzHfW/WvVRNecU929vbMTMzg8nJSTQ2NpadWLXB6W63u2zqmI6ODrhcLiQSCbhcLnR0dJgun3heJatlOPzhcVrVWDaFW6+hoQGzs7OIRCIl41Qsdjs9iIglVOug3Hfs8/nwsY99TAoL0T5zc3N4+eWXkc/n0dDQoHtPsXmk3P2FGzgYDEqrmnq9iMnSPt/IpTg2NiZFbTKZRDqdxuLiIvx+P9LpNK5fv462trYSQdff3y/HvYGBAblzuRLl6lD8vWoxFDF3QjiL4+UGBwcttWhXCwXZGkIv95Heqq3SwG6UWFCPWlyKlf7GjBvAjrgyrbVOBGnXw1pnZpdYNW7QSnWsZ7FsaGiQMWxiBWumPwHFbSKOW6m3VXa57jUzjI+P48yZM8jlcshms9i4caNpC5vV7vXl3F8rwNU4m1wuV1PCWNX6s2HDBmQymYoTq+h3V69eBQCkUqmyQeldXV144oknpHjI5XJ1F/vVhoOoCDed9sAbvY0lXq9XugTNeC8AlLRLLBZDMBgsaxkyiiETCDewSKh61113oampqSTprLivWh4jVFHb1NSEu+66C9euXYPH40EmkykSjyrC9VrtWF6pzdSxYmRkBDMzM2hubsbMzEyJcHYSFGRrCOEuUnMf6XXwSgO73sRnRC2DWTk3pJl4FDvjyqy01pkRD2YFhpl2Ue+lt5vJbH8CitvE5XLpiux6bP2vNkbLSAQa/V64yMLhMBKJBLq7u7Ft2zZTfXs5E3s1rtha7q8nwM1+P0ZlU++ZTCZx+fJlGRhfKVi6paWlYuoYQVdXF1pbW2vqP2atlqr4MBPbCkC69YTLUt3Jro6h4+Pj0uqsddtpKZd0Oh4vf2aqdmyo5Ab2+XxIpVIAbovF5uZmXfFW6ZB08Sw1TODWrVsIBALYsGEDGhoaSlLFCMqN5ZW+iXJjoWqJjcViyGQySCQSaGhowPT0tLy3lRbtWqAgW0OIVYqa+0hvoKs0sFcreKq1Quj9TTXxKMuZmOqBGiu1Eta6Wi1L1bSL3rVm+5P4e9Em7777btVWWSswEoFGFmBhfXC5XLK8mzZtqsp6VMu3UIsr1ug+yxHgZsqmdW+K/42Pj8vA+Hw+j1wuVxTIrYoKsWFiYWEBra2tpsRVrf2nmrGslh2nRmkw1Od6PB7cunVLul31XLqi7ZLJpG7SabVsAAyPUDIzVgg3sIhPA2DoqTB7SLqoDyFyRDtt2LBBlqmSpV67OF/uAq6npwfT09NIpVIyd1sul8Pw8DCmp6exf/9+x2wYE1CQrSHEAGEm5qfcwG6H4NHGo0SjUWmaNypjPctlVvRoY6Xuu+++mj7qWp630juBqulP4vpQKIRr166V/Nty3dRA9TFaRpO49veRSETuMnO73XjkkUdw6dIlmTZjy5YtNYkss99PrXmqtM+rFGCuolpB1Z+1qHVVLolwLpfDunXrkMlkkEwmsbi4iC1bthTVu0glIoK9FxcXTb9frVbxasayerrEjayHepsG9NybWsuhtmx61iyzY4XWDWx0vrH43kTaFzW21AhtO3V2dso4TjXIXhVeem1TbVtoU36o9elyudDU1ASPx4PFxUWkUimkUikkEglbF/Z6UJCtMeolVOoteCqhxqN0dHSs6IGv1YgedaCYnJxELper+qOu9Xl2mNXr2Z+M6slsfWgH+0qpU4wmce3vARTVcTabxfr162uu83IWOG38k1GeqmqJRCKYmJhAY2OjqTiZaupcuImF1UuvXjweD6anp7GwsIBCoYClpSUEAgFpVVUtYyKY3+/3S/dbpQl6OYtEs31YG2e33Jx8qhtUCH49K7P2G+/t7cXQ0FBRm5gRpNWMFV1dXRV3qwoLeVtbW1FsaaV3NmonvW/CqA9WE56g7cs9PT1F9bB7924MDQ3JHG4ej0daGld6nqsEBRmpO7W42Ox0Q1YzkOnFSlX7Udf6PKeY1WvFqJ7M1ofaRyqlThF9sLe3F4lEougwcG1fA1CUrbyjo0NuTKilzoU7W42nGhkZ0Y0LElaIepw5Wc1ZflrL19WrV2UKhXL3T6fTmJqaKpkkhRtTCOXm5mZs2rQJGzZsKKmTdevWIZfLobW1FbOzs/I+lUSiVZOnOl4dOHAAw8PDGBwcrFtOvkpjm55VaWpqquTdtQfba8fZeo8VtY7Jeu2k940DKPvdZzIZLCwsVEyHIe7t8/kQjUaRSqWK6mHHjh3YsWMHIpEI3n77bbnbsl7HidUTCrI1zkrn6yo3qC4nSFP7DLPuPjPXVTOQqYOUXqyUGWp9nlPM6vWm2voIhcqnTtFaYzZt2lR0GLh6H3G99txLszFWeqiJRkUZhSvRKLlmNWdOavt1PB4HALS3t5uebNSg55s3bwIAJicndfPVeb1etLe3Y2hoCMFgUDcpcTgcRktLi7Qutba2Ynp6GrOzsxgZGUFvb29R8tVDhw7B7/cXfUNGk3a9+76a+V+7WaC/vx9DQ0OIxWLLysmnpdLYVuncVZEUOp+/fbA9AN0FiVa0LZdK5dYe76S6WNXfGX3jRt99JBLB9PQ0GhsbMT09XdbiK6xpQ0NDcLlcGB0d1T1bMxSqLQ3OSkJBtoZZjjiqFSNrRzXHA9X6TnrXqc8zmmSrFT1ikNKLldIrh/a+tT5vrVJtfVTabSb6oFhhZ7NZw9QK2v5Uj1WzSDQK3N7RNjExgXg8jkKhgJaWlhJXa7XvrhUQYmJuaGjAnj17TLn6xeR9+fJlpFIpw2ODxEQajUaRz+cRCATkO2rvt3//frz00ksykahqtRDCWMRR+f1+dHd3F31Dei7pesRPqt/g3NxcUeb/j33sY0XjldiBCEBuOlAtePUYM/XincQ4FQwGK1qRp6amcPnyZSnio9EoIpFIUYZ87QLECvQWPmoIgPid2J2p18+FRTKZTGJubk7OFdPT09KtWM7iK+py27ZtSKfTMg7TKJWL6kY2u5t2JaEgW2OoH3slcWRFoLjeSkgvmNfoeKBKaM3TRisn4SIRxxG99NJLaG5uNkynoa7S1Z/1UHdZlhuky9Wz1kJjNnDeiVQzUZWLETJrHdXuNgsGg0XtFg6HsbCwgLGxMeRyOYyOjuLuu+82HXcDVD7aphwi9iaRSMDj8UgrSy6XQyaTweuvv17SD83eX1veiYmJisHeegiLy9zcHG7cuCEtGlr3kBCMw8PDePXVVzE5OWm4UzCXy8n6n5qawsLCQtH1IheV2d3f1bj2xTtp+5b2GwyFQtKKmE6nkUwmi8arYDCImZkZ5PN55PN5aQnUBt5XE+NqFHAu4p30jk3TIsbVSCSCqakppFIp2f4ejwdvv/02lpaWMDs7C4/Hg3Xr1pXUl2rNUg+9r3W8Ee2jPd4JuJ3WRPxOLIb0Un3Mzc3htddeQ6FQwDvvvINDhw7J82fFzu729nbdhZK2TTweD6LRaNmYM7OpleyCgmyVYGbS01qF+vv7dU3C5YTacleAevE5esG8RscDVUJrnh4cHNQdVMR14jiiQqGAdDptuEOv0oCrDmbCIjExMYH5+XnDD9vMhFJN8lUnouYpcrvd8ogULfUaCLV1Cui7bjo6OnDjxg0EAgEkk0lDF45eILdIPVBrUL/4BsT7zs3NwePxoKWlBblcDrlcrurcR2r/U7/pWuPdRD02NzfLQH0ARRnlVfL5PEKhkBRVescLqXXp8/mwfft2XLlyRVotent70dzcLJ81ODiIqamposB5rThdbsoKdQE3OTmJpaUlucvO5XJh06ZNuP/++4tEoNaSp9aX9sD6SqccVAo4B1AyTl29elUu9tSFWn9/P1588UW4XC4sLi5K0bN161ZEo1FkMhksLS0hm82WHEWkzg0TExMAbrvWlzPeqO529XgnAFhaWir6nVHbCYtkIBCQC/dCoYCNGzcCALZt21YU25hOp6VlS2s1XFpaKhtvVk1qJbugIDPJSsdiaZ9tZsWutQoNDAzg0UcfLRkwjKxY1VgFytWHOqiKWJ+NGzcik8kgnU6jtbW15qMqQqGQnPTLpQkIhYqPIxKmdO3grpf/Rx1wtbuBUqkUvF4vNm7ciA8++KCsyDOqZ7XeRJuZSb5qB5UsgCJPkdfrlWfvaXen1XMg1NYpoB8YfM899+Cdd97B0tISGhsbcc899+jeTyuehoaGZOoBVaSZ2W2nrSsRsyLuLVbv4t5mBVSlXGBGrvhybadOpvl8XrahdoEjBPfS0hJu3LgBv9+va0kTqLFQwO0JV6RwEPdVFyELCwv4yU9+outqrcada7T4EQuzK1euIJVKSUudSFjq9/tLRKDeMUqq61YcWH/r1i28+OKLcjzTGzO1omF6errI1d7Z2YlgMIjz58+jUChgZmYGo6OjiEajmJ2dxfT0tFyo9fX1wefzIZlMYmFhAW1tbWhubpbxiblcTh7kLTZOaMvR2NgozzAtFAqYn5+vebxR26dSDJne2BGLxeTRTdPT0/L3gUBAinpVjI2Pj2NoaAiJRAI+n6/I4JDNZuH3+3UT0IqYQbfbXVVqJTugIDOBnbmgAPO70LRWIa/Xq+tL1xvoqjlfslJ9qBOBOoGKJJC1nJun0tnZiZGRkYpZvrXHEYm6VIOhtfl/1AFXiAbgw0lfrEBjsZjMXm00uRpZC9V6E+4tM8lXVxIzFi1RB01NTfIQ4fb29pJBXvTfegyEenWq7pBU47NErqWOjo6y8YpCGKsJLXt7ewFAirRKu+2MvglVmL3yyit47LHHZJ2Y/Qa037/2m9ZzeZrZsSiE6NzcHGZmZgAAi4uLRRZzIbhFLqf29nY5qatoM7oLcaUnqNRFSDqdxo0bN5DL5XTr2OjdtPc0ChoXC7hoNCrFp/jW1fgwbb1o76/W19tvv43JyUncunULHo8H2WzWMPhflEvdPOF2u4sSu4ZCITz++OO4evUqRkdHsXHjRkxOTmJ+fr5ooZZKpYrcqQ899JDM9Sbi44zOw9Vas4SFUJzXWitG7vZKi3m1bz744IO4cuUKNm3ahHw+X2RJVRd158+fRyqVwuzsLNra2opSDhmdPiGOiRIxjSK2c6VTK5mFgswEqrm6XNySVRgNNlpCoduBuq+++ip8Pl/FzOrVWHNUyglEvdV8pR1E1VLNylm8p94grn0PdRLWij3VFSMsFOoBwEbl0LMWqvXW3d1dVfJVwHprrVmLlhCTbW1t8Pl8coLVHp2kTgblBkKz76XWqbpD0u12lxzz8tGPftTU+2o3CYjdWKpIK+far7RoEtYadYI3i9nvX8XMIk4IUZ/Ph0KhgFQqhampKTlBq4J7YWEBLpcLjY2NRbnFxGSol9Fd3EPbnuFwGB6PB/Pz81haWpK7OM1YTcsJX6MxobOzE36/HzMzM/B4PGhqasLdd9+N+++/v+I3q/09cHt8EAuQxsZG3aSpah8RmycymQw2btyIqakpGWul3nvnzp3S/SzqPRqNwu12o729HYFAoMSdqpZVCDu9OlDrZ/v27bh8+XLRBo2V9ABp++b69eulGFMtqdq/8Xq98Hq9RfWtvr9qKQZuj7ejo6MoFAoIBoMy/Y3Zo9DsgILMBGbjlqxCb7DR2/ouLBqtra26W9OreQZQbM0RKzWg/AShNdGrmb3rmffFaNDUw2gQ176HaFO9rdF6g/21a9eqKke5Vfxy36WeqBaMXC5naNESCwA1hUAsVpoORLUuAPqis5rds3p9VHUt6qUrMJpw1OdmMhls2LAB99xzj7zGrGu/FtFklmoWIIJy5VFjk8RRUXquLlVwt7a2or+/X26mmJubk7F7qVQKS0tLAD7cmWh2h6TL5YLL5ZJuqEr1Vu5Ug3JC6uMf/zhefvll5PN5tLS0FIkxbZ/SG1eB231hdHQUi4uL2Lp1K4aGhhAIBNDY2IhHH30UwG2xlkqlMDo6Cq/XK61x+XxeWiHF/2vTjKjtLKxYgUAADQ0N2L9/P1pbW8smmDWqA/X9uru74fF4MDQ0BOC2e1bbVkZxcdWKNqN61Rt3K6WjEH3R7/ejra1NN0mtuvgW7yMSFYtjq+65556advevFBRkJhBm70pxS0B9dpwZlaGcFWpgYKDEoqEXeFvu+WqHFoGlwievBmqrA4f2OAz1Y8tms7oWhkrUuw6NrAXl3BNGH/tyylLLxGr2XcyWwQxqHi0AuPfee7Fjxw7dgV7NjXTgwIGSVAYqYjLRc01phbxeolLtppXe3l75N+Pj4ygUCrrHvJQTe6r1+4MPPpDWApEywIxrX9xHO5Fp20INSK62bSpNtHr91eiMwDNnzmB8fBz5fB5btmyR44dwTasxc0aLNDWWMplM4tatWzKVhKgHo34ai8WwuLgod+C1tbWVBG8b7Zg0OtWgUr/v6urCr/3ar5VYUNRNOkI8iXro7+/H66+/jomJCWSzWRmrJY58Uq29c3Nz+NGPfoTZ2VnZz+69915Eo1H5fOC2AC532LZo5wsXLsg8XHNzc3jvvfdw//33L/tUEPFOS0tLyGQy+MhHPiLj/DZu3IhIJIIf//jHaGpqQktLiwz4r3YhqN3so9arNgWG6BNG7yTaViwIHnvssbLXqZtyAOCRRx5BPp+vGLrgBCjITGImbqmaTlvttWqH1U7KYut7NTE6Rs/X5pYBIN1RKqKsejsTK/n1y2FFHWpFojrhVGOdqrbcQOlAs9znVbJ81MN6JvJoCdfIhg0bdO9TzRmMlYSkXqyN1oIgFgZi00omk0Fzc7N0uwFAIBAoOeal3LPFc/ViB/X6h7b+jSxBehPh2NiYFJN9fX0IBoM1x1OaaWu9vhaLxYrOkbxx4wb27NmDxx9/vGhjgyqaxT1UMarGUorzAhsaGpDNZnHz5k3cc889hv1ULOJEjrimpqYSMWa0Y1LvVINq+73WuieE5fj4OIDbCXaj0Sjee+89pNNpeDweGX8m3HzCatXV1VUUayeCy7PZbMkmDp/Ph/vuu6/smCjG+kwmA5fLhUAfgIMAACAASURBVFwuh4WFBVy7dg3xeFwuevT6g56oURcc0WgUg4ODuHHjBhoaGpBOp3Hx4kV4PB6ZSiMajcrdijMzM3jrrbfkLlSjhYieJU11YYt4ZnXzk0iBUWnDivbffT6foRjTxgOLOlYXk3qepZVy1ZqBgswkZqwb2s5fLtas0gQl0BtstJOC2PpezTmQRs8Xv9duO7506VLZ99XuTBSDRmtrqzT5m8FMvagrIWG5S6VShvUt2s5owqkHWgvPW2+9hYmJCRlrZmZruZnBoVw/NNunKiHcA+VcI+WsFXqWoEouPfFeV69eBQBdC4IIHRCbVvx+P7Zt2yZXv0a7DcXf6Z2Lp+0blTaKaOu/0nekLpoKhYL8Vubn5zE3N1eUONPsggyora1FrJywXrndbrjdbpnTCkBZi7YqmkVIRD6fx/Xr12X+q2QyKcWDkesrl8uho6MDwO1dmHv27AEA3XQGajnE87WnGlRjXdWKMFVY+nw+pFIpDA4OSrGdz+eRSCRkIP38/DwymQwymQwGBgZkn/N6vfD7/YjH48hms9iyZYvcOSrKKOqh3K5YUcZ4PC43yPj9fmzevFl30aOGqggxoibd1obbLC4uIpfLoaGhAblcDktLS/LA8/n5ebS0tCAev53EeGFhAe+++y5GRkbwwAMPFH2/CwsLsqyqJU28q3oouYhnVr99PWuW3uH12r6gl1JHrw+IY7u0qYuMkirbsVlPDwqyKjCybqjBrWZjzczGnIhOqGbS7u7uLpmUqz3qxej56u/VbcfaSVYM7gsLCzKrspGlpJyrqtp60cYHCCEKAG+88QYA/RgldYW9XMFSrtzCwpNIJDA9PY1gMIjZ2dm6HfYs3mU5faoSqujQuqQFYgDcvHkzUqlUkbVCawkqt+NO+1w1sFn7DqFQaSoTEaujukz1KHcunqjPWo5VMfMdiUXTpUuXpCUuEAggkUgUJc40uyBTxUmltlbHJjH5iOBwt9uNpqYmjI6OYnx8XFoWhOASdaUNUBf1f/nyZQCQcWUej6dIPKi7QbU7r4Xg9/v9CAaDOHPmjHQJ3nfffTIuTRXQRn1I1IVImprJZHStq1rrniosRTqPl156CblcDm737RQJ3d3dss5ETFcqlZLpJkRZRALT5uZm7N69W9fFr35H5Rb04XAYk5OTUqiKhYLWui/cz7Ozs5ibm4PP50M2my1Kuh0KFYfbJBIJeL1eeDwehEIhKcY9Ho88EL6pqQlLS0twu92Ix+PI5XI4d+4cPvGJTxTVUyQSkeODOr6J+lAPJdcG3OtZs7QhLpFIBKlUColEQvYFradG+x2qFvZ4PI7Ozk5d8ad6lqyYD2qFgswAs6ZM7YCpPcKhXCOb2X2oxvOoGbK1H3W1rjCjwU3v9+okq64shFuzpaXFMDC32pV8pYlbvZ9YPYo6iUajGBgYMBR+9RIswIf9Q3V9qhYeAJienq4Yx6f3XmZcAnq/NyN6zCL+1kgkavtlMBiU5VUtQarV1EwfrfQOaiqTZDKJoaGhin0rEokgGo2ioaGhrOXaTPn0BFKlNAmCtrY2bN++HaOjo8jn86YSZxq5hfXury2nmrZEtQoBwJ49e9Dc3FxSh+vXr8fQ0BB8Ph8GBgYAFCfe7enpQSAQQDgcli4+YY0JhUJyMaLGogEoElyHDh2Sdfbuu+8ikUhgYmICjY2N8nBoIS60G5P02igUChUlTZ2fn0dDQ0OJdVVdaPb29sq4uaGhIVmeQqGAbDYrY6x27dqFdevWSWtxb28vzpw5I4PEhbDR5uOam5sr2jihtcQA5c97dLlcRZuM9Kz7kUgEN27ckBarXC6HYDBYknRbDbfx+Xx4+OGH5TOHh4dx/vx5NDU1IZfL4SMf+YgUnW+++SZu3bqFxsZGOb7fe++9GBsbky5VkU5C2x5G3wRQuttcpLlQQ1yy2Szefvttudhva2vDww8/jJGREd3+bmRhj0Qi0iCgXXAEg8GakipbCQWZDtVYK7QTaSAQQDAYrCrWrNzuQ208j9kJ3gxGE5D292Kg0q4sGhsb5ZbsYDBYEpgL1CaCyk2M2oHV4/HIZIuiLIlEQtdtUS/BItpvcnIS586dK+ofLS0tcnUtVv8tLS2mD3sW9VRNbJLqFqpWmJejnJg26pfhcBgul8swJssMqlVD/Vn9d1EXIyMjJRYdPQqFgnTR3Lp1C4ODgwDMpxlRhY+2TvSOhBGIiVCIV9XVt337dgQCgbIHSgu3cDQaRVtbW8k76lmf1bQl0WgUnZ2d8tmif6lJWkUet2w2i/fffx9zc3NIpVIAUGJFAD7ceerxeJDJZDA1NQW32y2tNCJFxsDAAAYHB7Ft2zYpuGZmZhCJREq+B3FeYT6flzFMc3NzmJycNBWIncvl0NraisXFRSSTyaLTBwRiARwMBjExMSEFqmhHETeVy+XkhpYrV64UJdeOxWK6/V5dwIhs+EKoCA+GViSoZ0AKt7XYtexyuWT7GLmTAcg8Yn6/H83NzTIFjZ5bXm/c27FjB0ZHR6VYUy17LS0t+OlPfyqFp3Azi5QlQozpHW2kNw6Jd1lYWCiygKpuXTGeJZNJDAwMSIuYEK7l0LOwA8Xfa1dXF4aGhqQQ7+3tlekw7LaOARRkulRj1dHGVQSDwbKTvnYHo1HMg3r/SvE8y6FcOgDVxeByuYrcL8JVWCgUEIvF0NLSovsO1YigWmKoAEjT9ujoKBKJhDRZv/fee+jo6MA999xTZDI3cmuZRfQP0S5icFTPWLzvvvuKVqLVWoa0fTASiZSY3fViLuoxqKhuLr20D+Lf9PplKBRCd3c37rrrLlMxWUbPN7tBQnWhiZgebR10dnZiw4YNuHHjBlwuF9544w05yVQ6Oka4hcQk2d7eDgCYn5+v+D2KNhTpQ0QS1FdffRWhUEi6XVW3imoxES727u5uvPfeeygUCkXvaDROid+3trbi+vXruH79OhoaGnDo0CEpVPQs4slkEpcuXZLWoXQ6jV27dummKBAWGxGm0dvbi/HxcYTDYYyOjuLWrVsIBAKYnZ2VqTUAyHQO6sahbdu2YcuWLUin0wgEApiensaNGzcAAD//+c+xefPmiqJMjMMi/QYADA8PywWydidlPp8v2rSkiq3JyUkZ+6SXXFv0e+2OVLW9M5mM3OwwOzsrLXaqSBDXJRIJZDKZImvOzZs3MT4+XlJu9VsMh8Po6OhAOp1GKBTCjh07AEBuPFApt/g+dOiQ7rh77733oqWlpSS5shoDmEqlsHfvXtOWZdHm69atk4sTACWLTADSjVpNwmy9+UFNHB0IBKSFd2pqCgMDAwgEAityGLsZKMh00LNWaOOn1A6snRTK7YRRO2UmkzHMSSOopxtKlEHPl1/OCiPeZ9euXUUxa5FIRJ7Np3d/ddAX/20mH1Q5cWF0f+D2ak+YrJuamuSOokuXLmHTpk3w+/3LFi4idk5sgxeDo3ZybG5urnqLtVpPwkohVuFvvPGGPB5FPbNuOTFxRqkFjCxwQOnAqSc4fT6fjB2rpd/qiVExUWnbL5fLyQHWqA5CoRD27Nkjj5YRAkXsNCtXb7FY8dFWi4uLhodra+tTjCMi/ke4eW7duoVMJiPDG4wsJuJomEQigYaGhpLA7krxa4lEAn6/X06efr9fd1xSLY5vvfWWFCEej6fIQiTihcLhMJqbm4v6nlgUCHebEB6FQgHr1q2Tgsvn8yEQCMjdssISIp6RTCZx/vx5LC4uwuv1olAoYGJiouK3FAp9GCvV2tqKa9eu4fz582hoaEAwGJTH6qhu1kwmIy37Qgy3trYCuO3WWrduXcVNIKoLUW1vl8sl+ysAbNq0CVu3bpXWoJGREczMzMiNSS6XC3fddVdRDNl7772HRCKB1tZWpNNp3HvvvdiwYUPR9ySSSg8ODuL999+X/aeaTUvlrOpdXV0lda81EpjJL6ldnACQ/Uz93tVFZkNDAx544AHk8/mi3IDVvo+RQFvu+GkFFGQ6aGMCVP+/3s4MM5MC8GGnFHEclXLSqOVZjoAwEmDag27VFbZ2I4HP5ys5riUWi8kVt9hZOD09bXjUjpl8UOXqsJJoU03WYvUbDAYRj8cxPz8vjxmp9cNTnw8A69atKyqDsJSKjQ5aoWNWnIj8Xl6vV6YGSCaT8rzIcDgsV5dDQ0M1xUCUSy2gtoNqHdDGfugdy6VSa78V7yd2RQL651WKa824xNU4GrF7LpPJlN1FqloCxdFWfr9f98w8bY40sdNNjCNbtmzBz3/+c/j9fszNzSEej+PKlStyshOTVaFQkIH+4mgYox2gRos1rWgQ36P2PbV9MhS6vWnixRdfxNzcHPx+v5w0w+FwiRjXs5yJOnv99ddlXQcCAezfv1/eZ25uDnNzc1hYWCgSXTt37pRlmZ2dRS6XQ1NTkxSUeqjvEAwG4Xa7ZS6wpqYmeWajupMSuC24xGJ4eHi4SAQL8Wlk3RbfiTgRQsQl9vX1yfbo6enBK6+8IuPRotEoFhcXiza4vPbaa5iZmZECVdSt+AYnJiYQjUZx/fp1+P1+jI6OlmwWUMsCoKj/WCUw1P5lFvGdinafnp6WZ6K2trbK91ZFUiQSwdDQEFpbW2VuQIEaRqB1+etZm9VxajlpmayGgswAMUBpJyG9nRlmJwVt/FOlnDTLRTvpdnR0FAUIA9BNB6AN2F5YWEAs9mEAu/Z9xM6WVCqFubk5w6N2yokuM3VoRrSJwWJ4eBivvvqqPFC4paWlYqxRJdGkfb54nvj//v5+vPTSS5idncVrr72G0dFRHDp0CIBxcLweqnBXE56K41qEpcTv99eUKFLr+lTrslw7mO3ntaIOpCpiotU+V00YqVpwAP24M3UgTiQSAFAUS2W0cNm/f7+83u12Y2BgAFNTU0XfjFjEiBxp2p1uHo8Hb775JjwejxR2wkqmikVtoL/4eyNro7qgUX/Wc9uaWRx1dXXh8OHDJWciij4pBEgikSgbuK1aboaGhopczwMDA/D5fHLHnzhQW3gJjhw5guHhYSSTybKZ1fVyT3m9XmQyGbS3t8syt7e3FwlCANKS3tjYKAPXhQhWJ2+xoUlb72LRoLejXly3detWKcaam5uLRFIoFMJ9992H4eFhGTN3zz33ALgdtyfi4Do6OjA+Po7Ozs6SYH21LKplTm+jiLZ/lxszzObqqmb3PHA7hk8cIt7c3Cyt/3oGEDGnuN3uorNCRfnUMAI17EDrhdJLK6O2UbXZCayGgqwC2klIxE+pk4NZt6LedVZ2CK0p+Be/+AXi8bjMGyV2xmlRA7aFSyGRSJQEsIv3EYObOC/MKDFtuQm9Uh2qrkKjiVmdwPbu3YvNmzfL+AcAZWONKgXL65VfuwU7kUhgYWEBAOQAKQYRdTKrlAJDK9yB23EhPp9PBsyLnE/q6q/SQFoueaLqljdqBzNtJIRJtejliRKJJNVDhPXeRbvzV5uLSUtra2vRv4kBXrjU+vr6SiyBfX198pniSByxA1BNASNypHm9Xhn3JyaZhoYGKXLEzrVAIFAyIelZZoysjUb9VmvZ17qVtIsLUdZwOFy0k1Utx8LCAt5//3243W4pQLTiRf0bYblRRT9w+1vo7OxEQ0ODXOSpFsfu7m7s3bu3Yp9Rd6BOTk4ik8lg69ataGxslOfSAigKGhd1KSzplURMuVjGcqe3iG9YxJGJsUu1nHd1deGJJ57AxMSEHDsHBwexuLiIGzduYOPGjfD5fGhoaEChUDBcBFXqP+Pj4/LYqKamJtkP9d4JKA1L0MvVVW5xXGncaWpqAoCi+taKpKtXryKTycgkxmIhLfqqGkag1r0ol9barPZvM9+VXVCQlUG7Ai8nosw2rPa6ajqEninW7MQuMkhv2rRJZrnO5XIlGZTFal5M2C6XS04iemZw7eC2YcMGGUhfzkqhLXs565Q6YXo8nqLcVtrJVA3QVuMfxsbGyrqVhZAQO8FefPFFtLa2Fq2utOVXk+XG43G8/fbbcpeWx+PBunXr5IBTLj+dnqDUOyNSuILm5+cxPT2NxcVFmZQRKM7ts23bNpmjSwykWoEukieKoGdVzBi5IssJA9EOiUSixJpaDu1GFzVZZyVrqRC5Iqu6noVKPMPIShmJRIp2AW7btq0khnRwcBDT09NFx4mJCVS4BRsbG2V8jRAtIuWE2A3X0tICv9+PfD6PhoYGpFKpotQpenVj1mqrxt+oaS70+rt2bFBdm0YpSkTAvJ5LTK9+jRZg6mKjqampaMOQWaurdgeqsOYPDw9jy5YtZROCiverJIK1omN4eFju0BMpMPL528eGNTU1YXp6Gslkskj8er1etLW1YXFxEYlEAq+99hqGh4exY8cOucO2o6MD58+fx9LSEmZmZmSM6PT0NA4cOGC4OUhv3NCrJzVnmMfjQXt7u4yb08ZnasNYtB4hdZFhZLXW1rW2HkWaC6M+rc4p4vQHIQwnJyelONML+NezFqrfYj03P1kBBZkBWhGwZ8+eql001cQNmblXJVOsFj1TsDbLtd7EIzqvGqc0MzNTcYUmXBSzs7NFVqhKA4dR/I1AnTDFpCDuMTw8jA8++ABNTU0yAStQapKv5G4TbloRWCyOP9EeUm008AlLSigUkrFJe/bskdcaraaNVuF6Z0SOjY3B6/UiEAhgYmJCpgaIRCLSJSLyf83OziKdThe5j4WbZXR0VOaHisfj6OnpKStmtG2l505ScyIlEgkMDw+bsnJo+zUAOdmJ7ehAqctX6zLyeDxIpVJIJpNyd5zabuVW9ACKdgEGAoGi70acZ5jP5+V1YpAX9SZ2uOnl90omk5iamkI6nUYqlcJDDz2EkZERzM3NFbm2tQJda+WqlFtPjb9JJpOYm5uT9ant76rod7vdcoekXt0Iwez1etHc3FxyVqhR/eolsAZQsqh54IEHqh4nhfWtt7dXbtLYvHlz0ZFK5comvuNqFrTCwyDOebxw4QJmZ2elFUz037a2NuzevVsudsfHx+WJHblcTn4rDQ0NaG9vx9zcHGKxWNHuTCGe8vl80Vg4Pj4uLWpDQ0MVwyBisZhcDOTzeZmqQoyDIvGqGsZi5BHSCnc9L4JeXWvHXjOpZrSLUnG6hPi2+/r65LXq/fSEtjbXnpG1zAlQkBkgRICINxHWiG3btmF4eLjskTjapIxGH0w1gs3IFKsdPLVoTcGqaVq1/onBX3tAud/vR39/P2ZmZtDR0SEHD70yz8/Pl3yMgPFOTnEfYZ0qJwjUCVOtv7fffhsLCwvS5SC21GufV8ndJty0S0tLyOfz8Hq9RabySodCC8vIzMyMXIWqK2Wjs1D1BrBkMqmbDFQMbKlUSooQNf+X2/3hmYwbN27E2NgYJicn0djYWBSXlclk5N+psYQik71IZaLXX3/yk59gdHQUAPDWW2/hN3/zN9Ha2orp6Wl5pIwYuPWylWsR768e1SUsdiIDvzb2UUz22gzkuVyuZPer2j5GgjwYDCIUCsl4IzUWSCwwPB4PGhsb4fP5sG3bNrS0tGBoaKjk/FjVcjs4OCgn47a2NhkTc+XKFblZQLSBKtDFQlBYsIHbu271RK7eoksErKupBfTaUk2pINxDRm67dDot79na2lp0Vmi5+tUTPXpeAtEX1J/LoVpC2traZD2qi81yZTMTJ6XWbTKZxOXLl5FOp+UOUNGGS0tL0gqazWZx69Yt/OIXvyg6Z1XNlwhAbjiYmZmR38Di4qK0pmUymaLcX8BtMfbDH/5QPmfTpk0ytlDUnd5CtKWlBTMzM1hYWJCbUnp7exEMBvH6668XHX+mbs5Q7yOE+/vvvy/rWi/eTi+sRF2wm0Xtn5OTk3ITifi2zYg61SCg7qx0srWMgqwM4nBX4LaZXux6ETtjAJTEA6lJGVVho7fqrCbQW2uKTSaTRdvvzebwMrLKiEFBO8EIC8HNmzcRi8VkEKVqndNL5yE2A9y8ebPIzSMGDtXNuH///qIzCvUyTavb5sWAG4lEMDc3J12swf/H3rvGxnmeZ8LXnM/n4QzPpCiSokjqYFrWybbs2HGcKoEbN1mg7u4HFEE2WKA/2gJdbH+1QBe7WCz6p0B+JQXaomg3u81mv6TbxI5gxaItW5RkSqQoikfxPDOc8/k87/v9GN03n/flDKUUcV188AMIlixq5j08h/u+7uu6bqcTVqu1LRKiPgjUXmt0QBoMBni9Xmg0mmfud+ZyuZjITNesPnSOavuiRilb9YgUN7a5uTlOCkTlFv1dLpfjf0e8ueHhYS5jxeNx7O7uwmAw4PLlyxgbG2NLAOKoqUc6nWZhAanv1tfXkclkWCVGTaaJ7/G0zY7uX/Txm52d5cbEdrv9EPeR7ksMcslsklraDA4OPtPzFzf+YrGI06dPK/5ucXGR+WEWiwV+vx8nTpwAcGD6SmX6YDDI85tGvV7nPUSWZVgsFnahb1VyERNBMt+s1WoAmp5cVPJsR5cg/g1w4FauNtRUl4ip3ZBWq1X8DAUi6oD5KL/BZz10Rb7hr7oXit9HaC3Z2qjfLQWqYlcU4Nl4UuKzpUPdbrdDr9fjueeew+PHj5HNZvkd1+t1yLIMm80Gi8WC8fFxLs3Ru6VemfF4nHmoYmP2/v5+TE1N4YMPPsCrr76qQMfE3riUeIj7RrtE9I033sD9+/exurrKvGGbzcYBv7pZO903PUN6NtQOjvYGkQ+nVqCPjo4e2gOPEgG04h+qeZyvvPIKfvnLXx45P55Wnn7W7h6f1/giIGszKAjI5/NoNBpIpVKoVqs8kQmlIEdrGu0CG3XJoB2M3i6wEidVqVRiBOHWrVst+ULivxVhbovF0lJhJwZ8YoNy2jS1Wi2TVNXonIhykKGk2WzGtWvX4HA4kEqlUKvV4HA4oNPpcP/+fVZ2plIpZLNZXLlyhYmnjUZDwcegTaXVcyHZdKVSwenTp+F0Olv2wVOPVguXIPLTp0/z5v60Upc4nlYCaYcWqA1h222S4me0ymLpv4uLi+w2Llo0AOCSosViYQf3bDaLBw8ecOml0WiwqlB8XoVCASaTiYMEq9UKm82GVCqFQCCAYrGIaDQKSZJaBnXtUAhSp8qyjJmZGUVjYr1eD4fDoeA+tkIwYrEYPvnkEwBKFPWo50+BSTKZ5IDwxo0bsFqtvE70ej3GxsYQiURw7NgxnD17VlF6IyR8f38f8/PzTCUgLk6lUkGlUoHNZuP+fmSvQM/Y6XQqAjlJktjuBGjOcQqAb968CZ/P1zZwcbmO7gfaqkRcr9dhNpuPbDdDSE87A2saz6K8E9fe/v6+wn9LvcbaeeXRPvjJJ59wGe6ll17ie93d3cX09DRkWUYymeTenTREW59n6WlI83R6ehpmsxlLS0uYmprC+Pg4YrEYJzN7e3swGAwtURza3zc3NznhO3XqFD744AOUSiVotU2jWaDpki/aPNA8ocRDo9Hgueeeg8/ne+o+5XK5cPz4cczPzyvQdbKboP2anptYhqTPNZvNWF9fhyRJXP5cWlpCKBRqyROjOUPfL/692gy9lTClHdL2tGrSUd8jBtbP0t3j8xhfBGRthoh43Lp1C9FoFI1GA4lEQuFSrh7tAhv1JGoFo9MmQqTRVj5bVEYhxczGxgYTHcfGxg6hcQRzNxoNlEol9Pf3s8qlFaxMm18ul8Py8jKcTiffKy1GdbAj3otGo4HD4YDRaEQsFuOeb+VyGc8//zxmZ2cZPif1ENDM7K1WK/L5PPuIiU7qNKh0Q07gfr+fs8bOzk4OVKlUQ/chOk0Dh3sEiocQ8bYA8MbwWS5gdaBQr9cRj8ePNF1sF/xRQNfb28vXLHI3RJd1CuCBgxYs9D7EIW6YVqsVL730EiRJYpn+4uIiZ7F6vZ65KmJQdxQKEolEkEgkYDKZUKvV4PV6uTHx2NgYlpaWkM1mW5aj6Dm43c2+fMRjU3s2qWX/9AwkSeLnRHQACnooGCmXy/B6vYpgjL6bnjc9Q0pW6D0S6utwOOBwOHDhwoVDwYX6MHI4HJz80WcQrUC0oWiXHLRDA2l+iMkTGaMuLCy09X17Gglb/dlPuz7x5yKRCAAc2gvbzRngAN0ig12yhLl37x5CoRAHTlS+J4QwFAoxJzgajXIgNzw8fCS/lAbNb6JWzM7O4mtf+xp3WiiXyzCZTDCbzey8T+9DvHe9Xs+kep/PhytXrrB5dblcxvT0dEtVu8ViQX9/PwsY6F0BYA5lu0S0VaszEdVcXFzEwsLCIWPiWCyGZDLJaK7NZuPWWCKFQM23U5cFRSScEgHaZ8X5sLe3h3/6p3+CyWSCyWRqe362G0d9D+0VU1NTnPzfunXryE4d/9LjMw3I3n33Xfz+7/8+Go0GvvOd7+CP//iPFX8/PT2NP/iDP8D8/Dx++MMf4lvf+tZneTn/rEETkg4qytjJ1FC98R+1GYpD/XMAeBMxmUyHyOQ0RHVRJBJBtVqF1WpFoVDA7u4uAoGAYjGGQiFu9kxoHiEw6s+lawmHw4oeZm+88QYkScLk5CTLs9vdiygeoIPJYrHA4XAgm81CkiR0dnYinW6SWD0eD6M9REhOJBIKJ3XRyXx3dxelUomDw97eXpw7d06B5gFNRdjGxgbu37/PG9jbb7+N3t5exTOkMhigPITEAK1YLKJUKsFut7dtz/PPGb9O0QcNcWMUjS7VqBQFZgC43yZtjMQloaE+aPv7+zEwMMB8p2QyCUmSuI8n8WvE0apJNv3/ubk5lMtlPlzHx8fR0dHBc0ltM6F+hnQfIyMjaDQaRwonKMjK5/NIJpMYHh5GIBBgQ2NCA541GKGDkOaY2J/P6XQqEiyj0XhIvap+ttlsFlarlUUXPT096O3tRbFYhNVqZerA0xSJdK0i8kbrkw6sZDIJg8GAhYUFLovSfPhVSdjA04UzYglRTODa8ZZaBXiAcp2SUEKWZXg8HkiSxH0qSeFKlQwKIsgXjPZDdb/KdvfqdrsVQbYsy4zAR4bmFwAAIABJREFUqO1/VlZWMDs7e6jHaCvkx+12c9u3RqPBZW21XYPb7YbD4eB5LIqvACjWCQBFv1aiZIjzmwZxf0V+crlcxnvvvcfBJ+3HLpcLNpuNf6ZVQk9lwVamuepyuhjMRaNRhMNh9mUj4OCouddKMNbue+hzstks0ukMotFOfPppH2q1JN555//nAVmj0cDv/d7v4dq1a+jt7cULL7yAt956S6GO6O/vx1//9V/jz//8zz+ry/hnD9rEk8kkZ6iyLPPB7PV60dnZ2bKR9dNKVzTEnyMFHZVq2pHJxZIWLWJq5yJJ0qFDq7u7mxEqUSEm9nejhUsLOpFIoFQqsc9LNptFIBBgLyb6d+Jmo+axpNNpnD59GjMzM+yhI/bADAaDh+wxCFkkTli9XofL5WIlkNFoZJ6GRqOBRqNBpVLh55JIJLC1tcX3SuVmt9uNbDbLLVhalQWJj0QbJXDgHba+vs7PzmAw8CbZym+rXZCl/v/t0FAR4frncBxyuRxvmk8j1Ytyd9H8VH0Atzto6RlQpk6k93Q6zUEdBUxkCUIBMHFestkscrkcHA4Ho2N03WTKLHKh1EiXus+k2WxuK5wwm83Y2dnhwKlSqWBtbQ39/f18/3SYPkswIpbFNBqNolck0NwDxYNetElRP1tC6YrFIvOP4vE4zpw5g56eHty4cYM97lrxc9SjnWmqVqvlvaNWqx1qJyTydZ4lWVDP66NsbVr5pT169OhQyb1V4NbKNoMacANNjzQi9Xd3d2N7e5stD/x+P8bHxxVNtAk1E7sRHOWpRtd35coVRSlUNLSlUnE8HucAR0w+2nGsKPgGmmuI9sFWqkbiwgFgLpT6/WWzWdy6dQu7u7ucYF29erWtl5/YX5LWRqlUYpoOdUywWCzw+XyYnJxUWPGIpUn63MXFRSwtLUGSJMzNzfG9tiqni0FUNptFIpEAAE6GxTOwXC5ja2uLxXbt7FrU3+NyubGxAVy/XsRPf2rDRx/9P0gm3dBoZExORvHOO22n+L/o+MwCstu3b2N4eBhDQ0MAgN/+7d/GT37yE0VANjg4CACK2v6/lkGbOEmpyW7BbrfDaDTCaDQim80iHA4jmUzi7t27OHXqlIIU/KsMnU7HwYjL5cLY2FjLA5s2cOIBabVa5PN5OBwOuN3uQwReh8OBS5cuHSK+igFFMplk9dju7i5zVihT6e7uxtraGgBgfn4eOzs7CAaDbZ2jxYVJJGu6lqPsMUSO3Mcff8xNjldXVxmFIadzKotRz0pJkrC9va1oQZLP52EwGBiZq1QqWFxcZARADCYAZUsNIusSF8poNKJSqaBUKvEmsL+/r/DbaleWU9t6EIlYREOf5u/zLENUYZGjf7u52AqZaYcEtTtoKeumA8jlcuHll1/G3bt38aUvfQkAFAKXgYEBpFIpdHR08DshriWVuUm91wpNUBOXya6DEodGo8G2E+KhQ6pVUojRGiGezvj4OIsaQqEQRkdHFQTxdjwmNaJNvSKflaROnzs6OspIIClYE4kEKpUKtFrtIXTRZrM9dY8R3694YFNDZXLIJwFGrVZTdB9ol1S2CojVHoBPK1NGo1FulSSuP/r8pxk00x5y9+5dTiKMRiMnjb29vYdsZjo6OjAyMqKgZKi7EYjXcJS34de+9jUsLy9jc3MTTqfzEApEXUIikQhXGdTrTXyH6iRsdHQUKysr/F96ZuQxR89FRMLpc+gszefzKJfLkGUZe3t7fH3q8intzRaLhVt9EYf3o48+Qq1WYyCiWq3C4XBwv2a3291WSDA4OMh2RPv7+7h16xb38lRXhijgOnHiBLa3txmx8/v9WF1dxdLSEou/tra2kM1msb+/z0EhKVHFs4j2rIWFHH7yEwf+8A+taC5/K4zGbgwMbOHVV2/hjTdKeOed145cS/+S4zMLyPb29tDX18d/7u3txczMzGf1db+2IUbgdGj39PSgVCoxH8put+PixYtYX1/H9vY2MpkMZFnG9PQ0dnd3cfXq1V8pKMtkMvjwww8RjUYBNGHWBw8esOeNWL50uVwYHR3FzZs3uQxiNpv5l9vtVmSYonpI5MDkcjmEQiGUSiUmf5MbvNlshsViQblcxosvvoje3l6sra1haWkJH374IaNovb29/H2t1IXkqKzmGrSyxxBRNlK2GQwGxONxeL1eRrMGBgaYK9HV1QWr1YqVlRUA4ECEfq/T6XD+/HlIkoStrS3cu3cPkiTB4/HgwoULjA6urKxgcXER4+PjCuQQAMbGxrC5uYlKpYJyuYyhoSEkEgnmv1B2mE6nmTOnLpnRxkfwP707QkPFIK/VIXQUsVmn0yESiaBQKKBSqUCWZS4rH9WUWUS9SqUSNy9v520nHrTi9Vy8eJH5GAaDgRMDEeGioCuVSiGXy2F/f59bqLTiWrYzAlYfagAUfSZFxSldp4gAENeQ+JCNRgN2ux09PT2Hgtm33377ULlTPHToEBURbTVyKCIkrUqtYmcCKhUVCgU4HA7eg9599114vV6k0+lDKtOjhppTRNdFXmUkfnG5XAqlcquyMA01qtvd3a0w1D2qA0U7bo+624X6HYvIlbjPAAdIP1mtkNebw+FoaTMjzmGXy9WyGwFw4KlnMBjY21D8e0Jgtre32Qdvbm4OQHP/6+joQFdXl4KvdVQ5V6fT8Zqi+RiNRtHT06OwThGTaTWKSc9OtGki3pckSdx+SbwPnU7HZwDQVF7SGUFl1Hg8jkym2UeSBAci6teOM2i1WplbWSwW8eDBA6ysrDAnuF3iIirVi8UiPvnkE543TqeT14ksyzAYDCiVSqwWL5X0uH0buH0bmJkBbt2yY22teT3j41H8zu+sYXBwDzbbBjSaJifz3LnXfm10kV/H0MitWLy/hvGjH/0I7777Lv7yL/8SAPC3f/u3mJmZwfe+971DP/u7v/u7+PrXv96WQ/b9738f3//+9wE0N4Uf/vCHn8Ulo1wuY21tDXq9nhEG4l9VKhWkUikYDAb4fD6YzWZEo1Gsrq5ySUCr1cJms2FoaIgXSblc5kxLnQ3SiEajWF9f58ydzO+obGe1WjE6OsrlGJJ6kzs4TX6PxwOTyYStrS1WwtE1lctldHZ2KhYvQfgkv/b7/fD7/XzddM0UTGQyGQ4aCZ06efIk208ATRSMUFGShcuyDLvdjv7+fhYgFAoF2Gw26PV63nDpO7PZLDY2NqDVavkQNRgM7M1jMBj4oDeZTPyZuVyO5eckJR8fH4csy9je3kapVOJnYrfb0dnZiWQyCb1ej0QiAYvFAo1Gc+iZaTQaPiDFsm+9XkdfX5/i+wGwsGFoaKjtOwPAaiWv14tcLsc/K74nShBE1KtSqbA7OSF5AHgDpHt4miKuXC5z4FYul6HX61l92e7QV1+Px+NhhJWuXa/Xw263K36WBAH03unglGUZDocDJpOp5fuXJAnHjh1DIBBo+yxqtRoMBgMLUGik02lEIhEW42g0GsiyDL1eD6/Xi2q1is7OTgQCAWxubiIUCrGvFHV5oM9Qvxu6lnq9DkmS0N/frwgEl5eX+aCh95DP52G32xXXRvdLh12j0WA0lp6T0Wjk3pfd3d1wOp1clqf9SbzvVtdmMpmQzWZRq9WQTCaZP0WtdMT5Tvcq+qRpNBpsb2+jUCjwfmG321nk1Gg0+D0dNd/ogKfvc7lczOFsNb9obyBUhK7barWyUIkoEX6/H/V6XfGOnrb3trrGSCSCSCTC67PdfRHSp9VqmeNnMpnQ2dmJSCSiuAez2YxMJsPleZrvGo0Ge3t7yGQyzMM8ceIEB86PHz/m/YxAAvEz261N4r2SqMHhcDCCKwbodAYATTpGX18f32u5XEYikeCAkK5Jr9fjxIkTMJlMfH16vV6x39H7ImoA7U06nY6/o93aEp/v48ePUS7LSKcd0GpdaDQsKJWsiERMyGY9iMdtyGY9SCScKBYPnofHU0Z/fxj9/SGMjc2joyPP9iT0Xuiaj5qzv67xR3/0R7h79+5Tf+4zQ8h6enqws7PDf6YI/Z8zvvvd7+K73/0uAODcuXN49dVXfx2XeGhsbW1hc3MTY2NjSKfTGBkZgc1mY6TJarWiXq9jcnKSyeH5fB57e3uMyHR1deFLX/qSIrsGmiTzS5cutUQZyHuIuGperxdOp5P5H6JzPUG2qVSKA4x8Ps9tWcj3jGBuCujUpRNCIVo1aBUH3UMmk+HPkaSm3xQRTXO5HEPldrsdJ0+eBAAuJ5RKJTidToyMjECWZb428jQCoHhOly9fVpQUqQl7tVpFLpdDV1cXtra2OPv/2te+xiq09fV19tup1Wro6upCd3c36vU6IzYulwt+vx+Tk5NYW1tjIvXIyAgHOOIzS6fTfN0i0fvRo0c4efIkc4O2t7fR2dmJarXKkngak5OTjCQRwio2O25X4iJOHD0zsiwh1VQ+n4dWq+X+dBMTE/B4PIdUpa0GBQ7E0SP0kOav+HM0Vwn9EZ+FyEV75ZVXcO/ePbz66qvIZDLo7+8H0NwPxDIRBSbUDLpWq3GZfGhoCPv7+xyET05O8rNUo7+EELdC9QjRKRaLHHRUq1V4vV54vV6Fci8cDjMn0Ww2Y2xsjN33272bdnzBra0t5jYWi0WMjIxgfHycvaXEdUVcI5/PB1mWEY/HYbfbOcg3m5v9S2u1GiRJgs/nw+bmJndpIDsHcW8R50w6ncbZs2eh0+kwPT3NgavD4WAOLJX5LRYLxsbGGHHO5/P8jgqFArxeL6M5kiTBZrOxDRCV9oD2jatbGWYbjUbFfp7JZOD3+7kThMPhwI0bN5i+YLfbWW1Ke1Gj0WCrknq9/kwcu3brgWxPqNpArclafRahqtVqFbIsY3BwEJIk4ezZs/zsaX3v7e3xuxXne6FQYN6YVqtFrVaDxWJBqVTCyZMnD601Oo9aCRDUewWVGQuFAivwT548yejU3t4ee0WSKbRWq8Vzzz2nmEszMzOoVquIRqMIBAIwGo18j6lUihONS5cu8XoxGo3o6upiI3UKpmlfDwQCGB4ebuv/lk4Df/VXJfzgB3lsbPggy4dpTSZTHV5vFsFgBZOTYVy40IlTpyw4fx6o1/dx//4czGYzFhYKkCQZLpcLVquVRRlHvdvPa3xmAdkLL7yA1dVVbGxsoKenBz/84Q/x93//95/V1/1ahtvt5r5qIqGSSgrU6JSc5AFw4FStVg9xyEQyMfEMAKXknsoEvb29bLr5+uuvt206Trwdj8cDvV7Prs3Agev601R2wGEjU9ELSc0zoHtwOp24cOEClpaWGJkgE8tWJpeE8JGZpfraCDmgQEmE48VrI3TF6/Uim80iGo0qZNdqQi4FrblcDrVaDdvb27h48SIGBwexuLjIGbPaBoICQPUzy+VyT5Q5ByUFl8uFjY0NLkWIoolW9gyirQehIWIpRjSubEeoF8tNyWRSYUpJJcOJiYmnBmL0nTdu3EAul0M4HGZFk7pk1YrTI14P/Rv1HFP/O9F9nw5NatejJiVbrVaFEbDT6TwkbhGNTVuJH0h8otfrYTAY0NPTA61Wy1wU8Xq3traYSB8Oh2E0GplP9sorrxzZbJ3WiPhnemeU7FDvUvWgdy72EiUbDppLp06dQjQaRSKRQL1exyeffMJ/RwFsrVZTCIvU5TEKxkSzXZEfSb/X6/WYmZmBxWKB0+lkAYTf72dUwWq1olwus8+aqEIF2gevYrmz0Wigo6MDwWAQS0tLzMNUJ4mxWAyDg4PIZrNwOByIx+Os+LNYLNDpdHA6nRzEFwoFhEIhrKysHOmD1m7QXvc0E1walBQBTTU7vbdSqYSBgQFFUi4ahcfjcZ7vVNKkJJfU4ZVKBZOTk6jX62xH0srUVrxH8b2bzWZcvnyZie/ZbBalUgmxWEzhY0lVhFAohM7OzkMldpofVHGgBIiAhFgsxhZHYgs32suJuzczM4O5uTloNFrMzFQxM7MJr9eOl166gFpNgk7nwCef2JHJAD/9KfDjHwPlsgWjoxp8+cu30dGRgdVaR1+fB88/fxz37v2/0GqTAGQEg0G8+OKLsFiiQgDc5J9ms1lWfFerVQQCAXz5y19+pl7Qn8f4zAIyvV6P733ve3jzzTfRaDTw7W9/GxMTE/iTP/kTnDt3Dm+99Rbu3LmDt99+G6lUCv/4j/+IP/3TP8XDhw8/q0t66nC5XBgYGMDJkyexvb2NpaUlJq+nUqlDffLoPoeHh5FOp7lsIRoXkhGgTqfD3NwcH/zxeJxVg7Ozsy1l160mi0iwFvvsiRyaVhJyGq1kwkeR0YlYTZkcWUzMzs5yQCRaaIgBBSmSiHPS7tra8StEc0pCAmmBi+VW+vlMJsOtQChQI/FFNpvFuXPnmNhLRFu3283cMeqbJgY04mdKksSBS7v3kc1mUSwWD3kQ0WZPRqFiUC8++1Y+W60sRbq7u9HR0cGBbi6Xw7lz59oGY2qeH10PuYr7/X4ujakRMXWwLAozVlZWWhLX1f+OzDeJBA0cBOdqUrk4T9Q8SBJEEC8MaN2rkb6fDuyxsTF0dHS0XBM0/+jnab6KZO1WqJj63Ymk5la9S8V3oQ5yKThzu91YWFhgjhc5udPzAqDgwEUiEbasEP2W1H0ARb4bcU/J4DqVSkGSJNRqNVYr0vsql8uMwJP9DSWTahWqOrGie97b28OdO3eQyWQ4iKxUKpifn4dWq8W1a9cYARVFGvl8HnNzc0ilUohEIkzaJ/T62rVrSCQSfJ3FYhH5fJ6bfrfi7h011AGNaFx6VHIszmu9Xo9r167BbrdzgiHyKMlfkOaoVqvF+Pg4VldXUa1WuXRHCnr1OIqfKL53p9OJRqPB9ivvv/8+UqkUPvroI64mWCwW2O129vyiaxP3UzGJElXELpcLe3t7PDclSUIsFjtkmUI/W6k48P77U7h9ewqplOfI9+ByAd/+dvOXz7eP27e3mV8pyynY7TVYLHnUaho0GhIKhYKigkXXQ4rzQCAAn8+HeDyOwcHBp/JzP8/xmfqQXb16FVevXlX8vz/7sz/j37/wwgucHf9rGrFYDLdv30apVEI0GkVXVxc7d5OUWi3Bpv9HWV4+n2euhCRJGBoaYp8Zv9/PLYWIR6VGeYD2JRGRnNqqXY8ooxZHK6sF4ABtoE1lfn6e/XyIu0IQ++zsLKamppjHcpQ1ACmS1MTTVotBjUIQ/E58GrIBMRgMGBkZUSimxKBH5L4UCgU0Gg2Fczv9bLvWKZFIhB2y0+mmp45YFmw0GopNUH1AiwGyWAZ2u5UeRmJQ34oY2+rdp9NpBRpFczWfz8NisaCzs7Ple29Vnr548aLCZoQyX7WSUUTExA2WSO1i4NIO2SPLE5EEvbm5icnJSS6XmM3mQ6TyVugpBQpPQzHoeZP0XqfTsf+dOA/o9+okRyRrEz+Iev/RHBsfHz+EgNPntutdSu9RVByK6rnR0VE8evSIM/vjx4/j+PHjmJ6e5p6JAPidkUiG9hm6P5rP29vbGBwchFarZbNdEZ0kVSdxjXK5HB9s3d3diEajimB9YGCgbcKnRnNjsRju3LnDHFSj0ci8JqvVygEHcRhp/hHabjAYkMlkFK2JREsUMjqNx+NMz6hWq1hZWcHg4KAisGi1R6rvQZwH4h7VDpGin9/b22OxE/FeSVAjIuiieAU4qJQkEgk26KVArFaroVgsHrLA0el02N/fZ8RS9PujAIqSFbFrhNh3k66TXP+BZrs09RpSq3tJ6AQAsgxIUi8WFy9hft6NUMiKRsOMatWIcvnr6OmpwOGQ8F/+iwm5XANLSxchyxoMDm7hypUPcexYAbJsQHf3WWQyCRiNdVgsEi5fPovnn3fgSZ6JTMbNHLNkMsmILyW3ANiuxuv1Mqqbz+eRz+c5yDQYDDCbzdjc3GTe29TU1DM1aP+XHF849Qsjk8kwj4x6RUpSs4dXR0cHGzSKGbO6fxvxwYBmQECbQjKZZP5APB5HR0cHACjUkepreRbpvBicHfXvWsn0RcPVUCjEh932djMjqdVqmJiYQKVS4SyQCJvtSmztrq8VKqDmD4gBqbjxqBvpEjTeLmNNJpMAwIcolRlptENv6M+iKSz58VA52Ov1Kgj3R9kwqDPY0dFRPqDFQ1osS1BQr35WYiBAQV4mk2GStlarbes6nU6nmQ9Eh4Oo0hI5KRTUAmBuWTvLi3q9zoELleVcLhfft7qUqW4GTu8/Ho+jp6eHExNxtArsSN0qohit5p3YUiwcDuP69eucwR/FBaPrdDgc2NjYYMWd1Wpl8UUymcTg4GDbZ9DqcG91T1SGFtHIQCCATCYDg8EA4CCx2dvbQ7Va5fdN3lDEFRINbSlQXFlZUXAxaR2EQiEuwRNyViwWUS6XGSmjEpxYplKvabGUTAjN+vo6QqEQlpaWkEql0N/fzyIUQmUAMDdOp9PxoS/yLovFIqanpwEceKjRehLRKXpOJNig8nOrMmhXVxdzUlt1RFHvp60MjdXBPD3HTCajsAqivz+qa4L47js6OmC323Hz5k3IsszBspgMpdPpQ4774ucRJ5G0eoTYU9JAia1W24GFBTd2dvrgcOih0YQwMWFEV1cBd+5EEQ6n8MEHBayunkIy6USp5EQ2a4ZWC2i1QKkkIZNxAjgHj6cKn28fTmcGen0Nx465sb4OZDI6mExFBINmTExsYWTkIbzeHciy/OReDRgfr2JlJcz31teXhMXiUDzfqakpNi8mjt2xY8ewtrYGm82GWq2GSqXCwRUp4gEwZ3dwcBB2ux0LCwsKtbvD4WhLe/g8xhcBmTCIvO1wOLi1BmVq0WiUVXZOp1NBLhb7t5ERK5UXyAFco9FgcnISCwsLaDQajPRYrdaWQY06aHjWydLq3wFNFIyUkYQ4AeADgKTSlI0QMkbZa7VaxerqKvx+/6HG1s/6bI8KgtT3J7b6oLIpeaTNzc2xGe7rr7/OZbpWvLhWXAH1gUjZYj6fZ3SNri2fz8Pj8cBqtaJYLOLMmTP8WbTo6R6AwzYMYoCVy+WQSqWe+h7VZYn19fWWMnwqIVKje7E0Jh4AOp0OqVSK3copqFQfPoDSDgUAmzqq0dujynKEboqBz+7uLnZ2dlCtVpn7RmW0nZ0d7OzssCfW08xG2/ErW41arcboSrVabYlEqj2nCN0Sr1OWZZ6HABjlUT8D0Vm91fOlZ6cuQ9OhWywWOQEqFApc2qYSUblcZh7X+Pg4RkdHW5K8tVottw5q5V/WyjIhFotx2x5S8BLXiwyc21nqENp+584sVlY0ePTIA7/fiVwujOVlC/b2TkOSAIulgUDAipMn+9DVZcba2n3YbBK2t7UwmSzo6uqBTudCNpsBsAe3282lQLvdrggKxWd4/fp1RkeoSb16LTUaDcTjcUxPT6NcLh/ZEQVQdkURDY3VfEa3281WG+XygVXQ00Yrrt/s7CxXYiSp2R1FTD5zuRzPQXUiL6JxVOHQ6XSMRi8tGXH9+iiWlzsRCjX/nU5XhyRpIctjLa5wEBZLDR0dOXR2Ar29MWi1WlQqEqzWGoaGipicTOHSJTtu3vyIy/7j4+OMrBKlZW3tMcplDer1bkxNTXHpM5fLHdnySUT9qGOO0WjE2NgYwuEw218MDQ1hc3MTwWAQOzs7jJ7Ruu3u7obD4cD9+/e5SkGovJoq83mOLwIyYbjdbg7ASFZtMBhgt9uh1+tZpSVm9wQrU5RN/RXpIBc3xP39fc5gQqEQGo1GSwI4XUs735qn3YN6kZMXExlw6vV6TE1NoaurixutEoJCE5kykaGhIaTTTeNQs9kMr9eL5eXlZ/IeotHK5FNEOlrdH90H8VdoQ83lchzcybKM69ev47XXXlMcSGrEUF2mos18fn4eDx48QDweZ34gmXGKXBIACh4cDSoB0D2IIgHgQChRKBT4+ZPvmNPpxOrqKhOVW5UliOxrtVrZroMk7WTDoTZmVZccX3nlFT5gKXM+ysFf9Eyig77dgUVoE80NCnZEkcne3h5WV1d5DgJAZ2cnXnzxRaysrCCbzcJkMsHr9bKJb3vlldIR/GmDlHdkUWI0Gvn6CoUCl7LUwe74+Dimpqbw8OFDVoeRDxQ9c7/fz3NhcXGRCfJq53C6bvX8Fu9BdD2/desWEokEqtUqXC7XIfNlQgAkSUI4HMb58+cVSB8FC2RQSoRuNTdIHdBarS6YzW7YbJ8+4eo0EZZYLIa5uTmEQiG8/PLLfDjmcjkYjRb4/b3Y2irjb/6miv/1vyy4c+cqqtVf5Vj5iuJPGk2zHAa4YLWa4XZ3oK8vg+HhBHp7g9jZySieH13/uXPnmBMpyzIjR263GzqdDvl8HtVqlRWNtNbbdUSh9yZ29BgcHGw5N0XuVisO6rOUPIEmmkVJSrFYRL1eVyTrYmeIVp5xYpAai8WwtLQEk6kL09Nu/MVfBHHz5gmYTBJGRsI4f34V58+XYTDcg8NhRaHgATCMeNyFbDaFYLCBRmMex48b4XI5MTo6imvXrqHRaDA5fnBw8EkLrqb/IalNd3d3kc/nOYhtxx0mfi4JUy5fvnxk2bRWq2F/f5/tQM6ePQtJkhAMBrGwsIBSqYStrS24XC72ZdTpdAw4NBoNrswQ2CIGh583OgZ8EZAphst1QOq/fPkyG24Gg0GGQ9UICtXkKXstl8vc9yufz0OWZayursJisUCSJKRSKc7WSaHZ6sBTL/JnnSxqREEsgxSLReRyOVgsFiwsLKCrq+tQDzYyX6XNjRp2J5NJOJ1O+Hw+5mSJ3Kx2o53J56+CdBSLReh0Ong8Hu51RplRtVpVcHDUpSixfYz43evr6/jwww8VPfxKpRK0Wi1u376N1157jTku7ZA2s9mMS5cuteSiqL+7VCoxuZoCSypNEBplMplYgelwOFhIsLy8zJYMfr8fm5ub2N3dhVarxeTkJB+gtVoNn376KfL5PG+A6XSaURfyrTpquN1NqT/ZYLTKWunZtuozmcuWMn77AAAgAElEQVTlUCgUsL29zcRzCshpvlCwT0FDIpFg0+VisdgS4W1Xhj9q/lAfSEK/qD2SaAbscDg48aJnQwdFKpWCRqNBMBhEMpnEwMAA2xuIhG8aVK6ia19dXcXKysqTHpk2hMM+7O0BiQRgNAK9vcDp00BnpwsajQuPH+9AozHA653A9vYGzGar4vn39PTA4/E86fVqRT7vwcZGCB7PAWJVq0nY2XFjf/85/N//O4hwuGlBMzqqw1/9lRlGYxU6XRi1mgb5fAqybMXduwY0u9W4YLN9ByZTFk5nBh5PEmZzGTqdFo2GDn/3dzKKxUkUCjWkUiZsbvagVjPw/fv9eZw//wB9fVGMjhYhSTL0ejfq9SI0mh3IcgmVihEeTx+6ukZRKGixthZBpWJErSZDkizQ6/uQSDxGuVxFJuNEImHHykoPZmaG8Xd/hyfrq4KBgQYaDR0KBaDRACyWEzAaA/B48ujoyEKrtSCfz2JpKY4PPjiGSOQ44nEdADc0mjw6O+vo7S1icLAXN27chiwXD1l3iObgTqcTVqu1Ld9TzUEVkwiRL6hus5fL5XD//n0O4qlNkdls5q4VNCdFyonN5kO93kCxCOztAbu7zV/b2y5sbbmwtBTE2too9vftkCQturvr+Na3VvHVry4im90EAF5PnZ0d2NragtdbQn//QQJarzsVpsxerxeJRIJFbgaDgT3taD+u1WpIp9M4fvw4crmconSsHpQMybKMcrmMjY0NxZkAQIFQ0h5PXpsiX5gUv3R+EW/RYDBwNxfaq/r6+rCxscEl/X8N3DEaXwRkqmE2m9mnhRYZya+pvAiA+x6azWb09vbixo0b0Gg0+OCDDxAMBuF2u5lsmEwm0dPTg0qlAper6YUSCoX471sdeCIBn4i57cqbrUir4oIvFosoFAqMxuTzeWSzWUYDqO8XbTwdHR182IZCIUxNTUGSJM74xZ5w1K+w3cEoIhAU/LTja4iDslO/38/E7GQyyX5rZLJKUnGyxBA3vFZcmrW1NYyOjuIXv/iFIhgDwKgboaBqf61n5fCRHFy0ZZiYmMDKygpnZnRf9G+JX7iysoJSqcStczQaDUwmE0vk+/r6kEql+FCgFlq1Wg1bW1uIRqN8X+SaXygUGCkixK3daFX2bUWEFwN9Kp0CTYTNZrPxJk6mlGQoDIDJ6C6XCx0dHcw7IwNXdRlBXe6mVjBi6VzNnaM52crigtDOlZUVLm2JqBfxQHU6HXc/oNI52Uao56nDMYjHj3NIJGSUyzJKpQB2dozY2LiISMSPeNzZ9pkfjL4nv5pDp5Ph80no6KjD6axDll0oFN7B7m4d6bQFsqyBVivB5yvDZKqiXv8SEgkbarUmXWJwMINz53KoVKrIZgNYXq4ikWggGh2DVivDbq+iq0vGW28Bx44B1WoZc3N7iEY1CIdNWF09gUrFCECGTifBZNJAq60DqMJsruL8+QVMTrowMdGJjo59hEI/gVbb5ESeOXMGS0tLqNWaXS68Xi/s9iDS6TQMhn0kEusolUrwepumri6XC7Vaja1hyN6iycfqQTRqxOZmB3K5LmxsaNFoBODxWGGzNTlN+bwOW1sOLC5akEz248c/Jt8qJ4DjT95xCRZLFdVqNwqFJmv8L/4C0GgGYTLVoNM1YLXq4PfnMDZWwZe/vIO33lKKaNbW1hAO57G768XubgdSKSCdlqHXe3DiRB52ew6pVBq1mgurq8Djx34sLnahXq8ik7HA4ynDZFrEmTOnodXK+OSTVWxuBqHRmODxaGA2l2Gz1SFJZsRiLqytAevrwL17wOzsSwiFzIjHHSgULNBqZQg8ex5+vwSPp4T+/jwuXNjGd77TgatXg8hmg1heTmNzswkGRCIRaLVa5HI5RSVHtDIR1xTZGJnNZrhcLt6zPB4P89MsFgsnnFT9UYvJiFtaLBZRq9U4obx16xYbQouiGZ/Px3tJpVLB+vo6tFotd7TI5/OceJJZLXFArVYruru72aQ2FAoxJ5jMpv81cMdofBGQtRniYU7kVI/HwwGZSGpfXl5mTxziLBgMBi5/UvZN6hAA3G+tXYBF2ZBer0e5XMb29jYMBgMr9+gaS6USZmZmuCErNZIVMzdZlpHJZFjlRIEHKWzUfAzxu0kNJS7ON954Q5HFtOv7tru7i4cPH/JCUY+lpSVsbm5icHAQY2NKDgNZSEQiEUhSs6co2QCYzWaUSiUMDQ1hd3cXsVgM6XSaScJra2u4cuUKl95ELk02m8Wnn356KBij7yQSM9C+LUi7IRKIyVeoVquxq7yoDA2Hw3j48CE/c9q4iLfmcrm4bCH6mx0/flzBOXI6naxUJD5ZoVCA3W5XBJEiUvS0IJqCzKN6+tGzJXUbqb2o7E/KVOLC2Gw2Nq8VSxOlUgmhUIjfR/OQ9sLn82F0dJR/TuQQLi4uIp/PIxwOw+l0Hmpvc1SZSJwTFJwSn5MCeeq+QdYAfX19SCaTKJWqWF0tYGMjhFyuAJttErOzXZieDiCRsByaD1qthGAwjb6+CF577TFOnmzgnXeeh88HVKvA/Hwes7MVJJN6mM0N2GwWZDIa2GwFWCxW7O9rMDe3j1TKhFxOj0DABZ/PiBMnanC5QggEalhdrSCTcSGdrkOvr+PChQiOHcvh3/27TmxsfKwg9FPJKZeroqcnAJ1Og4mJCUG5uI+ZmU85+PT7/VhcXOS965vf/CYikQimp6dhMpkgSRJef/11jI9bcfduAhsbJUZhiYsbDodZuEHoL9EXyL6DEBLq6EAehxqNBq+99hp8Pp9g+bLHZtkOR00xh7e2Irh37x70ej+uX68jmzXB77dCp7sHqzUBjaYCq9UKt9uNRsOKdLoDa2tabG4aUatZUa0CdnsAm5sG/PSnw/g//2cU//2/1/DCCwa43UAoBCwsfB3b20qTUo3GBVl+GQBgNNZgNOrwhAECwAbgwhG7xpfa/s1//a8Hv9frnfD79QgEcjh+fBdTUwEAJmg0JRw/bsLoqBU9PU3UNRbbwczMDBP/JycvQKM5aPlEybfX68XU1BSjxu1U85RkEhezXC7D4/Egk8kgmUwyZxZoUl4CgQCmpqb4rFR74FFFg4K7UqnEdArqUZlKpRAMBpnPKklN42KXy8WmwBRIEg+wXC4zP4y40kajkftvNhoN1Go19Pb2IhQKIR6PtwVEPq/xRUDWZtDGHYlEOHApFApYXV3lA5cmLxH5qcQ1OjoKn8+Hy5cvs+cLTXoy2hPd99WDsm6TyYR8Ps+oAwCkUim+BgrUqGxqMBgQDoexurqKjo4O5i4Rf0LkRxkMBiQSiUPKMEIQ9Ho9MpkMyuUyFhcXFaiAiArdvXuXm8jSwQgAq6ur+PDDDzmoqFarTIzPZDIIh8P48Y9/DFmWMTs7i9/6rd/ioEz0/qJ7I1HFyZMnkcvlcPr0aVgsFoTDYW6BBIARlvfee48dpz0eD7eoIQd4sXRnNBqZK2ixWPDaa6/B4XAwCvqsHD6RQAyAg2l1Q16Su3s8HhSLRVy8eBHHjx9n5Rspb51OJ5cDKZCnBu1iSToYDKJWq2FzcxOpVIrJ4eL7ElGvXC7Xlqcljlb8KrpPt9vNPVVlWebnbTabeeMmjygSEojIVFdXF3K5HObn5zmYazQaaDQaCIfDSKfT2N7eBgD2yAIOyoKE8hHPLhaLscGoWhQhBtOUfKgbQJMqbnFxEaurq0/IyxVoNCO4ceMMfvYzLR4+9KFe1ymeUXd3Fc8/X8SZMxn4/XUUCtsIBk0ol6Pw+TKwWLT8DpeWltDZOczBbrV6A8PDTW6p1+uFRqM51JXj3r17/J6fe+45uN1uRSl8aupAgdhEHjRwu5uI0MbGwXWSYtntdkOSkigUmqbJ09PTWF1dxcsvv4xYLMYdCzQaDV555RVMTEwouFEOh4MRcnpv1MVDRGG9Xi82NjYUqj9Ceon+QYPU7CSeINuLRqOBQqEAn88Hh8OBqakpRlpu3brFgg1KFkj5m89v4oUXdJwAZDIa1Gou3kuahzYwMVFBX1+W2y9pNBpcuHABCwsLiESA2dlhRCITePCg6Rzf1QVcvqzFd78LTE4CExNAfz+wvr6Df/iHVWxtdSAaNcHv78KZM06MjDT/DQBEIvu4fv2DJ4iWFleuvAKz2Yq5ufuw29PQaisYHDyLxcU95HI6hEIFPPfcSxgdtWJoCOjr06BQqCOdrsDtblq+3LjxC0GJ3axexGJpTnLo7BGtMYgKs76+DpvNBofDgd7e3rZWJpTcJJNJ7O/vs6rRbrdjc3OTaRZEvyGeKJ0pdJ6YTCZOGl0uF8/pU6dO4e7duyzGIDEcBed0DgPgc6S7u1sRSFLLOklqGrRTQkv3OjMzg0ajweVO0YKkXQXg8xpfBGSqUS4fNBfv7u5msjuVVCjjUxtHvv3221hfX8fW1ha2trawv7+vsCeg1kgUWKnl/eIgSTcFQUR2LpVKsFgsePjwIRuCiopJkpB/+umn8Hg8rB6sVCpMXCSiYyaTwYMHD/Do0SP09vYyv4baW2i1WpaJU2AhDsqaPv30U5bLm81mFItF3LhxQ9EqgwJAWZaxtLSEUCj0JECUoNfrIMtNp3EKyOhApUyIWt/odDrcvn2bLQYuXLiAcDjM/cloQdJh9e6778JqtbKppcgJI8Uh+S2ZTKZDiGUrubrad0z8f61I9qKsmuw0stmswhh4aWkJx48fP6R8owDIbrdzAEUO5KLqkYw+Ozo6UCwW4XA4UKlUFKiRyFUh5eBRLvdUAqDAlRBVMRggYnyzJG7Dp5/eh93egXTaB4+nE6urXsiyFnZ7BaOjFQwOHpQ45+fncffuXS5DkGCB1oXT6UQ+n8fNmzc52BdbW5G9AVlRbGxsIBaL4eLFi4cCC/FAas4v4N133Xj33bewthZAMmnGf/pPGvj9eZw8qYXb3Yly+QXcvh1AJNIsNfb05PDlL6/AYNiCy5WFy5VFIFCB01njlmkXL17E7GxcOCRf4kNxdnYWkUgEN27c4PdMwUqj0UAsFkOj0cD777+Pb3zjG3xoqYU9YrCpVuHR2qH/ih5WRHYnpZrBYOD3u7e3h+vXr/M76O7u5ncxMDDAvB4KeCm4Jy7e2toadxuhddvZ2cl7FHEGvV4vZFlWtPzK5/Pw+/3Mx9VoNEgmk0xxIJ8uspUhhIsaX9Nz2NvbUwhuDAYDl6tJLEHJrcFgQDqd5jZsFy5cYIrGvXv3UCqVYLdrcfXqGt5441jLtSHuCd3dLpw9W8Dp07knCU4n1Gf71lYZqVSd//zccyUMDARw6dIpxeddvuxHOp3Go0eP8NWvKqkFIi+NWqiJZXyiWJB3G9BMYCKRCAf5lOySDcjm5iafU3RWLS4uPpnzBwbSVquV91hCwwg5JaFEtVqFzWaD2WzmPUU8y8jPj5JnjUaDc+fO4dixY2xmu7CwwHMoGAxic3MT5CNIKlcxgSSKARkPUxImyzJsNhuLCwgdCwaDGBsbY0ukZ0lM/yXHFwGZMDKZDB4/foxIJMKEXoLWaezu7sJms2F7e1vhPdTb24tsNou5uTmFAhEAWx5sb2+zUouCIjX3CzjIYqanpzmwIpi1s7MTiUQCuVyOD0siilMDVyKJezwe5i6J9fv19XXcuXOHDRfT6TQ7OZNvCzXqfvz4saLhLD0nypoo+KAMhODlQCCA/f0okkkzQqFOJJPdyOXcaDQ6EY2akEyakU5/CwZDDd3dIVy+rIUsAy+8ALhcB35i1WoV1WqV++dRYFatVhmGJvdvIt0S6R84UEJms1mcOHEC29vbiMfj6OrqwpkzZ9oS9uk9qDdjsYRnt9uxtLSEmzdvwmw2w+FwYHJyEtlsFtVqFQaDQXGgAgdO5DSvyBg4nU4r2q2IPf/USl51ADU8PMyeYbFYjNVaZFkBNMsGhDKKxrd00CeTwP37eXzySQa//GURGo0Ej8cIh+McAoEQentT3AEhEAhge3sX+/t2zM4G8fHHE9jZ6cPTRldXDl/5yha+8pUk9vcX+b7MZjMCgQAH08lkEvl8nhMfn8/Hc83pdDIHRafT4eHDh3jw4AEKhQLS6bQisAgEehCNWvG//7cZN25UkUw2EIvpsLTkhCS5YLOVcOpUHJcvV+ByeXD/fh0ffDCCanUMBkMDk5MJ/OEfGvDNb1pgMmWwsND0KKTrrFarAIzcVq2VPx/1C6U5QyIe0aKAMn+yJyGEm9SS4oEdDofZIV2n0+Hy5cvcV5eUrITIiXOPmqjn83mYTCZGlyhYpTUbj8eRTqfh8XgUli3qQ4sCPgoIqN2ZiNw6nU5MTk4iGo1ibGwMPp8PxWIRm5ubbDng8/m4/Gk2mzE6OqpAd4jqQAkhla5pXyCEtFgsHgpCs9ksJ8C0T5IdDRHAiadEe0Y4HIZWq4XNZoPValWstVbG2rRHtPMao6HT6TgYFpME9R5Dvy+XyxwAq/ddSojENUzvkGxCSIkLAPPz89yXdXl5Gfl8XuGVSFYtFLju7u5CkprdBcbHxzmpN5lMnAxR1xQyOp+cnMTt27d5nqjtSZaXl2EwGBAIBLC5ucn3RpWDEydOMOeTgIGFhQUO6qm0fu/evUPPy+Vywel0snlyo9FAIBBAKpXCxhOY2G63o1wuY2RkhCtcT9tXP4/xRUAmjL29PfZ5KRQKsFqt0Ov1zC0ipRtxd1r1/lIrECnDULeoyWaz+PDDDxUB2csvv8zBgXioS5LE2Wc2m0UymYTX60W9XkdXVxdnxdR4tlgsolQqweFwKFztCcom1IqyYNrEyfKCMlLiINCCJGk4SZHJkJHKsNWqDv/zf+axvT2E7W0fHj/+MnK5gw3RZqvC7y/B6y1iYCAOvT6KQsGAcHgQP/qRH//jfzR/zm534fjxt9HdnYfVuo9CIQaLRQuDIY3u7l3o9WUAZpTLVtRqDXR06KDRpLk8ShwWAFxaoZIUDWqy/Kv0NFOX8BwOB3MvdDodgsEglpeX2WYgk8lgfHycD9dwOIydnR3FpmW32w9ZElCwm0wmMTw8zKiWGEC1CtoIYaC5VygUsLy8DLvdDkmSsbtrRyZjgtFoRm/vSygWTdjctOPf/3sjmpx7OwA7zOYytFqgWDTzvev1dQSDCdhsFRSLLuzvv4xarXmoeL0pXL06DY9nH3a7Bo1GFU6nGUZjAkajFqmUCRbLy/joox78zd9M4mc/G8LU1CICgSVYrXlUqw5sbV3C3l4DZrMJ6XRzbvX3O1CrPUYmk4LJ5ENn5zjW10/gP/wHYHVVht2uwfr6yyiXX4HZXIUkaeH1luF0arG7q0c67YAsa55cYwlebxkWSxlvv53El75Ugc+3jqGhAaHB/U3UahJiMQMmJrrg85nR02MCUMWNG7Osoibuk0ajYV5UrVbD3Nwcl+3I1oRoCmTmKnrA0SHe1dWFmZmZJ2rMZmsi0cCWREaLi4u4c+cOH+her5cRRULOyPRS3Y4tnU7DYrHwftHb28stkEwmE6PwtDZoqAUVIvKhRu/UwQWVLz0eD/b395FIJBSHYDQaRaVSwaVLl/i7u7q68M1vfhOhUAh6vR43b97ka+jp6WECOKHR9MwIORP9BUn0QUkbiYGIB0WI/uLiIlc+gCY6S5UHcV2KSY3X6z1UCj9qD6F+nGKpvdWg9S+iqa0Um+l0+lAfUaJYEG+ZSoCSJOH+/fuIxWKcEABgYEB8TqVSiec00WEKhQK/c+p4oSb/A2B/PPUg7tr29jY2NzeRSCTYisRgMBwy4q7VapCkZuujkZERRv+Per6iefLc3Bw2NjZQKpVgMpkgyzLMZjO6u7vh8/mQSCQUDgm/Ci3lsx5fBGQtBmUvhUKBszSr1YpSqcR/JmiUUKHbt2/D6XQqmiITOkGZsNiihvodEpq1s7PDTuLUFJXKLjabDadPn8bw8DBisRgAcFQv9pHUapv93ejAGBsb44BPq9Xivffe4/IeACbgGgwGRsSoPRFljRS4ra2tIx6XkUwaEItpEIl4kcvZkMsdR6MhYX/fg7W146jVjNBqJXR1pTE5uYfOzhC6usI4dUrG179+hVGc/f19mEwm7O7uIhjcwsjIKaytufD4sQu7uxY8fChhYcGKvb0RSNLBPbYbJlMNbncBZnNzQyiXzWg0LDAYAKdTi7//ewMkqYxy+Qpk2YhQyIBGQwudDtBqZVitEorFJko3NQW88QZw5UpTfeb1AlT1oiCWNioKXCuVCmKxGFtcSJIFuZwZ29tV9PU1F/rMzAzPGUKqjh07pvAFo4OVrCrW1tbQ39+PF1+8gmgUCIXc+Id/0OLBg2XU6wVUKlZ4PL2IRCTEYjJiMe0THygNymUbqlUX8nkjisVhlMvGQ8/N6ZTx5ptVdHVFYDRuo6cnh0LhPhwOG0olCdVqAI8fu7G+7kM8HkS1asWxYxK+8Y06hocr6O8Pw+sNAZCh1XayHN3p1COfb/qYjY3pcPWqG7lcBP/tv93Be+89j1/8YgqyfE5xLUZj/YkPVRc0GqBa1UOWu1tccx69vTFkMnqcOlWGXl9CoaCF2WxAOu1EpaLDyZMpBAIb6O4uo7MzhZGRLDo7AyxCaEroTQoLArKZmZhwYmVlBYlEMzjq6OhgZJB6qhInhlAZKr12dXUhGo3i/fffRzweZz8xr9eLWq2G4eFh5HI5RSJGHCbaI0TrDDo8xQbVhLBqNBo+RIg/RXsUKcrE+xMDKHX7MQBsfyMiBu38ECmgFHmJIkIkBpyFQgErKyuHbIIouLl16xaAJoJFJfnz588/sWLwMhfx448/ZoRcq9XCbrdzr0+6RkJPY7EYPv74YxiNRi5V0lp98803kc/nsbi4iIWFBSSTSVYqA02eptFoVNhOpNNp5reR2lBdCm83KJjOZrNcJm13+ItiMrUlEr1jsdm4GKTQ+yA6BvWMLRQK2NjY4AAHAILBIFMc6DnRniOaH9Mv8d2J5H+6ZlK9i36K4rWR2r9cLnNCQepvAHzP6+vrjGKSke+zEu/FoPjmzZucWNCaoCRc9JhUdxP5vMcXAZkwenp6OIshPySTyYSOjg709/fj9u3bnCG/+eab3Lbk5z//OWq1GgwGA37jN37jkNFcqxY1Yrsl4IDESP22MpkMQ9Emk0nRPFXcIJ1OJ0O8hUIBXq8XNpsNhUIBDx48QCaTUSwACh6a/ktapNNOhEJBSNIYMhktKhUbikUnNjc7kUhUYTTWkM9bUCjY0Ggc3oB0OhkajQybrYDz5x9hdPQRXn/dAKCM3d1dtm4oFm2IRCLY3NxU1PXpUFtZWcHAwABOnHDgnXcO2ippNFp0dvbi7t0HKBS82NjwoViso1arQqvVwGw2wm4fQKHgwcOHOSSTzevp7q6hv9+AWk1GtWpCpQIUi3rkcjpoNHWMjydhNMowGq0ol2twubwIBOyo14Hbt4H/+B8P7lGjkeF0SvD7R2CzeWC378Pny8Hny8Dny8JsLqJQkFAuH8fa2hhmZ+1IJpWLu7OzBpPpKkymLKzWIiyWPPz+Ejo7I/g3/6YXL73kgsXS3HRLpRJyuTq2tiaxtDSKR4+GEI0alA8ezx16FwaDDLu9CKOxBkCG01lHf38NRmMGHo8eOt1DeDxNf7GREQO6uw3Q68vQ6ZobIpHLgSY3y2bTwGCow+FYwehok7/Y29v7hHNiepLNP0QqddDiaX9/n1WtVLKtVqvcAWB0dAeTk/vY2sojGg2gXLbDaCyivz8Lj6fKrXV6enqwtBTDJ5/okMmYUC6bYTbb8dJLZej1c3C7ncw1slgsMBgMuHDhAu7d+4D5ScTfi0ab/Es6yOg6xXLW7u4u3n//fS4pWSwWOJ3NwCyfzzNxmFRdTqcT8/PzqNVqvCar1Sp2d3c56aGyHLnkUxmGWqsBYB80UhWSIpqI06LtBzWoNhqNMJlMGBsbUxCSKQGr1+vI5XIol8t49OgRd7NoVVYTDyFS4KlRr6PKcaR4JRW63W5XcJKobDs3N4dYLAa73Y6pqSncvHmTLWsI0WrOPShQOEJ76XAl5ISCKxLiXLt2DcFgEFqtltsvkTCAOEVU7cjn81hZWeFgmpAZsluYnJzkJImQaELfqaeniE7SaKdcpvfn8/mQy+UwODjYlpdGFQ7ay1sFIuVyGYVCAeFw+ND7IKTJarXihRde4PK/z+dj7qrT6cTZs2fhcrmwuLio8JMk2woatB7ISX90dBTZbJYrDq1KqCK/1OVqdul47733npgJN5NCqjSJQRKZK1PC4fF4uG8yzfN2z1r8s9PpZKUwiUX6+vqYBy4mEqJn3L+G8UVAJgyXy4WhoSF4vV6srq6yHw5t0JSJEW9hYGCAJ5pGo0G5XMbKygrOnDlz6HPVLz0cDjOXQ6/XIxgMwmAwYGVlhTMRnU4HWW769Ih8DYKKKbvc3t7mUoDJZEJPTw8aDR3W163Y2goiGvVhf9+DUMiBUsmKalWPWs3YMsACAIdDwqlTFXi9eZRKWvT0RGG15uByleFwFODx1GA2ZzA4aMa//bdXodFA0VDdYOhCva6By+XiUg3QLIWGQiEmMms0Gua90SYgSdKhtkoaTR0dHRb09DTQ07OBer3OgWbTBuQ0XC4HMhmJN08A2NycUbimNxeu/klwbGxB6Dx4BjMzYfzgB3cRj1uRyxmh0wVQKDiQSrkwN+dFoXDYxgMAbLYKJidjOHUqCSABu92JSKSBXK4D6+sF5HIWRKM+FAo2NtX8wQ+aQd/AgIT+fhvi8a9ibc2LatUAs7mGN98EnnuuidRNTgJ2ew737s2gUgHKZRmTk8cwMdGBvj4Xstk60unModY2w8PD+PjjbTab1emM8PnGEY+XUauBSb+Dg4N4/vnnmeSs1Wpx7NgxFItF+Hy+Q2ie+J7ExKBarTLXpl6vY3p6GlNTU7xObLYyRkZCXH5qzmczTCYTNBrNk/eexMhIjOdGs+TXg1xOZiSRUKHOzk5uJmwwGFAoFJi8TYc3BVQ4S00AACAASURBVD737t1DLBZjUvPFixfx/vvvcznfYDDA7/dzCdjj8QAAtxCanZ1FPB5XiFVImQyA+8CSl5bP58PExATu3r3L10EeZ8RHIySauD+iVYzIN+vo6GDxzs2bN7mBNKk4qVQlSU0T6mQyievXr+M3f/M32xK31QpUdbIo7l/iwUd+bRQk0Xu7f/8+jh8/zslnLpdDNBpl76l8Ps/CE/JHrNfrSCaTvK/R9165coXd6WkvKZVK8Hg8SKVSTDGhZtyiIIg6plDQBYC/h/ZKSk6JOmAwGLg8lslk8LOf/Yx5ZV6vF16vt2X/YTWHT1TL6nQ6RTuy1dVVRcAnGmeTMlSSpENO/Ht7e4jH40yK//nPfw673c7fI7raZ7NZ7OzsQK/XIxaLoVaroaOjg3mzFOD09PTA7/cjk8mwBQWpXoPBIC5fvszUDnFPiUQiGB4ePlRCBXBI7DE9PY1cLveEc3lArXG5XFxxoHlHZfQDaxOHgsMoyzIWFxcVRq+DQs9aCgwJeRsaGsL+/j6jemJ5l+gB7eynPo/xRUCmGtSwOBKJ8OZ25coVRCIRDs4kScLu7i56enqYqEllQHIob+UoTvYXiUQCd+/eZRmww+HA+fPnIUkSZmdnuakxLc5z585heXmZN1yn04ne3l42xaPInzadYDCIXK4P//k/DwEANBoJgUAeXV0Z2O0p2Gwa9Pf7kUrtwuUqoasrh4sXjyMcfgi9Pge73fhEMXYfuVwOW1tbXNqkxd6Utnexvw0RegkFpGCRMku/369w+acNkTgh5Nml1R5uq0ReW/Rzb7zxBt+r+kABlOWd/v5+NsFVZ+3d3d0oFAo4frxpE0AcueZ7/AgDA0sYGmry4/r7+9nqYW1tDbmcDouLJbjdZ3H//gZMJi1crii+/vUenDt35sl1PIAk7T4JiGQsLCwAwJOstYBy2YZYzI5yuQexmBf7+15ksz7U6wZ85SshnDy5ht/5nW6cPXtSNUsdGB19QfG8XS7wu6DnILpeh8NhbsdEzz8ej7PTNT3rJt/sgJMTjUaxs7PDZsYjIyM8n0ulkqIPXbFYRCwWY7SXSkAkXLBYLHj77bfx8OFDzM/PcxmJ5hQZJxOXcnt7G9PT04wcWSwWGI1GvPjii4jH44wky7KMeDyOcDjMc4iQErJ/WVlZgdlsxs7ODs/PRqOBfD6PUCjEiQ+N8fFxWK1W3L17l40oY7EYzp49y4fH/8feu/22eWZX44ukKB7EM0WRFHWgJEuWZcUH+TBOPLHn5E7qAB0ESYFe9aIo5qZF+921NwUGRS/6DxQoBuhtMdMWMwjmm0wS16d4HCs+yQdFlnWkJEriUZRESqRIkfxdcNbW81Jyks6M68z34wYCJ47Ew/s+7/PsvfZaaz9+/BjxeFxaoCyGEomEmBVz3qrdbseDBw+EvM+kieaaPIT4fLAFury8jJaWFmmt8LsAEO/Bzc1NzM7OSnLHe8wCkipElbitDtuuN9VVZ/OqHKZ6Urvb7RbOJvfFnZ0dTE9P48mTJ5IsOp1OsT7Z3NyUVj+J9EQYaYK8srIiyIXdbhcfuCNHjqBSqeD27duSOLDVWCgUxBS5o6NDrDdaWlqwubkpiRKtjKxWq4zEC4fDePLkiaZlDEASTqKXlUoFZ8+e1fCmuGfUc/iuXr2KM2fO/KY4fvE4MpWXur29DY/Hg3A4jLW1NWxubmr2pMePHyOVSsn6rVarWFlZEVHH48ePkUgkkEql4Ha7BeXld7DZbPuUhQMDAzLHl8GpMlzPvP9su/J5JUWDewdVmSp4QC4gX7O5uVmGu7MLlUwm4XK5NFMBVCNnCqGy2SySySQSiQS2trZEnUmj1/7+fmnTsnXa1dWFY8eO7XtNdqNUw/CGyvJrGgfB9HREB2qjfFZWVvDBBx+IVxJDlafTUZxZ/8rKipDn1Ycql8sJCZd+Lh6P5zfyaxsePXokh6ler8etW7fw5ptvYmtrS8iYAGRza2lpQXu7Af/n/3yKUCgLpzOB8+dP/WaxVxRbBSMAI0KhI1heXsbs7PxvBAc1VeLFixflvTkHjsoav9+v4Tjwn2g0ing8jvb2dpw7d04eOqvVikAgIBy71tZW+P1+jI6OyiHU09MjULqaTKyvr8ug8WKxKC3hehi79p2WNbL52dlZGI1GIUqrySIPpZWVFUl+WW3zoWXixwrL4XCIks7rXURXVxFm86S8XzC4N3y83saCBx09ncbGxtDamkMmM4pjx2qf7Y033tD43PX01FoD9RA93+NFxq1cx/zv+vEsVqtV5N96vR7xeBwrKyuYmpra137gAZxKpTQeeGxxUtW3ubkph1m1WtWgCUQUnM7a2KpSqST3s7W1VVABo9Eoh7HL5cL09LSsfbacrFYrhoeHpT3H90wmOfy4xuVSUQhW7UxY1FFSDocDNptNEL9gMIhAIIDNzU1JKmmvoKphQ6HQPuI+iziLxaKZYuB07o1lMxgMmJ+fF38/k8kkhzDboFx7KhJA3ySiZRw8zxFisVhMikO32y28HnV0DBNoVWWn8n1eROKvH91js9lEYc3DjQghbWV4iHK/43isvr4+4eXR+oIJTzabxcTEBCYnJ+H3+7G8vIx4PA6gNiHk3XffxbvvvovZ2VmxEuJzwc5CJBIRVIrii9bWViSTSZhMtVZ7T08PlpaWYDab8fjxY43QRm3ZqckzkUv+vZrYjIyMyN7O0UIPHz4UlKh+HBnnZ6rWMiwkeA/UuaiHDh1CuVwWBTwA6TDcvXtXvB2Z6La3tyOfz0uCUvOf2+s+mM1mMfklf9hiscg9sdvtsFgsmvvPMUakJPAzDwwMCJ/soJnFi4uLctYxIeLs2pWVFbFCUlWr6vVnMc6Zl0ajEfl8XjjWbW1tWFhYEE9Bzqx9kdhENYdWJxQ0VJZfw6APmcvl0ng90doik8kAqA1IXlpakp432xvr6+uIRCLQ6XSiXqHr8M7OjoxiASAHX6VSEeiWthQcnUOOBRMD2mXQ7ZiVHnkVZrMZW1tbCAQC+Pa36Ynk1Ji/1ts3hEIhQbKoKAVqB7rP5xOSP1A79La2tjAzM7OPnBqNRvHzn/9cKubXX38dDodDDvPNzU2cO3dOjCZjsRiAPT8btVVQL/XPZrNiLWEwaAdoqzYIHIRMRM/j8YglCa+ZeihxXI/NZkM4HEY0GkU+n4fRaJRD22g04siRI9KuYrXNEUEHCTl4/epJt2qS6fV6USwWsba2Ji1cq9W6rxh4kfUAK/j6Qe8H8StoJUAUhpYtBoMByWQSZrMZhUIBg4ODKBQKgjLQG2hqago6nU488HjtgD3bFYfDAYfDISO4Lly4IKo+g8GgUQPTUoYEXnWdPHnyBCaTSV6vUqkgl8sJMZ5JozoFg4kNFcodHR0a5HRoaAi5XA4tLS3i0+T1egXNGxoaQvg348kcDofMsuS6I5FbXe9Op1MSWq/XC6CWjITDYeEovUi9Rc7V7u4uent7BUUmV0qn06G/vx/pdFpTydP2Y35+XhLMmhlqTjhVqpKRr0P+HPcScmGZ+DJIHOcexoHNanJHNTaRrt3dXTidTlgsFuG/cS9cXV0VXlJnZyeGh4cF0ZmZmZFWGa0vdnZ2hPfEApatvHK5jJWVFZw9exYdHR2YnJzEr371K1SrVWQyGSnUVKSTybe61/JPdYRYqVSS12GCHwqF4PF4REi1u7uLTz/9FDqdDg6HQxAo7m0XLlzAtWvXJGnjQV8ul3Hu3DkxY+V8YN471T6C3mls+auFJ30ZW1pa0NLSgkOHDuHmzZuoVquijOTaWVpawhtvvIGFhQWNL9+xY8ewuLioKbwMBgMKhQKKxSICgYC8l5o48v4PDAxgaWlJZkQmEgn5vtyj2B7t6+uD3W4XBFOn0wmXTbV6IeJWP+eT94/FeCqVQjKZlAkaPT09Yv/EVj6vEZPE+gSLe+NBEwoaKsuvWWxsbAhEqh70PNj4UBEh4OanmlkWCgWkUimpiAKBgCjwmHgx2FLgmCVWXVTjUCHEn+UAafbSgT1jWG5COp0O8XgcGxsbmkRFJf/WH+TT09OIRCKCLrS2tsr1YMIRjUZF0k8VV418vqcYY7uKQgNWSzzM6a5ts9mwuLgoZrf83I8fP8bs7KyYZJpMJvT09GjGP506dUqIuqzA1USLZrTceKmGJdLDSpqcE5rOco4e1U38XOQHqa0PtiVYfapJ5hdVWCoKQaUYUEtQiNLUzyLlzx+EWvC6qX8elLzR8qC9vR1LS0uwWCxy6LFVAtTUSLFYTFy4m5qaEIvFEA6HBdXkNSBfjBtkPp/H+Pg41tfXZQMeHx8XqwG12h8ZGUE4HEYul4PNZsPQ0BBGR0flkFhcXJQkiG0uEusNBgOGh4cloaC/EADNVI379++jp6dH+DUOh0NGvXCUFdEs9bOxHanOsqTKS1Xd8VrXowbkgdbvHereoiZMy8vLuHnzpiAxJHIXi0V4vV5kMpl9lTxbl0RIiODwXrL1GwgEZI3m83nMzc0JF4pIm2pxwSiVSsJT+uijjxAMBgW9YRLp8/nEy7BarWJzcxM9PT2wWq0Ih8Nob2/HgwcPJNnn93j48KHwni5evCjKb34nokgURbALAECSZRbMRGQ5L5jtUSJVbJ/xujHBtFqt8Pv9Momkxqk0aDoAAKRFRlpFPp+H0+mUIoA2QpVKBaOjo1KMmc1m7OzsIJ1OQ6fTIZ1OY3JyUpDm+iHlQ0ND+8x9VS4l24E0QeV6/uUvf7lvvwMgvoZ3796VVjATLYvFgnA4LAVBNBrF7u4uTCYT3G63TClR29sqv41jk2gXAtQUjcCeV1w8HpeivaurC6lUSq5XNBpFW1sbBgYGEI/HhcZDFDQWi2moPkz6gT3Bk81mk+SV1yuZTGJyclLOYP69uu8etDe+aELBq4pGQqYEpc3kzvCg5yHCqsZoNEoGns1mMTo6imfPnslEe1bTer0es7Oz8oCbzWapxIA9iNrj8YhnEEmqu7t7Q1xzuZzwzdgWSKVSSKfTKBQKsulkMhkx2WSrxGAw4Nq1a3J40cmcDzC9lJqamjA4OCio1dTUlBAeh4eHsbKyApvNhtXVVals1tfX8fHHH0vLwel0CuJkMBg0rQmTyYTnz59LFcqHiwdCsVjE9PS0xux2d3cXS0tLqFarMstyc3MTNptNYOzd3V0Z5q4aRXKDJY+IyS5tD1577TXhuLHN4/f7ceLECUxPT2N5eVmQPqA2d5OkV9UkcXp6Wox3ee1eJKOu3xCoWOIYqBdtCgdZD3CGp9PpFHRWbXeoyZuKGpB8zjlvbMnxPvT09MDn84lNwfr6uhyELFSIHtLbB4AkajTfpHnkJ598IgRz8vk2Nzdx+fJlTE9PS2U/NDQkifPy8rKoF9Vh6SpP0+v1YmdnR5BJjr8yGAwygof8Gn4+JtdULJbLtZFk9CXi9VLRYovFgv7+fmmlq+gjD3wVNVARE2723FuISHDdkndEZJSJPvcGAFLJkz/E1m84HMbY2JjsLX6/H21tbXj48CGMRiNisZi0UKenpyVRZeu1ubn5QIsC7htWq1VagGxvqmIi8uq4h3B0V2trq/i68TqS61YqlZBKpfDJJ5/g7bffhtPplO5CvXEq94SWlhYcPXpUM5OQic3AwAAqlYrsN+fOncPk5KRwCnmve3p6sLCwIGiNxWLB5uamJAUcTs3rvrW1hWg0ivHxcdnHiaRubW2JYMDv9+PevXvQ6/XSWiUSSCTWarXixo0b0Ov1sFgsIhDhs5rP55FMJmXIPfeHeDyOt99+e19Sz8RteXlZVIRcV0zM6L1VqdTMfmmw7XA4YDAYEIlEkM/nwbFuqrcY2+tUYLINurOzgzNnzgiX9tGjR6LYJIWH8y53dnbEyoXKSVW0NTAwIOguRRQAxJvu+fPnaG9vl/OWay8UCuHOnTs4cuTIvr3y3r17WFtbQyaTkRms9YKug/ZG0g++LtFIyJRgn53SdZWrVK/8A/aQDrrIM7gAVb8vciXUv2Oi8Prrr8Nut+Pu3buIRCIAIHwBr9eLoaEhjI2NSbWwvr4Oj8eD1tZWSczS6bRA15OTk3A6nTAYDPjggw8Qj8el3bC9vQ2z2SyHpsVi0VSLzc3NcqguLi5KK8RgMIhnEqvRQqEgg2GB2sPGWWd2u13+mZiYkIeV6BonIbC9wWtS387ln6lU6jfcuHYNjE2kgL4yFy9eFMdom82mUQUCkOR0bGxMDmiGaj7Iz8H7yipbnXyQSqXw+PFjabs4nU5NEn/x4kVZJ6p9ARN+WpmoVeFBUc9pzGaz0homMdpoNOLDDz/EqVOn9pkdquq5x48fS9uchqAej0f88U6cOAEAmjmerM7X1/c8pdxutyiCHQ4H2tvbMTs7K4gDp0BwXEo9n0+v1+POnTuoVqt48uQJLl26BIfDIfwYHoRNTU37BsFTiMD1Q9Uh0Tiiqw6HQ6p4Ign0W3ry5Im04v1+PwAI+luPFvPAOCihZvvb7XZLO5Vor3ooDAwMYGtrSyZ8XLp0SWxzPvzwQyQSCbmPHR0diEQighj6/X6xZQBqyI3FYsGFCxdw7949ZLNZzM3NYWFhAc3NzXA4HIjFYiiXy2JQDEAmWqjjbepbNS7X3pQMFjYUbRABopqQBSX3OyLP6t7IljWTI5PJJAgOyf5UILJt39LSgt3dXfT39+PUqVOw2+2a8ThNTU2wWq3Sxs5ms7Db7Rr0CaihSBQ60PaHSlbOQLTb7SLsyWQyKJVKGB8flyHXRB+5r7tcLlgsFnGUJ3+PRR3FKEyyVYVwPp9HU1MTHA6HZp5qMpnEkydP8Prrr8v+wPtH2kz92mtvb0dTU5MU7CpdxWazyV6SSqXg8/nQ398Pq9UqUzw4qWBwcFA6Pge17fgMl8tlzM/Po6enRzi9RGRJzOeZwmKKLU92IOx2uyCb6lnq8/mwsbGBRCKBeDyOUqmEp0+fyppbX6+N/nI6a4PFVSoRJ2GQ+xmPx9Hc3Ix8Pr+PG/YiT72vUzQSshcE53Op5EQq//L5PO7fv6/xGWIVxYPcaDRq+CpMHEwmk6A4lObr9TVD17m5OQ152W63o6mpCV6vV1pm1WoVzc3NGhd9m80m6BgfkEKhgLt37wrRlygKqya2lSwWi6bFQph6ZmYGxWJRKuudnR0kEglZ1ImatbuYEDY1NckDykNgenpaDmMmeaqVB7lvbrcb6+vrIos+KFwuF06frhmJqjA2CdFWq1UODP6cw+EQYUUoFEIsFpPKWZXDNzc3IxgMyu+TmwdAWkfkPQQCATHU/PWvf41kMin3gUmgx+ORkSQk8hNl5ZpSW6j1KEX9SC1gL6lzOp2CNDocDrkPNptNYHubzQafzyekaH5/qpiWl5dx//59sW5wu90aObzL5donSFBbJSSVc0CvypvjAd3S0iIGnVwfbFVVKhVEIhFNe5sikvX1dQQCAdy/f18ECPXrgAkLN/ZSqYRMJoP29nZ885vflCSLnl9s97EdpbauNjY24PF4MDg4qEG96tHimZkZHDp0SNoh9HTS6/UolUr47ne/i83NTdy9e1fa5+Vyed8Yn1AoJEkCUHOmP3XqFO7cuQOLxYJcLifIB33NuC+wXXb16lVJglR/LrYPuWeZzWbkcjlphzKR/cY3viGJUj3SQMU00Uu/3y+FKQAZA6Wa5NKGxmAwyHxfqvvY+leTXvUwZEeCzzMTRhZTgFY1DdT4d9vb20LvIHeNSTc5kmy1Eakn+sh7XK1WJUkhRaSpqUmGofMzkutoMBjgdruRSCQQi8UQCATgdDplMgoFBESoyK0k54x7NMcF8edVigf31lKpJPy9+mKOqHV7e7vGCmVnZwcejwenT58WHiSfn3pbCPIR6w2C1bUQCoXgdruRTqcFSVMLTs4H1uv1mJubEwsa3gMKd86fP69p2R6koqfpOddUPp+X6Q27u7uixFRDtRoh95fUFovFImpTgibkjh1E4/m6RCMhU4ILhJuoOhqCyj+1UqPaiERCVoAnT55Ea2srbty4IQ+mzWZDPp+XTdNisaCzs1P4F2y90IeIGz03GXXjNRgMOHv2rCxYAILSsTLL5/OYmJjQcNb4OROJBHQ6nWbwNaHx9fV14few+qdyaHd3F4ODg/jss8+kEqaBn81mQ29vr7RRCoUCHj58KC3Rnp4eafWpvCUiNV1dXWJoy3mBDL1eD6vVirm5Ody5c0eUffSY4Wag1+uF/ExZ/Pr6uhzI5NdwY+7o6ECxWBR1J1CTsdNWhK3Y1157TTaU0dFRhMNhAJBNmPeFnDm6cQN7sytpjKpuCA8fPtxXraneR8AecZz8vYsXL4palL/LQxiozS+l+mxsbExz8F++fBkAkMvlhDTMg317e1uUmEQaObLnypUrMt8uGAxqRnxxM1tYWBBUl/eVn4mFSqFQwNzcHNxuN7q6ujA9PS3KOyaDVFWZTCaprvkzRL6IzLHIIDKRSCTQ3d2NEydOSJLLxLdcLmNwcBCVSs0okmNwqtUq4vE4zp07J99ld3dXeFtsEbKVeRCaA9QSNCJ8TBT9fr+0yHlgbm1taVSPTIj573z2qWymqSzbs0CtCKLdA4ssRktLC0wmk9gMlEolea6Ialgslhd6i/HvIpEICoUCkskkLl26BGAPGSPfx26349SpU3j+/Dl2dnY0ral6qwcmYirhnnsS+bY6nU7EU/Pz89IyZBHK78M9jWIYrgtVEMMDnYpmJt6FQkHjXba5uanx56Jop1KpIJVKib8avxMT/Fu3biEQCIi69LXXXsP4+LgkVSSw63Q6DA4OIpFIwGg0CuKzvr6O9vZ26HQ6jfoUAK5evYpSqST8PfrMqQBBKBSSpJfCGybhLLrI+6RVBv99cHBQxrnVc1W55/DP7373u2J1wrFG5NBZLBYMDg6KaIjr2OfzCb2lt7cXfX196Ovr06wx8tTy+by8Pgu9bDaLpqYm2O12Sc7u3LmD6elpSa7UFmRbWxuSySS2t7el+GBRVK1WNZMgiDjPz8+LcOHrYHfBaCRkStAZWuV71DsBAxB5ME0Fz58/j9u3bwsxnLwVv98vECwVYESUHA7HvnljlMtzSDVRKr42eQZU+ASDQcRiMdm0TSYT0um0jApRN2q2pojqjYyMaJRg6XQa//3f/y2KJ5vNBqvVKiozolxjY2Ny4DDols0KjiROihvy+bxwiCjdv3XrFpLJJJqamuDxeFCpVHD8+HFsbW1haWlJDlqDwYDe3l7NDDiOUnn69CmsVqskWRzyncvl5BqQ88LkymKxCGeFiTKTMdWgsaOjQ9A+JmMOhwOTk5OIRCKSkDKpoRiAidXQ0BD0er34XnE9qe1J1doDqPn8LC0tCYeKKCa9ewqFgnDW3G43dnZ2ZFh9LpeTdcmknD5BOp0Oq6urePLkCZaWllAsFoWDR4m72nptbW0VxE7lVQG1EV+zs7P7OFX0b2ISzz8BCArZ2dkpnMBoNIrz588jkUjAbrfjs88+E/4QUQpyD9nmYAvE4XDA7XZLi5SUgJ2dHTx79gzJZFKSdSYIqlBBr6/ZCIyPj2vQXFIIGCpKTpSbCSdVaaQhzM7OIhgMwmKxCFrc398vyeMnn3wCoEZ4fu211xCPx0UkQbI97TrI5bFYLMIFMhqNQjUgV9JkMqG3txeTk5OSmLS2tqJSqY1NI+k8k8lIMsO2EaO+FUaVN1WZFP0QdW9rawNQMxBmAsN1xLVDxFS1euB9aGtrkzYSryPbf9zbPvnkEyG2m0wmUT4SgWYBy/col8twu90apDYYDGJwcFD+W2375/N53L59G5VKRdphLHLI2aNHHe8DW7dUE29ubmJjY0OmJXR0dIgVC7+HWngVCgXh9JGnFgqF8M4774ggiPNFNzY2BEXd3d3dhyDz/pFjNTMzoxlbRKsllVMF1HiwLOhVKseLVNyAdkbk/fv3EY/Hsbq6CrPZjN7eXg0lQhUCZDIZWX9XrlwRAr56P4CaIEC1UqEgg9eabcpyuYzl5WXpJl26dEmz3xBsUJNno9GoEba0trZicnJSCnir1Qqfz6fpTrzqMPzoRz/60av+EP+T+PGPf4wf/vCHL+W1Kbvv7e1FMplEJpPB4uIiqtUqPvnkE6yurmoqZ7PZjAsXLkjW3traiqWlJcRiMWQyGRkpwg3J6axNAmhqasLRo0fh9XqRTCaxtraGZDIpnKvvf//70Ov1ePbsmZBiWWGTwH/06FFRUvG/+/r64HK55HBWeSddXV1C+CfxNBQKiake4X9yxkKhEHp6enD06FF5sOnVtbW1JdW5SuAGIKRZl8slbvpNTU0YGhrC+fPnBRWcnp4WRR7VdkePHpU2IxV1NpsNb775JtbW1rCzsyNIIL2acrmc+OoYjUaZrsAEiQcBW76VSs1P6I033sDQ0BAGBwfhdDoxNzeHx48fS7KSzWaRzWaFzE7iLxNqcgR5z6xWqyCN/JknT57I5g7U0Cuqc30+n6AvOzs7uHLlCh4/fozV1VXheHGDJD/HYDAgGo0KX5AHRUdHh1TpPNCJvNK7jmomKlspETcYDGhraxNTVbbyTpw4IV5FDx8+1BwQGxsbiEQi0n5ZXV0VQ+RKpaI5hFW0QK+veSR1d3cjmUxifn4eOzs7mJqaQiaTwdbWliSgbPmx1VYsFtHX1ye2LPQrGxoaEgI+hQr0D1tbW5MEq729HUajUQqG1dVVSXyq1Sq2t7eRyWQwMzMjhqnlchldXV1CRt/e3pY/VaEBhSpLS0vyDPGz8LlgS4zJcy6Xk4TZbDajq6tLhDEPHjwQ012j0Yjjx48LskdSOQB4vV4xvTSbzfI96PvFpJzoam9vL775zW9qDh8esHxe5+fnkU6nZWYmE5NcLicmuNVqFeFwWCYWVCq1AeKDg4M4cuSIrC+Hw4FAIIDOzk5ks1mZHNDS0oKuri6Mjo5idXUVuVwO4XAYTU1NSCQSWF1dRblcliKQ2JKmVwAAIABJREFU9jsU0vD5AiDu+WfOnMH8/DyuX7+OWCyG1dVVQbDU/Z38TRV9a2pqwsrKCtLpNGKxGDwejwgo6NEFQIpLtpSBvVZxT08P2tra4PP54PP5UK1WkU6nEY1GkUqlJFFvb2/HxsYGFhcX8fz5c/T29uLIkSNSbPO5UGktnGbQ2dkp+7h639h5oeDI4XAgl8vB7/ejWq3i5MmTMBqNWFhYgMlkEtSPRd3z58+RSqXg9XqFk0wrGl637e1tQbQpSuHnYuvW5XKhWq1ibm5O2sAsaHgmLi4uyn3hd+DZxk4QkXG73a5RDrPAKxQKsFqtGB8fl+/++uuvi6jI6XQiHA7L+UQuKp/NpqYmERAVi0UMDw/Ld31Z8VXzlgZCVhdms1mcxfnw3r59W1oNbrcbw8PDmlYm507GYjFRDnLDZ9VPToMKOa+vr2NnZ0cOHypW6FfDg1+n0wmxt7e3F9/4xjc0sHK9kd6jR48E2idXgsodJlL5fB5jY2OIRCJSXbMNkkwmhV9z8eJFXLx4EdevX8fp06fx8OFDzViYpqYm4SBQJZPP54U7QnSkr69vn5LLZrPJAPOwMt/tBz/4gXBY6GVDbs2hQ4cwNjYmxGZy8ljNcySL0+lEW1ub8Mu2t7dx//59eSAXFhYwPDysuXa83kANBc1kMlhYWBDPMjUR5Ia8sbGBEydOCBmdGx/9bVTBAkfz3Lp1C4VCAV6vV+PyzQMbgBy+nIEI1FpV9Hlii1slZ6sIAQAcO3YMn376qVxjbkw80Hi/6SxP0vvQ0JCs64cPH2p4OUyCqaB0uWqz46gyVA9AXg+TyYSRkREANRQwFotheXkZOp1OCOdM4Fi4kCcZi8XkuWBbsN5S4tixY3j06BEePHggBxnRJBYkgUAAmUxGiMMUHRCFJWGbykKiYjTCLRaLgsYQESJFQF07RHJ3dnbw+eefC0oC7AkVbDYbAoEAZmdnhXdFFJ2HMV+X/ls8IDc3N2X4dXd3N27fvi1muYcPH8bCwoKQmYm6cR2qzxhDJTqzvdvS0iLqOB6ILpdLWn5ms1neVx0/RHSrWq2NOaJT/6FDh2CxWIRIHg6HhUhOcRDbVuqcT7fbjW984xuiyLPb7ejq6sK9e/dk7Fx/fz/6+vpw69YtzM3NiaI3EAgc6Gul7pMk7JdKJZmsQFsSFUE+deoULBYLIpGIqDoDgYC04an+pKEx2/z0UWMCYTAY0NXVpSm6ONaK+6LD4UAwGMTKyoo822zHqyOw1PtmNpvFaNpgMODzzz+HTqdDLpeTdUOLEiaTtDrinrO6uoq1tTWk02msrq5icnISb731lhTXNMzlPsC2sToFhd+B7UYCCdwv6/myFJDQSmVkZATj4+PSwnW5XDh37hxisRjm5+extLQk92p1dVUmHPA9Ll++LOggz2HVtJYoXywWg15f83NTbU6+DtFIyA4ImiNSbck2Hz2/CEczCNk+evRIoHiainKjLpfLOH/+vMbeQEUWdnd3ZUOhiqW1tVXacbFYTB4cHv4HETGpQGQ1wWqJ34nkyIcPHyKTyciBxIeGMmRyy1SI3G63H8jR4LwxJgZMPpubm9HV1SWfS72+/J5sK0YiEYHRnU6nJHkAZHMjcnH+/HnNrMVwOCwCCZPJJERXJq7kZbGaJwdCharpt8YWFBEoIipUkjJpodrLZDJhcnISdrtdKkKq5ZiQ89pR6cWB9LTrGB4eFoRGp6uNmOnu7kY8Hhe+WzAYxOrqqrRtdnZ2cOzYMQ0hF8A+FSAPBHI/gNpBR4UhuT/kL9K4kuolmq4SEWKSwz/pXaYSmnmd2DqlxxrHF7FFoT4nvE7VahWJRAI+n09ek3Mdu7u70dPTs4+/5nQ60dfXh0ePHkkriyNoiL4eO3YMQI2Uvr29jdXVVSmWOOKIhxvtSPR6PcbHxwWVI2mY165S2fMVJOIIQPhJ5FQZDAZ4vV4YDAYcPnwY8XhcvPaI3KrtMSZ7fF2iC6VSSYQUer0eH3zwgabFTt8yJmNerxfBYFDufaVS0YziUQUcnAE7PT2NhYUFDYd1d3dXEiyDwYB0Oi2t8La2NtjtdrEFYgeBLXcG+UFms1kSm3g8Ls8T29R6vR6BQADFYhEjIyMIBoMa1SRH95DATr4glYZEb5LJJKanp8UpX913yVPjNefMU3I/6VNG4RT3sLm5OTG5pZUH7UbUREMtsADInsrkVuWeFovFfeKfc+fO4f79++jo6MDNmzfl/OCsTu6RaptQnRfJIpxmxbFYTDMZg+1XdjD6+vpEoc+CZnt7Gzdv3pSB7SzMf/nLX4otE9ftvXv3hHernjN8vt1ut3CXiVKq56Z6jgWDQY2gKZvNYmpqSp4zturJk+U95+sxIWTyR3UmY2JiAh6PBxsbG/D5fPta+K86GgnZlwT9jcj34sZDyJNDZJ1OJ06cOCEjHLjo+eDVk1nZ9lF5Ety8WRWPjIxge3sb169fl8ognU7jo48+EjSinpRIk04eCGxdrq+vIx6PQ6fTYWdnB16vV2Nqa7FYcPz4cXR1dWF8fFw4JHTFj8ViuHnzppC91e+xvLyM9vZ2QaLu3Lmj2dBpdsnIZrPCA6tWq9JyU+ft8RrTiVkd9WKxWITXMDExIeaGhUJtJhlNCIn0EIlk4kmvnK2tLSGIUl3GZJOjhEhIJoJEryk1cWMrmG0ybm7qfWf7gygECcW5XA5ra2syfBmotS1aWlpgtVoxNDSEiYkJzM7Oyv0l34KtApVYr9pqXLt2TfgTADRcvUAgILwmWpIANQXrrVu35AAn6pjP54UcTuTV5XLB7/fLmJtsNittHZvNJjw9tjZphkqElSgQvbt4gGcyGQwPD6OrqwvpdBo3b96ETqfDgwcPEI1GBd1QBzgTWVONOt9+++19/m6HDx/GzMyMJIQUmQwMDEjySG4OuY9MrDkfMJVKSUuSr2O1WnH69GlYrVYsLS3h6dOngoKwUOAcWyo0d3d3pUXKVpLH40EwGJSWGVvERGNOnTqFSqWC58+fy/7EVj7tFFR7FD4/W1tbePz4MSwWi/AZVUsOCjpIjKYYR51o4XQ6sbi4KEmg3+9HR0eHJM/0uOM6p2nwG2+8IUlfMplEPB4X1BMALly4IM+7uiYcDocUGKrT/traGlwulxQYLpdLVMb8Xm63Wwjhv/rVrxAKhWSvBGocT8bU1BScTicSiQTC4TD0er1mMgivJYUW1WpVbIVU81aDwYCJiQm5htz/eYaYzWZ4vV5YLBZZG6plEJMIFhyBQAAWi0X2krW1Nek8AHs8LBZOfC7IayXiS/9FUghof0I+rarUZlLG11NRrcHBQdhsNqysrGBjY0P4kZlMRuMtx6kYBoNB9nBamdQPTFfPBO79qkmuOq6L3nhut1va/fl8Xmx5uBZeZG3BZO3QoUNyr1+EoL6qaCRkBwRvnKq2ZJDcShNHdSECe87u3Eyz2axwH1hxcHMh+sXKiOpIcqBCoRCeP3+uQTMIyRNypWUEkaDR0VGpYFWTRs54pJy+WCzC5/MJ8jcwMIDm5maRHjPU+WtEtVQyaD16FQ6H5WHmeAsSwBmzs7PCbyuVSohGo7BarcJxYCuN703JOZEcPmTkj6lScBWdmp2dlaqNGz2rcGDPzoCbNFECVvDFYhG9vb0ol8uyUZ05cwZbW1vIZrPI5/PCbWHLh8KOQqEAo9EomwiVbXNzcxryOjkxqj9dvXKTyT8FH0RS1DYJsB/Z5fswcUylUrBareJ1p6KFrDTJB7RYLBqXe2DPVJZJIJN3usCT22UymXD+/Hlsb2+LezZtQ9bX10WdRxQqGq0NYOf0CLbYiRKyJbe2toa1tTUxtuWzB9QSSRYYRLNGR0cxPDysUbBS+k4yOpEeGv8ODQ3JmsrlcnC73VJonD17Fg6HA9euXUOxWBQujsFQG/9ChNfhcODZs2fyHDGJYGLPw0TlCQK1ZLunpwdbW1uwWCyw2WwYHx+XYqJUKuHTTz8VqwlyZqhUpp0CCyYi7Zztx4M+Go0CqBG2VUqGyq0hcqQWlWyrEvnX6XTCteXvMHk1Go1iGsxkf2JiQni1/AzkCqloj6r45t7DljgPXCYbbEu++eabyOfzKBaLsg8wMSqXy0I5YBFHtO7cuXPY3d2VPWxiYkKK43Q6je9973tS1Pn9fplzu7GxAaPRiPPnz0vXRJ2P29raijfeeEOSfFW00NXVJSIjOuPT949txXq6gKrmZUSjUXz88cfyvdn6c7vdyGaz2NraQi6XE0pNtVoVAQNV9nq9Hn6/Hw8fPkQ+nxfebnNzM1paWvYlNh0dHbDb7fjggw/k/nCd8F6EQiFBSZk08/OrnRLVtoJzcetb3exCEGQolUpYWlpCpVKRsWqqQEH1XFTfh2tLbfN+3ZIxoJGQHRj1WbZaNTPJIrlWNTlcX6+NqKFMnQcuE7D19ZqhKzc/HngcwcT+/sDAgEDxdFcmQsefJRKmQq6sZIg+rK2tyVBtPmzkEh0/flxzKD158kQ2X4vFIs7pwJ57tcpxqn8/kpVVf5zW1laRO6u/o3oOAZBNg0GEkAkFB0X7fL595pSU4JvNZvj9flGEAXubAOXbV69elde0WCzQ6Wpjpp48eYJ4PI5oNCpImNVqxe7urrTZiKqNjY3Jd6a/G9sgLS0tguDwfYl+6PV6SYiIbJLjo6pWmcwSbVP9rpjct7S0iApRTZCz2az40DGxZaJnMBiE7Lq5uYnPP/9c1FxsP9LQ0WazSRuH6B8tNGgJ0dTUhKWlJdjtdnGq1+lqg32JjqysrGiUXixsrFarqOAomadAQb2XCwsLgiaqvnd8HqrVqqbdw6QbqG38S0tLWFlZwfT0NN58803NMGhOxkgmk7hz5w6MRiMymYwgJPzuAKTAIu+To5QSiQT8fr+sS96HcrkMn88nrVwqQ5PJJJaWljTJGABJ6jweD+bn52UvoHIaqCHD9PriLFEmigCEK6auB3J02OZm8cPrxwSAxSOTBA7e5sHNpHVubk7WaFtbG44ePYpoNCrXgr5+VqtVEmSi48vLyxrOD1vhuVxO/Aq513AkEgsMcsiY8NOSgshRLBbDoUOHJJEoFosIBoNi+8PiiuR0fo5UKoXZ2VmEldFgkUhEOJaVSs1AmmIpikvoeVgsFjE5OQmr1SqKeCJeXAO0jlG7KiMjI3Lv7XY7AODQoUNSDE5NTWFpaUkKO7YQuY7Ylfj1r38t+59er8fRo0fxve99D+VyGfl8Hg8fPhTUjIUZiw3OzGTiu7q6KvMiyZdUOVj19hjlcllMdXU6HTKZDCKRCGKxGEZGRkQNzP08lUoJYV99HSKILBpVixPuBbTT4P5E9JFnmTqTlME9gcbQRIPr+adft2gkZAeE0+nEyMiIyJHZV+fGQ/WXOlduY2NDEjmTyQSz2SycJG7AxWIR8/PzIselV8ypU6ewvb2NDz/8EADw5MkTacM5HA5cunRJ+BYAJJGqVCoCAW9sbGiqVWBvlAYTtvPnz6NSqch3YhXBGYD0a+KhywNpYGAAc3NzKBaLGB0dxaVLl+B0OqW1x/ej0Sdbf2w98iAvlUrSliXsrHIAuGmoCk5WiETZONIkm81KckboGahVjeQN0VgSqG18Z86ckQOMbUAq5JhEV6tVDVeQpGN6qKliCfKncrkc5ufnNSNLmLyyoqXVCUeUdHR0YGpqSv6fShKnASiJwABkQ6KSl8OCDx06BKCWcF29elUUUlarFX19fdJK4qbMcVvkSjFpoJrz+PHj6O/vF980OvBzQ6OHGYm0rIB5kJLwPz09jXw+j+7ubuE/zc3NYXV1FU6nE3q9Ht3d3ejr65OKlkmvyWTC+Pi48IzY7ggEAmICq9frkUwmEY1GxeSSv6t62JXLZUn6DmoLUdTCBK9+uDuwn6upJmy0TFE9nIjIMvFRUY5AIID5+XkpdrjOQ6EQqtUqnj59CqDGQ+OMWyJt6gBurg+24NfX12Gz2TQtmnqrB1qLEBlSbRlUWw3abxw/fhzb29sYHx9HoVCQEUXczwKBAFZWVkQoQWTbYrGILU9nZ6d8Hj7nKiJYrdYmNaioH9f9O++8I4UhLULIaSJlgCpolYjPLga5Wq2trRgeHhZ/LvrWbW9v49mzZ9J+jMViwsPi5yyVSrhx4wZCoZBmjBWVrGyJ0xyavpGtra0wGPYGc6tdlc8++0yEY2rCwD3Y5XJhbm5OUER+lpaWFhGu6PV66XgweTSZTFLkLywswGq1wuPxCLmfit366SUAZJ8jas05t/UcLGAv0Qcg99pmswmXbnZ2Vqgb3C/ZdRodHdWsPRYCKrqqToZgEcSJFjxDOImD83/VOAhZDYfDmue+3nPt6xKNhOyAYEVTqVQk4+cmnM/nxRqCDyFbX1SSMVpbWwUxYMbPCqq1tRXj4+PQ6XS4cuWKGInSOZoJWCaTQTAYlNFG9BpqaWkRRGtiYkJgeLZ3SqWScCuISjFB4ffI5/PS3iRxFKh5BQ0ODkq1lk6nRYK/vr6O0dFRdHZ2IplMCvrDwzkWiyEWi0mFzwcjEonIdSsUCujs7BQj1fpZhaqSx2g04uTJk1LFXblyRSpAoJZoqdDz5cuX9x2g9dC4OoqGbSS1PcrPUCwWYTKZcOrUKTnMSGRXD31eY6KiJGvr9Xo5vNbX18WYkZsZ7QJ4kKiQOhMfHsIkajOJZJFw/fp1dHZ2yr2kAtNms4lTf7ValTExiUQCbrdbhkc3NzcL6ZntndXVVeF8zc7OIpvNSgJWH9zcyKdxuVySIFGowIQHgLR+t7a2BJ185513pJXClhq/A61FMpmMEKl9Ph+sVitWVlawsrIiyCBJ89FoVAQr/I7t7e1YXFzUcCOvXLkiB7vqoVWvXOYzA+wnIgN7Qop8Po/29nb09fXhwoULojjU6XQYGRnBtWvXsLa2JskYsDfZgCRlJs4MPpO8fl6vF0ePHoXVakU6ncavf/1rSUI8Hs++g0b1e6KZNUf6sLVZP0yaByR5XHfu3JGDkJ+FitOLFy8Kn43cyubmZhlppO6NPp8PuVwObW1tgoJzXXOuKu9FsVjEysqKcP5YRPh8PsTjcTidTrFdcDgcGiI+n0U+Z0xmeC3a29uFW1kul4XTRlSehRcFDOw0hMNhvPnmm/LZ66e5MJEkqv/RRx+Jr6M6A7darYrQiqpvmlSrCl9yXpnYZDIZ2adaW1s1QhgAoh53uVwaj66Ojg6ZqHFQAsI1/fz5c7Eh4lo8iPDudDpx7tw5mWdKBSqvA5F/FuqkW9Ajkm7/6t7Pz9/W1ibJs7qGFxYWZC4yRTJnz5498DsdhKxSUEBONIvQrxti1kjIDghm2DxsNjc3BYlIp9PCE6A/FFBrKXBT5QP19OlTXLhwAaOjo/JA8pBm+4H8gubmZlGUMZjo0JeL3CiPxyP/n4kYjVdJFuYwXhWaBrStPr1ej+3tbdhsNiGst7S0CJGUyRRRN3qAPX36FM+ePZO2n9oWuH79uhw4JLHyejCBBWpIFtWg9EUj8kGX+lKphJMnTyIajWJxcRHpdFrzXbxeL15//XVks1k8f/5cDHMPcqCmkSc3UpvNho2NDbknPEwY5HmEw2EEg0G0tLTIodDT04PJyUlJztfW1jT8qUKhgOHhYSG9EuVIJpMiECGaxHYkq1we4ADk34kCeDweSXBUVI2+XQBEgdnT04O7d++KqabH4xFOCGXplOxzdBbbKqzMmazy58vlsvgQ8RBYW1tDNpuVweH8PQAy0sVoNGJtbU3Wi6roLZfLmJ2dFT6j2ipUr53FYkF7e7ugp1SLBQIBSRB42Pn9ftjtdiki/uiP/khaQwx6VRGFOojrCOxNTiBn6Pvf/76IeIA9IYVOp0MkEhED3nfeeUeEJwyuP2Bv3i2RNHX0Dp8pEvJbWlokMf3ud78rKMjExITYTuh0OlGQ0tld5RuRi8PBz/WCFqBGDs/lcnLof/LJJzhx4oQkOmxn0dSYz9nhw4exuLiIVCoFv9+P48ePA4BmQD3nPvJg5r5Eix5aHVChra4jlV/G+8ZnZHBwUApNtqlI6+Cz1draqlH2Xbp0SWOTQjsSr9eLeDwuzyF5q4xcLidIKy17hoaGROwyNTUlKsFPP/1U1mowGJT9gAVbIpEQXiVbukzcLRaLtC+5Xvh7XDcsTpqbm4Wc//jxY0QiEdn/iYyr4pcXBe9jLBYTesyFCxcOTFLIVSbVJBgMijiEXDquYXIcmXzRj42Fl5q0tbS0fCEqpwo+bDbbgT/H7xIOh5HJZOD3+1EoFKSLop7tiURi3+zhV52UNRKyuigUCmJNQKWIOuakvb1dpOnFYlEzMPjQoUNYXV0VDkIymZSxFYSE8/m8DPkul8siEx8YGMDAwACePn2KfD4vxEUAGlKoXq9HT0+PIFNzc3OiguJcyFKpBKfTiWKxKIedSpLlz5OfQM8WGs1OTU1hZ2dHkAc1YQAgpGoubIfDgXQ6DaPRKIgMAIHgAYhcnJwVo9EIv98vJqezs7PweDwagjt938jXIzJEjsnw8LAM2iZq1tXVJSRhYA8NpAcbFac2mw12ux3JZFIIwH6/H1arFdFoVA7rSCQCq9WqEXl4vV75XORFkNvDzZq+SzQGzufzKBQKcthsbGwIsuVyueB2u7G6ugqfzydja6iI4oHMBINJLgDhUzAh4aadSCQQiURkY+Shz4OqUqloJPs8aFQ1K+83uWjkLXFzpfKQJpA+n0/GWvn9fuHUuVwuScyYhG9vb0sSubCwgHg8jnw+j6NHj2qQXLZ9+QyWy2V4PB7h4m1ubooDer3vkIqUsnBh64umtKzoW1paNHM/uTFPT0+LNxgAfPzxx3j33Xc1PC29Xi9cHiKDbPc+evQI1WpVLEyYAPLeDQ4OivFwPp+HxWIRg2PuE/ycJ0+e1Bys/JzpdFr2A6CWJH/88cfCCWttbYXRaITb7ZaRYg8fPsTExIRmLFI2m5XEgO1EAMJDa2tr+1JEgeOBAO2Aeu4bFBLw+lSrVY1Tv16vx8LCApaXlzE3N4eVlRVcvHgRLpdLZlpWq1XpKPh8Pvkc9fYdRL2Gh4dlnTExo88jEclKpSIqTaJcnLXLxJltMrU12tvbi1AoBJfLJd+XalEWHolEQjMDd2trC+Pj4wAgz10ikUBbWxumpqZw8eJFtLe3S5FEIQvFIABk8Llqu7K9vS32H3q9Xtq9bNsfZJPEvYiFQ/39Pej3lpeXxS+OHDLuU+VybRbz4cOHMT09LYPOOdycfOxEIiHgBT/jwsICwuHwC1G5Cxcu4Gc/+xncbrdG3FUfdDDgLNBgMKjpohDVpCK13h/tVUYjIVNiY2MDCwsL2NzcRCwWE9TK6XTCZrMhlUrJiAvCuhztsrW1hUQiITYTQI1oS1SH6InNZhNitYpYjI2NoaOjQ9A3bgpGoxGLi4tiWWA0GhGNRuV9OJcSgMiS2Yohr8JoNCIYDIqiKJfLSQuqqalJUBh+RxJzjUYjOjo6hFfCSox+THSp7+npEf4FNwgGWxC7u7twOp2S5BJ25rVKJpPScqtWq+L9o5LrdTqdDM1ma5cJFQm7TC5Vsvf29jbsdrtU6Wwf8sBS1W7Nzc3wer3CkVGrdVXkAUDag0SMiHTu7u7ixo0b4iLOochqkB/FJCebzcLpdOLIkSMIBAJ4/Pix/L8LFy4AgMyty+VySKfT8Hq9CAQCGtRwenp6n8cc0UmVnE70Sf1OVAaydUN+n8VigdVqxeDgIG7cuCHr0Gg0IpvNor29HeFwGNPT0/j888+xtbWFzc1NBINBuRerq6uSsHZ1dQlnicgQ+TVTU1MaPzpGKBTC9PQ0bt++LQPLOdwYgCSWatWstqwfP36MRCIhzwu5KkDNDoTzaYmocP4ekWL1d2jPwkNqZGQEn3/+uTxzPKA++ugjmThBHiVbYl1dXejo6EBPT49wuOjnFY/HMTY2Jq0fHrBPnz7VGCzz+aAgplqtygGvkqV3dnYEtYpGo3jy5ImgUcvLy0ItIDrORJw8SnYHXtTyqlel89q0t7drzJ1nZmbEiX9zcxO3b9+WpEjlFXH8W6lUEhU5nxm23Q+y0wFqSSCFMHwWb9++LeuNySGTJs5BJF+MxSr3FIfDIUr0np4e4cpZLBa5T5FIBJcuXdLw9f7v//2/ch31+pppOJ9T9Zlkl2R7e1vuA79vMBiEzWYTpOu1117DwsKCINhUM3PYOW1OSHJnO5fteSL85ADz2ahXyvP/q1SPeqRN5fdypNjW1hYcDocg9+Fw+IWt0k8++USDEpMj6/f7X5gU2e12BAIBTUvzoISR65FGxLQ/4p6gIq4HzRN+ldFIyJRg1szqnYct+S5ArXo6efKkbKJsEVLxwwoUqG2QJDeazWYha6uEUyoBFxYWsLCwIORlIiQ+n0/IrOl0Wkb7hEIhcaQnqdTn8wGAoBCxWEzm6pGwyeBhS1iZ7c1YLIbbt2/Lxn7q1Cn4/X588MEHcLlcWFtbExNRp9MpBHJKwmluy/cAIBsB52Nub2/j3Llz6OvrE24ZOVE8vIrFIhwOh1TbKroRi8XE1NDpdApqRrNCTjQggseZg+RUlEolzeB1Hk5+vx+dnZ3Q6/UySoqbMg8lh8OB2dlZIb2qLWa+Hj8/R5vUJ6lcRx0dHXJgMtGlRQLNSuuTMXrEERU7fvy4wP1M5GKxmOazUGEZCAQwOTmJ9fV1mThB9/vx8XFB87i50i/JarWitbUVbW1tuHz5sswMNZlMCP9mEgKwp/Qj521nZwf9/f2Ym5sTv6+1tTVBlNmSVcn8qh9dfTXPGalOp1PGQLHN8qJNdWNjA48ePUI8HpfpB+TLUZW3vb0tLSAAMp7qyZMnOH/+vExLIE+IaN3u7i7C4bDMyPR6vXA6nejs7MTTp09FzMCDy2AwSBFTrVZlRFE9KhEMBpFMJqXoI58pk8nsc0WnIjqVSqGtrU2sQ8itY8uXreiVlRU1InujAAAgAElEQVTZq4Aa2nH27Fno9XrZcxg6nQ6jo6OSTLIQUY07uf+oBYvBYMAHH3yA1dVVEV8wYXn06BFWVlZE/MEC89q1a5KYqPYrKhKSz+eFzsD2Xj01gfwqzvhtbm5GOp0WBIdrjOIPJj9cwyoyePToUayurspeeP/+fXlemVSZTCasrq5ieXlZc/BTvUuhw4MHD8QglZ6S9HbjdyaZ3WAwYH19XURfRK3dbjfS6TRCoRAKhQLOnz8vSmUmXER8bDabJENEtJqbm7G2trZvDanvoSp119fXNZ6RtJkJhUJS0IZCIQwNDSESicg4KlVFelAyRhSN3RO1RTw/P3+g+TOTw7W1NczMzCAUCiEajcqEB9WPk+uRXNZ60r9a7KnzhF81OgY0EjJNGAwGjZ8RNxfygsxmM1ZWVuD1emUxlUol4VbZ7XaUSiXhIRSLRY2p5OHDhwXd4IBcIkQqSTyRSEgLQiWbk+S+vb2NpaUl8ZABoNm4VLl+pVLRuIjzgd3c3ITX68Xa2ho6OzuFz+Pz+dDa2ioHlKoIymazUnlXKhV0dHSgr69PlDlEzfj6HN5K8ufa2ppUrZOTkzKouKmpSWZBMoEcHBxEIBAQmwHyqIgyqIaKtPXQ6/VSwRFZoxydvCMVDWNySMQnlUoJMsoDd2BgQKMU3d7eRiwWE0WmmnyrilH+HdcG0U6dTidJLFt33EiZGFBhR1Xuo0ePhK9Ifh9NEf/7v/9b2ukul0tMRBk+nw9nz55FNBqVhJzWA2NjYyLmYNHA9UMvp0KhgEgkgkgkgqdPn+Ltt9/Ge++9d6CKlqRkAPLfHIG1vb0tEyaITFK0QKSDCIZKERgYGBCTXrZ+1VZ+Pcle3cDpOcVknEpStnWofFSfPd43Et93d3fxp3/6pzLOzGq1ihUKZ3AWCgV0dXVJQvL06VO5jzxk+Uww0VZbJSrBHtjjOa2vr2NxcVFGBRHtZeut/uBpbW2VsTnAHrm5Wq1ibGwMdrtd9i3GzMwMzp49i4GBAUQiEbjdbiwvL8tMUCYOOzs7uHr1qhCkgRoqefr0aYRCIc09YOuX3DaiZt3d3fD5fIKgMIjoqWpFJvaqwIGfhSPb6j2t+FyQj0bLIdrcqOPcSAnZ3NxEU1MTYrGYoPjcExYWFjAwMCDcUqJu9JXk+cDPobb+iKZxv+d7swVPSwsqZc3m2rDuQCAgfmabm5syvUOn00mRSeWhxWKR78+WJTse586dk72QbWgAmuvJNcKxc9ybqA5Np9NYXl7WuP/zHqt8QH6HVCqFQqGATz/9VCgqbIuryY7BYJC2L/d+Gk8bDAYN6Z9JJZNtzqScnp7G1NSUmMaqfpwv2hMOioMEPK8yGgmZElTH+Xw+LC4uCoTOlhsTtdnZWUEAVAf4qakp+Hw+dHR0yKR7biyrq6uYn58HAEkIenp6ZKiy6qjOxOjs2bOIx+NYWFjA4uIiEomEtCGITh0/flwzVxOABjqnbYBKfCVcz7YTkwkmdCr/IZPJaFSFKjG5UChgdHRUNnkqM5uamsT3KJFIQK/XIxgMYmZmRsbgkDdWKBRgMpmwsLAgiQRVdOphTyTG4XDg1q1bYrRJs9RQKISJiQkkk0l4PB6ptvngM3liQlatVvGd73wHuVwOy8vLMgyeqruuri5Uq1VEIhFxml5fXxfbCIZerxe/sZGREZhMJjx58kSQLhJsmRTSY0sdOcS2IEnt1WoVi4uLaGpqklYeK3N1HBODKBMPSobBYEBvb6+036iGa2trQyQS0bR1eBiSc3Tu3DmsrKzg3r178p6FQgG3b9/Ge++9h+7ubkxMTMgom0KhgO7ubhnszTb5/Py8WIDwPqgcQSZhIyMjQo4eHx/H1tYW0uk0nj9/LnzNo0ePilLP5XIJibp+U2U1zQONYheif1QkAkBfXx/u3bu377pxZBVHwqhKRL1eL9zPtrY2LCwsSCuUiAl5o+VyWUZR8bAcHBzE5OTkvlEyavA7uVwuxONxUZdFIhEx0r148SJGRkak4Hn69KkgcS6XS9Ss9L1jssw1wzV169YtTE9Pa4QlLF64RxDp4UQFrlFeS9WQdnp6WqOy48BqXs/29nZ5zohMq753wWAQ6XRazIBHR0c1HFJaTpBwz/vNJM/v94uXG72r2CVwuVzSBiYXlvsTC2iuAa4fzo/lz/K+8+98Ph8cDgfef/996Up0dXXJMzQxMYH19XVsbGxofMp4fvC/Hz58iCNHjmB1dRXFYlFajq2treJ/piKRqi1LuVzWoHxqssqxcAQVVMRIVUwSZae4Z3FxUdYBCzeDwYDnz58LEplKpaTYooCIYgqbzbYP1eV3VUdT9fb2iuCBdJiWlhY5P6nS3d3dlXXx+eefa4Qq9YrQL0u0vohT9yrjpSZkH374If72b/8W5XIZf/mXf4m///u/1/z/nZ0d/Pmf/zkePHgAr9eLn/70pwiHwy/zI31hUMlRLBbR1tYmVRATCJqrkiultoWAGvn56NGjWFlZQalUEliWBHhWGhxdkUgkhIytJmT8DCQC06KA3C6qJI1GI06dOqWproE97szjx49RqVSwsbEhvJx6R2zVGZu/NzIygl/84hfycBBR4IIn5D4zM4NSqYSenh6p9lQPMqptqDDkocb/pn8SN0HKzbmZsHKcmpoSFKCjo0MqTIvFgtdeew2Tk5PSoiA3iygWN21ufLy+5AVSwMAEr7m5GdlsFpFIREZVqTYn9RUm7ydRxYsXLwp5l2N/qDJyuVzigD86OioHG6t5YM8Ul7P9KARQEQWidwyV3Mvgul1fX5eRV2p7r1gsykZWrVbR398vs+8KhQIePHggo0+IoDGxevToEVpaWjA9PY1UKoVEIoFgMIjTp09r/MuCwaBMBaByS20Tq+gtWxvRaBTRaFTD3eKBtLKyIkgXRSfPnz8XXz2uYbV1lUgkEI1G4fF4ZKTM2tqaHG4UN3g8HsRiMdjtdkk+uD5sNpvGVJYKRra9KWYgb5Hf0W63a1qz5ANNTk7K4dPb2/viDek3UT/mh8gaEUAOsQYgiRftTGhfoiovR0dHReSytbUlfDWa0HLUD7sD9H3i4QzstefreU/8k3smD3Las9R7oN2/fx/f/va35XcNBoMkmEBNGPT06VONMSivKRHfelW8z+dDMpkU8Q+HhhuNRmmNs3VIRH5nZwcOhwOnTp3C7du3EYvFAEDQfyZSnZ2d6OnpESSL6nQOv65UKkJWL5fLaG9vx6effip2L8BeJ4b7Atufa2trePr0qYbDyX2HLeN6y5WFhQUBDVSUqz454b5cn4CoFk/kIpILy32E/5DvSEcBjpabnp7W7EdqHETXUA2LzWYzAoGAFKhEsLkfs9grl8sYGhrCysoK+vv7haKiDib/qt5iagL/dVFXMl5aQlYul/FXf/VXuHLlCjo6OnDmzBn8yZ/8iWZz+bd/+ze43W7MzMzgJz/5Cf7u7/4OP/3pT1/WR/pKQbWeXq+H3W4XsrDX68XW1hZMJpNA4zycuWDtdjv6+/vR39+vmSxPLhkPWlbSOp1OFrUalUpFEgGaJfIAo+0BD7Pr16+LQ77ar1e5AWtra7hz5w6Gh4c1kn01KGhg0kAYmcgGNwf6lzFxIjKo0+lw584dfP/730d3d7fYAZCzlUqlYDAYZAOkUnVgYADRaFQ4YdVqFSdPnkQoFMLMzIwgEUx4rl69Kpwas9kshxura4/Hg83NTSGaMvHjfWJruaWlRQwvWe0SheCIDrY0KpWKkE95LZggsTJVBwx3d3fD6XSiu7sbbW1tGB8fF+4HDw++FrDnIs3EjNU7WxBE+5gscvOjtQlbGiS7A5DK2mQyid8X1aHkrKhtcPLHmpqacPPmTXkPilZyuRwcDgfW19fFtZ/8NLaJAODSpUu4fv26HLJUjLJlRJK7w+HQTF8gQXdlZUUoAjyEOcqpt7dXuFVUjALAnTt34HQ6YTKZcPz4cSFiR6NRaXGWSiW89dZbwh9jQhWPx2VeJ32ueAh7vV45fNQDn4cD+TkTExPyTKhzFMPhsPD0JiYmhG/KexqLxTA5OSlKwoPUb+osx3A4LCiqys9koky+X3NzsxCwg8GgFAfj4+MIh8N49913cePGDTx//hzNzc3SkmMLmVzR3d1d2O12SVi2trbk+SCpmxM88vm8FIC7u7uSoAKQ9jr3MLVFOzMzI/d+a2sLExMT8mwZDAaxdWDhyDXHFh2wf7JKKBQSric5uuQ30Z/sxIkTmJubk4JYJZ8vLi6K/UOxWJTklAnsysrKPuV1PW+T1iL8fOVyWYoPJmQU86hJC/33stks/H4/Dh8+jHv37kmBe+nSJXH/V5MK8n8poqhPul6EBtXbQHCCB68zaQzBYBBerxfpdBptbW3Y3t5GqVRCW1sbEomEmH1TNW61WkUIRuUs378eGLh16xYivxlXR8cBggDkNbJFr9KHyL1UqRNqgqV+b35X1W3g66SuZLy0hOzu3bs4dOiQVIB/9md/hvfff1+TkL3//vv40Y9+BAB477338Nd//dcaXs7/dlAybTQaxdKArT+LxYLW1lbo9XqYzWZRZG1tbQmJ8jvf+c6BhoxqAtPW1iYLCoBscmrw+9PlW+XN1FeoyWQS165dQ1NTE4LBIC5fvgyn0yl9em4ia2trmJ6exqVLlzQbXL25JREAfj7eDz4crJaJduj1e+an8Xgc165dww9+8APhrzCp4++Qi0DVExOikZERjI2NwWw2IxqNahzcaVnAhIkIIu8VsCdSIH+EbbpsNit+YypZPZVKaTZN8s+YiJLvxGROXZeqjF81o6S4g/5OwN7stytXrogpaV9fn7ShAUjLm396PB6YTCYZbUQPLtUqQr2GbDvbbDZpT50/fx5jY2P4/PPPRVZP7hg5OPQiK5fLYlIMQBIztmRYfBDlITeKSRiFLyT9qht/PWJKlNHlcml8v1RFl4pmch7q8PAwgsEgbt68KZ/fbDaLhxWTaN5nJth8r+3tbWxubmrGNVUqFeExqgkhvbymp6cRDAY1prI8THmPSbxubW0V/yua1LIAAmoJ8o0bNzAyMiLcFxYaKpFaDR4cKkrMCQtsO01MTAgyQnf9elPN1dVVfPTRR8Ile+edd3D48GFMTEwIUkNrjPPnz8Nms+HatWsasjU5cG63G6lUCq2trfJ8NDU1aYbHr6+vo6+vD7lcTqOQ3NjYQFtbm3CUuPfUt5hJr/D7/VhZWUEymcTOzo6s/UqlIga3/I71yNHo6KjsF8DeTF673Y7m5mZkMhmZZ1jvXO/xeKTo0uv1cLvdwkM7SHm9u7sriRWTikKhgPHxcUEeaU9DviqLBL4mx4fxeePnHhsbkwkJpFcQBWYyTsEW17Q64/bL0CA1maWBK5OzYDAoNjPHjh0DsGdlwmdM9eGj3xuFSDRGvnLlisyn5Pvzn4WFBeGUcn+if9hBFivd3d04cuSI5u/4GdQEC8C+wfTq+CT1O9fv2a8yXlpCtry8rBmb0dHRgc8+++yFP8Ohxel0Wh72VxkGg0GSR0rtK5UKvvnNbwpcXSgUxAjxIDVJKBSSqoHokNVqlcW8uLgorU9WI1w0bCkBEENNVnfkXwC1w5BoDtU+VB76/X5x+Ger8/bt27Db7eJYzyGu9QjA+fPn8Ytf/EKDBKmtNVav5Hnw81C51N3djQsXLuDq1ati+0APLaoHVYULUUj1oSLSpI7PoFO/Xl+bx3nv3j0hzPr9fknEOjo6MDExIagBq1O/3w+v14uJiQlJJM1mM+bn58XnR00IgD1TRrXdRkSLthREQdSB5V8k3z59+rSobNPpNNLptCR6HR0dMoqrXK45pp8+fRrJZBIPHjwQVWahUEA2m4XX64XBYEB7e7tmLS4uLmJubk5zGAAQFM5ut8u6yGaz0gplK4WbJL2xrFYrdLqaeTH95HjPmSRxM2SoXI5Lly7tU+gxmHyoCRIA8WAiX6y+so5Go0J2NxgMYuAL1NpL5Llx2HX91Aag1ubr7OyUBJj2NjT+pKksOSzj4+PCa2FCxIkaf/zHf4zNzU2xxwH22kK5XE5MeLleVASgPnhY1idvqrXHF11TRiQSEaECDUePHDkiPEmSp+nVtLCwoJnXyWee64HJEAssoiQqekcFdTablbZef38/+vr6NGgGixm2mNfW1oQ7deLECZw4cQLLy8uYnp7G7OysFAPkjR60ziYmJsRHkPYYtEDo7OxEPB7fZ7OiRn9/P6anp2UE25tvvrnvfqljfVRFJbsofH6amprkHKEtz927d1EsFlEsFtHS0oKRkRFBKmlgzX2I3QAmewyVGK8S/utRny9Dg+rRqtHRUVH7J5NJWK1WLC4uoqenBx0dHfvEGw8fPhT1e/g35qtcQ0yY0+m0CMHq359gBv06rVYrTp48eeB4Jz6r9RSdeoS0HgWjTQjRzHK5rCn2v8qe/b8VfxCk/h//+Mf48Y9/DKAmSb9x48ZLeR+2Vsj1SqVSgqQQzZmcnJQHlVU6/Y0OCpvNhkAgAGCPV0FDS0LiREfINwMgc8iA2oauekmp7UTVNwqoQfOJRELc+8lfI1mc3AmiZvzemUwGsVgMOp0Oz549kyTOYDDIRkL+jsfjkUOaKlNu2rlcDs+ePRMBg9/vFzWQ+v1nZmb2XXtyv/gZ+BpqdHV1yRggGjkyQcrlcshkMpiZmRHPI35mIptU43Czq1QqWFlZkXtc385T1ZFstxA5oJSeVSPHIhUKBVy/fl0DlfP/pVIpXL9+XaxDiPzxM+p0OrF0YCupqalJ0DRyL1jt897Sn2xqakrWIosIbuSsZJnQWq1WmEwmLC4uCsLU3NyMrq4u5PN54TnRnFSnq81cJMeK951cuEwmg2fPnokP2xdF/fNSf/+pqiW6WX9NAchnItpbrVY1vnx8Tu12u1Aj2F6imID2KouLizKRolgsIplMynUnogXUrBf43PAeqWpdco+4Bnn/Y7EY9Hq9pv1ps9kE5RgbGzvwOjU3N0tLkka/L3o2XrQHUR1NG4xsNotnz55piPVra2vyGervRSAQ0AhdONLKZDIhFosJQsefa25uxszMDFwulxRjbGuSxsHnxOl04tmzZxrVHb9z/TXZ3d2VFpXH43nhNVOfe5WnSsVnPB7H1taWiGbq1xVQs5igipD38UX3i++nPme7u7tYXl6W12DxEo1GNUKwSqWCyclJeW2eCaVSSZIkFu30pEwkEhqLkXK5jLm5uX17OGemfpV9lcHvwGtHysyNGzf2uf0XCjUTdSJcDodj3xri7y8vL6OpqenA93e73YIYst3/onuby+UO3FuIFPLeqN+b32lyclKugdls/sI9+1XFS0vIQqEQlpaW5L+j0eg+PxD+TEdHB3Z3a6N5SCxW44c//CF++MMfAgBOnz6Nb33rWy/rYwOABhKNRqP4+c9/LsqPb33rW186huKrBCv1bDYrnjIcuwFoq132wlUiPhE6PvxUtdSb/hFZot8UWx+lUgkej0dgZEDrbF7PX1ldXRWH5IOMBflQqqNdfptr8j9Rvhxkavjtb39732erN0Ss//vh4WFcuXJFUASqz6rVKjo7O3H27FkZ6J5MJmGz2WA0GuFyufCDH/xAcz8Pag286P+p95X3k58T2O/3xNdiZaeS+4ms1r/vBx98IGa8AKRlot6njY0Nsacguqhe4xchMPXrkvftxo0bv9UzWn//v6zdwmeTSfK3vvUtQVmB/UPB6+8F1YEves7qP0f9c0PS/JeRg/n7FDv8NpX476oKm5ycRCQSQTgcxuDg4Je+5ld9vy/7uS+7p83NzXjrrbe+0vvRR01FH1/0mdTnWx0fxz39IP+q3zbUPTCTycDtdgufsf6ZiUaj+K//+i+NTQ/3rHr09p133oHdbn/hPlD/bAAvXvNfde2o5xKLMpPJ9MJz76usoYOEY79t/E/2lhdxyL5sX36VoaseJIP4PQQ9nK5evYpQKIQzZ87g3//933H06FH5mX/5l3/B06dP8a//+q/4yU9+gp/97Gf4j//4jy983dOnT+P+/fsv4yMDOPiGf9WN4H8av8sm+2WL7ct+76s8JOp73LlzZ1/v/vfxPX7X+KKE4Ys+W/3fq/cYgBCCCZ0fdN3GxsY0a+V3OeB+m2T0q9z/33ad/C7x2yZkB8WXXZff5tn8bdbrFyVrXzVxodjhVW/6rzrUa1b/DL2M9/h9PG9f9f2+yr4ajUb37S/1r/Ps2TO89dZbX+k9f9/Pc30h//s+936X+H3uLcD/3tn1lfOW6kuMX/7yl9X+/v5qb29v9Z/+6Z+q1Wq1+g//8A/V999/v1qtVqv5fL763nvvVfv6+qpnzpypzs7Ofulrnjp16mV+5Or169df6uv/oUbjuuyPxjU5OBrX5eBoXJf90bgmB0fjuhwcf6jX5avmLS+VQ3b58mVcvnxZ83f/+I//KP9uNpvxn//5ny/zIzSiEY1oRCMa0YhGfO1D/+U/0ohGNKIRjWhEIxrRiJcZjYSsEY1oRCMa0YhGNOIVRyMha0QjGtGIRjSiEY14xdFIyBrRiEY0ohGNaEQjXnE0ErJGNKIRjWhEIxrRiFccjYSsEY1oRCMa0YhGNOIVRyMha0QjGtGIRjSiEY14xdFIyBrRiEY0ohGNaEQjXnE0ErJGNKIRjWhEIxrRiFccjYSsEY1oRCMa0YhGNOIVx0sbLv6yorW1FeFw+KW9fjKZhM/ne2mv/4cajeuyPxrX5OBoXJeDo3Fd9kfjmhwcjetycPyhXpdIJIJUKvWlP/cHl5C97PjKU9n/fxaN67I/Gtfk4Ghcl4OjcV32R+OaHByN63Jw/L9+XRoty0Y0ohGNaEQjGtGIVxyNhKwRjWhEIxrRiEY04hWH4Uc/+tGPXvWH+LrFqVOnXvVH+FpG47rsj8Y1OTga1+XgaFyX/dG4JgdH47ocHP8vX5cGh6wRjWhEIxrRiEY04hVHo2XZiEY0ohGNaEQjGvGKo5GQKfHhhx/i8OHDOHToEP75n//5VX+cVxbhcBivvfYaTpw4gdOnTwMA1tbWcOnSJfT39+PSpUvIZDKv+FO+/PiLv/gLtLW1YXh4WP7uRdehWq3ib/7mb3Do/2vv/mOirv84gD8vzhgWykpPb9Qax6nBwecu9Thn4bhztTbWlYBCnPKrnP3SrZqurRaa1umsVqatpWVUzFuxxaWcmbMwKNox8CTZSIaQIIwZDDiSgzvu9f1D+XwhOP3q1+MD3OuxsXGf95v353WvvT7sxefzOT5qNQRBQG1trVRhB91Eedm+fTuio6Oh0+mg0+ngcDjEMavVCrVajSVLluDEiRNShBx0ra2tMBqNiI+Ph0ajwYcffgiA6yVQXkK5XjweD5KSkqDVaqHRaFBYWAgAaG5uhsFggFqtRmZmJoaGhgAAg4ODyMzMhFqthsFgQEtLi4TRB0+gvOTl5SEmJkasFZfLBWCGHkPEiIjI5/ORSqWipqYmGhwcJEEQqL6+XuqwJPHAAw/Q5cuXx2zbunUrWa1WIiKyWq20bds2KUKbVKdPn6aamhrSaDTitkB5KCsro8cff5z8fj9VVVVRUlKSJDFPhonyUlhYSHv37h03t76+ngRBII/HQxcuXCCVSkU+n28yw50U7e3tVFNTQ0REfX19tGjRIqqvrw/5egmUl1CuF7/fT263m4iIhoaGKCkpiaqqqmjt2rV05MgRIiLatGkTffzxx0REdODAAdq0aRMRER05coTWrVsnTeBBFigvubm59O23346bPxOPIT5Ddo3T6YRarYZKpcKdd96JrKws2O12qcOaMux2O3JzcwEAubm5KC0tlTii4Fu1ahXuueeeMdsC5cFutyMnJwcymQwrVqxAT08POjo6Jj3myTBRXgKx2+3IyspCeHg4YmJioFar4XQ6gxzh5FMqlVi6dCkAIDIyEnFxcbh06VLI10ugvAQSCvUik8lw9913AwC8Xi+8Xi9kMhl++uknZGRkABhfKyM1lJGRgVOnToFm4K3fgfISyEw8hrghu+bSpUu4//77xdf33XffdX9xzGQymQyPPfYYli1bhk8//RQA0NnZCaVSCQBYuHAhOjs7pQxRMoHywPUD7N+/H4IgoKCgQLw0F4p5aWlpwZkzZ2AwGLheRhmdFyC062V4eBg6nQ4KhQKPPvooYmNjERUVBblcDmDs+x6dE7lcjrlz56Krq0uy2IPp33kZqZXXX38dgiDg5ZdfxuDgIICZWSvckLFxKisrUVtbi+PHj+PAgQP45ZdfxozLZLLr/uUSKjgP//X888+jqakJLpcLSqUSr776qtQhSaK/vx/p6en44IMPMGfOnDFjoVwv/85LqNdLWFgYXC4X2tra4HQ60dDQIHVIU8K/83Lu3DlYrVY0NDSguroa3d3d2LNnj9RhBg03ZNdER0ejtbVVfN3W1obo6GgJI5LOyPtWKBRYs2YNnE4nFixYIJ4O7ujogEKhkDJEyQTKQ6jXz4IFCxAWFoY77rgDGzduFC8zhVJevF4v0tPTYbFYkJaWBoDrBQicl1CvFwCIioqC0WhEVVUVenp64PP5AIx936Nz4vP50Nvbi3vvvVeymCfDSF5++OEHKJVKyGQyhIeHIz8/f0bXCjdk1+j1ejQ2NqK5uRlDQ0Ow2Wwwm81ShzXp/vnnH7jdbvH7H3/8EQkJCTCbzSgqKgIAFBUV4cknn5QyTMkEyoPZbMaXX34JIsLvv/+OuXPnipeqQsHoeze+++478ROYZrMZNpsNg4ODaG5uRmNjI5KSkqQKM2iICM888wzi4uLwyiuviNtDvV4C5SWU6+Xy5cvo6ekBAAwMDODkyZOIi4uD0WhESUkJgPG1MlJDJSUlMJlMM/JM60R5efDBB8VaISKUlpaOqZUZdwxJ+IGCKaesrIwWLVpEKpWKdu3aJXU4kmhqaiJBEEgQBIqPjxfz8Pfff5PJZCK1Wk2rV6+mrq4uiSMNvqysLIef+6UAAAXASURBVFq4cCHJ5XKKjo6mQ4cOBcyD3++nF154gVQqFSUkJFB1dbXE0QfPRHlZv349JSQkUGJiIj3xxBPU3t4uzt+1axepVCpavHgxORwOCSMPnoqKCgJAiYmJpNVqSavVUllZWcjXS6C8hHK9nD17lnQ6HSUmJpJGo6EdO3YQ0dXfvXq9nmJjYykjI4M8Hg8REQ0MDFBGRgbFxsaSXq+npqYmKcMPmkB5MRqNlJCQQBqNhiwWi/hJzJl4DPF/6meMMcYYkxhfsmSMMcYYkxg3ZIwxxhhjEuOGjDHGGGNMYtyQMcYYY4xJjBsyxhhjjDGJcUPGGJPMyLPrRnzxxRd46aWXbmqN77//Hrt3776dYY1BRDCZTOjr6xs3tn37drz77ru3bV/Hjh3Dm2++edvWY4xNH9yQMcamLZ/PB7PZjNdeey1o+3A4HNBqteMehRQMqampOHr0KK5cuRL0fTHGphZuyBhjU1JLSwtMJhMEQcDq1atx8eJFAEBeXh6ee+45GAwGbNu2bcxZNZ1OJ35FRETg9OnT6O7uxlNPPQVBELBixQrU1dUBuHp2q6CgACkpKVCpVNi3b9+EcRQXF495MsXbb7+NxYsX45FHHsGff/4pbj948CD0ej20Wi3S09Nx5coVuN1uxMTEwOv1AgD6+vrE1/v27UN8fDwEQUBWVhaAq8+7TElJwbFjx25/QhljUxo3ZIwxyQwMDIxpokZfrtu8eTNyc3NRV1cHi8WCLVu2iGNtbW347bff8P77749Zz+VyweVyYefOnVi+fDlWrlyJwsJCPPTQQ6irq8M777yDnJwccX5DQwNOnDgBp9OJHTt2iI3TaL/++iuWLVsGAKipqYHNZoPL5YLD4UB1dbU4Ly0tDdXV1Th79izi4uLw2WefITIyEikpKSgrKwMA2Gw2pKWlYdasWdi9ezfOnDmDuro6fPLJJ+I6y5cvR0VFxf+ZWcbYdMMNGWNMMhEREWIT5XK58NZbb4ljVVVVyM7OBgBs2LABlZWV4tjatWsRFhY24ZqNjY3YunUrvvnmG8yaNQuVlZXYsGEDAMBkMqGrq0u8Hyw1NRXh4eGYN28eFAoFOjs7x63X3d2NyMhIAEBFRQXWrFmD2bNnY86cOWOed3vu3DkkJycjMTERxcXFqK+vBwA8++yzOHz4MADg8OHDyM/PBwAIggCLxYKvv/4acrlcXEehUKC9vf0mM8kYm+64IWOMTTt33XXXhNv7+/uxbt06HDx48H960HB4eLj4fVhYGHw+37g5crkcfr//hmvl5eVh//79+OOPP1BYWAiPxwMAePjhh9HS0oLy8nIMDw+LD0cuKyvDiy++iNraWuj1enHfHo8HERERN9wfY2xm4YaMMTYlrVy5EjabDcDV+7iSk5Nv+DMFBQXIz88fMzc5ORnFxcUAgPLycsybN++mbtBfsmQJLly4AABYtWoVSktLMTAwALfbjaNHj4rz3G43lEolvF6vuL8ROTk5yM7OFs+O+f1+tLa2wmg0Ys+ePejt7UV/fz8A4Pz582LTxhgLHfIbT2GMscn30UcfIT8/H3v37sX8+fPFy36B/PXXXygpKcH58+fx+eefAwAOHTok3rwvCAJmz56NoqKim4ojNTUV5eXlUKvVWLp0KTIzM6HVaqFQKKDX68V5O3fuhMFgwPz582EwGOB2u8Uxi8WCN954A08//TQAYHh4GOvXr0dvby+ICFu2bEFUVBQA4Oeff4bVar2pGBlj05+MiEjqIBhjbKrq6OhATk4OTp48ectrlJSUwG6346uvvrruvM7OTmRnZ+PUqVO3vC/G2PTEZ8gYY+w6lEolNm7ciL6+vlv6X2SbN2/G8ePH4XA4bjj34sWLeO+9924lTMbYNMdnyBhjjDHGJMY39TPGGGOMSYwbMsYYY4wxiXFDxhhjjDEmMW7IGGOMMcYkxg0ZY4wxxpjEuCFjjDHGGJPYfwBKV0FspbQjJwAAAABJRU5ErkJggg==\n", 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" ] @@ -498,7 +473,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.3" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/python/fbprophet/diagnostics.py b/python/fbprophet/diagnostics.py index 88a0d9d..838f467 100644 --- a/python/fbprophet/diagnostics.py +++ b/python/fbprophet/diagnostics.py @@ -205,14 +205,18 @@ def performance_metrics(df, metrics=None, rolling_window=0.1): `metrics` argument. Metrics are calculated over a rolling window of cross validation - predictions, after sorting by horizon. The size of that window (number of - simulated forecast points) is determined by the rolling_window argument, - which specifies a proportion of simulated forecast points to include in - each window. rolling_window=0 will compute it separately for each simulated - forecast point (i.e., 'mse' will actually be squared error with no mean). - The default of rolling_window=0.1 will use 10% of the rows in df in each - window. rolling_window=1 will compute the metric across all simulated forecast - points. The results are set to the right edge of the window. + predictions, after sorting by horizon. Averaging is first done within each + value of horizon, and then across horizons as needed to reach the window + size. The size of that window (number of simulated forecast points) is + determined by the rolling_window argument, which specifies a proportion of + simulated forecast points to include in each window. rolling_window=0 will + compute it separately for each horizon. The default of rolling_window=0.1 + will use 10% of the rows in df in each window. rolling_window=1 will + compute the metric across all simulated forecast points. The results are + set to the right edge of the window. + + If rolling_window < 0, then metrics are computed at each datapoint with no + averaging (i.e., 'mse' will actually be squared error with no mean). The output is a dataframe containing column 'horizon' along with columns for each of the metrics computed. @@ -223,7 +227,7 @@ def performance_metrics(df, metrics=None, rolling_window=0.1): metrics: A list of performance metrics to compute. If not provided, will use ['mse', 'rmse', 'mae', 'mape', 'coverage']. rolling_window: Proportion of data to use in each rolling window for - computing the metrics. Should be in [0, 1]. + computing the metrics. Should be in [0, 1] to average Returns ------- @@ -241,42 +245,84 @@ def performance_metrics(df, metrics=None, rolling_window=0.1): df_m = df.copy() df_m['horizon'] = df_m['ds'] - df_m['cutoff'] df_m.sort_values('horizon', inplace=True) - # Window size + if 'mape' in metrics and df_m['y'].abs().min() < 1e-8: + logger.info('Skipping MAPE because y close to 0') + metrics.remove('mape') + if len(metrics) == 0: + return None w = int(rolling_window * df_m.shape[0]) - w = max(w, 1) - w = min(w, df_m.shape[0]) - cols = ['horizon'] + if w >= 0: + w = max(w, 1) + w = min(w, df_m.shape[0]) + # Compute all metrics + dfs = {} for metric in metrics: - df_m[metric] = eval(metric)(df_m, w) - cols.append(metric) - df_m = df_m[cols] - return df_m.dropna() + dfs[metric] = eval(metric)(df_m, w) + res = dfs[metrics[0]] + for i in range(1, len(metrics)): + res_m = dfs[metrics[i]] + assert np.array_equal(res['horizon'].values, res_m['horizon'].values) + res[metrics[i]] = res_m[metrics[i]] + return res -def rolling_mean(x, w): - """Compute a rolling mean of x +def rolling_mean_by_h(x, h, w, name): + """Compute a rolling mean of x, after first aggregating by h. - Right-aligned. Padded with NaNs on the front so the output is the same - size as x. + Right-aligned. Computes a single mean for each unique value of h. Each + mean is over at least w samples. Parameters ---------- x: Array. + h: Array of horizon for each value in x. w: Integer window size (number of elements). + name: Name for metric in result dataframe Returns ------- - Rolling mean of x with window size w. + Dataframe with columns horizon and name, the rolling mean of x. """ - s = np.cumsum(np.insert(x, 0, 0)) - prefix = np.empty(w - 1) - prefix.fill(np.nan) - return np.hstack((prefix, (s[w:] - s[:-w]) / float(w))) # right-aligned + # Aggregate over h + df = pd.DataFrame({'x': x, 'h': h}) + df2 = ( + df.groupby('h').agg(['mean', 'count']).reset_index().sort_values('h') + ) + xm = df2['x']['mean'].values + ns = df2['x']['count'].values + hs = df2['h'].values + + res_h = [] + res_x = [] + # Start from the right and work backwards + i = len(hs) - 1 + while i >= 0: + # Construct a mean of at least w samples. + n = int(ns[i]) + xbar = float(xm[i]) + j = i - 1 + while ((n < w) and j >= 0): + # Include points from the previous horizon. All of them if still + # less than w, otherwise just enough to get to w. + n2 = min(w - n, ns[j]) + xbar = xbar * (n / (n + n2)) + xm[j] * (n2 / (n + n2)) + n += n2 + j -= 1 + if n < w: + # Ran out of horizons before enough points. + break + res_h.append(hs[i]) + res_x.append(xbar) + i -= 1 + res_h.reverse() + res_x.reverse() + return pd.DataFrame({'horizon': res_h, name: res_x}) + # The functions below specify performance metrics for cross-validation results. # Each takes as input the output of cross_validation, and returns the statistic -# as an array, given a window size for rolling aggregation. +# as a dataframe, given a window size for rolling aggregation. def mse(df, w): @@ -289,10 +335,14 @@ def mse(df, w): Returns ------- - Array of mean squared errors. + Dataframe with columns horizon and mse. """ se = (df['y'] - df['yhat']) ** 2 - return rolling_mean(se.values, w) + if w < 0: + return pd.DataFrame({'horizon': df['horizon'], 'mse': se}) + return rolling_mean_by_h( + x=se.values, h=df['horizon'].values, w=w, name='mse' + ) def rmse(df, w): @@ -305,9 +355,12 @@ def rmse(df, w): Returns ------- - Array of root mean squared errors. + Dataframe with columns horizon and rmse. """ - return np.sqrt(mse(df, w)) + res = mse(df, w) + res['mse'] = np.sqrt(res['mse']) + res.rename({'mse': 'rmse'}, axis='columns', inplace=True) + return res def mae(df, w): @@ -320,10 +373,14 @@ def mae(df, w): Returns ------- - Array of mean absolute errors. + Dataframe with columns horizon and mae. """ ae = np.abs(df['y'] - df['yhat']) - return rolling_mean(ae.values, w) + if w < 0: + return pd.DataFrame({'horizon': df['horizon'], 'mae': ae}) + return rolling_mean_by_h( + x=ae.values, h=df['horizon'].values, w=w, name='mae' + ) def mape(df, w): @@ -336,10 +393,14 @@ def mape(df, w): Returns ------- - Array of mean absolute percent errors. + Dataframe with columns horizon and mape. """ ape = np.abs((df['y'] - df['yhat']) / df['y']) - return rolling_mean(ape.values, w) + if w < 0: + return pd.DataFrame({'horizon': df['horizon'], 'mape': ape}) + return rolling_mean_by_h( + x=ape.values, h=df['horizon'].values, w=w, name='mape' + ) def smape(df, w): @@ -352,10 +413,14 @@ def smape(df, w): Returns ------- - Array of symmetric mean absolute percent errors. + Dataframe with columns horizon and smape. """ sape = np.abs(df['yhat']-df['y']) / ((np.abs(df['y']) + np.abs(df['yhat'])) /2) - return rolling_mean(sape.values, w) + if w < 0: + return pd.DataFrame({'horizon': df['horizon'], 'smape': sape}) + return rolling_mean_by_h( + x=sape.values, h=df['horizon'].values, w=w, name='smape' + ) def coverage(df, w): @@ -368,7 +433,11 @@ def coverage(df, w): Returns ------- - Array of coverages. + Dataframe with columns horizon and coverage. """ is_covered = (df['y'] >= df['yhat_lower']) & (df['y'] <= df['yhat_upper']) - return rolling_mean(is_covered.values, w) + if w < 0: + return pd.DataFrame({'horizon': df['horizon'], 'coverage': is_covered}) + return rolling_mean_by_h( + x=is_covered.values, h=df['horizon'].values, w=w, name='coverage' + ) diff --git a/python/fbprophet/plot.py b/python/fbprophet/plot.py index 6d91e9f..59e0a57 100644 --- a/python/fbprophet/plot.py +++ b/python/fbprophet/plot.py @@ -465,7 +465,7 @@ def plot_cross_validation_metric( else: fig = ax.get_figure() # Get the metric at the level of individual predictions, and with the rolling window. - df_none = performance_metrics(df_cv, metrics=[metric], rolling_window=0) + df_none = performance_metrics(df_cv, metrics=[metric], rolling_window=-1) df_h = performance_metrics(df_cv, metrics=[metric], rolling_window=rolling_window) # Some work because matplotlib does not handle timedelta diff --git a/python/fbprophet/tests/test_diagnostics.py b/python/fbprophet/tests/test_diagnostics.py index 1bc8d7f..435422f 100644 --- a/python/fbprophet/tests/test_diagnostics.py +++ b/python/fbprophet/tests/test_diagnostics.py @@ -113,21 +113,25 @@ class TestDiagnostics(TestCase): df_cv = diagnostics.cross_validation( m, horizon='4 days', period='10 days', initial='90 days') # Aggregation level none - df_none = diagnostics.performance_metrics(df_cv, rolling_window=0) + df_none = diagnostics.performance_metrics(df_cv, rolling_window=-1) self.assertEqual( set(df_none.columns), {'horizon', 'coverage', 'mae', 'mape', 'mse', 'rmse'}, ) self.assertEqual(df_none.shape[0], 16) + # Aggregation level 0 + df_0 = diagnostics.performance_metrics(df_cv, rolling_window=0) + self.assertEqual(len(df_0), 4) + self.assertEqual(len(df_0['horizon'].unique()), 4) # Aggregation level 0.2 df_horizon = diagnostics.performance_metrics(df_cv, rolling_window=0.2) + self.assertEqual(len(df_horizon), 4) self.assertEqual(len(df_horizon['horizon'].unique()), 4) - self.assertEqual(df_horizon.shape[0], 14) # Aggregation level all df_all = diagnostics.performance_metrics(df_cv, rolling_window=1) self.assertEqual(df_all.shape[0], 1) for metric in ['mse', 'mape', 'mae', 'coverage']: - self.assertEqual(df_all[metric].values[0], df_none[metric].mean()) + self.assertAlmostEqual(df_all[metric].values[0], df_none[metric].mean()) # Custom list of metrics df_horizon = diagnostics.performance_metrics( df_cv, metrics=['coverage', 'mse'], @@ -136,6 +140,41 @@ class TestDiagnostics(TestCase): set(df_horizon.columns), {'coverage', 'mse', 'horizon'}, ) + # Skip MAPE + df_cv.loc[0, 'y'] = 0. + df_horizon = diagnostics.performance_metrics( + df_cv, metrics=['coverage', 'mape'], + ) + self.assertEqual( + set(df_horizon.columns), + {'coverage', 'horizon'}, + ) + df_horizon = diagnostics.performance_metrics( + df_cv, metrics=['mape'], + ) + self.assertIsNone(df_horizon) + + def test_rolling_mean(self): + x = np.arange(10) + h = np.arange(10) + df = diagnostics.rolling_mean_by_h(x=x, h=h, w=1, name='x') + self.assertTrue(np.array_equal(x, df['x'].values)) + self.assertTrue(np.array_equal(h, df['horizon'].values)) + + df = diagnostics.rolling_mean_by_h(x, h, w=4, name='x') + self.assertTrue(np.allclose(x[3:] - 1.5, df['x'].values)) + self.assertTrue(np.array_equal(np.arange(3, 10), df['horizon'].values)) + + h = np.array([1., 2., 3., 4., 4., 4., 4., 4., 7., 7.]) + x_true = np.array([1.0, 5.0 , 22. / 3]) + h_true = np.array([3., 4., 7.]) + df = diagnostics.rolling_mean_by_h(x, h, w=3, name='x') + self.assertTrue(np.allclose(x_true, df['x'].values)) + self.assertTrue(np.array_equal(h_true, df['horizon'].values)) + + df = diagnostics.rolling_mean_by_h(x, h, w=10, name='x') + self.assertTrue(np.allclose(np.array([7.]), df['horizon'].values)) + self.assertTrue(np.allclose(np.array([4.5]), df['x'].values)) def test_copy(self): df = DATA_all.copy()