Part 1 - Supervised text classification with R
Load the corpus
corpus <- read.csv('../Data/reviews.csv', stringsAsFactors=FALSE)
corpus$sentiment <- as.factor(corpus$sentiment)
Split the corpus into a training set and a test set
n_row_train <- round(nrow(corpus)*0.6)
cat("Sampling", n_row_train, "comments randomly to train the model, keeping the rest for evaluation")
## Sampling 1200 comments randomly to train the model, keeping the rest for evaluation
set.seed(42)
train_ids <- sample(corpus$doc_id, n_row_train)
test_ids <- setdiff(corpus$doc_id, train_ids)
train <- corpus[train_ids, ]
test <- corpus[test_ids, ]
Vectorize both the training and test sets using this vocabulary
vectorizer = vocab_vectorizer(vocabulary)
train_dtm = create_dtm(iterator_train, vectorizer)
iterator_test <- itoken(test$text,
preprocessor=tolower,
tokenizer=word_tokenizer,
progressbar=FALSE)
test_dtm = create_dtm(iterator_test, vectorizer)
Implement a multinomial naive Bayse binary classifier
Implement a function to estimate the parameters of the naive Bayse model with Laplace smoothing
mle_mnb <- function(X, Y, k){
d <- ncol(X)
q_pos = length(Y[which(Y == 'pos')]) / (length(Y))
q_neg = length(Y[which(Y == 'neg')]) / (length(Y))
X_pos <- X[which(Y == 'pos'), ]
q_j_pos <- (colSums(X_pos) + k) / (sum(X_pos) + d * k)
X_neg <- X[which(Y == 'neg'), ]
q_j_neg <- (colSums(X_neg) + k) / (sum(X_neg) + d * k)
q <- rbind(c(q_pos, q_j_pos), c(q_neg, q_j_neg))
return(q)
}
Implement a function to train and evaluate the classifier
evaluate_mnb <- function(X, Y, k, Z){
log_q <- log(mle_mnb(X, Y, k))
log_ratios <- apply(Z, 1, function(z) c(1, z) %*% log_q[1, ] - c(1, z) %*% log_q[2, ])
predictions <- sapply(log_ratios, function(lr) if(lr < 0){'neg'}else{'pos'})
confusion_matrix <- as.matrix(table(predictions, test$sentiment))
return((confusion_matrix[1,1] + confusion_matrix[2,2]) / sum(confusion_matrix))
}
Assess the overall accuracy of this classifier for differents values of \(k\)
With the whole vocabulary
acc <- list()
for(k in 1:5){
acc[k] <- evaluate_mnb(train_dtm, train$sentiment, k, test_dtm)
}
plot(c(1:5), acc, main="Accuracy vs k (i.e. smoothing constant)", xlab="Value of k", ylab="Accuracy")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAYAAAD0ZtPZAAAEDWlDQ1BJQ0MgUHJvZmlsZQAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VVBg/m8AAEAASURBVHgB7N0JnBxFvTjwCgRiALlC5FbkksNwKyDIIcghl8gl4gH4HiKHINeTiD5RDrkRAVFuBBUEnogIyKXcoIH8lRckCsghCgKBcAaE+fevfbPOzvTszu5O704m3/p8kpnurq6u/lbP7MxvqqtGVbKUJAIECBAgQIAAAQIECBAgQIAAAQIECHShwGxdeE5OiQABAgQIECBAgAABAgQIECBAgAABArmAAKgLgQABAgQIECBAgAABAgQIECBAgACBrhUQAO3apnViBAgQIECAAAECBAgQIECAAAECBAgIgLoGCBAgQIAAAQIECBAgQIAAAQIECBDoWgEB0K5tWidGgAABAgQIECBAgAABAgQIECBAgIAAqGuAAAECBAgQIECAAAECBAgQIECAAIGuFRAA7dqmdWIECBAgQIAAAQIECBAgQIAAAQIECAiAugYIECBAgAABAgQIECBAgAABAgQIEOhaAQHQrm1aJ0aAAAECBAgQIECAAAECBAgQIECAgACoa4AAAQIECBAgQIAAAQIECBAgQIAAga4VEADt2qZ1YgQIECBAgAABAgQIECBAgAABAgQICIC6BggQIECAAAECBAgQIECAAAECBAgQ6FoBAdCubVonRoAAAQIECBAgQIAAAQIECBAgQICAAKhrgAABAgQIECBAgAABAgQIECBAgACBrhUQAO3apnViBAgQIECAAAECBAgQIECAAAECBAgIgLoGCBAgQIAAAQIECBAgQIAAAQIECBDoWgEB0K5tWidGgAABAgQIECBAgAABAgQIECBAgIAAqGuAAAECBAgQIECAAAECBAgQIECAAIGuFRAA7dqmdWIECBAgQIAAAQIECBAgQIAAAQIECAiAugYIECBAgAABAgQIECBAgAABAgQIEOhaAQHQrm1aJ0aAAAECBAgQIECAAAECBAgQIECAgACoa4AAAQIECBAgQIAAAQIECBAgQIAAga4VEADt2qZ1YgQIECBAgAABAgQIECBAgAABAgQICIC6BggQIECAAAECBAgQIECAAAECBAgQ6FoBAdCubVonRoAAAQIECBAgQIAAAQIECBAgQICAAKhrgAABAgQIECBAgAABAgQIECBAgACBrhUQAO3apnViBAgQIECAAAECBAgQIECAAAECBAgIgLoGCBAgQIAAAQIECBAgQIAAAQIECBDoWgEB0K5tWidGgAABAgQIECBAgAABAgQIECBAgIAAqGuAAAECBAgQIECAAAECBAgQIECAAIGuFRAA7dqmdWIECBAgQIAAAQIECBAgQIAAAQIECAiAugYIECBAgAABAgQIECBAgAABAgQIEOhaAQHQrm1aJ0aAAAECBAgQIECAAAECBAgQIECAgACoa4AAAQIECBAgQIAAAQIECBAgQIAAga4VEADt2qZ1YgQIECBAgAABAgQIECBAgAABAgQICIC6BggQIECAAAECBAgQIECAAAECBAgQ6FoBAdCubVonRoAAAQIECBAgQIAAAQIECBAgQICAAKhrgAABAgQIECBAgAABAgQIECBAgACBrhUQAO3apnViBAgQIECAAAECBAgQIECAAAECBAgIgLoGCBAgQIAAAQIECBAgQIAAAQIECBDoWgEB0K5tWidGgAABAgQIECBAgAABAgQIECBAgIAAqGuAAAECBAgQIECAAAECBAgQIECAAIGuFRAA7dqmdWIECBAgQIAAAQIECBAgQIAAAQIECAiAugYIECBAgAABAgQIECBAgAABAgQIEOhaAQHQrm1aJ0aAAAECBAgQIECAAAECBAgQIECAgACoa4AAAQIECBAgQIAAAQIECBAgQIAAga4VEADt2qZ1YgQIECBAgAABAgQIECBAgAABAgQICIC6BggQIECAAAECBAgQIECAAAECBAgQ6FoBAdCubVonRoAAAQIECBAgQIAAAQIECBAgQICAAKhrgAABAgQIECBAgAABAgQIECBAgACBrhUQAO3apnViBAgQIECAAAECBAgQIECAAAECBAgIgLoGCBAgQIAAAQIECBAgQIAAAQIECBDoWgEB0K5tWidGgAABAgQIECBAgAABAgQIECBAgIAAqGuAAAECBAgQIECAAAECBAgQIECAAIGuFRAA7dqmdWIECBAgQIAAAQIECBAgQIAAAQIECAiAugYIECBAgAABAgQIECBAgAABAgQIEOhaAQHQrm1aJ0aAAAECBAgQIECAAAECBAgQIECAgACoa4AAAQIECBAgQIAAAQIECBAgQIAAga4VEADt2qZ1YgQIECBAgAABAgQIECBAgAABAgQICIC6BggQIECAAAECBAgQIECAAAECBAgQ6FoBAdCubVonRoAAAQIECBAgQIAAAQIECBAgQICAAKhrgAABAgQIECBAgAABAgQIECBAgACBrhUQAO3apnViBAgQIECAAAECBAgQIECAAAECBAgIgLoGCBAgQIAAAQIECBAgQIAAAQIECBDoWoHRXXtmTowAAQIzocDkyZPTL37xi4aar7jiimmHHXZoWG8FAQLlCvz2t79N119/fa+DLLTQQmnvvffutW44F6644or0uc99rueQ5513Xtp55517lh9//PF00UUX9SxXnxx++OFp9tlnry56JNDxAn/5y1/SxRdf3FDPI444omHdYFZ4rQxGzT4E2i/w1a9+NX3nO9/JC55jjjlS/O1ddtll238gJRIgMEsLjKpkaZYWcPIECBDoIIEIcl555ZUNNZp//vnTU089lcaOHduwzQoCBMoTOO2009IBBxzQ6wDxg8SUKVN6rRuuhZdffjnF8Z988sn8kBGMjedjxozpqcKtt96aNtxww57l6pMZM2akOeecs7rokcCICrz++uvpxBNPTB/+8IcLr9eo3E033ZQ23XTThnq+/fbbadSoUQ3rB7rCa2WgYvK3W6CV10G7jzkS5fV3nlOnTk0rrLBCqoYmtthii3TttdeORFUdkwCBLhZwC3wXN65TI0Bg5hJ4+umn09VXX11Y6RdeeCH99Kc/LdxmJQECs47AkUce2RP8jLPec889ewU/Zx0JZzozC8QPfRHI/9rXvpZeffXVmflU1J3AoAVmlddBK+e5/PLLp0022aTH8rrrrktxt4NEgACBdgoIgLZTU1kECBAYgkDcsvrmm282LeH73/9+0202ECDQ/QL/+7//m0499dSeE51tttnSF77whZ5lTwh0usADDzyQBzniboe4vV0iMCsKzCqvg4Ge5z777NPrcvjyl7+cXnnllV7rLBAgQGAoAgKgQ9GzLwECBNoocO655/ZZ2p133pniw6REgMCsKXD00Uenf/7znz0nv/nmm6ell166Z9kTAp0usNpqq6Wbb76506upfgRKFZhVXgcDPc9tttkmLb744j32TzzxRM+4oD0rPSFAgMAQBEYPYV+7EiBAgECbBG6//fb00EMP9VvaD37wgxRjEkoECMxaAjFZS/0wGJ///OcLEeJWwnPOOadh2+jRPvY1oFgxrAJvvfXWsB6vv4N5rfQnZHsZAp32OijjHKPMgZ5n/I2KCf6OOeaYniqdeeaZ6bDDDkv+fvWQeEKAwBAEfBIeAp5dCRAg0C6BomBFUdk//OEP03HHHWcypCIc6wh0sUDMjlvb+/Md73hHikkiitIiiyySmgVHi/JbR2BWFfBamVVb3nl3qsDHP/7xXgHQv/71r/nkoDvvvHOnVlm9CBCYiQQEQGeixlJVAgS6U2D69OkNPbviTPfbb790+umn9zrpmAzpsssuy38h77VhEAtRVowpGJMvLbHEEuk973lPete73jWkmXXLKHMQpzbgXaKXwt13352iLd73vvf1e1vxSy+9lJ566qn83zPPPJPmnnvutOCCC6bx48en5ZZbbsDHr91hZjWsPYeyn4dR9Ih87LHH8h4mCy+8cIpAxqKLLpoiMNhtKa7Ls88+u9dpxczYcd2NdHrjjTfyoTniVsWY1GbZZZdNMTZpp6Xhumb+/Oc/pwcffDCtscYavW7lLPKIgPb999+fT2oVt32utNJKaZ555inK2tK6v//97/nr4sknn8zfyydMmJDmm2++lvZtJVPZ5bdSh2Z5ZsyYkSZNmpTivXmttdZK48aNa5a11PVTpkzJ35dilvq4BuI9aShp2rRp+Xm99tpraamllkrvf//7h/Q3eih1KeNv03BeU+1qm+F6L+mvrcr8HFJ/7HbZ1ZdbtByv38UWWyz/fFXdHnc+CYBWNTwSIDAkgYpEgAABAiMqcNZZZ1WyN/Je/7LARiX7cFvJAgq91ke+D33oQ4Ou7+TJkyvZGEuVLODZUG6UnQXxKkcccUQlC+q1fIx2lXn55ZdXsgBsr39ZQKDPenz729/ulT/232677Rr2yT48N+TLet1Wsi+plcMPP7ySBQl6eay77rqVP/zhD73KyYIVlWxG0srGG2/cK29922Uf3Cv/+Z//WcmCc73272thqIbRZvV20cZxDfWXPvCBDzTs+9WvfrW/3XptzyYqaChjlVVWyX17ZSxY2G233Rr2jXX16bnnnsvbaoEFFmjqP+ecc1ayL0mVG2+8saVj1x+jaDnredlwvHhdFqWsh3bDuUS7rLDCCpVHHnmkaJeW1l166aUNdYjrt1m66667CuuRBSub7TKg9fFayG5RrGTju1XmmGOOXnWL96511lkn3x75RjK185rZd999G0x/97vf5af3xz/+sbLjjjtWskB8L4v3vve9lT333LOSBXl6MfzP//xPZbPNNqtkwc5e+WN5r732qjz//PO98ve1kP2AVTnhhBPya6z+vSiW3/3ud1e23nrryq233tpXMU23taP88847r8euqI7x/lt9/4prqjbFa7lon3jvjhSvuXi/HjNmTK98YX/QQQdVssBobXENz1t9rWTjlvbUsVrXAw88MC8vrvMTTzyxsswyy/SqQ9Q7+2Emb9NW3ourlYs6Z7f8VrLxfRvKi3Xf/e53e97fslv4G+pVLacdj0P921RUh3ZcU7XlDkfbtOO9ZCivg+r5tvtzSBl27TjPvffeu+Ha/3//7/9VGTwSIEBg0AJp0HvakQABAgTaIpD92t3wQe/Tn/50XnYE+Iq+/NUH5/qrSDa7fOWb3/xmQ7CiqOxYN3bs2EoEJPtK7S7z4osvbjjX+KLZV4rAX/05bLDBBg27FDnGl8hDDjmkYf8ob9SoUZVHH320p5zXX3+9kvW4K8xbf/zqcgQzfvazn/WUUfSkXYYRiKket/bxxz/+cdFhe9bFl9va/NXnWW/YnjytPMkm6Cos56abbupz93/84x+F12T9tRdBjne+852Fx6jWuf5xjz32qGQ9e/s8fisbWw2AxrnWBwOjTnEdDNSzvl4RRKs/v/qgWu0+v/nNbxryx/79BYNqy2j2PAL766+/fmH59XWMfAP5IaDZMQezvt3XTLwn159ftOv1119fmX/++Ru21ebNegFWsp6hlQheFLVlbd54nvUir2Q9nPs97SuvvLLhx5v6sqrLWa/cygEHHFDJZlTut9xqhnaVn93J0KdPtY7xGD/c1KZmAdC4lrO7JPot94Mf/GAl651cW2Sv562+Vq677rqGY2XDTFSyOwEqcYzacyh6HoHKeL/tL02dOrWS9Rztt7wIoEdbFv0g1N8xWtnerr9N9cdq1zVVW27ZbdOu95KhvA7ifMv4HFKG3VDPM871l7/8ZcNrID7HSQQIEBiqgADoUAXtT4AAgSEINAtAxZfqSNmtjJX44lr/hWr//fdv+ajR6yt6ZNWX0d9y9Kb71a9+VXicMsoc7gBo9IqKQGeRw3rrrddz3hFEi16zRfn6Wxe94f70pz/1lFX7pN2G2e2uDXXcfvvtaw/Z8LwogJwNAdCQr5UV0eOz3iObzKDPXYuCi9GLrran4r333tvQu6v+OM2WoyfuUFNRHet7gMYPEvW9iKNO0SstAjhDTdnt0b1ss+Eq+iyy1aBOn4UUbLznnnv6DfbVt0UEB3/9618XlFbeqjKumaIA6O67716ZffbZe7VN/flXl9dcc81K9GyuLvf3uNVWW/UJFL20+yujaHs2REElu0W/z7JjYzvLH0pApFkA9MMf/nDL57/22ms3Pd9WXytFgaJsrMLKyiuv3HI94o6Gas/VogpFT+L6XsFFbVhd97GPfawy77zzNhy/qOyBrGv336bqsdt5TVXLjMcy26ad7yVDeR2U9TmkDLuhnGe1XePH0ep1Xn2MoL9EgACBoQoIgA5V0P4ECBAYgkAEMqsf7qqPcQt17a2j8aGvuq36GEGFV199taUjZ5MmNexfW07RbXbV7dHrruh2zDLKHO4AaPUcix6zWUd7bH/+85839YsvtBGoiF682QylhfmOPvronrJqn7Tb8OSTT244fjYeZiUbP7L2sL2ex63Z9ed/1FFH9crT6sIZZ5zRUFZ8mX/55ZebFlHU0+krX/lKr/zRc6q+jnHNfulLX8pvs544cWLeIzEC9vX5Yvn3v/99r/IGutBfADR+pCgaUiICY3Gr81BTBFfrzyuC932lVoM6fZVRvy2+gBe1V9QtejjG+1S8Hop+sIkgUTt649bXqdlyGddMUQC0tl3itbbRRhsVXgu1+arPIzgew2n09f6bjQ9aeIrRi65aTtFjUU/k2nwx7EXt35j6g7S7/KEERJoFQGvPJ34g+MhHPtJn8DBudS9Krb5WigJFtXWI59kY0Pk1ENdC/bbq8lVXXVVUjXxdsx/a4oe6+GHqox/9aH6MalnNHpseoMUN7f7bFIdt9zVVeypltk0730uG8joo63NIGXZDOc/ado3hI2qv8bnmmqstdzHUHsNzAgRmPQEB0FmvzZ0xAQIdIpBNalB4+1rcll2bLrnkkl4fAqsfCC+44ILabIXPs9kzC78Uxi2WtbflZpMhVQ4++ODC48SXodpURplR/kgFQCOY/NnPfrYSH9rjlsYI+j777LM9p7zJJps0uGy77bYN4/rFbZbhWm2f6mN8aa1PZRjGuK1FgY9wLUoPPPBAQ13ji/Zf/vKXouz9rssmhqhEj9fqeVcfL7roosJ9IzBZzVN9jOPHrcLVFLeXVrdVHyPIVhS8Cf+iW5GjTYeS+gqAvvjii5Winq9xHq28Plup10knndRgEEHfvlKrQZ2+yqjfFmOOVtug+hhBvHjd1KYYDiF6qFbzVB9/9KMf1WYr7XlZ10xfAdAI/tcG+o899tiG8686xGP8yFD7w8R///d/F+Y/9dRTG5xi6IMYq7m2vOrzqONvf/vbPEgQ72ERbGsWYD3++OMbyo4VZZQfwyDELa1Ft7VG3Y888sie7TEmYW3qKwC6+uqrV+J9rJqi52KzXoYxpmBRavW10legKH4YuOOOO3qC/PHjZAzBUW2X2sdoo6IU512br/o8AnDx97k2xWeCovfa6j61eQf6vIy/TWVcU7XnVVbbtPu9ZCivgzI+h4RhGXZDOc/adi0admiwYxnXlus5AQKztoAA6Kzd/s6eAIERFGgW2Kwf6D3G+Soa/zAmfugvxS3I1S9F1ce4Za42wFdbRvQMquarPkbvthgPrJrKKDPKHokAaPTYqR9rLwJ51RS91mKSqi9+8YuVuC0+7OJfNjNvNUuvx6IJreon9YgdyjKMW96r7VZ9jGBtUfrGN77RkHfDDTcsytryugg2Vo9bfYwvbkWpKOBen7eo10vc+tosRZAteuRGgDAmDnrooYd6ghLN9ulvfbMAaARbir6gxXnHPu1KX/jCFxpM+wsmthrUabWOMYFLjMdbbdPqYwSuilIEQSMIXM0Xj9GDrShwXbT/UNaVdc00C4Dus88+DdWN942iIHA4FA1LEe+vRcH7mMSnPn3rW9/q5Vo1jkB5UYr3s5g4r5qv+hjjPBcNz1F2+dXj1z5GYLRZahYAjSBw7TjN1f3jFvP421hbfjyPHqJFqdXXSrNAUQx9UTTBWQRBY7iB+no0+7tdNK5u9KBvNiHhL37xi4ayq8cqOs9W15Xxt6nsa6qstinrvSTaotpWtY/NXgdlfQ6JepRlF2VHqj2/6vNm5/mvPf79f0yuWN2n+lj0o9C/9/CMAAEC/QsIgPZvJAcBAgRKEYgvZNUPddXH6E1WlIoCS7FPf7f3Fn0Jj1nPm6X4MBwBu/gSFF+ob7jhhkrM2Fqbyigzyh+JAGj0vBpoahY8jnJizNRqW1YfYzbi+lSWYdEXtuilFz0V69P73//+hrqee+659dkGtBzjpVXPu/oYt0TXT0ISAZ/629sifwQta9OkSZMayot8MdFV1DV6K5WdigKgMXRA9BqunmPtY7Og4GDrWRTUvuWWW/osrtWgTp+F1GyMXje15xjPI4DW14Q60fO5fp94Pyk7lXXNFAVAY9iFZkORRCC+/vxj+W9/+1shQdHfg//4j//olTeCe/F+Ul9uDMHR19iScSt9fUA6yjjmmGOGtfw4WH3dY7mvgEizAGhfgZBDDz204Tirrrpqr3OtLrT6WmkWKKrvAV0tNx732muvhnrEcBBFqahHZ/1wIPX7NRvbuz7fQJbb/bep7Gs2zq2stinrvSTqPNDXQexTm9rxOSTKK8uuWtehnGfRUAx9fX6tHtMjAQIE+hIYnb0xSQQIECAwzAIPP/xwyoIYDUf9zGc+07AuVmQByZQFfBq2/eAHP0jZbOYN62NFNmNoyno3NmzbfPPNG9ZVV8S2vraXUWb12CPx+IlPfGLAhx03blyvfbLb5FI2OUy69tprUxaA7LUtFrIgUa91ZRpuueWWKZtEKGVB655jZrMlp+xW2FR7bWWTbaTs1tGePPEkC2ilHXfcsde6gS5kPYhTdltqygIuPbtmX4BTFtxO2Zf5nnXZJF8puy2yZzmeZL1xUzapSK91WdAiZb2gUnZ7ca/1WUAuxb9IWTAyZQHRlAXcUjYOZcp66PbKW8ZC1rM0hWF9WmaZZdLXv/71+tVDWq5ty2pBw3GO1WPFY9ZTsHYxf57dWp2yMdka1ldXZD/mpCzgWV3MH7NbI3stl7EwnNdMFszKXzdF55H1DGxYvdRSS6Us8N+wPlYU5c+Cq73yZrdCp6zXY691sZD1eE5ZgLNhfXVF9qNWyibMSddcc011Vf6YjS/ba7ns8nsdbIgLWY/JpiXEe0l9ivfdMlIWhGxabLR3fSqqR7zG6/9OxH5Z7/363Xst77zzzikbyqbXuqEslPG3aSSvqaG2zXC+lwy03Yb6OaS/4w3Vrr/yW9le9HcumxyplV3lIUCAQFOB2ZpusYEAAQIEShM477zzogd+r/KznnLpU5/6VK911YX4shcBh/oUgaX6L8nVPNlYig3HiG3ZLe3VLAN+LKPMAVeiZod6w5pN/T6NgEEEzwaa7rvvvpT1Ckw77bRTWnLJJVM2AUeKQOrZZ5/dK/BYLbc+MFGmYTYRU69AZ7UOl112WfVp/nj55Zf3Wo6FCD4WfeFoyNjPiuyW7YYcF154Ya919cuxMYL8WY+6XvmyiYTSnnvu2Wtd/UIEIuOHgGiPhRZaKGW3pafvfe97KbtFvT5r25abXXfxw0bWi7Vtx4mCsltgG8prRzs1FNrHiqlTpzZsjS+iu+yyS9N/N910U8M+WY/dhnXtXjGc10w2+VPT6mc9rxu2vfvd725YV12RDXNSfdrzWH+dFQU/I3PWm7tnn2ZPivLUB0DLLr9Z3QazPt57m6VsEqKGTVmv84Z17VhRFOSslltUj/hBqD7F+0ZR6ut6ifz9bS8qs691ZfxtGslraqhtM5zvJX21S9G2oX4OKSqzdt1Q7WrLGuzzor9zRX8PB1u+/QgQmDUF9ACdNdvdWRMgMIIC2XhOKZsgpaEGESjLxmprWF9dUfTLdza+W4rg1u67717N1vNYFLSIjX19ae/ZucmTMspscqh8dX0AoD7vUIJcCyywQEPArb782uVslvWUTXaSsvHealf3+zwC27WpbMO4Fk488cTaQ6bs1vwU10o2zmC+vigAmt3S3WufwS5EED+byKtXr80IUmaTs6ToIZqNn1rYU/Y///M/Cw95yimnpOhlW1Tn+h0iyBGBt/h3wgknpGyilyH3aq0/Rn/Lhx12WN5zK3rUtiN1ag/Q+CJaH1jv73yHIwAadRiuaya7bbnpKWcTkjVsi97MzVIEW/pLRT1oY7++ghXVMot+QIuezPGaqda17PKrdWnHY1FwpFpu/Q8psb6/vyXVfQf62NfrvCgAWlR+UQA0Pg/097e6ryBw0XH6W1fG36aRvKba0TbD9V7SX9tUt7frc0i1vGaP7bBrVnar64te49mt/63uLh8BAgQKBXp/KyvMYiUBAgQItFMgbpWOgE59isBofFlo9q9ZT8/o/VaUmvV4ySY0Kcre0royyuzrwEW9ZWrzx+3dg01FH66Lysombsl7J2aT9jQNfkbPy7XXXjvvDVdfRn1go2zDuC33gx/8YK9qRKD4Zz/7Wb4uevlkE2312h5ftOMW8nak6Mm22267NRSVTfqVr/vpT3+a6tstm3wpZbMdN+wTKyKAHPtmY2umCFq3mqLnUfQKveKKK1rdpS35YtiJCLy2KxW9Bup7FbfrWM3KycaQbbZpQOuHKwA6XNdMqwGuKlJfQYVqnr4ei/aPa6GV66EoT/26ssvv69wGuq2oh221jPrzqq4v47HIrHqc+vf+6vr6x6J8EbCNH636Su16XVaPUcbfpiKfaJ9W2qgoT9G6av3rH4uOXc1TZF7dVvs4XO8ltccset7uzyFFx6hd1w672vIG8zw+V9Wnvl739XktEyBAoEhAALRIxToCBAiUKHDOOee0tfS77ror1d/KGAdoFlDKJuEY9PHLKLOvyjT7Qlbdpz6QVl3fymNfvbdq94/b2y+66KLaVfnzGFfva1/7Wrr55ptTfBGNsdiySS8a8tX3AB0Owz322KOhHtXeekU9KaPXZqtfCBsKLlhR5HDllVfmOav1qN2tKH/t9ujRFWNrxrihEdCM8UyzWclrszR9nk0k028goenO/WyI8U6/+tWvNuSKAGg28VPD+sGsKDrPol6hgym71X2KehjGdXzAAQcM6N8mm2zS6iGHnG84rpmBBGPihAaavx5hscUWq1+VIjBSNNZzfcainuvve9/7enp/Rv6yy6+v08y+HO+ZQ23TMCh6fcX6/t5D/vKXv0S2tqUy/jaN1DXVrrYJ3OF4L+mvEdv9OaSv47XTrq/j9Let6AeAGOZGIkCAwFAEGn9aGUpp9iVAgACBPgUigFM/EUWfO7S4sWgypGZfZuJLVQTvmqVsZvR8oo4YMy56Ey644II9Wcsos1p40RfJZr1eq/sMJZhb1LugWm718c4770xXX311dTF/jHrGGK67Z7ea16eiCS5aDYAOpV3q6/HJT34yffnLX84nwqpuy2ZTTs8//3yKHpj1qXaCpPptg1leY4018tvd47b3aorzi8mPslmXq6vyx5jMYYcddui1rtlCfBGNL4LxL3pIRU/W22+/Pd122235pGLNhonIZvNN7Q6+rbTSSvnQAtHj9Uc/+lGvyWniuv2v//qvfH2zc2l1fUzoUj+OXgRAi8Z0bLXMgebLZh5v2CXaLZuJu2F9p63opGtmqDYx3nBRiiEmim5xr81bNGlXTFRVm8ouv/ZYtc/Luj299hid/LxZADTe32Iinmbp3nvvbbZpUOvL+Ps+UtfUoAD62ans95Jmr4MyPof0c6qlbm52nvUHLerhXD/5U/0+lgkQINCfgB6g/QnZToAAgTYKxOQv0WOnPsXt0zGTdSv/inou/vCHP2yYDCnyFX35iLzNUvQS+uY3v5n22WefvC7xYTN6cFRn9S6jzGpdim5JD6uiXgDVfaZMmVJ9OuDHVno81s9iHQeJcVqLgp+xrSgAVx/YLdMw6hApxvrcfvvt/7Xwf/9Hb9oYPywmT6hN8QW7ry/ZtXkH8rxoMqS4ruqv/xh7tL/b2p577rkUXwLPP//8ntnXwzUC+fvtt18+8VD8uFDUuzTqXNRDeiDnUp83XhcRUI7eKFH3b3/72/VZ0o9//ON0xx13NKwf6IpO6AFaFFyL2Z37GoM3ekTH+0mrX3YH6tJf/k67ZvqrbyvbI+heNMN5jHfbV4rgZ/0POZF/woQJvXYru/w4WP0PQrEuhn+ZlVMMQVL09y/Gcm72+onXVtFkckNxLONv03BcU0M551b2LeO9ZCCvgzI+h7Ry3u3IM5DzrD9e0Wc/PUDrlSwTIDBQAQHQgYrJT4AAgSEInHvuuQ17x0yucRt79Ixr5d/nP//5hjLil/Ki4E/RpEpxK3KzwOFJJ53UUHYEmmp7CpVRZhy0tqdpbSXiFvOidOaZZ6YYz3KwqT4wWVROBNXqU7OxseJLfMwEX5+KgkRlGdYeu+g2+OOOO642S/683b0/qweIXqj1X+qLbsNtNvlReG6++eZ5kDG+9Ky33nr5jPDN8scXrRjzs+iWy6J11XoO5jGCkrUTlOy8885p3XXXbSgqbhEvGsOzIWMfK4p+xGjnLfDxJTOCufX/agMvMT7sXHPN1auW06dPzwPqvVb+30L8EBDjui6zzDIpJv5Za6218nF077nnnobsrRy/YacmKzr5mmlS5QGtjl7rMVxFffr1r39dOExH5IthQg488MCGIGO8j9X3vC67/KhPdcKleF5Nr732WvXpLPkYf4tiqI76FD/cxB0Zta/FyBN3Pnz605/OJ7Cq32eoy+3+2zQc19RQz7lo/7LfSwbyOijrc0jRebd73UDOs/7YRT8ox11JEgECBIYkkP1RlQgQIEBgGASyL6mV7A274d/EiRMHdPTJkyc3lBHlrrPOOg3lZAHCStZDrSF/1kOwkgVMK6+88kq+Tzx+4xvfaMgX5Wa38vYqt4wy4wDZh/zC4y+88MKVbPKUnjpkAcVKNo5lJftgXZg/60Xbk7f6JOuh15B3zTXXrG5u+pj1rGrYL7sNrpL1iG3Y5/DDD2/IG35Zb8GGvGUZ1h4o+wJXyWYJLqxT9TrMesFWsi/Ttbu19XnW47PP46+//vp9Hu9LX/pS4f5Zz6fC/bJeboX5s9vvC/O3svI73/lOQ5krrrhiw65ZD9WGfOGc/ejRkHcgK+Jcq+1Vfax/TdaXl/2Q0rBP7JsFw+qzVlrNmwXRGsrMgqKViy++uFeZ2e3/lW233bYhb9a7rJIFbnvljYVWj9+wY5MVZV0zWcCp4Zyy3stNalGpZOPaNuTfcccdm+bPfrBoyL/rrrs25M9ui67E67Z6LdQ+HnTQQZVsPNB8n3ifzHrhVrJxagvzZuPUNpQdK8ouP/721NY5nmc/llSyIGglmxyw8stf/rJXvbLAfEP+2Cf7YaFXvtqF73//+w37ZMM41Gbped7q9Xfdddc1lBnt0FcaSD2i3Zr9Tdt0000rp59+ev53L/7OxN/EesPa5b7q1N+2Mv42lX1NldU2Zb2XRBsM5HVQ1ueQqEdZdlF2pIGc57/2+Pf/W2yxRcN1nv2I+u8MnhEgQGAQAvGrokSAAAECwyCQ9bRr+DAXX1oefPDBAR89G2OxsKz4olGfsklaCvPGseML3BJLLNH0C/V8881XycYfrC+yUkaZcZDslubCukY9I1iW9bQr/EBd++WvnQHQm266qbA+4fKtb32rctVVV+VfTLMhDArzRb2y3j2FgaeyDGsb64gjjmhar6hbfMEoM8X1WNs29c+zyaX6PHx82cl6EBWWsdVWW1WOPfbYPMAYAe4ILhXlLboe+jxo3cZWA6Cx2y677NJQ1whWZL0l60ptfTFef/VuRYGx2hJbDerEPq3mffLJJysR/K+vSyzH9b///vtXsh6FlQiKFuVpFrRt9fi159fX87KumU4JgMa5H3PMMYXGVffsNvlKNkN90zxZj9xKNhRFU8Yyy89uiS6sV/XainrXplklABrnnPVuL7Sptmv9Y7OAaa3fYJ6X8bepzGuqrCBeWe8l0SYDeR2U+TmkLLvqdTeQ86zuU33M7rLo9XqI9zWJAAECQxUQAB2qoP0JECDQgsC0adMq2S2HvT7MxZeZ+CI6mHTGGWc0lBXl7bvvvg3FRe/OFVZYoTB//Req2uUIJmVjTzWUFyvKKDPKveCCC1quZ/RsPeqooxryFwW8BtsDNHpRZrfyNhyj1qn+efWLfO36oh6jZRmGYzVFb57aetQ/zybvqWYt7TF6JtcfN5YXWGCBSvQW7C9Fb9+iwGZRmfXrslvfh9zDdSAB0PjCXNTj+rDDDuvvNPvcng2T0cswfrToKw0kqDiQvNkQD73qUe/dbPnDH/5w5aWXXiqs8kCOX1hAwcoyrplOCoBG78dsIrBBtcV73vOeSjZ+a4Hav1eVWX68FppdJ9X12a2vPZWZlQKg8X7Y149pVZ94zIaMqZx22mmFlj14g3xSxt+mMq+pMoN4ZbyXRLMM5HVQ5ueQMu0Gep61l+szzzzTcG3Hj54SAQIEhipgDNDsU4REgACBsgViluiicc4GO/5ijAOX9ZRpqHZ2O2rDZEgxdt/vfve7fGKjVsa9jEJj3L5zzjknZbfeNRwjVpRRZpT7uc99Lh/bLJ73lbLgWT4Dd4wzWWaKcSWzXoqFE4/UHzcLSuWznGe9AOs35ZP01K8sy7D2ODEGYxYQrl3V8zzG5/z4xz/es1zWk7333ruw6BjDrtl4qrU7xDiFl156aYoJOgaSstvUU9ZDNy2yyCID2W1IeWO29Oy2yYYyYrb0LBjdsL7VFTGeZm3KemMOqbzasgbyPMYpzG7rbRgPtK8yNt5443Tttdfm7yl95WvntpnpmhnMecf7eBaYSaecckrh34FmZcb40b///e9TTEzTVyqz/HiPz34k6uvwKa7vWTHF+2EWkEpZb/Y+Tz/7QTPdcsstKd7j6lN/tvX5i5bL+NtU5jVVdA7tWlfWe8lAXgdlfg5pl1OzcgZynrVlZHeP1C7mz2MsaokAAQJDFRAAHaqg/QkQINCCQNHkR1mvtjTYAF42rlLDLN9RjZgMKYJF9SmCR1mv0TxoGBOSxMzVRSm++Bx66KEpu+02D0YW5amuK6PMKDtmqc/GO0vZ+JXVQ/U8xheBmBgnZtduFtjrydymJzFJVcyiHIG8OH59ikBiTDgUE1ZsttlmKeuZVZ8lRQA8+8WyYX1ZhrUHKpoMKbbHl+xWApC1ZQ3meUwQFNdrfWo2mVF9vlgO0wiKxCROEWjuK8WM5VlP4rw94lof7pTdPppP3FR73JgI6+CDD65dNaDn2223XUP+ZpODNWRs84psbMt8ErX4Yhs/RDRLH/zgB/MgXUyuNNDgdbMyB7J+ZrpmBnJe1bwRUIrJjeJ9J+tNloomy4q88WNWTGyTja2Z/6hVPzFZtbz6x7LKj+BrTPq33HLL1R8ynyApJtzLegs2bJtVVsR75U9/+tMUM3/HD53LLrts/j6d3f6bsmFg0ve+971033335RMTFv1NifZuRyrjb1NZ11Q7zrevMsp4Lxno66DMzyF9nftQtw30PKvHi4ndalNMplQ0AVxtHs8JECDQisCo6ELaSkZ5CBAgQKB7BGKG0z/96U/5l+fs9vwUPdfiX3Z7ZOEsva2cebvLjC/B2SQeKbutOGW3z+aBr2zs06Zf9Fup41DzhFUEQx966KG851U2kVL+BTW+2LUjtdsw6nT++efns6fX1y96EG200Ub1qzt+Oa6LbFKslE1slP979tln85nfl1pqqRT/+grKdfzJNalgNl5j/oNA7WzA8ePJj3/84yZ7DM/qqFf0Lo/gdHbLYh7ojPeRaIf4wt4paVa4ZuIcs1vbUzaZTv66iIDZqquumqIXeDven9pdfnz9ePjhh1P09MrGyM3rGjM8N/txrlOupU6qRzbpW8omHOtVpXjdPfbYY73WtWOhjL9N7b6m2nGe/ZXR7veSwbwOyv4c0p/BYLYP9Dzjs1UE+qspfgT82c9+Vl30SIAAgUELCIAOms6OBAgQIECgswXiS2vcLll/+3X0ro0vye0IjHS2QPfULnqWZhOJ9JxQNrlSqg2I9mzwhACBmU4gXttxB0f8CFn7753vfGfTc8nG5E3RI7s2RS/R2267rXaV5wRmKoH4u5aN393rrpkrr7yy8K6nmerEVJYAgY4QaLyXryOqpRIECBAgQIDAUAVi/NL64GeUGeNvCn4OVXd4948hA2qHYHj66afzHtzDWwtHI0CgDIG4q+D4449P2USGaeutt04TJkxIMVzBkUceWXi4119/PR+Pt35j9JyTCMzMAjFmdO0NquPGjUvZBEgz8ympOwECHSQgANpBjaEqBAgQIEBgsAJTp07NJ8aIL9LRAyh6DNb3DoqyZ5999nw808Eex34jIxC3lW+xxRa9Dh7j5UoECMz8Auuss07hSXznO9/JJxGrTqL48ssvp9tvvz0fw3nSpEkN+2y//fYN66wgMDMJ1A/tEj8KtGNyr5nJQF0JEChPwC3w5dkqmQABAgQIDJtABMM++9nP9nu8mLwmJgmSZj6BGC8xxsGNcegixW3wMRZqTBAhESAw8wrExIMxAVQEOJulCALFhGrN0i677JJ+8pOfNNtsPYGOF4gx32Pir2oP0EUXXTQfr34kJtLreCwVJEBgUAJ6gA6KzU4ECBAgQKCzBGJcz/5S5Dn22GP7y2Z7hwrEpDaf//zne2oXt8FffvnlPcueECAwcwrE5GExZElfQ5P0FfyM2d9PPPHEmfPk1ZrA/wl873vf6wl+xqqjjz46n1wPEAECBNolIADaLknlECBAgACBERToLwC6xBJLpJtvvjlFjwpp5hU46qij8rEBq2dwyimnVJ96JEBgJhaI29ejJ/9yyy03oLP4xCc+ke6///4U7/ESgZlV4KWXXko/+MEPeqq/2mqrpbhjRSJAgEA7BQRA26mpLAIECBAgMEIC8eU3egjGhAGRoidRBDvXW2+9/EvFn/70p/zWshGqnsO2SeBd73pXOuKII3pK++1vf5uPCdizwhMCBGZagd122y398Y9/TDHr9U477ZTWXXfdfFb4MWPG9JxTPF9ppZXS7rvvnr/2r7jiCu/tPTqezKwC55xzTpo+fXpP9U866aReE//1bPCEAAECQxAwBugQ8OxKgAABAgQ6USBmCI4Zw00c0ImtM/Q6vfXWW2natGk9BcX4aGPHju1Z9oQAge4TePHFF/PXuff17mtbZ5Ty4Gd1mIf4Abf6Yy4bAgQItFNAALSdmsoiQIAAAQIECBAgQIAAAQIECBAgQKCjBNwC31HNoTIECBAgQIAAAQIECBAgQIAAAQIECLRTQAC0nZrKIkCAAAECBAgQIECAAAECBAgQIECgowQEQDuqOVSGAAECBAgQIECAAAECBAgQIECAAIF2CgiAtlNTWQQIECBAgAABAgQIECBAgAABAgQIdJSAAGhHNYfKECBAgAABAgQIECBAgAABAgQIECDQTgEB0HZqKosAAQIECBAgQIAAAQIECBAgQIAAgY4SEADtqOZQGQIECBAgQIAAAQIECBAgQIAAAQIE2ikgANpOTWURIECAAAECBAgQIECAAAECBAgQINBRAgKgHdUcKkOAAAECBAgQIECAAAECBAgQIECAQDsFBEDbqaksAgQIECBAgAABAgQIECBAgAABAgQ6SkAAtKOaQ2UIECBAgAABAgQIECBAgAABAgQIEGingABoOzWVRYAAAQIECBAgQIAAAQIECBAgQIBARwkIgHZUc6gMAQIECBAgQIAAAQIECBAgQIAAAQLtFBAAbaemsggQIECAAAECBAgQIECAAAECBAgQ6CgBAdCOag6VIUCAAAECBAgQIECAAAECBAgQIECgnQICoO3UVBYBAgQIECBAgAABAgQIECBAgAABAh0lIADaUc2hMgQIECBAgAABAgQIECBAgAABAgQItFNAALSdmsoiQIAAAQIECBAgQIAAAQIECBAgQKCjBARAO6o5VIYAAQIECBAgQIAAAQIECBAgQIAAgXYKCIC2U1NZBAgQIECAAAECBAgQIECAAAECBAh0lIAAaEc1h8oQIECAAAECBAgQIECAAAECBAgQINBOAQHQdmoqiwABAgQIECBAgAABAgQIECBAgACBjhIQAO2o5lAZAgQIECBAgAABAgQIECBAgAABAgTaKSAA2k5NZREgQIAAAQIECBAgQIAAAQIECBAg0FECAqAd1RwqQ4AAAQIECBAgQIAAAQIECBAgQIBAOwUEQNupqSwCBAgQIECAAAECBAgQIECAAAECBDpKQAC0o5pDZQgQIECAAAECBAgQIECAAAECBAgQaKeAAGg7NZVFgAABAgQIECBAgAABAgQIECBAgEBHCQiAdlRzqAwBAgQIECBAgAABAgQIECBAgAABAu0UEABtp6ayCBAgQIAAAQIECBAgQIAAAQIECBDoKAEB0I5qDpUhQIAAAQIECBAgQIAAAQIECBAgQKCdAgKg7dRUFgECBAgQIECAAAECBAgQIECAAAECHSUgANpRzaEyBAgQIECAAAECBAgQIECAAAECBAi0U0AAtJ2ayiJAgAABAgQIECBAgAABAgQIECBAoKMEBEA7qjlUhgABAgQIECBAgAABAgQIECBAgACBdgoIgLZTU1kECBAgQIAAAQIECBAgQIAAAQIECHSUgABoRzWHyhAgQIAAAQIECBAgQIAAAQIECBAg0E4BAdB2aiqLAAECBAgQIECAAAECBAgQIECAAIGOEhAA7ajmUBkCBAgQIECAAAECBAgQIECAAAECBNopIADaTk1lESBAgAABAgQIECBAgAABAgQIECDQUQICoB3VHCpDgAABAgQIECBAgAABAgQIECBAgEA7BQRA26mpLAIECBAgQIAAAQIECBAgQIAAAQIEOkpAALSjmkNlCBAgQIAAAQIECBAgQIAAAQIECBBop4AAaDs1lUWAAAECBAgQIECAAAECBAgQIECAQEcJCIB2VHOoDAECBAgQIECAAAECBAgQIECAAAEC7RQQAG2nprIIECBAgAABAgQIECBAgAABAgQIEOgoAQHQjmoOlSFAgAABAgQIECBAgAABAgQIECBAoJ0CAqDt1FQWAQIECBAgQIAAAQIECBAgQIAAAQIdJSAA2lHNoTIECBAgQIAAAQIECBAgQIAAAQIECLRTQAC0nZrKIkCAAAECBAgQIECAAAECBAgQIECgowQEQDuqOVSGAAECBAgQIECAAAECBAgQIECAAIF2CgiAtlNTWQQIECBAgAABAgQIECBAgAABAgQIdJSAAGhHNYfKECBAgAABAgQIECBAgAABAgQIECDQToHR7SxMWQT6E3j88cfT6aefnt58883+stpOgAABAgQIECBAgAABAgQIEJjlBeabb7506KGHprnnnnuWtxgsgADoYOXsNyiBCH6ecMIJg9rXTgQIECBAgAABAgQIECBAgACBWVFgxRVXTLvsssuseOptOWcB0LYwKqRVgWrPz49//ONpww03bHU3+QgQIECAAAECBAgQIECAAAECs5zAxRdfnCZNmuRO2iG2vADoEAHtPjiBCH4eeOCBg9vZXgQIECBAgAABAgQIECBAgACBWUAggp/xTxqagEmQhuZnbwIECBAgQIAAAQIECBAgQIAAAQIEOlhAALSDG0fVCBAgQIAAAQIECBAgQIAAAQIECBAYmoAA6ND87E2AAAECBAgQIECAAAECBAgQIECAQAcLCIB2cOOoGgECBAgQIECAAAECBAgQIECAAAECQxMQAB2an70JECBAgAABAgQIECBAgAABAgQIEOhgAQHQDm4cVSNAgAABAgQIECBAgAABAgQIECBAYGgCAqBD87M3AQIECBAgQIAAAQIECBAgQIAAAQIdLCAA2sGNo2oECBAgQIAAAQIECBAgQIAAAQIECAxNQAB0aH72JkCAAAECBAgQIECAAAECBAgQIECggwUEQDu4cVSNAAECBAgQIECAAAECBAgQIECAAIGhCQiADs3P3gQIECBAgAABAgQIECBAgAABAgQIdLDA6A6um6oRIECAAIFhE5g+fXr685//nKZNm5be9a53peWXXz6NGTNm2I7vQAQIECBAgAABAgQIECBQjoAeoOW4KpUAAQIEZhKBm2++OW222WZp3Lhxac0110ybbrppWmWVVdJCCy2Udt111zRlypSZ5ExUkwABAgQIECBAgAABAgSKBARAi1SsI0CAAIGuF5gxY0baY4890iabbJJuuOGGNGrUqLTGGmvkyyuttFJ65ZVX0k9+8pM8GHr88cd3vYcTJECAAAECBAgQIECAQLcKCIB2a8s6LwIECBBoKvD222+nHXbYIV1wwQVpnnnmSccdd1z6xz/+kSZNmpRuvPHG9L//+7/p8ccfT/vvv3+qVCrpv/7rv9LXvva1puXZQIAAAQIECBAgQIAAAQKdKyAA2rlto2YECBAgUJLAt7/97XTNNdek8ePHpzvvvDMddthhab755ut1tCWWWCKddtpp6corr0yjR49ORx11VLruuut65bFAgAABAgQIECBAgAABAp0vIADa+W2khgQIECDQRoFnn302HXvssXmJcYv7hAkT+ix9u+22S8ccc0ye59BDD+0zr40ECBAgQIAAAQIECBAg0HkCAqCd1yZqRIAAAQIlCvzP//xPevnll9MWW2yRPvKRj7R0pAMPPDAtvvji6YEHHkj33XdfS/vIRIAAAQIECBAgQIAAAQKdISAA2hntoBYECBAgMEwCt9xyS36kHXfcseUjzjHHHGnbbbfN81f3b3lnGQkQIECAAAECBAgQIEBgRAUEQEeU38EJECBAYLgFnnzyyfyQyy+//IAOvdxyy+X5//rXvw5oP5kJECBAgAABAgQIECBAYGQFBEBH1t/RCRAgQGCYBaI3Z6Q333xzQEf+5z//meePCZEkAgQIECBAgAABAgQIEJh5BARAZ562UlMCBAgQaIPAe97znryUP/zhDwMqrZq/uv+AdpaZAAECBAgQIECAAAECBEZMQAB0xOgdmAABAgRGQmDzzTfPD3vJJZe0fPgXX3wxXX311Xn+6v4t7ywjAQIECBAgQIAAAQIECIyogPv4RpTfwTtJYPr06en6669PDz74YJo2bVp617veldZYY4208cYbpznnnLOTqqouBAgMQWCbbbZJiy66aPrtb3+bzj///LTHHnv0W9pXv/rV9MILL+Szxi+77LL95peBAAECBAgQIECAAAECBDpHQAC0c9pCTUZIIIIa3/zmN9OZZ56ZZsyY0VCLcePGpYkTJ6YvfelLydh/DTxWEJjpBOaaa650/PHHp8985jNpn332SQsuuGDabrvtmp7HMccck84444w0ZsyYdNJJJzXNZwMBAgQIECBAgAABAgQIdKaAAGhntotaDZPAQw89lLbeeuv05z//Oc0222x5b8/1118/D4j87W9/S7/61a/S5MmT08EHH5yuueaadPnll6cFFlhgmGrnMAQIlCXw6U9/Ot13333plFNOSdtvv33abbfd0n777Zc++MEPplGjRqU33ngj3Xzzzem4445Lv/71r/P3h7PPPjutttpqZVVJuQQIECBAgAABAgQIECBQkoAAaEmwiu18gX/84x8pxvJ77LHH0lprrZXOO++8NGHChF4Vj+BH3Ba/55575sGQHXbYIQ+K6gnai8kCgZlS4OSTT05LLLFEitvbL7744vxfDHcx33zzpeeffz699dZb+XkttNBC6YILLkhbbbXVTHmeKk2AAAECBAgQIECAAIFZXcAkSLP6FTALn3/c0h7Bz/XWWy/deuutDcHPKk0ESe+55560+OKLp1tuuSWdeuqp1U0eCRCYyQUOOuigNHXq1BSPyyyzTHrzzTdT/DgSafXVV09x+/vDDz8s+DmTt7PqEyBAgAABAgQIECAwawsIgM7a7T/Lnv2UKVPSpZdemsaOHdvz2BdG9BKLyVIiHXvssYVjhfa1v23Kxv2TAABAAElEQVQECHSuwJJLLpmP7RlDYbz++uvpmWeeyV/jcYv84Ycfnuadd97OrbyaESBAgAABAgQIECBAgEC/AgKg/RLJ0I0CV1xxRapUKvkkKNGzs5X00Y9+NK255pr5rbE33XRTK7vIQ4DATCYQt8CPHz8+zT777DNZzVWXAAECBAgQIECAAAECBJoJCIA2k7G+qwUmTZqUn99mm202oPOs5o+eYRIBAgQIECBAgAABAgQIECBAgEDnCwiAdn4bqWEJAnGLa6TFFltsQKUvuuiief7q/gPaWWYCBAgQIECAAAECBAgQIECAAIFhFxAAHXZyB+wEgQUWWCCvxrRp0wZUnRdeeCHPP//88w9oP5kJECBAgAABAgQIECBAgAABAgRGRkAAdGTcHXWEBVZYYYW8BnfccceAanL77bfn+av7D2hnmQkQIECAAAECBAgQIECAAAECBIZdQAB02MkdsBMEtt1227waMbP7q6++2lKV/vjHP6aY/GiOOeZIW265ZUv7yESAAAECBAgQIECAAAECBAgQIDCyAgKgI+vv6CMksOGGG6Z11103/e1vf0sHHnhgv7WYMWNG2nPPPdNbb72V9tprr1S9hb7fHWUgQIAAAQIECBAgQIAAAQIECBAYUQEB0BHld/CRFDjzzDPTXHPNlc4+++w8qNmsJ+jf//73tMUWW6S77rorLbXUUunII48cyWo7NgECBAgQIECAAAECBAgQIECAwAAERg8gr6wEukpgtdVWS5deemnaZZdd8iDoNddck/fyXH/99fMentE79IYbbkgXXnhhevnll9Piiy+efvGLX6Rx48Z1lYOTIUCAAAECBAgQIECAAAECBAh0s4AAaDe3rnPrV2DrrbdOMRHS3nvvne6555501FFHFe7ziU98Ip1++ulp0UUXLdxuJQECBAgQIECAAAECBAgQIECAQGcKCIB2Zruo1TAKRE/Qu+++O91yyy3pqquuSg8++GB64YUX0vjx49Maa6yRdtxxx7TKKqsMY40cigABAgQIECBAgAABAgQIECBAoF0CAqDtklTOTC+w8cYbp/gnESBAgAABAgQIECBAgAABAgQIdI+ASZC6py2dCQECBAgQIECAAAECBAgQIECAAAECdQICoHUgFgkQIECAAAECBAgQIECAAAECBAgQ6B4BAdDuaUtnQoAAAQIECBAgQIAAAQIECBAgQIBAnYAAaB2IRQIECBAgQIAAAQIECBAgQIAAAQIEukdAALR72tKZECBAgAABAgQIECBAgAABAgQIECBQJyAAWgdikQABAgQIECBAgAABAgQIECBAgACB7hEQAO2etnQmBAgQIECAAAECBAgQIECAAAECBAjUCQiA1oFYJECAAAECBAgQIECAAAECBAgQIECgewQEQLunLZ0JAQIECBAgQIAAAQIECBAgQIAAAQJ1AgKgdSAWCRAgQIAAAQIECBAgQIAAAQIECBDoHgEB0O5pS2dCgAABAgQIECBAgAABAgQIECBAgECdgABoHYhFAgQIECBAgAABAgQIECBAgAABAgS6R0AAtHva0pkQIECAAAECBAgQIECAAAECBAgQIFAnIABaB2KRAAECBAgQIECAAAECBAgQIECAAIHuERAA7Z62dCYECBAgQIAAAQIECBAgQIAAAQIECNQJCIDWgVgkQIAAAQIECBAgQIAAAQIECBAgQKB7BARAu6ctnQkBAgQIECBAgAABAgQIECBAgAABAnUCAqB1IBYJECBAgAABAgQIECBAgAABAgQIEOgeAQHQ7mlLZ0KAAAECBAgQIECAAAECBAgQIECAQJ3A6Lpli8MkMGPGjDRmzJgBH+25555Lr732Wr7fEkssMeD97UCAAAECBAgQIECAAAECBAgQIEBgVhLQA3QYW/vyyy9PW265ZVp44YXT2LFj04orrpg++9nPpjvuuKPlWuy+++5pySWXzP+1vJOMBAgQIECAAAECBAgQIECAAAECBGZRAQHQYWj4V155JX3uc59LO+20U7ruuuvSM888kyqVSvrjH/+YfvjDH6YNNtggHXTQQT09O4ehSg5BgAABAgQIECBAgAABAgQIECBAYJYQEAAdhmaeOHFiuuiii3qONPfcc6f3vve9adSoUfm6t99+O51yyilptdVWS48++mhPPk8IECBAgAABAgQIECBAgAABAgQIEBiagADo0Pz63Xvy5MnpjDPOyPPFre9XXXVVmj59enrkkUfStGnT0vHHH5/mm2++fPvUqVPTRhttJAjar6oMBAgQIECAAAECBAgQIECAAAECBFoTEABtzWnQub73ve+lt956K40ePTpdf/31adttt02zzfYv9gh8HnrooenBBx9Mq666an6Mxx9/PG2yySbp6aefHvQx7UiAAAECBAgQIECAAAECBAgQIECAwL8EBEBLvhIiuBnpU5/6VE+Qs/6Qiy66aLr11lvThhtumG+K2+C32mqrFGOHSgQIECBAgAABAgQIECBAgAABAgQIDF5AAHTwdi3t+dBDD+X51lxzzT7zzzvvvOnaa69N6667bp5v0qRJaeedd857j/a5o40ECBAgQIAAAQIECBAgQIAAAQIECDQVEABtStOeDW+88UZe0FxzzdVvgWPHjk0///nP07LLLpvn/eUvf5n233//fveTgQABAgQIECBAgAABAgQIECBAgACBYgEB0GKXtq1dbrnl8rKmTJnSUpkLLbRQuu6669L48ePz/DGG6Mknn9zSvjIRIECAAAECBAgQIECAAAECBAgQINBbQAC0t0fbl6oB0EsuuSQ9//zzLZW/zDLL5D1Bo0dopEMOOSRddNFFLe0rEwECBAgQIECAAAECBAgQIECAAAEC/xYQAP23RSnPYvKjSM8880w+EVKrs7uvs846KYKmMWN8pVJJe+yxRzryyCPT22+/XUo9FUqAAAECBAgQIECAAAECBAgQIECgGwUEQEtu1ZjNfdNNN82Pcv3116cVV1wxD2aefvrp/R55++23T2eeeWYaNWpUHvj8xje+kd8e3++OMhAgQIAAAQIECBAgQIAAAQIECBAgkAsIgA7DhfD9738/TZgwIT/StGnT0gUXXJDOOuuslo78hS98IZ133nlp9OjReX49QFtik4kAAQIECBAgQIAAAQIECBAgQIBALiAAOgwXwtJLL53uvffetO+++6a55547P+Jiiy3W8pF33333dP/996cPf/jDLe8jIwECBAgQIECAAAECBAgQIECAAAECKQmADtNV8I53vCPFbe8vvPBCuuuuu/KJjQZy6Pe///3p1ltvTRdeeGGK8UHnnXfegewuLwECBAgQIECAAAECBAgQIECAAIFZUuBf91XPkqc+Micdt7JHAHOw6bOf/WyKfxIBAgQIECBAgAABAgQIECBAgAABAv0L6AHav5EcBAgQIECAAAECBAgQIECAAAECBAjMpAJ6gHZowz399NNpypQpKR5XWGGFtPLKK6c55pijQ2urWgQIECBAgAABAgQIECBAgAABAgQ6U0AAdBjbJWZwnzp1apo0aVJ644030mqrrZZWX331XjV48skn08SJE9OPfvSj9NZbb/Vsm3POOdOuu+6aTjvtNON/9qh4QoAAAQIECBAgQIAAAQIECBAgQKBvAQHQvn3atnXy5MnpU5/6VHrwwQd7lfnRj340XXrppWmBBRZIf/3rX9OGG26YHnnkkV55YiECpjEB0q9//et0+eWXp7XWWqshjxUECBAgQIAAAQIECBAgQIAAAQIECPQWEADt7VHK0s9//vO000475UHM+gPccMMNacstt0x33nln2n333XuCn4sttlhaf/3109JLL50efvjhfAb4uB3+scceS5/85CfTH/7whzR27Nj64iwTIECAAAECBAgQIECAAAECBAgQIFAjIABag1HG05deeil98Ytf7Al+rr322ukjH/lIfnv7ddddl37/+9+ne+65Jx144IHpxhtvzKsQ+U844YQ099xz91Rp+vTp6YADDkgXXHBBHhA96qij0tFHH92z3RMCBAgQIECAAAECBAgQIECAAAECBBoFzALfaNLWNRHIfOqpp/Iyjz322HTXXXelY445Jh133HH5WKD77LNPvu273/1u/rjddtulM888s1fwMzbMO++86bzzzstvkY/lGAu0UqnEU4kAAQIECBAgQIAAAQIECBAgQIAAgSYCAqBNYNq1Onp3Rtp0003TV77ylTRq1KieokePHp1OOeWUtMwyy/SsO/nkk3ue1z+JfSN4Gunll19OTzzxRH0WywQIECBAgAABAgQIECBAgAABAgQI1AgIgNZglPF0ypQpebFbb711YfExu/tGG22Ubxs3blw+5mdhxv9bGTPHzzbbv5qtWnZf+W0jQIAAAQIECBAgQIAAAQIECBAgMCsLCICW3PovvvhifoT55puv6ZHmmWeefFvMBN9Kmn322fNs0QtUIkCAAAECBAgQIECAAAECBAgQIECguYAAaHObtmx53/vel5czadKkpuXdd999+bZHHnkkvfrqq03zxYY77rgjvfnmm3meFVdcsc+8NhIgQIAAAQIECBAgQIAAAQIECBCY1QUEQEu+AqpByrPPPjs9+OCDDUe76qqr0m233Zavf/vtt1Pk6ytddtll+eYYP3S55ZbrK6ttBAgQIECAAAECBAgQIECAAAECBGZ5gdGzvEDJAPvvv3+65JJL0owZM9KHPvShfBKjGPNz+vTp6eqrr07HH398XoM111wznxV+4sSJafXVV08bbLBBQ82OOOKIdM455+Trt9hiixTjhw5Hihnn2zXr/N///ve8yvfff/9wVN0xCBAgQIAAAQIECBAgQIAAAQIEZnEBAdCSL4APfOADaa+99kpnnXVWeuGFF9I+++zTcMQFF1wwXXvttWnChAnp6aefzidF2nPPPdMmm2ySFltssXTvvfemX/3qV+nGG2/M951rrrnSd7/73YZyyloxefLk9PDDD7e1+Iceeqit5SmMAAECBAgQIECAAAECBAgQIECAQJGAAGiRSpvXfec730lzzz13Ovnkk1OlUulV+jvf+c68J+j48ePTKaecknbbbbc8z7nnnpviX32KGeBPPPHEtNRSS9VvKm05bsv/+te/nuIW/aGmbbbZJsXs9YsuuuhQi7I/AQIECBAgQIAAAQIECBAgQIAAgX4FBED7JRp6hrhVPYKWO+ywQ7ruuutSddKjuNU9eoQussgi+UF23XXX9Morr6RDDjkkVWePrz16BD0vvPDCwtvja/O1+3nMOt+ugOuYMWPaXT3lESBAgAABAgQIECBAgAABAgQIEGgqIADalKb9G9Zdd90U//pK//Ef/5F23HHHdPHFF+eTJj333HNp5ZVXTquttlraeOON0zzzzNPX7rYRIECAAAECBAgQIECAAAECBAgQIFAjIABag9EpT+eff/603377dUp11IMAAQIECBAgQIAAAQIECBAgQIDATCsw20xbcxUnQIAAAQIECBAgQIAAAQIECBAgQIBAPwICoP0A2UyAAAECBAgQIECAAAECBAgQIECAwMwr4Bb4majt3nzzzfT000/31HiJJZboee4JAQIECBAgQIAAAQIECBAgQIAAAQKNAgKgjSYdu+b3v/99WmuttXrqV6lUep57QoAAAQIECBAgQIAAAQIECBAgQIBAo4Bb4BtNrCFAgAABAgQIECBAgAABAgQIECBAoEsEBEC7pCGdBgECBAgQIECAAAECBAgQIECAAAECjQJugW806dg1q666avr73//esfVTMQIECBAgQIAAAQIECBAgQIAAAQKdJiAA2mkt0kd9Ro8enRZeeOE+cthEgAABAgQIECBAgAABAgQIECBAgECtgFvgazU8J0CAAAECBAgQIECAAAECBAgQIECgqwQEQLuqOZ0MAQIECBAgQIAAAQIECBAgQIAAAQK1Am6Br9UYgedPPfVUev7559Orr76a/3vHO96R5ptvvjTvvPOmcePGpViWCBAgQIAAAQIECBAgQIAAAQIECBAYnIAA6ODcBr3XSy+9lC666KJ0ySWXpAceeCDFcrMUY35OmDAhrb322mnrrbdOH/vYx9KoUaOaZbeeAAECBAgQIECAAAECBAgQIECAAIE6AbfA14GUtfj000+nfffdNy2++OJpv/32S3fddVefwc+oxz//+c90//33p7POOisPgK6yyirpmmuuKauKyiVAgAABAgQIECBAgAABAgQIECDQdQJ6gA5Dk06bNi199KMfTX/4wx96jhY9ORdddNH07ne/O40fPz6NHTs2jRkzJg96vv7662n69OnpiSeeSI899liaMWNGvl/0GN12223TSSedlA488MCesjwhQIAAAQIECBAgQIAAAQIECBAgQKBYQAC02KVta1955ZW01VZb9QQ/P/CBD6SDDjoobbLJJnngs78Dvfnmm+nee+/Nb5s///zzUyx/+ctfTssvv3x+S3x/+9tOgAABAgQIECBAgAABAgQIECBAYFYWcAt8ya1/2WWX5be7x2E++clPprvvvjt/jF6fraQ55pgjrbfeeun73/9++tnPfpZiOdJXvvKV9Pbbb7dShDwECBAgQIAAAQIECBAgQIAAAQIEZlkBAdCSm/7OO+/MjxDjd8bkR7PNNnjymATpxBNPzMuL2+kfffTRkmuveAIECBAgQIAAAQIECBAgQIAAAQIzt8Dgo3Ez93kPW+3vuOOO/FjbbLNNT+/NoRx8hx126Nl96tSpPc89IUCAAAECBAgQIECAAAECBAgQIECgUUAAtNGkrWuefPLJvLwll1yyLeWOGzeuJ5D62muvtaVMhRAgQIAAAQIECBAgQIAAAQIECBDoVgEB0JJbdplllsmPcNddd7XlSHFLfUyEFGn11VdvS5kKIUCAAAECBAgQIECAAAECBAgQINCtAgKgJbfsmmuumR/h0ksvTb/5zW+GdLQXXnghHXzwwXkZCy64YHrve987pPLsTIAAAQIECBAgQIAAAQIECBAgQKDbBQRAS27hww8/PL9l/fXXX0/bbbddPpv7G2+8MeCjTp48OW222WYpHiPtvffeAy7DDgQIECBAgAABAgQIECBAgAABAgRmNYHRs9oJD/f5xi3wxxxzTDr00EPTiy++mAcu4/mGG26YVltttbwX58ILL5zGjh2b3vGOd6R//vOfKYKl06dPT0888UT685//nG699db0wAMP9FQ9AqHf+ta3epY9IUCAAAECBAgQIECAAAECBAgQIECgWEAAtNilrWsPOeSQFJMX7bvvvikmLnrppZfSL37xi/zfQA+0xRZbpEsuuSTNNpvOuwO1k58AAQIECBAgQIAAAQIECBAgQGDWExBFG6Y232OPPdJjjz2WJk6cmBZZZJEBHXXMmDH57fNXX311uvbaa1OM/ykRIECAAAECBAgQIECAAAECBAgQINC/gB6g/Ru1Lcf48ePT0Ucfnf/7y1/+ku6+++70pz/9Kb/dPW6Pj56hc8wxR5pnnnnSvPPOm+L2+ZVWWimtuuqq+bq2VURBBAgQIECAAAECBAgQIECAAAECBGYRAQHQEWropZZaKsU/iQABAgQIECBAgAABAgQIECBAgACB8gTcAl+erZIJECBAgAABAgQIECBAgAABAgQIEBhhAQHQEW4AhydAgAABAgQIECBAgAABAgQIECBAoDwBAdDybJVMgAABAgQIECBAgAABAgQIECBAgMAICwiAjnADODwBAgQIECBAgAABAgQIECBAgAABAuUJCICWZ6tkAgQIECBAgAABAgQIECBAgAABAgRGWEAAdIQbwOEJECBAgAABAgQIECBAgAABAgQIEChPQAC0PFslEyBAgAABAgQIECBAgAABAgQIECAwwgICoCPcAA5PgAABAgQIECBAgAABAgQIECBAgEB5AgKg5dkqmQABAgQIECBAgAABAgQIECBAgACBERYQAB3hBnB4AgQIECBAgAABAgQIECBAgAABAgTKExAALc9WyQQIECBAgAABAgQIECBAgAABAgQIjLCAAOgIN4DDEyBAgAABAgQIECBAgAABAgQIECBQnoAAaHm2SiZAgAABAgQIECBAgAABAgQIECBAYIQFBEBHuAEcngABAgQIECBAgAABAgQIECBAgACB8gQEQMuzVTIBAgQIECBAgAABAgQIECBAgAABAiMsIAA6wg3g8AQIECBAgAABAgQIECBAgAABAgQIlCcgAFqerZIJECBAgAABAgQIECBAgAABAgQIEBhhAQHQEW4AhydAgAABAgQIECBAgAABAgQIECBAoDwBAdDybJVMgAABAgQIECBAgAABAgQIECBAgMAICwiAjnADODwBAgQIECBAgAABAgQIECBAgAABAuUJCICWZ6tkAgQIECBAgAABAgQIECBAgAABAgRGWEAAdIQbwOEJECBAgAABAgQIECBAgAABAgQIEChPQAC0PFslEyBAgAABAgQIECBAgAABAgQIECAwwgICoCPcAA5PgAABAgQIECBAgAABAgQIECBAgEB5AgKg5dkqmQABAgQIECBAgAABAgQIECBAgACBERYQAB3hBnB4AgQIECBAgAABAgQIECBAgAABAgTKExAALc9WyQQIECBAgAABAgQIECBAgAABAgQIjLCAAOgIN4DDEyBAgAABAgQIECBAgAABAgQIECBQnoAAaHm2SiZAgAABAgQIECBAgAABAgQIECBAYIQFBEBHuAEcngABAgQIECBAgAABAgQIECBAgACB8gQEQMuzVTIBAgQIECBAgAABAgQIECBAgAABAiMsIAA6wg3g8AQIECBAgAABAgQIECBAgAABAgQIlCcgAFqerZIJECBAgAABAgQIECBAgAABAgQIEBhhAQHQEW4AhydAgAABAgQIECBAgAABAgQIECBAoDwBAdDybJVMgAABAgQIECBAgAABAgQIECBAgMAICwiAjnADODwBAgQIECBAgAABAgQIECBAgAABAuUJCICWZ6tkAgQIECBAgAABAgQIECBAgAABAgRGWGD0CB+/6w8/fvz4VKlUSjnPZ599tpRyFUqAAAECBAgQIECAAAECBAgQIECgWwQEQEtuyeeffz69/fbbJR9F8QQIECBAgAABAgQIECBAgAABAgQIFAkIgBaptHHdbbfdlvbYY480derUnlIXWWSRNPvss/cse0KAAAECBAgQIECAAAECBAgQIECAQDkCAqDluPaU+qEPfSjdfffdaYsttkj33ntvvn7PPfdMRx99dE8eTwgQIECAAAECBAgQIECAAAECBAgQKEfAJEjluPYqdYEFFkg33HBDWnHFFfP13/72t9PNN9/cK48FAgQIECBAgACBkRN4+eWX0xNPPJFef/31kauEIxMgQIAAAQIECJQiIABaCmtjofPOO28699xz02yzzZaPCfqZz3wmTZ8+vTGjNQQIECBAgAABAsMi8Mgjj6T99tsvLbnkkumd73xneve7353Gjh2bVl555fTf//3fadq0acNSDwchQIAAAQIECBAoV0AAtFzfXqWvu+66af/998/XPfXUU+n000/vtd0CAQIECBAgQIDA8Agce+yxaYUVVkhnnHFGevLJJ9M888yTB0LHjBmTpkyZkr75zW+mpZdeOl155ZXDUyFHIUCAAAECBAgQKE1AALQ02uKCY+zP9773vfnGk08+OcXtVhIBAgQIECBAgMDwCey7775p4sSJ6a233kqf//zn0+TJk9NLL72UHn/88fTKK6+kW265JW2++ebphRdeSDvuuGN+F8/w1c6RCBAgQIAAAQIE2i1gEqR2i/ZT3txzz51+/OMfp6uvvjrP+eijj6YJEyb0s5fNBAgQIECAAAEC7RA4//zz05lnnpnf6n7FFVekLbfcslexs88+e9poo43yfyeddFI65JBD0he/+MW06qqrprXWWqtXXgsECBAgQIAAAQIzh4AA6Ai009prr53in0SAAAECBAgQIDB8AtG78/DDD88PePbZZzcEP+trcvDBB+e3x5966qkpnv/mN7+pz2KZAAECBAgQIEBgJhBwC/xM0EiqSIAAAQIECBAgMHSBq666Kj399NNpnXXWSbvttltLBcZYoAsuuGC69dZb09SpU1vaRyYCBAgQIECAAIHOEhAA7az2UBsCBAgQIECAAIGSBH71q1/lJbca/IzMMTv8Nttsk+9X3T9f8B8BAgQIECBAgMBMIyAAOtM0lYoSIECAAAECBAgMRSAmOYq08sorD6iY97///Xn+xx57bED7yUyAAAECBAgQINAZAsYA7Yx2aKhF3J41ZcqU/DatFVZYIf+gPsccczTks4IAAQIECBAgQKA1gZj1PVJMdDSQVM1f3X8g+8pLgAABAgQIECAw8gICoMPYBm+//XY+dtSkSZPSG2+8kVZbbbW0+uqr96rBk08+mSZOnJh+9KMfpdoP2XPOOWfadddd02mnnZbmnXfeXvtYIECAAAECBAgQ6F9giSWWyDM99NBDaYMNNuh/h//LEfkjVff/v9UeCBAgQIAAAQIEZhIBt8APU0NNnjw5xe1TK664Yvr0pz+d9txzz7TGGmukzTbbLE2bNi2vxV//+te04YYbph/+8Ie9gp+xMQKmF154YVpllVXS7373u2GqtcMQIECAAAECBLpH4CMf+Uh+Mj/96U9bPqkZM2akn//853n+6v4t7ywjAQIECBAgQIBARwgIgA5DM8SH5rXXXjs9+OCDDUe74YYb0pZbbpmid+juu++eHnnkkTzPYostlnbeeef0la98Je20005p4YUXztfH2FOf/OQn02uvvdZQlhUECBAgQIAAAQLNBbbffvv8Tpr4/NXqhEYnnXRS+tvf/pbfuRN370gECBAgQIAAAQIzn4AAaMlt9tJLL6UvfvGLeQ/OOFQEQg8//PB02GGH5b05Y90999yTDjzwwHTjjTfGYp5/6tSp6dJLL03HHntsuuyyy/Jb5yNAGunhhx9ORx11VP7cfwQIECBAgAABAq0JLLjggumII47IM3/qU59K9913X587xmewr3/962nUqFHpxBNP7DOvjQQIECBAgAABAp0rIABactuccMIJ6amnnsqPEsHMu+66Kx1zzDHpuOOOSzEW6D777JNv++53v5s/brfddunMM89Mc889d6+axbif5513Xn6LfGyIsUArlUqvPBYIECBAgAABAgT6FjjkkENS9AR97rnn0vrrr5++9a1vpWeffbbXTnFHzl577ZXfdRNjsh955JFpk0026ZXHAgECBAgQIECAwMwjIABacltF785Im266aX47e/QgqKbRo0enU045JS2zzDLVVenkk0/ueV7/JPaN4Gmkl19+OT3xxBP1WSwTIECAAAECBAj0IRCfp+Iumy984Qv5kELRw3ORRRZJK6+8ch4Qjc9l8e/ss89O8Vnt1FNPTV/72tf6KNEmAgQIECBAgACBThcQAC25haZMmZIfYeutty48UszuvtFGG+Xbxo0bl5ZeeunCfNWVMfbUbLP9q9mqZVe3eSRAgAABAgQIEOhfYI455khnnXVWuv3221N8RotAZ3yuuuOOO/Lx2Oeff/58bPZYd8ABB/RfoBwECBAgQIAAAQIdLTC6o2vXBZV78cUX87OYb775mp7NPPPMk29bYIEFmuap3TD77LPnkyZFL1CJAAECBAgQIEBgcALrrbdeuvrqq9Orr76aHn300fTCCy+k8ePH5z9IR1BUIkCAAAECBAgQ6A4BPUBLbsf3ve99+RFivM9mqToAf4w3FR/A+0rRM+HNN9/Ms6y44op9ZbWNAAECBAgQIECgBYG55porvwU+AqLLL7983iO0hd1kIUCAAAECBAgQmEkE/LRdckNFkPJ3v/tdPo5UTHhUH7S86qqr0m233ZbX4u23387z9XWrVcxGGil6JSy33HL587L/e+WVV9LkyZPbMumSXqtlt5byCRAgQIAAAQIECBAgQIAAAQIEagUEQGs1Sni+//77p0suuSTNmDEjfehDH8onMYoxP6dPn57fcnX88cfnR11zzTXzWeEnTpyYVl999bTBBhs01OaII45I55xzTr5+iy22SDF+6HCkPffcM1UDr+063pNPPtmuopRDgAABAgQIECBAgAABAgQIECBAoKmAAGhTmvZs+MAHPpD22muvfKD9GFcqeoHWpwUXXDBde+21acKECenpp5/OJ0WKoOMm/5+9O4HWsqwXBf4HQQYRDERABVEcQQQExOmKipgBQoqVyq2jZoSCJYodxeocZ0vAYxbilBOcgrSrgmkOJRiClIJAUIgCgggeRQaZEe593nv2dzZs9oYN32bY+/es9fK9w/M+w+/da7n8r2fo1CkOPvjgmDRpUrz88svx6quvZq+maVr333//lsWU2XX37t1j0aJF2bqjO1vJ5MmTI40oTZsLSAQIECBAgAABAgQIECBAgAABAgTKWkAAtKyF/1/59913X+y3334xZMiQItPI999//2wkaFpw/957741evXpleR599NFIx5Yp7QA/aNCgaNq06ZaPyuw6tSkd+UgnnnhipCBowcZP+ShTGQQIECBAgAABAgQIECBAgAABAgSKExAALU4mj/fTVPUUtOzZs2e89NJLUbDpUZrqnkaENmzYMKvtkksuyUZHDhgwIAp2jy/cjBT0fOKJJ7Y6Pb5wPucECBAgQIAAAQIECBAgQIAAAQIECPx/AQHQXfiXcMopp0Q6SkpXXnllXHTRRTF8+PCYOXNmfPbZZ9mupK1bt46zzjrLyMmS8DwjQIAAAQIECBAgQIAAAQIECBAgsIWAAOgWIHvCZVofs1+/fntCU7SBAAECBAgQIECAAAECBAgQIECAwF4tUHmvbr3GEyBAgAABAgQIECBAgAABAgQIECBAoAQBAdAScDwiQIAAAQIECBAgQIAAAQIECBAgQGDvFjAFfi/6fuvXr4/FixfnWnzooYfmzp0QIECAAAECBAgQIECAAAECBAgQIFBUQAC0qMkee2fq1KnRrl27XPs2bdqUO3dCgAABAgQIECBAgAABAgQIECBAgEBRAVPgi5q4Q4AAAQIECBAgQIAAAQIECBAgQIBAOREQAC0nH1I3CBAgQIAAAQIECBAgQIAAAQIECBAoKmAKfFGTPfZOq1atYtGiRXts+zSMAAECBAgQIECAAAECBAgQIECAwJ4mIAC6p32REtpTpUqVaNCgQQk5PCJAgAABAgQIECBAgAABAgQIECBAoLCAKfCFNZwTIECAAAECBAgQIECAAAECBAgQIFCuBIwA3c2fc+HChbFkyZJYtWpVdlSvXj3q1KkTtWvXjnr16kW6lggQIECAAAECBAgQIECAAAECBAgQ2DEBAdAdc9vht1asWBFPPvlkjBgxIqZPnx7puriUpry3bNkyOnToEN26dYsuXbpEpUqVisvuPgECBAgQIECAAAECBAgQIECAAAECWwiYAr8FSFldLl68OPr27RuHHHJI9OvXLyZMmFBi8DO1Y8OGDTF58uQYNmxYFgA94YQT4oUXXiirJiqXAAECBAgQIECAAAECBAgQIECAQLkTMAJ0F3zSzz//PDp37hzTpk3L1ZZGcjZq1CiaNGkS9evXjxo1akS1atWyoOeaNWti+fLlMX/+/Jg3b16sXbs2ey+NGO3evXsMHjw4rr322lxZTggQIECAAAECBAgQIECAAAECBAgQ2LqAAOjWXfJ2d+XKldG1a9dc8LN9+/Zx3XXXRadOnbLA57YqWr9+fUyaNCmbNv/YY49Fuu7fv38cffTR2ZT4bb3vOQECBAgQIECAAAECBAgQIECAAIGKLGAKfBl//VGjRmXT3VM1F198cUycODH7TaM+tydVrVo1TjvttHjwwQfj2WefjXSd0o033hgbN27cniLkIUCAAAECBAgQIECAAAECBAgQIFBhBQRAy/jTv/nmm1kNaf3OtPlR5co7Tp42QRo0aFBWXppOP2fOnDJuveIJECBAgAABAgQIECBAgAABAgQI7N0COx6N27v7vctaP378+Kyu888/Pzd6c2cq79mzZ+71WbNm5c6dECBAgAABAgQIECBAgAABAgQIECBQVEAAtKhJXu8sWLAgK69x48Z5KbdevXq5QOrq1avzUqZCCBAgQIAAAQIECBAgQIAAAQIECJRXAQHQMv6yzZo1y2qYMGFCXmpKU+rTRkgptWnTJi9lKoQAAQIECBAgQIAAAQIECBAgQIBAeRUQAC3jL9u2bdushpEjR8bYsWN3qralS5fG9ddfn5VRt27dOPzww3eqPC8TIECAAAECBAgQIECAAAECBAgQKO8CAqBl/IVvuummbMr6mjVrokePHtlu7uvWrSt1rVOmTIlzzz030m9Kffr0KXUZXiBAgAABAgQIECBAgAABAgQIECBQ0QSqVLQO7+r+pinwd955Z9xwww2xbNmyLHCZzjt27BitW7fORnE2aNAgatSoEdWrV48NGzZECpYuX7485s+fH7Nnz45x48bF9OnTc01PgdDbbrstd+2EAAECBAgQIECAAAECBAgQIECAAIGtCwiAbt0lr3cHDBgQafOivn37Rtq4aMWKFTFmzJjsKG1F5513XowYMSIqVzZ4t7R28hMgQIAAAQIECBAgQIAAAQIECFQ8AVG0XfTNL7/88pg3b14MHDgwGjZsWKpaq1Wrlk2fHz16dLz44ouR1v+UCBAgQIAAAQIECBAgQIAAAQIECBDYtoARoNs2yluO+vXrxx133JEdc+fOjYkTJ8Z7772XTXdP0+PTyNCqVatGrVq1onbt2pGmzzdv3jxatWqV3ctbQxREgAABAgQIECBAgAABAgQIECBAoIIICIDupg/dtGnTSIdEgAABAgQIECBAgAABAgQIECBAgEDZCZgCX3a2SiZAgAABAgQIECBAgAABAgQIECBAYDcLCIDu5g+gegIECBAgQIAAAQIECBAgQIAAAQIEyk5AALTsbJVMgAABAgQIECBAgAABAgQIECBAgMBuFhAA3c0fQPUECBAgQIAAAQIECBAgQIAAAQIECJSdgABo2dkqmQABAgQIECBAgAABAgQIECBAgACB3SwgALqbP4DqCRAgQIAAAQIECBAgQIAAAQIECBAoOwEB0LKzVTIBAgQIECBAgAABAgQIECBAgAABArtZQAB0N38A1RMgQIAAAQIECBAgQIAAAQIECBAgUHYCAqBlZ6tkAgQIECBAgAABAgQIECBAgAABAgR2s4AA6G7+AKonQIAAAQIECBAgQIAAAQIECBAgQKDsBARAy85WyQQIECBAgAABAgQIECBAgAABAgQI7GYBAdDd/AFUT4AAAQIECBAgQIAAAQIECBAgQIBA2QkIgJadrZIJECBAgAABAgQIECBAgAABAgQIENjNAgKgu/kDqJ4AAQIECBAgQIAAAQIECBAgQIAAgbITEAAtO1slEyBAgAABAgQIECBAgAABAgQIECCwmwUEQHfzB1A9AQIECBAgQIAAAQIECBAgQIAAAQJlJyAAWna2SiZAgAABAgQIECBAgAABAgQIECBAYDcLCIDu5g+gegIECBAgQIAAAQIECBAgQIAAAQIEyk5AALTsbJVMgAABAgQIECBAgAABAgQIECBAgMBuFhAA3c0fQPUECBAgQIAAAQIECBAgQIAAAQIECJSdgABo2dkqmQABAgQIECBAgAABAgQIECBAgACB3SyQlwDo0qVL45Zbbom5c+fu5u6ongABAgQIECBAgAABAgQIECBAgAABAv8jkJcA6Nq1a+Pf//3f44gjjoizzjornnjiiVi5cuX/1OKMAAECBAgQIECAAAECBAgQIECAAAECu0EgLwHQgnZv2rQpXn/99bjsssuiQYMG2W+6TvclAgQIECBAgAABAgQIECBAgAABAgQI7GqBvARA69evH88++2xceOGFse+++2Z9SCNA00jQNCI0jQxNI0Q/+OCDXd0/9REgQIAAAQIECBAgQIAAAQIECBAgUIEF8hIArVy5cvTo0SOeeeaZ+Pjjj2Po0KFx8skn51jT2qBpjdAjjzwyOnbsGI899lh88cUXuedOCBAgQIAAAQIECBAgQIAAAQIECBAgUBYCeQmAFm5Y3bp146qrrooJEybErFmz4sc//nE0bdo0y5Kmwo8bNy6uuOKKaNiwYXznO9+JP/3pT6bIFwZ0ToAAAQIECBAgQIAAAQIECBAgQIBA3gTyHgAt3LKjjjoqbrvttmzq+9ixY+PKK6+Mgw46KMuSpsg/9dRT0alTpzj88MPjpz/9acyZM6fw684JECBAgAABAgQIECBAgAABAgQIECCwUwJlGgAtaFmlSpXijDPOiIcffjibIj9+/PgYMGBA1KxZM8syb968LFDarFmzOOecc7L1RG2cVKDnlwABAgQIECBAgAABAgQIECBAgACBHRXYJQHQgsatXr06xowZE4888kg8/vjjsWrVqoJH2W8Ker722mtxwQUXRLt27eLDDz/c7LkLAgQIECBAgAABAgQIECBAgAABAgQIlEagSmky70jeL7/8MgtqDh8+PP7P//k/RTY/SmuGXnrppdGtW7d49dVXI+VbtGhRvPPOO3HSSSfF6NGjo3379jtStXcIECBAgAABAgQIECBAgAABAgQIEKjgAmU2AjQFMK+77ro49NBD46tf/Wq23mfBzu/77LNPfO1rX4tRo0bFwoUL4/7778/y3HPPPdmoz4EDB2afZfHixdlU+Qr+jXSfAAECBAgQIECAAAECBAgQIECAAIEdFMjrCNC0lueIESOyUZwzZ84s0qSjjz46Lr/88vj2t78dhxxySJHn6UbVqlXjjjvuiNdffz3efPPN7Fi+fHnUrl17q/ndJECAAAECBAgQIECAAAECBAgQIECAQHECeQmArlixIrp27Rp/+ctfYsvNi/bff//41re+lQU+Tz311OLaUeR+mv6eAqAbNmyI+fPnR4sWLYrkKQ830gjYJUuWZOuhpjVRq1evHnXq1MkCvvXq1cuuy0M/9YEAAQIECBAgQIAAAQIECBAgQIDA7hDISwA0Be7eeOONXPvTru9nnnlmFvTs2bNnbrf3XIbtOFm6dGmWq1q1anHMMcdsxxt7R5YULH7yySezkbLTp0+PdF1cqlKlSrRs2TI6dOiQrZHapUuXSLYSAQIECBAgQIAAAQIECBAgQIAAAQLbJ5CXAGhBVU2bNo1/+Zd/yY7DDz+84PYO/fbt2zf69+8fhx12WKRA4N6e0nqmt956a7YWaklBz8L9TKNfJ0+enB3Dhg2L448/Pu6+++5stG3hfM4JECBAgAABAgQIECBAgAABAgQIENi6QF4ii7Vq1cp2ej/rrLPyNkKxXbt2W2/xXnj3888/j86dO8e0adNyrU8jORs1ahRNmjSJ+vXrR40aNSKNdk1BzzVr1kRa9zRN/U/rqq5duzZ7L40Y7d69ewwePDiuvfbaXFlOCBAgQIAAAQIECBAgQIAAAQIECBDYukBeAqD77bdfnH322bkaVq9eHZMmTYqOHTvm7hWcpCDgmDFj4oILLohjjz224Ha5/V25cmU2YrMg+Nm+ffu47rrrolOnTlngc1sdX79+fWaZps0/9thjka7TyNi0oVSaEi8RIECAAAECBAgQIECAAAECBAgQIFC8QOXiH5X+SRq9OGDAgGjQoEFceOGFWy3g7bffjoEDB8Zxxx0X55xzTnzyySdbzVdebo4aNSomTJiQdefiiy+OiRMnRvpNoz63J1WtWjVOO+20ePDBB+PZZ5+NdJ3SjTfeGBs3btyeIuQhQIAAAQIECBAgQIAAAQIECBAgUGEF8hYATRshpRGJaXp2WuMy7Wz+6aefFoGdM2dO7t5rr70Wbdu2jRkzZuTulbeTtJN9SieccEK2+VHlyjtOnnwHDRqUlZdGlBa2zG76hwABAgQIECBAgAABAgQIECBAgACBzQR2PBq3WTERQ4YMiVdeeSW7W7du3WyadsFoxcJZr7nmmhg+fHhuyvyCBQuid+/ehbOUq/Px48dn/Tn//PNzozd3poM9e/bMvT5r1qzcuRMCBAgQIECAAAECBAgQIECAAAECBIoK5CUAmkZ8FoxMbNGiRUyZMiULiNapU6dIjQceeGD06tUrXn311bj55puz5ylImKaKl8eUArwpNW7cOC/dq1evXi6QmtZalQgQIECAAAECBAgQIECAAAECBAgQKF4gLwHQqVOnxrJly7JaHn744e0K9qVd0G+55ZY4/vjjs/fSdPjymJo1a5Z1q2Ad0J3tY5pSnzZCSqlNmzY7W5z3CRAgQIAAAQIECBAgQIAAAQIECJRrgbwEQGfPnp0hHXDAAXHKKadsN9g+++yTbYSUXpg5c+Z2v7c3ZUxrnKY0cuTIGDt27E41fenSpXH99ddnZaRlBg4//PCdKs/LBAgQIECAAAECBAgQIECAAAECBMq7QF4CoGkKfEo7ssFPwTT55cuXl0vrm266KZuyvmbNmujRo0e2m/u6detK3de0rMC5556bLS+QXu7Tp0+py/ACAQIECBAgQIAAAQIECBAgQIAAgYomUCUfHW7SpElWTNr5fe7cudG0adPtLnby5MlZ3pYtW273O3tTxjQF/s4774wbbrghWyYgBS7TeceOHaN169bZKM4GDRpEjRo1onr16rFhw4ZIwdIUEJ4/f36k0bXjxo2L6dOn57qdAqG33XZb7toJAQIECBAgQIAAAQIECBAgQIAAAQJbF8hLADStRZlGf27cuDHuvvvuGDZs2NZr2+LujBkzss2Q0u0TTjhhi6fl53LAgAGRNi/q27dvpI2L0ojZMWPGZEdpe3neeefFiBEjdmi0bWnrkp8AAQIECBAgQIAAAQIECBAgQIDA3i6QlynwaYfzzp07ZxYPPvhg3HPPPbmNeooDSmt+9uzZM1atWhX77rtvdO3atbis5eL+5ZdfHvPmzYuBAwdGw4YNS9WnatWqZdPnR48eHS+++GKk9T8lAgQIECBAgAABAgQIECBAgAABAgS2LZCXEaCpmttvvz1ef/31WLt2bfzoRz+KoUOHRu/evSNNAU9T5GvWrBkfffRRLFiwIF5++eV45plnYtOmTVkLb7311mjevPm2W7uX56hfv37ccccd2ZGWCpg4cWK899572XT3ZcuWZSNDq1atGrVq1YratWtndsmlVatW2b29vPuaT4AAAQIECBAgQIAAAQIECBAgQGCXC+QtANquXbts6vuVV14ZX375ZbYWaBrtuK3UpUuXbE3MbeUrb8/TOqmlWSu1vPVffwgQIECAAAECBAgQIECAAAECBAjsCoG8TIEvaOhll10WkyZNipNOOqngVrG/hx12WIwcOTJeeOEF61luRWnx4sXx5z//OX77299mO7+vX79+K7ncIkCAAAECBAgQIECAAAECBAgQIECgJIG8jQAtqOTEE0+Mt956K5vanTb6mTVrVqRgXpoaf8QRR8SRRx6ZHZ06dcp2PS94ryL8pk2iksfbb78d69aty3aBTxtIFU5piYA0cvY///M/s5G0Bc/SOqmXXHJJ/OIXv8imxxfc90uAAAECBAgQIECAAAECBAgQIECAQPECeQ+AFlR11FFHRf/+/QsuK/zvlClT4tJLL420+VPhlDaPSiNhv/KVr2RrpHbs2DE++OCDwlmy8xQwfeKJJ7J1Vp9++ulISw5IBAgQIECAAAECBAgQIECAAAECBAiULJDXKfAlV1X800WLFsX06dOLz7CXP3n++eejQ4cORYKfqVuvvPJKfO1rX4s0OjQtIVAQ/Dz44IPjm9/8Ztx4443xjW98Ixo0aJAppJ3kL7744li9evVerqL5BAgQIECAAAECBAgQIECAAAECBMpeIO8jQNNO72mH908++SSb5p0Ce4VT2iApHRs2bIilS5dmu8K/+eab8eMf/ziOP/74wlnLxfmKFSviqquuyixSh1Ig9Oyzz84MXnrppZg6dWq2ZMC1114br776atbnlP+ee+6J/fbbL2ewfPny+OEPfxiPP/54vP/++3H77bdnu8nnMjghQIAAAQIECBAgQIAAAQIECBAgQKCIQF4DoP369YuHHnoobNjzP84pkLlw4cLsxl133RX/+q//GpUqVcqu77jjjiyoOXTo0Lj//vuzez169Ih0vWWqXbt2/PrXv445c+bE2LFjs7VAUxC0oKwt87smQIAAAQIECBAgQIAAAQIECBAgQCAib1Pg0/qUv/rVr0od/Nxnn33ilFNOiZNPPrlcfo+0IVRK55xzTjadvXDAskqVKnHvvfdGs2bNcn0fMmRI7nzLk/TunXfemd3+4osvYv78+VtmcU2AAAECBAgQIECAAAECBAgQIECAQCGBvIwATdPcr7vuulyxae3K8847L1u3Mq1fuWrVqrjllluiZcuWsWTJkpg0aVI89dRT2TqWZ511VrYOZu7lcnYyY8aMrEfdunXbas/S7u5nnnlmNq29Xr16ccQRR2w1X8HN1q1bR+XKlbM1Q1PZTZo0KXjklwABAgQIECBAgAABAgQIECBAgACBLQTyEgBNIxFTYDOlPn36xAMPPJCr5vTTT4+XX345Vq5cGRdccEF2/7vf/W62I3oKCqZ1L3/zm9/EJZdcknunPJ0sW7Ys606dOnWK7VatWrWyZ2kn+O1JadRsCjqnUaASAQIECBAgQIAAAQIECBAgQIAAAQLFC+RlCvysWbNyNaRdywun0047Lbt87bXXCt+Ojh07ZiM/07Tu/v37ZxsibZahnFwcc8wxWU/efvvtYnv0zjvvZM/SDvBptGxJafz48bllBo477riSsnpGgAABAgQIECBAgAABAgQIECBAoMIL5CUAOnv27AyyZs2acdhhh22GWhCk+/vf/57tfF74YVr3M02LX7x4cYwcObLwo3JzXtD/hx9+OGbOnFmkX88991y88cYb2f00qjPlKymNGjUqe5zWDz3qqKNKyuoZAQIECBAgQIAAAQIECBAgQIAAgQovkJcp8CnwmdLWpnAfffTR2bM1a9ZEGilaEBDMbv6/f9JI0KlTp8a0adMKbpWr32uuuSZGjBgRa9eujVNPPTXbxCit+bl8+fIYPXp0/PznP8/627Zt20ijRAcOHBht2rSJM844o4jDj3/843jkkUey+2mN1bR+6K5Iadf51IdNmzbtdHXz5s3Lykh/DxIBAgQIECBAgAABAgQIECBAgACBshbISwD02GOPzdr5ySefZEGywjudp1GK6ToFz959990iAdA0AjSl8hoAbd++ffTu3TuGDRuWTfO/+uqrs/4W/qdu3brx4osv5kbDpgDpFVdcEZ06dYqDDz442zQqraOa1ktNKQWc77///sJFlOn54MGDs2BtPitJo34lAgQIECBAgAABAgQIECBAgAABAmUtkNcA6Pr162PcuHHZqM6ChqdgXQriffTRR/G3v/0tLr744oJH2e9f/vKX7LdgE6XNHpaTi/vuuy/222+/GDJkSJFRlPvvv38WXKxfv37ce++90atXryzPo48+GunYMqUd4AcNGhRNmzbd8lGZXf/yl7+MHj16FGn7jlR46623Rto069BDD92R171DgAABAgQIECBAgAABAgQIECBAoFQCeQmAph3OU0Bu7ty5ce2118Yf/vCHaNSoUa4haUp3CoCmdT5vvvnm3FT5tOZlypvSEUcckctf3k7SVPUUtOzZs2e89NJLUbDpUXJJI0IbNmyYdfmSSy6JlStXxoABA6Jg9/jCFsn4iSee2Or0+ML58n3epEmT+O53v5uXYocOHZoFQNNO9hIBAgQIECBAgAABAgQIECBAgACBshbISwA0NTKNckyjBKdMmZJNc08jGX/1q19l7b/ssstizJgxsWDBgujWrVvccMMNccABB2TvfPrpp1megqnw2UU5/eeUU06JdJSUrrzyyrjoooti+PDh2aZJktR1xgAAQABJREFUn332WbRo0SJat24dZ511VtSqVauk1z0jQIAAAQIECBAgQIAAAQIECBAgQKCQQN4CoN27d4/vfOc78eSTT2ajF9Pu5gUB0AsuuCDbsfy9996LN998M9J14VS7du34wQ9+UPhWhT5PweF+/fpVaAOdJ0CAAAECBAgQIECAAAECBAgQIJAPgcr5KKSgjAceeCAb1XnkkUduNqU9rVv5xz/+MQp2hC/In35r1KgRDz74YBx00EGFbzsnQIAAAQIECBAgQIAAAQIECBAgQIDATgvkbQRoakna8CiN5LzmmmsijfYsnA4//PBs9OdTTz0Vr7/+eqSp72kNzKuuuiqaN29eOKtzAgQIECBAgAABAgQIECBAgAABAgQI5EUgbwHQL7/8Mgo2tqlUqdJWR3vWq1cv2yQpbZQklV5g/fr1sXjx4tyLdlLPUTghQIAAAQIECBAgQIAAAQIECBAgsFWBvEyB37RpU7Rt2zbOP//8ePrppyNdS/kXmDp1ajRu3Dh35L8GJRIgQIAAAQIECBAgQIAAAQIECBAoXwJ5GQH6xhtvxLvvvpsdM2fOzHYxL19MekOAAAECBAgQIECAAAECBAgQIECAwN4okJcRoH//+99zfe/atWvu3AkBAgQIECBAgAABAgQIECBAgAABAgR2p0BeRoAW3sRo2bJlu7M/5bruVq1axaJFi8p1H3WOAAECBAgQIECAAAECBAgQIECAQD4F8jIC9PTTT4+0y3tKzz33XHz44Yf5bKOy/lugSpUq0aBBg9wBhgABAgQIECBAgAABAgQIECBAgACBkgXyEgBNu7//6U9/ivbt28fSpUujZcuW8R//8R8xceLE+Oyzz0pugacECBAgQIAAAQIECBAgQIAAAQIECBAoI4G8TIFfvnx53H777dGiRYv45z//Gem6f//+uSbXqVMnatWqlbve2sl1110X6ZAIECBAgAABAgQIECBAgAABAgQIECCQL4G8BEBXr14djz76aLFtSuuCbmtt0BUrVhT7fnl+sHDhwliyZEmsWrUqO6pXrx4pYFy7du2oV69epGuJAAECBAgQIECAAAECBAgQIECAAIEdE8hLALRSpUpx4IEH7lgL/vutmjVr7tT7e8vLKdD75JNPxogRI2L69OlRUuA3rfmZlhPo0KFDdOvWLbp06RLJWiJAgAABAgQIECBAgAABAgQIECBAYPsE8hIAPeigg+K//uu/tq/GCppr8eLFceutt8ZTTz1VYtCzMM+GDRti8uTJ2TFs2LA4/vjj4+67746uXbsWzuacAAECBAgQIECAAAECBAgQIECAAIFiBPISAC2mbLf/W+Dzzz+Pzp07x7Rp03ImaSRno0aNokmTJlG/fv2oUaNGVKtWLVLQc82aNdk6qvPnz4958+bF2rVrs/fSiNHu3bvH4MGD49prr82V5YQAAQIECBAgQIAAAQIECBAgQIAAga0LCIBu3SVvd1euXJmN2CwIfrZv3z7b7KlTp05Z4HNbFa1fvz4mTZqUTZt/7LHHIl2nDaaOPvrobEr8tt73nAABAgQIECBAgAABAgQIECBAgEBFFqhckTu/K/o+atSomDBhQlbVxRdfHBMnToz0m0Z9bk+qWrVqnHbaafHggw/Gs88+G+k6pRtvvDE2bty4PUXIQ4AAAQIECBAgQIAAAQIECBAgQKDCCuRlBGga5XjPPffsFOKZZ54Z6Shv6c0338y6dMIJJ2SjOCtX3vGYc9oEadCgQfHDH/4wm04/Z86caNasWXkj0x8CBAgQIECAAAECBAgQIECAAAECeRPISwD0iy++iFtuuWWnGpXWxCyPAdDx48dnLueff35u9ObOQPXs2TMLgKYyZs2aJQC6M5jeJUCAAAECBAgQIECAAAECBAgQKPcCOz4csdzT5KeDCxYsyApq3LhxXgqsV69eLpC6evXqvJSpEAIECBAgQIAAAQIECBAgQIAAAQLlVSAvI0APOOCAbH3KkpA2bdoUq1atis8++yzb1OeZZ56JFMC76aab4rbbboudmRpeUr27+1maoj5lypRsHdDvf//7O92cNKU+bYSUUps2bXa6PAUQIECAAAECBAgQIECAAAECBAgQKM8CeQmAVqtWLXr06FEqp759+0a3bt3irrvuioYNG8YPfvCDUr2/t2Ru27ZtFgAdOXJkXH755dGxY8cdbvrSpUvj+uuvz96vW7duHH744TtclhcJECBAgAABAgQIECBAgAABAgQIVASB3TYF/uSTT44//vGPmfG1114bkydPLpfeaYRr2rl9zZo1WZA47ea+bt26Uvc1jSI999xzs2BqerlPnz6lLsMLBAgQIECAAAECBAgQIECAAAECBCqaQF5GgO4oWhod2aRJk/jwww/jtddeK5dTutMU+DvvvDNuuOGGWLZsWRa4TOdpJGjr1q2zUZwNGjSIGjVqRPXq1WPDhg1ZsHT58uUxf/78mD17dowbNy6mT5+eY06B0LRsgESAAAECBAgQIECAAAECBAgQIECAQMkCuzUAmpqWdn5/8skn4y9/+UsMGDCg5NbupU9Tv9LmRWnaf1r3dMWKFTFmzJjsKG2XzjvvvBgxYkS5XTO1tB7yEyBAgAABAgQIECBAgAABAgQIEChJYLdNgS9o1KxZs7LTefPmFdwql79p/c/Ux4EDB2ZrnpamkwVrrI4ePTpefPHFSOt/SgQIECBAgAABAgQIECBAgAABAgQIbFtgt44A/fjjj7Md4VMz03Tw8p7q168fd9xxR3bMnTs3Jk6cGO+9916k6e5penwaGZrWC61Vq1bUrl070vT55s2bR6tWrbJ75d1H/wgQIECAAAECBAgQIECAAAECBAjkW2C3BUCff/75uPrqq2Pjxo1Zn9q1a5fvvu3R5TVt2jTSIREgQIAAAQIECBAgQIAAAQIECBAgUHYCeQmAfvrpp5F2dd9WSsHOtAP6kiVLsrUwC/I3btw4LrnkkoJLvwQIECBAgAABAgQIECBAgAABAgQIEMiLQF4CoF9++WW8//77O9SgfffdN377299a13KH9LxEgAABAgQIECBAgAABAgQIECBAgEBJAnkJgFaqVGm716isXLlyVK9ePRo1ahQXXnhhfO9738vOS2qkZwQIECBAgAABAgQIECBAgAABAgQIENgRgbwEQA866KBsA58daYB3CBAgQIAAAQIECBAgQIAAAQIECBAgUFYClcuqYOUSIECAAAECBAgQIECAAAECBAgQIEBgdwuUSQB09erVMXbs2K32bdq0aXHXXXfFP/7xj60+d5MAAQIECBAgQIAAAQIECBAgQIAAAQL5EshrAHTDhg0xYMCAaNCgQba+59Ya+fbbb8fAgQPjuOOOi3POOSc++eSTrWVzjwABAgQIECBAgAABAgQIECBAgAABAjstkLcA6KpVq6JLly4xePDgbD3QJUuWxKefflqkgXPmzMnde+2116Jt27YxY8aM3D0nBAgQIECAAAECBAgQIECAAAECBAgQyJdA3gKgQ4YMiVdeeSVrV926daN///5RtWrVIu285pprYvjw4XH22WdnzxYsWBC9e/cuks8NAgQIECBAgAABAgQIECBAgAABAgQI7KxAXgKgK1asiEGDBmVtadGiRUyZMiVSQLROnTpF2nfggQdGr1694tVXX42bb745ez5+/PgYNWpUkbxuECBAgAABAgQIECBAgAABAgQIECBAYGcE8hIAnTp1aixbtixrx8MPPxyNGzfeZpsqVaoUt9xySxx//PFZ3jQdXiJAgAABAgQIECBAgAABAgQIECBAgEA+BfISAJ09e3bWpgMOOCBOOeWU7W7fPvvsk22ElF6YOXPmdr8nIwECBAgQIECAAAECBAgQIECAAAECBLZHIC8B0DQFPqXKlUtfXME0+eXLl29Pe+UhQIAAAQIECBAgQIAAAQIECBAgQIDAdguUPmK5laKbNGmS3U07v8+dO3crOYq/NXny5Oxhy5Yti8/kCQECBAgQIECAAAECBAgQIECAAAECBHZAIC8B0DZt2uRGf959993b3YwZM2ZkmyGlF0444YTtfk9GAgQIECBAgAABAgQIECBAgAABAgQIbI9AXgKgadOjzp07Z/U9+OCDcc8998T69etLrD+t+dmzZ89YtWpV7LvvvtG1a9cS83tIgAABAgQIECBAgAABAgQIECBAgACB0gpUKe0LxeW//fbb4/XXX4+1a9fGj370oxg6dGj07t07mjVrFmmKfM2aNeOjjz6KBQsWxMsvvxzPPPNMbNq0KSvu1ltvjebNmxdXtPsECBAgQIAAAQIECBAgQIAAAQIECBDYIYG8BUDbtWsXw4YNiyuvvDK+/PLLbC3QgQMHbrNRXbp0iRtuuGGb+WQgQIAAAQIECBAgQIAAAQIECBAgQIBAaQXyMgW+oNLLLrssJk2aFCeddFLBrWJ/DzvssBg5cmS88MILufVDi83sAQECBAgQIECAAAECBAgQIECAAAECBHZAIG8jQAvqPvHEE+Ott96K9957L8aMGROzZs2KxYsXZ1PjjzjiiDjyyCOzo1OnTlG9evWC1/wSIECAAAECBAgQIECAAAECBAgQIEAg7wJ5D4AWtPCoo46K/v37F1z6JUCAAAECBAgQIECAAAECBAgQIECAwC4XyOsU+ILWr169OsaOHVtwudnvtGnT4q677op//OMfm913QYAAAQIECBAgQIAAAQIECBAgQIAAgXwL5DUAumHDhhgwYEA0aNAgLrzwwq229e233460OdJxxx0X55xzTnzyySdbzecmAQIECBAgQIAAAQIECBAgQIAAAQIEdlYgbwHQVatWRdrRffDgwbFixYpYsmRJfPrpp0XaN2fOnNy91157Ldq2bRszZszI3XNCgAABAgQIECBAgAABAgQIECBAgACBfAnkLQA6ZMiQeOWVV7J21a1bN1v/s2rVqkXaec0118Tw4cPj7LPPzp4tWLAgevfuXSSfGwQIECBAgAABAgQIECBAgAABAgQIENhZgbwEQNOIz0GDBmVtadGiRUyZMiVSQLROnTpF2nfggQdGr1694tVXX42bb745ez5+/PgYNWpUkbxuECBAgAABAgQIECBAgAABAgQIECBAYGcE8hIAnTp1aixbtixrx8MPPxyNGzfeZpsqVaoUt9xySxx//PFZ3jQdXiJAgAABAgQIECBAgAABAgQIECBAgEA+BfISAJ09e3bWpgMOOCBOOeWU7W7fPvvsk22ElF6YOXPmdr8nIwECBAgQIECAAAECBAgQIECAAAECBLZHIC8B0DQFPqXKlUtfXME0+eXLl29Pe+UhQIAAAQIECBAgQIAAAQIECBAgQIDAdguUPmK5laKbNGmS3U07v8+dO3crOYq/NXny5Oxhy5Yti8/kCQECBAgQIECAAAECBAgQIECAAAECBHZAIC8B0DZt2uRGf959993b3YwZM2ZkmyGlF0444YTtfk9GAgQIECBAgAABAgQIECBAgAABAgQIbI9AXgKgadOjzp07Z/U9+OCDcc8998T69etLrD+t+dmzZ89YtWpV7LvvvtG1a9cS83tIgAABAgQIECBAgAABAgQIECBAgACB0gpUKe0LxeW//fbb4/XXX4+1a9fGj370oxg6dGj07t07mjVrFmmKfM2aNeOjjz6KBQsWxMsvvxzPPPNMbNq0KSvu1ltvjebNmxdXdLm8n/qeNo/69NNPY+nSpfH555/Hl19+GWlN1LSZVPo94ogjYv/99y+X/dcpAgQIECBAgAABAgQIECBAgAABArtCIG8B0Hbt2sWwYcPiyiuvzAJ5aS3QgQMHbrMPXbp0iRtuuGGb+cpLhhT4/d3vfhd/+tOf4r/+679K7NY+++yTLQ1w+umnR69evaJDhw4l5veQAAECBAgQIECAAAECBAgQIECAAIHNBfIyBb6gyMsuuywmTZoUJ510UsGtYn8PO+ywGDlyZLzwwgu59UOLzVwOHqTRnmeddVZcdNFFWb+3FfxMXU4jQtMmUffff3+cfPLJ0b179/jHP/5RDjR0gQABAgQIECBAgAABAgQIECBAgMCuEcjbCNCC5p544onx1ltvxXvvvRdjxoyJWbNmxeLFi7Op8WlK95FHHpkdnTp1iurVqxe8Vq5/58+fH2eeeWa2BEBBRw8++OBo2rRpLFq0KObNm5cFO9Ozbt26Rfv27bN7aRTt1KlTs2ny6dno0aNj/Pjx2cZRaeMpiQABAgQIECBAgAABAgQIECBAgACBkgXyHgAtqO6oo46K/v37F1yW+Js2Qlq4cGEWGC0x4174MK31mUZupvVP05T2733ve3HLLbfEQQcdlOvN6tWrY8iQIXHXXXfFK6+8Ej/84Q/jpz/9afY8bSb13HPPxSOPPBJ//OMfY8mSJZGCxykweuihh+bKcEKAAAECBAgQIECAAAECBAgQIECAQFGBvE6BL1p8yXdmzJgRP/jBDyKNhhw+fHjJmffSpyl4OWXKlKz1aY3UBx54YLPgZ3pQo0aNuPnmm+P555+PdevWxde//vX461//mr1TtWrVbNr8Sy+9FGmjqZTShkl33313du4fAgQIECBAgAABAgQIECBAgAABAgSKF9jlAdAU4Pvtb38bHTt2jBYtWmTrWy5btqz4Fu7lT9LIzZTOPffcbIOokrpz9tlnx7/8y7/EypUrcyNAC+dPQdI+ffpkt1K5K1asKPzYOQECBAgQIECAAAECBAgQIECAAAECWwjssgBowa7wjRs3jksuuSTGjRu3RVPK5+XMmTOzjp1zzjnb1cH/9b/+V5YvTXdfvnx5kXcuvvji7N7atWuz9VWLZHCDAAECBAgQIECAAAECBAgQIECAAIGcQJmtAZpq2LhxY/zhD3/Ipn2nKdzpesuURoFeccUV8Z3vfGfLR+XiOm1ylFKtWrW2qz9169bN8qW1Q1PQ+IQTTtjsvVNOOSX23XffbKp82lm+bdu2mz13QYAAAQIECBAgQIAAAQIECBAgQIDA/wiUSQA07fr+6KOPxkMPPZTtZv4/1f3/s/333z/SSMbvfve70aFDhy0fl6vrY445JiZPnhwTJ06Mq666apt9e/fdd3N5vvKVr+TOC07SpkjpSKl27doFt/0SIECAAAECBAgQIECAAAECBAgQILAVgbxOgX/99dfjW9/6VqRp7mm9ynnz5m1WZQoGPv7445FGRabgaHkPfqbOt27dOjNI654WbGy0GUqhi6VLl2aB43Srfv36mWOhx9nps88+G2l0aErHHnts9usfAgQIECBAgAABAgQIECBAgAABAgS2LrDTAdAUtPvFL34RzZs3j7POOitGjRqVG6GYqkzB0GrVqmW1n3feedkmPzVr1tx6a8rh3R49emS9Sps/XXTRRTF+/Pit9nLJkiXxv//3/4758+dnz5PllunPf/5z9O/fP7t91FFHxWGHHbZlFtcECBAgQIAAAQIECBAgQIAAAQIECBQS2OEp8H/729+ytT3TyMZVq1YVKjKievXqccEFF8Tll18enTp1ikMOOSQb9blZpgpykQKgvXr1ihEjRsSHH34Yp59+ehYIPeOMMyKNiE0bHU2bNi2GDRsWn3zySaZSr169+I//+I+cUFo/9bbbbsum0Resozp48OCoXHmn49e5OpwQIECAAAECBAgQIECAAAECBAgQKI8CpQqApkBnCng+8MADkQKgW6aTTz45Lrvssmx9zzp16mz5uMJe//KXv4ypU6dmgc6E8PTTT2fH1kDSaNlf//rX0ahRo9zjFCB98803s+sU9PzJT34S559/fu65EwIECBAgQIAAAQIECBAgQIAAAQIEti5QqgDoU089FX369NmspKZNm2ZTt9P07TSisaRUqVKlkh6X22cHHHBAvP3223HPPffE7bffHqtXr95qX88555wYOnRopOnthVPDhg2znd/T6NEbb7wxOnfuXPixcwIECBAgQIAAAQIECBAgQIAAAQIEihEoVQC0cBndunXLRiK2b98+Kmpgs7DHts6rVq0aAwcOzJYFSJshzZgxI/75z39Gmu5+3HHHRcuWLeOkk07aajFptOdnn30WtWrV2upzNwkQIECAAAECBAgQIECAAAECBAgQ2LrADgdAx4wZE1OmTIm0sVE60qjE2rVrb70Wd3MCaWp79+7dsyN3cxsnaQSpRIAAAQIECBAgQIAAAQIECBAgQIBA6QVKtYtOCnJ+//vfzwU6FyxYEI888ki2qU+DBg2ytT/Thj1ffvll6VviDQIECBAgQIAAAQIECBAgQIAAAQIECORZoFQB0COOOCLbrfzjjz+OJ598Ms4888zc9Pc1a9bEyJEj42tf+1o0adIkW6ty5syZmzV306ZNm11XhIs03T1tHPXKK69UhO7qIwECBAgQIECAAAECBAgQIECAAIE9SqBUAdCCltesWTO+/e1vx5///Od477334uabb45DDz204HEsXLgwfvazn0Xz5s0j7Qy/fPny3LOKdvLQQw/FJZdcEueee2707t071q1bV9EI9JcAAQIECBAgQIAAAQIECBAgQIDAbhPYoQBo4dY2a9Ys29l83rx58Yc//CGbDr/vvvvmsrz11luxatWq7PrVV1+N3/zmN8Xugp57qZyePPzww9mo2RQglggQIECAAAECBAgQIECAAAECBAgQKHuBnQ6AFjSxcuXK2fT33/3ud/HRRx/Fvffem+1sXvA8/f7973+PSy+9NNJ6oZdffnn86U9/io0bNxbOUu7PJ0yYkI2MHTp0aIXre7n/uDpIgAABAgQIECBAgAABAgQIECCwxwnkLQBauGcHHnhgXHvttTF16tRIa2D26dMn6tSpk8uyYsWKePzxx6NTp05x2GGHZeuFzpkzJ/e8vJ6k4G9Ky5Yti759+8app54aU6ZMKa/d1S8CBAgQIECAAAECBAgQIECAAAECu12gTAKghXvVrl27eOCBByJtnDR8+PA466yzchsnpXxpJ/m0XugTTzxR+LVyeT548OBsQ6RatWpl/UvLA7Rt2zYbFZtGx0oECBAgQIAAAQIECBAgQIAAAQIECORXoMwDoAXNrVGjRvTq1Sub9v7+++/HT37yk2jcuHHB4wrz+61vfSv+9re/xRlnnJH1OS0BkNZFbdmyZfTs2TPeeeedCmOhowQIECBAgAABAgQIECBAgAABAgTKWmCXBUALd+Twww+PW2+9NebOnRsvvfRSfPOb34zq1asXzlKuz4855pgYO3ZsNiK2UaNGWV83bdoUv//977MRoa1bt46f//zn8eGHH5ZrB50jQIAAAQIECBAgQIAAAQIECBAgUNYCVcq6gpLKTxsnffWrX82OkvKV12dpRGz37t2zDaPuv//++PTTT7Ouvvvuu5GOG2+8MVsntEOHDnH88cdnR/PmzWO//fYrryT6RYAAAQIECBAgQIAAAQIECBAgQCCvArtlBGhee7CXF7b//vvHT3/605g3b16kIGgaHVuQ0qjQ8ePHx5AhQ+KKK66Ik046KVL+Zs2aRY8ePQqy+SVAgAABAgQIECBAgAABAgQIECBAoBgBAdBiYHb17Zo1a0a/fv1i9uzZ2fT4a665Jg455JAizUhB0Q8++CCef/75Is/cIECAAAECBAgQIECAAAECBAgQIEBgc4HdOgV+86a4SgJpWYC0QVI67rvvvvjrX/+ajQKdOHFipGN3rAuaNqy65557Im3YtLNp/fr1WRGfffbZzhblfQIECBAgQIAAAQIECBAgQIAAAQLbFBAA3SbR7stQqVKlbNp7mvpekFatWhWLFi2Kjz/+uOBWmf+uXr061q5dm9d60khWiQABAgQIECBAgAABAgQIECBAgEBZC5gCX9bCeS4/TZU/4ogj4rTTTstzycUXN2jQoEgjN9etW7fTR6tWrbKKDjzwwOIr9IQAAQIECBAgQIAAAQIECBAgQIBAngSMAM0TZHkvpkqV/PyppCn+EgECBAgQIECAAAECBAgQIECAAIFdJZCfqNauau1eWM/Xv/71aNq0adbytIO7RIAAAQIECBAgQIAAAQIECBAgQIDArhMQAC1j665du0Y6JAIECBAgQIAAAQIECBAgQIAAAQIEdr2A+ci73lyNBAgQIECAAAECBAgQIECAAAECBAjsIgEB0F0ErRoCBAgQIECAAAECBAgQIECAAAECBHa9gCnwu958h2tMO7EvXrw49/6hhx6aO3dCgAABAgQIECBAgAABAgQIECBAgEBRAQHQoiZ77J2pU6dGu3btcu3btGlT7twJAQIECBAgQIAAAQIECBAgQIAAAQJFBUyBL2riDgECBAgQIECAAAECBAgQIECAAAEC5URAALScfEjdIECAAAECBAgQIECAAAECBAgQIECgqIAp8EVN9tg7rVq1ikWLFu2x7dMwAgQIECBAgAABAgQIECBAgAABAnuagADonvZFSmhPlSpVokGDBiXk8IgAAQIECBAgQIAAAQIECBAgQIAAgcICpsAX1nBOgAABAgQIECBAgAABAgQIECBAgEC5EhAALVefU2cIECBAgAABAgQIECBAgAABAgQIECgsYAp8YY3dcL5w4cJYsmRJrFq1KjuqV68ederUidq1a0e9evUiXUsECBAgQIAAAQIECBAgQIAAAQIECOyYgADojrnt8FsrVqyIJ598MkaMGBHTp0+PdF1cSmt+tmzZMjp06BDdunWLLl26RKVKlYrL7j4BAgQIECBAgAABAgQIECBAgAABAlsImAK/BUhZXS5evDj69u0bhxxySPTr1y8mTJhQYvAztWPDhg0xefLkGDZsWBYAPeGEE+KFF14oqyYqlwABAgQIECBAgAABAgQIECBAgEC5EzACdBd80s8//zw6d+4c06ZNy9WWRnI2atQomjRpEvXr148aNWpEtWrVsqDnmjVrYvny5TF//vyYN29erF27NnsvjRjt3r17DB48OK699tpcWU4IECBAgAABAgQIECBAgAABAgQIENi6gADo1l3ydnflypXRtWvXXPCzffv2cd1110WnTp2ywOe2Klq/fn1MmjQpmzb/2GOPRbru379/HH300dmU+G297zkBAgQIECBAgAABAgQIECBAgACBiixgCnwZf/1Ro0Zl091TNRdffHFMnDgx+02jPrcnVa1aNU477bR48MEH49lnn410ndKNN94YGzdu3J4i5CFAgAABAgQIECBAgAABAgQIECBQYQUEQMv407/55ptZDWn9zrT5UeXKO06eNkEaNGhQVl6aTj9nzpwybr3iCRAgQIAAAQIECBAgQIAAAQIECOzdAjsejdu7+73LWj9+/PisrvPPPz83enNnKu/Zs2fu9VmzZuXOnRAgQIAAAQIECBAgQIAAAQIECBAgUFRAALSoSV7vLFiwICuvcePGeSm3Xr16uUDq6tWr81KmQggQIECAAAECBAgQIECAAAECBAiUVwEB0DL+ss2aNctqmDBhQl5qSlPq00ZIKbVp0yYvZSqEAAECBAgQIECAAAECBAgQIECAQHkVEAAt4y/btm3brIaRI0fG2LFjd6q2pUuXxvXXX5+VUbdu3Tj88MN3qjwvEyBAgAABAgQIECBAgAABAgQIECjvAgKgZfyFb7rppmzK+po1a6JHjx7Zbu7r1q0rda1TpkyJc889N9JvSn369Cl1GV4gQIAAAQIECBAgQIAAgaICq1atKnrTHQIECBAoNwJVyk1P9tCOpCnwd955Z9xwww2xbNmyLHCZzjt27BitW7fORnE2aNAgatSoEdWrV48NGzZECpYuX7485s+fH7Nnz45x48bF9OnTcz1MgdDbbrstd+2EAAECBAgQIECAAAECBLZf4JNPPolf/vKX8dxzz8U//vGPSINU9ttvvzjxxBPjoosuiu9973vZ/6Ntf4lyEiBAgMCeLCAAugu+zoABAyJtXtS3b99IGxetWLEixowZkx2lrf68886LESNGROXKBu+W1k5+AgQIECBAgAABAgQIPPTQQ9nSYl988UUOo2bNmrFy5cp44403suPnP/95PPnkk3H22Wfn8jghQIAAgb1XQBRtF327yy+/PObNmxcDBw6Mhg0blqrWatWqZdPnR48eHS+++GKk9T8lAgQIECBAgAABAgQIECidwE9+8pP4/ve/Hyn4+fWvfz1ee+21bAZeCn6mGXtPP/10tG/fPj766KP46le/ml2Xrga5CRAgQGBPFDACdBd+lfr168cdd9yRHXPnzo2JEyfGe++9l013T/+xTSNDq1atGrVq1YratWtHmj7fvHnzaNWqVXZvFzZVVQQIECBAgAABAgQIEChXAr/73e/i9ttvz/6f6/HHH49LL710s/6l/wfr2bNnXHjhhXHzzTfHXXfdFd/5znfiuOOOixYtWmyW1wUBAgQI7F0CAqC76Xs1bdo00iERIECAAAECBAgQIECAQNkKpH0Wrr/++qyS++67r0jws3DtlSpVyvZxSOuEPvroo5GWNEsz8SQCBAgQ2HsFTIHfe7+dlhMgQIAAAQIECBAgQIDAdgikPRjSJrNpI9o+ffpsxxsRaR3QNCr0pZdeijlz5mzXOzIRIECAwJ4pIAC6Z34XrSJAgAABAgQIECBAgACBPAmkIGZK3/72tyON8NyelPZe6NatW5a14P3teU8eAgQIENjzBARA97xvokUECBAgQIAAAQIECBAgkEeBtAdDSml/hdKkgvwF75fmXXkJECBAYM8READdc76FlhAgQIAAAQIECBAgQIBAGQisW7cuK3XfffctVekF+QveL9XLMhMgQIDAHiMgALrHfAoNIUCAAAECBAgQIECAAIGyEDj44IOzYt9///1SFT979uwsf8H7pXpZZgIECBDYYwQEQPeYT6EhBAgQIECAAAECBAgQIFAWAh07dsyK/f3vf7/dxW/YsCFGjx6d5S94f7tflpEAAQIE9igBAdA96nNoDAECBAgQIECAAAECBAjkW6Bnz55Rs2bNSLvBjx8/fruKf+CBB+LDDz+MY489Ntq3b79d78hEgAABAnumgADonvldtIoAAQIECBAgQIAAAQIE8iRw0EEHxYABA2LTpk3xzW9+M2bNmlViyS+//HKWP2X62c9+tt07x5dYqIcECBAgsNsEBEB3G72KCRAgQIAAAQIECBAgQGBXCfzkJz+JTp06xcKFC6NDhw7xq1/9KlavXr1Z9Z999lncdNNN0bVr10gbH1133XXRvXv3zfK4IECAAIG9T6DK3tdkLSZAgAABAgQIECBAgAABAqUTqFKlSjz//PNx2WWXxe9+97vo169f/OhHP4q2bdvGV77ylfj444/jnXfeiS+//DIb8fnTn/40/v3f/710lchNgAABAnukgADoHvlZNIoAAQIECBAgQIAAAQIE8i2Q1gEdNWpUFgi9++67Y+LEifHGG2/kqtl3332jS5cu8W//9m9ZYDT3wAkBAgQI7NUCAqB79efTeAIECBAgQIAAAQIECBAorUCa1p6OxYsXxz//+c9YunRp1K9fP44//vjYf//9S1uc/AQIECCwhwsIgO7hH0jzCBAgQIAAAQIECBAgQKBsBBo0aBDpkAgQIECgfAvYBKl8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBQRAK/Tn13kCBAgQIECAAAECBAgQIECAAAEC5VtAALR8f1+9I0CAAAECBAgQIECAAAECBAgQIFChBapU6N7vwZ1fvHhxzJgxI9LvscceGy1atIiqVavuwS3WNAIECBAgQIAAAQIECBAgQIAAAQJ7noAA6C78Jhs3boxZs2bF22+/HevWrYvWrVtHmzZtNmvBggULYuDAgfGf//mf8eWXX+ae7bvvvnHJJZfEL37xi6hdu3buvhMCBAgQIECAAAECBAgQIECAAAECBIoXEAAt3iavT6ZMmRKXXnppzJw5c7NyO3fuHCNHjoyvfOUr8dFHH0XHjh3jgw8+2CxPukgB0yeeeCJef/31ePrpp6Ndu3ZF8rhBgAABAgQIECBAgAABAgQIECBAgMDmAgKgm3uUydXzzz8f3/jGN7Ig5pYVvPLKK/G1r30t3nzzzbjssstywc+DDz44Tj/99DjiiCPi/fffj3HjxmXT4efNmxcXX3xxTJs2LWrUqLFlca4JECBAgAABAgQIECBAgAABAgQIECgkIABaCKMsTlesWBFXXXVVLvjZoUOHOPvss7Pp7S+99FJMnTo13nrrrbj22mvj1VdfzZqQ8t9zzz2x33775Zq0fPny+OEPfxiPP/54FhC9/fbb44477sg9d0KAAAECBAgQIECAAAECBAgQIECAQFEBu8AXNcnrnRTIXLhwYVbmXXfdFRMmTIg777wzfvazn2VrgV599dXZs/vvvz/77dGjRwwdOnSz4Gd6kNb9/PWvf51NkU/XaS3QTZs2pVOJAAECBAgQIECAAAECBAgQIECAAIFiBARAi4HJ1+00ujOlc845J2688caoVKlSrugqVarEvffeG82aNcvdGzJkSO58y5P0bgqepvTFF1/E/Pnzt8zimgABAgQIECBAgAABAgQIECBAgACBQgICoIUwyuJ0xowZWbHdunXbavFpd/czzzwze1avXr1szc+tZvzvm2nn+MqV//9nKyi7pPyeESBAgAABAgQIECBAgAABAgQIEKjIAgKgZfz1ly1bltVQp06dYmuqVatW9iztBL89aZ999smypVGgEgECBAgQIECAAAECBAgQIECAAAECxQsIgBZvk5cnxxxzTFbO22+/XWx577zzTvbsgw8+iFWrVhWbLz0YP358rF+/Pstz3HHHlZjXQwIECBAgQIAAAQIECBAgQIAAAQIVXUAAtIz/AgqClA8//HDMnDmzSG3PPfdcvPHGG9n9jRs3RspXUho1alT2OK0fetRRR5WU1TMCBAgQIECAAAECBAgQIECAAAECFV5AALSM/wSuueaabM3OtWvXxqmnnhoPPPBAFghNmyP9+Mc/jm984xtZC9q2bZv9Dhw4MMaNG7fVVqX8jzzySPbsvPPOi7R+qESAAAECBAgQIECAAAECBAgQIECAQPECVYp/5Ek+BNq3bx+9e/eOYcOGxdKlS+Pqq68uUmzdunXjxRdfjJYtW8bixYuzTZGuuOKK6NSpUxx88MExadKkePnll+PVV1/N3q1Zs2bcf//9RcpxgwABAgQIECBAgAABAgQIECBAgACBzQUEQDf3KJOr++67L/bbb78YMmRIbNq0abM69t9//xg9enTUr18/7r333ujVq1eW59FHH410bJnSDvCDBg2Kpk2bbvnINQECBAgQIECAAAECBAgQIECAAAECWwgIgG4BUhaXaap6Clr27NkzXnrppSjY9KhNmzbZiNCGDRtm1V5yySWxcuXKGDBgQBTsHl+4PSno+cQTT8QZZ5xR+LZzAgQIECBAgAABAgQIECBAgAABAgSKERAALQamLG6fcsopkY6S0pVXXhkXXXRRDB8+PFsr9LPPPosWLVpE69at46yzzopatWqV9LpnBAgQIECAAAECBAgQIECAAAECBAgUEhAALYSxp5wecMAB0a9fvz2lOdpBgAABAgQIECBAgAABAgQIECBAYK8VsAv8XvvpNJwAAQIECBAgQIAAAQIECBAgQIAAgW0JGAG6LaGdfP7Xv/413n///ahXr1507tx5J0vzOgECBAgQIECAAAECBAgQIECAAAECpREwArQ0WjuQ96GHHoq0udG5554bvXv3jnXr1u1AKV4hQIAAAQIECBAgQIAAAQIECBAgQGBHBARAd0RtB995+OGH48wzz4yFCxfuYAleI0CAAAECBAgQIECAAAECBAgQIECgNAICoKXRykPeCRMmRPPmzWPo0KGxcePGPJSoCAIECBAgQIAAAQIECBAgQIAAAQIEihMQAC1OpgzuX3rppVmpy5Yti759+8app54aU6ZMKYOaFEmAAAECBAgQIECAAAECBAgQIECAQBIQAN2FfweDBw+O3/72t1GrVq2s1rfeeivatm0bKTD697//fRe2RFUECBAgQIAAAQIECBAgQIAAAQIEKoaAAOgu/s7f+ta34m9/+1ucccYZWc1pGvxvfvObaNmyZfTs2TPeeeedXdwi1REgQIAAAQIECBAgQIAAAQIECBAovwICoLvh2x5zzDExduzYGD58eDRq1ChrwaZNm+L3v/99NiK0devW8fOf/zw+/PDD3dA6VRIgQIAAAQIECBAgQIAAAQIECBAoPwICoLvxW/bq1Sv++c9/xi233BIHHnhgriXvvvtu/Ou//ms0bdo0Tj/99Lj++uvjsccei7/+9a+xcuXKXD4nBAgQIECAAAECBAgQIECAAAECBAiULCAAWrJPmT/df//946c//WnMmzcv7r///jj88MNzdaZRoePHj48hQ4bEFVdcESeddFKk/M2aNYsePXrk8jkhQIAAAQIECBAgQIAAAQIECBAgQGDrAlW2ftvdXS1Qs2bN6NevX1x99dXxl7/8JZ5++ulsSvxHH320WVNSUPSDDz7Ijs0elOHFokWLsin7ab3SnU1LlizJishHWTvbFu8TIECAAAECBAgQIECAAAECBAiUfwEB0D3sG1euXDnbICltknTfffdl097TKNCJEydmx+5YF7RPnz7x3HPP5VVqwYIFeS1PYQQIECBAgAABAgQIECBAgAABAgS2JiAAujWVPeRepUqVsmnvaep7QVq1alWkEZkff/xxwa0y/73qqqtiv/32izT6dGfTSy+9FJ9//nnUr19/Z4vyPgECBAgQIECAAAECBAgQIECAAIFtCgiAbpNoz8qQpsofccQR2bGrWvbVr3410pGPdOKJJ2YB0Bo1auSjOGUQIECAAAECBAgQIECAAAECBAgQKFHAJkgl8nhIgAABAgQIECBAgAABAgQIECBAgMDeLGAEaBl/va9//evRtGnTrJa0g7tEgAABAgQIECBAgAABAgQIECBAgMCuExAALWPrrl27RjokAgQIECBAgAABAgQIECBAgAABAgR2vYAp8LveXI0ECBAgQIAAAQIECBAgQIAAAQIECOwiASNAdxF0PqpZv359LF68OFfUoYcemjt3QoAAAQIECBAgQIAAAQIECBAgQIBAUQEB0KIme+ydqVOnRrt27XLt27RpU+7cCQECBAgQIECAAAECBAgQIECAAAECRQVMgS9q4g4BAgQIECBAgAABAgQIECBAgAABAuVEQAC0nHxI3SBAgAABAgQIECBAgAABAgQIECBAoKiAKfBFTfbYO61atYpFixbtse3TMAIECBAgQIAAAQIECBAgQIAAAQJ7moAA6J72RUpoT5UqVaJBgwYl5PCIAAECBAgQIECAAAECBAgQIECAAIHCAqbAF9ZwToAAAQIECBAgQIAAAQIECBAgQIBAuRIQAC1Xn1NnCBAgQIAAAQIECBAgQIAAAQIECBAoLGAKfGGN3XC+cOHCWLJkSaxatSo7qlevHnXq1InatWtHvXr1Il1LBAgQIECAAAECBAgQIECAAAECBAjsmIAA6I657fBbK1asiCeffDJGjBgR06dPj3RdXEprfrZs2TI6dOgQ3bp1iy5dukSlSpWKy+4+AQIECBAgQIAAAQIECBAgQIAAAQJbCJgCvwVIWV0uXrw4+vbtG4ccckj069cvJkyYUGLwM7Vjw4YNMXny5Bg2bFgWAD3hhBPihRdeKKsmKpcAAQIECBAgQIAAAQIECBAgQIBAuRMwAnQXfNLPP/88OnfuHNOmTcvVlkZyNmrUKJo0aRL169ePGjVqRLVq1bKg55o1a2L58uUxf/78mDdvXqxduzZ7L40Y7d69ewwePDiuvfbaXFlOCBAgQIAAAQIECBAgQIAAAQIECBDYuoAA6NZd8nZ35cqV0bVr11zws3379nHddddFp06dssDntipav359TJo0KZs2/9hjj0W67t+/fxx99NHZlPhtve85AQIECBAgQIAAAQIECBAgQIAAgYosYAp8GX/9UaNGZdPdUzUXX3xxTJw4MftNoz63J1WtWjVOO+20ePDBB+PZZ5+NdJ3SjTfeGBs3btyeIuQhQIAAAQIECBAgQIAAAQIECBAgUGEFBEDL+NO/+eabWQ1p/c60+VHlyjtOnjZBGjRoUFZemk4/Z86cMm694gkQIECAAAECBAgQIECAAAECBAjs3QI7Ho3bu/u9y1o/fvz4rK7zzz8/N3pzZyrv2bNn7vVZs2blzp0QIECAAAECBAgQIECAAAECBAgQIFBUQAC0qEle7yxYsCArr3Hjxnkpt169erlA6urVq/NSpkIIECBAgAABAgQIECBAgAABAgQIlFcBAdAy/rLNmjXLapgwYUJeakpT6tNGSCm1adMmL2UqhAABAgQIECBAgAABAgQIECBAgEB5FRAALeMv27Zt26yGkSNHxtixY3eqtqVLl8b111+flVG3bt04/PDDd6o8LxMgQIAAAQIECBAgQIAAAQIECBAo7wICoGX8hW+66aZsyvqaNWuiR48e2W7u69atK3WtU6ZMiXPPPTfSb0p9+vQpdRleIECAAAECBAgQIECAAAECBAgQIFDRBKpUtA7v6v6mKfB33nln3HDDDbFs2bIscJnOO3bsGK1bt85GcTZo0CBq1KgR1atXjw0bNkQKli5fvjzmz58fs2fPjnHjxsX06dNzTU+B0Ntuuy137YQAAQIECBAgQIAAAQIECBAgQIAAga0LCIBu3SWvdwcMGBBp86K+fftG2rhoxYoVMWbMmOwobUXnnXdejBgxIipXNni3tHbyEyBAgAABAgQIECBAgAABAgQIVDwBUbRd9M0vv/zymDdvXgwcODAaNmxYqlqrVauWTZ8fPXp0vPjii5HW/5QIECBAgAABAgQIECBAgAABAgQIENi2gBGg2zbKW4769evHHXfckR1z586NiRMnxnvvvZdNd0/T49PI0KpVq0atWrWidu3akabPN2/ePFq1apXdy1tDFESAAAECBAgQIECAAAECBAgQIECggggIgO6mD920adNIh0SAAAECBAgQIECAAAECBAgQIECAQNkJmAJfdrZKJkCAAAECBAgQIECAAAECBAgQIEBgNwsIgO7mD6B6AgQIECBAgAABAgQIECBAgAABAgTKTkAAtOxslUyAAAECBAgQIECAAAECBAgQIECAwG4WEADdzR9A9QQIECBAgAABAgQIECBAgAABAgQIlJ2AAGjZ2SqZAAECBAgQIECAAAECBAgQIPB/27sTcCvLcnHcD4iiiDjggKKGYmLmgOJQzpbiQAbnkJmapVaUR80cGuwqx5PHIcmhYyZ2zHlIOYqVWXYKU0txwNQUBRM0RXNCREUUfj3f/7/WtYC9Npsta+/1be73ujbrW9/wDvfrcu/97HcgQIBAJwsIgHZyByieAAECBAgQIECAAAECBAgQIECAAIHGCQiANs5WzgQIECBAgAABAgQIECBAgAABAgQIdLKAAGgnd4DiCRAgQIAAAQIECBAgQIAAAQIECBBonIAAaONs5UyAAAECBAgQIECAAAECBAgQIECAQCcLCIB2cgcongABAgQIECBAgAABAgQIECBAgACBxgkIgDbOVs4ECBAgQIAAAQIECBAgQIAAAQIECHSygABoJ3eA4gkQIECAAAECBAgQIECAAAECBAgQaJyAAGjjbOVMgAABAgQIECBAgAABAgQIECBAgEAnCwiAdnIHKJ4AAQIECBAgQIAAAQIECBAgQIAAgcYJCIA2zlbOBAgQIECAAAECBAgQIECAAAECBAh0soAAaCd3gOIJECBAgAABAgQIECBAgAABAgQIEGicgABo42zlTIAAAQIECBAgQIAAAQIECBAgQIBAJwsIgHZyByieAAECBAgQIECAAAECBAgQIECAAIHGCQiANs5WzgQIECBAgAABAgQIECBAgAABAgQIdLKAAGgnd4DiCRAgQIAAAQIECBAgQIAAAQIECBBonIAAaONs5UyAAAECBAgQIECAAAECBAgQIECAQCcLCIB2cgcongABAgQIECBAgAABAgQIECBAgACBxgkIgDbOVs4ECBAgQIAAAQIECBAgQIAAAQIECHSygABoJ3eA4gkQIECAAAECBAgQIECAAAECBAgQaJyAAGjjbOVMgAABAgQIECBAgAABAgQIECBAgEAnCwiAdnIHKJ4AAQIECBAgQIAAAQIECBAgQIAAgcYJCIA2zlbOBAgQIECAAAECBAgQIECAAAECBAh0soAAaCd3gOIJECBAgAABAgQIECBAgAABAgQIEGicgABo42zlTIAAAQIECBAgQIAAAQIECBAgQIBAJwsIgHZyByieAAECBAgQIECAAAECBAgQIECAAIHGCQiANs5WzgQIECBAgAABAgQIECBAgAABAgQIdLKAAGgnd4DiCRAgQIAAAQIECBAgQIAAAQIECBBonECPxmUt5xSYMGFCTJkyJfr27Rt77rknFAIECBAgQIAAAQIECBAgQIAAAQIEOlDACNAGY19yySVx4IEHxtChQ2PUqFHx7rvvNrhE2RMgQIAAAQIECBAgQIAAAQIECBAgUBEQAK1IdMDrmDFjYrfddovnn3++A0pTBAECBAgQIECAAAECBAgQIECAAAECAqAd/N/An//859h0003joosuirlz53Zw6YojQIAAAQIECBAgQIAAAQIECBAgsHQJCIB2YH8fdNBBRWkzZsyII488MnbYYYeYOHFiB9ZAUQQIECBAgAABAgQIECBAgAABAgSWLgEB0A7s73PPPTeuu+666N27d1HqvffeG0OGDIkMjD722GMdWBNFESBAgAABAgQIECBAgAABAgQIEFg6BARAO7ifDzjggLj//vtjl112KUrOafDXXnttbL755jFy5Mh48MEHO7hGiiNAgAABAgQIECBAgAABAgQIECDQdQUEQDuhbwcNGhTjx4+Pq666KtZee+2iBvPmzYuxY8cWI0IHDx4cZ599dkybNq0TaqdIAgQIECBAgAABAgQIECBAgAABAl1HQAC0E/vy4IMPjkmTJsWpp54aq6++erUmDz/8cHz729+OAQMGxE477RTHH398XHbZZTFhwoSYNWtW9T4HBAgQIECAAAECBAgQIECAAAECBAi0LiAA2rpPw6+utNJKcdJJJ8XUqVPjwgsvjA022KBaZo4Kvfvuu2P06NFx+OGHx3bbbRd5/8CBA2P48OHV+xwQIECAAAECBAgQIECAAAECBAgQINCygABoyy4dfrZXr15x1FFHxeTJk4vp8UcffXT0799/oXpkUPTpp5+OcePGLXTNCQIECBAgQIAAAQIECBAgQIAAAQIE5hcQAJ3fo9Pfde/evYbBHdQAAD5XSURBVNgg6YILLohnn302cqf4HAH62c9+NtZff/1Or58KECBAgAABAgQIECBAgAABAgQIECiTQI8yVXZpq2u3bt2Kae859b2S3nrrrZg+fXq88MILlVNeCRAgQIAAAQIECBAgQIAAAQIECBCoIyAAWgemWU/nVPkNN9yw+GrWOqoXAQIECBAgQIAAAQIECBAgQIAAgWYRMAW+WXpCPQgQIECAAAECBAgQIECAAAECBAgQWOICRoAucdL5MxwxYkQMGDCgOJk7uEsECBAgQIAAAQIECBAgQIAAAQIECHScgABog62HDRsW+SURIECAAAECBAgQIECAAAECBAgQINDxAqbAd7y5EgkQIECAAAECBAgQIECAAAECBAgQ6CABI0AbDD1hwoSYMmVK9O3bN/bcc88GlyZ7AgQIECBAgAABAgQIECBAgAABAgRqBYwArdVowPEll1wSBx54YAwdOjRGjRoV7777bgNKkSUBAgQIECBAgAABAgQIECBAgAABAi0JCIC2pNKgc2PGjInddtstnn/++QaVIFsCBAgQIECAAAECBAgQIECAAAECBGoFBEBrNTrg+M9//nNsuummcdFFF8XcuXM7oERFECBAgAABAgQIECBAgAABAgQIEFh6BQRAO7DvDzrooKK0GTNmxJFHHhk77LBDTJw4sQNroCgCBAgQIECAAAECBAgQIECAAAECS5eAAGgH9ve5554b1113XfTu3bso9d57740hQ4ZEBkYfe+yxDqyJoggQIECAAAECBAgQIECAAAECBAgsHQICoB3czwcccEDcf//9scsuuxQl5zT4a6+9NjbffPMYOXJkPPjggx1cI8URIECAAAECBAgQIECAAAECBAgQ6LoCAqCd0LeDBg2K8ePHx1VXXRVrr712UYN58+bF2LFjixGhgwcPjrPPPjumTZvWCbVTJAECBAgQIECAAAECBAgQIECAAIGuIyAA2ol9efDBB8ekSZPi1FNPjdVXX71ak4cffji+/e1vx4ABA2KnnXaK448/Pi677LKYMGFCzJo1q3qfAwIECBAgQIAAAQIECBAgQIAAAQIEWhcQAG3dp+FXV1pppTjppJNi6tSpceGFF8YGG2xQLTNHhd59990xevToOPzww2O77baLvH/gwIExfPjw6n0OCBAgQIAAAQIECBAgQIAAAQIECBBoWUAAtGWXDj/bq1evOOqoo2Ly5MnF9Pijjz46+vfvv1A9Mij69NNPx7hx4xa65gQBAgQIECBAgAABAgQIECBAgAABAvML9Jj/rXedLdC9e/dig6TcJOn8888vpr3nKNC//OUvxVdnrAt60003xc9+9rPI4OsHTRngzfTWW2990Kw8T4AAAQIECBAgQIAAAQIECBAgQGCRAgKgiyTqvBu6detWTHvPqe+VlIHD6dOnxwsvvFA51fDX3KX+tttuW6LlvPnmm0s0P5kRIECAAAECBAgQIECAAAECBAgQaElAALQllSY+l1PlN9xww+Kro6p56aWXxqhRo2Lu3LkfuMif/OQnxfT9kSNHfuC8ZECAAAECBAgQIECAAAECBAgQIEBgUQICoIsScj1WWWWVGDp06BKRuP3224t8cqq/RIAAAQIECBAgQIAAAQIECBAgQKDRAgKgDRYeMWJEDBgwoCgld3CXCBAgQIAAAQIECBAgQIAAAQIECBDoOAEB0AZbDxs2LPJLIkCAAAECBAgQIECAAAECBAgQIECg4wXMQ+54cyUSIECAAAECBAgQIECAAAECBAgQINBBAgKgHQStGAIECBAgQIAAAQIECBAgQIAAAQIEOl7AFPiON293iXPmzIkXX3yx+vy6665bPXZAgAABAgQIECBAgAABAgQIECBAgMDCAgKgC5s07Zm//vWvsc0221TrN2/evOqxAwIECBAgQIAAAQIECBAgQIAAAQIEFhYwBX5hE2cIECBAgAABAgQIECBAgAABAgQIEOgiAgKgXaQjNYMAAQIECBAgQIAAAQIECBAgQIAAgYUFTIFf2KRpz2y55ZYxffr0pq2fihEgQIAAAQIECBAgQIAAAQIECBBoNgEB0GbrkVbq06NHj1hrrbVaucMlAgQIECBAgAABAgQIECBAgAABAgRqBUyBr9VwTIAAAQIECBAgQIAAAQIECBAgQIBAlxIQAO1S3akxBAgQIECAAAECBAgQIECAAAECBAjUCpgCX6vRCcfPP/98vPrqq/HWW28VX8svv3ysvPLK0adPn+jbt2/ke4kAAQIECBAgQIAAAQIECBAgQGDJCMyZMyf+9Kc/xeOPPx6vvfZarLnmmrH11lvHkCFDolu3bkumELk0lYAAaAd3x8yZM+OKK66Iq6++Oh599NHI9/VSrvm5+eabx/bbbx+f+tSnYt999/VBrIflPAECBAgQIECAAAECBAgQIECgFYG33347Ro8eHeeee24R+Fzw1gEDBsQpp5wSX/jCF8RfFsQp+XsB0A7qwBdffDFOO+20uPLKK1sNetZW57333ouHHnqo+Lr44otjs802izPPPDOGDRtWe5tjAgQIECBAgAABAgQIECBAgACBVgSeffbZ+PSnPx0TJ04s7tpiiy1i5513jlVXXTVeeOGFuOOOO+KZZ56JQw89NMaNG1fEb3r16tVKji6VSUAAtAN6K4dT77nnnvHII49US8sh1WuvvXasv/76scYaa8QKK6wQPXv2jAx6vvPOO/HGG29EfjinTp0as2fPLp7LEaP5Yc2/VHzjG9+o5uWAAAECBAgQIECAAAECBAgQIECgZYEZM2bE0KFD44knnohBgwbFmDFjiuBn7d3z5s2La6+9No4++ugYO3ZsEZ+5+eabjQStRSrxsQBogztv1qxZxYjNSvBz2223jeOOOy4++clPFoHPRRWf61Lcd999xbT5yy67LPL9scceGxtvvHExJX5Rz7tOgAABAgQIECBAgAABAgQIEFiaBTIOk8HPwYMHxx//+Mdi75UFPXKg2kEHHRTbbLNN7LDDDsUo0JyNe8QRRyx4q/clFLALfIM77YYbbog///nPRSmf+9zn4i9/+Uvka476bEtadtllY8cdd4yf/vSnkX95yPeZvvOd78TcuXPbkoV7CBAgQIAAAQIECBAgQIAAAQJLpcCUKVPi8ssvj+WWWy5uvPHGFoOftTA54OzSSy8tTp166qnFQLTa647LKSAA2uB+u+eee4oScm2J3Pyoe/f2k+cmSD/84Q+L/HJE6d///vcG1172BAgQIECAAAECBAgQIECAAIHyCmTQ8/33348DDzwwBg4c2KaGjBgxotiHJfdzGT9+fJuecVNzC7Q/Gtfc7Wqa2t19991FXfbbb7/q6M0PUrmRI0dWH3/yySerxw4IECBAgAABAgQIECBAgAABAgTmF7j33nuLEzmobHHSPvvsU9yeyxJK5RcQAG1wHz733HNFCeutt94SKalv377VQOrbb7+9RPKUCQECBAgQIECAAAECBAgQIECgKwrkKM5M66677mI1rxLHmT59+mI95+bmFBAAbXC/VIZXV9YB/aDF5ZT63Agp01ZbbfVBs/M8AQIECBAgQIAAAQIECBAgQKDLCvTp06do2xtvvLFYbazcX3l+sR52c9MJCIA2uEuGDBlSlHD99dd/4HUjXn/99Tj++OOL/FZbbbXYYIMNGlx72RMgQIAAAQIECBAgQIAAAQIEyivw4Q9/uKh8bkq9OKlyf+X5xXnWvc0nIADa4D458cQTiynr77zzTgwfPrzYzf3dd99d7FInTpwYQ4cOjXzN9LWvfW2x8/AAAQIECBAgQIAAAQIECBAgQGBpEsg9WTL9/Oc/j9mzZ7ep6bnp9G9/+9tYZpllYnHXDm1TAW7qcIEeHV7iUlZgToE/44wz4pvf/GbMmDGjCFzm8a677hqDBw8uRnGutdZascIKK8Tyyy8f7733XmSwNIdaP/vsszF58uS4884749FHH63KZSD09NNPr753QIAAAQIECBAgQIAAAQIECBAgsLDAHnvsUcRfckDZ9773vTjnnHMWvqnmTO4YP2rUqMjBa4cddlisscYaNVcdllVAALQDeu6EE06I3LzoyCOPjNy4aObMmfHLX/6y+Frc4vfee++4+uqro3t3g3cX1879BAgQIECAAAECBAgQIECAwNIl0K1bt/jv//7v2H333eOHP/xh9OjRoxhUlq8LphyM9sUvfjHuuOOO6NevX/zgBz9Y8BbvSyogitZBHZd/NZg6dWp897vfLT5Ei1Nsz549i+nzt956a9x2222R639KBAgQIECAAAECBAgQIECAAAECixbYYYcd4n/+53+KJQrPPPPM2GyzzeK8886L+++/P6ZMmRJ33XVXnHzyybHRRhvFzTffXMRdxo0bF2uvvfaiM3dHKQQWDneXotrlrGQOm86/HuTXM888E7mg7lNPPVVMd8/p8TkydNlll43evXtH7jKW0+c33XTT2HLLLYtz5Wy1WhMgQIAAAQIECBAgQIAAAQIEOlfg4IMPjvXWW6+Y3j5p0qQ49thjW6xQLln4s5/9rIjJtHiDk6UUEADtpG4bMGBA5JdEgAABAgQIECBAgAABAgQIECDQeIFddtml2GMlR3necsst8fjjj8frr79erPO59dZbx/777x+77bZb4yuihA4XEADtcHIFEiBAgAABAgQIECBAgAABAgQIdIZArv35mc98pvjqjPKV2TkC1gDtHHelEiBAgAABAgQIECBAgAABAgQIECDQAQICoB2ArAgCBAgQIECAAAECBAgQIECAAAECBDpHQAC0c9yVSoAAAQIECBAgQIAAAQIECBAgQIBABwgIgHYAsiIIECBAgAABAgQIECBAgAABAgQIEOgcAQHQznFXKgECBAgQIECAAAECBAgQIECAAAECHSAgANoByIogQIAAAQIECBAgQIAAAQIECBAgQKBzBARAO8ddqQQIECBAgAABAgQIECBAgAABAgQIdICAAGgHICuCAAECBAgQIECAAAECBAgQIECAAIHOERAA7Rx3pRIgQIAAAQIECBAgQIAAAQIECBAg0AECAqAdgKwIAgQIECBAgAABAgQIECBAgAABAgQ6R0AAtHPclUqAAAECBAgQIECAAAECBAgQIECAQAcICIB2ALIiCBAgQIAAAQIECBAgQIAAAQIECBDoHIEenVOsUpd2gf/6r/+Kn/70p03J8PLLL8crr7wSPXr0iG7dujVlHVWKAIHGCMydOzfef/99n//G8MqVQFML+Pw3dfeoHIGGCvj8N5RX5gSaWqDy+e/fv3/07t27Kev6/PPPN2W9ylYpAdCy9VjJ6ztgwICiBS+99FLkVzOnOXPmNHP11I0AgQYK+Pw3EFfWBJpcwOe/yTtI9Qg0UMDnv4G4sibQ5ALPPfdcU9cwB2d96EMfauo6Nnvlus37V2r2Sqpf1xKYMmVKNPMPFyeddFL84he/iKOOOir22WefroWvNQQItCpw4YUXxm9+8xuf/1aVXCTQNQV8/rtmv2oVgbYI+Py3Rck9BLqmQOXzf+qpp8ZnP/vZpm1kjk5dd911m7Z+ZaiYEaBl6KUuVseBAwc2dYtWXXXVon6bb7557Lvvvk1dV5UjQGDJCtxyyy1Fhj7/S9ZVbgTKIODzX4ZeUkcCjRHw+W+Mq1wJlEGg8vnv169fbLLJJmWosjq2U8AmSO2E8xgBAgQIECBAgAABAgQIECBAgAABAs0vIADa/H2khgQIECBAgAABAgQIECBAgAABAgQItFNAALSdcB4jQIAAAQIECBAgQIAAAQIECBAgQKD5BQRAm7+P1JAAAQIECBAgQIAAAQIECBAgQIAAgXYKCIC2E85jBAgQIECAAAECBAgQIECAAAECBAg0v4AAaPP3kRoSIECAAAECBAgQIECAAAECBAgQINBOAQHQdsJ5jAABAgQIECBAgAABAgQIECBAgACB5hcQAG3+PlJDAgQIECBAgAABAgQIECBAgAABAgTaKSAA2k44jxEgQIAAAQIECBAgQIAAAQIECBAg0PwCAqDN30dqSIAAAQIECBAgQIAAAQIECBAgQIBAOwUEQNsJ5zECBAgQIECAAAECBAgQIECAAAECBJpfQAC0+ftIDQkQIECAAAECBAgQIECAAAECBAgQaKeAAGg74TxGgAABAgQIECBAgAABAgQIECBAgEDzCwiANn8fqSEBAgQIECBAgAABAgQIECBAgAABAu0UEABtJ5zHCBAgQIAAAQIECBAgQIAAAQIECBBofgEB0ObvIzUkQIAAAQIECBAgQIAAAQIECBAgQKCdAgKg7YTzWNcV6NOnT9G4lVdeues2UssIEGhRwOe/RRYnCSwVApXPf+V1qWi0RhIgUAhUPveVVywECCw9ApXPfeV16Wn50tfSbvP+lZa+ZmsxgfoCM2fOjPHjx8c+++wTyyyzTP0bXSFAoMsJ+Px3uS7VIAJtFvD5bzOVGwl0OQGf/y7XpRpEoM0CPv9tpir9jQKgpe9CDSBAgAABAgQIECBAgAABAgQIECBAoJ6AKfD1ZJwnQIAAAQIECBAgQIAAAQIECBAgQKD0AgKgpe9CDSBAgAABAgQIECBAgAABAgQIECBAoJ6AAGg9GecJECBAgAABAgQIECBAgAABAgQIECi9gABo6btQAwgQIECAAAECBAgQIECAAAECBAgQqCcgAFpPxnkCBAgQIECAAAECBAgQIECAAAECBEovIABa+i7UAAIECBAgQIAAAQIECBAgQIAAAQIE6gkIgNaTcZ4AAQIECBAgQIAAAQIECBAgQIAAgdILCICWvgs1gAABAgQIECBAgAABAgQIECBAgACBegICoPVknCdAgAABAgQIECBAgAABAgQIECBAoPQCAqCl70INIECAAAECBAgQIECAAAECBAgQIECgnoAAaD0Z5wkQIECAAAECBAgQIECAAAECBAgQKL2AAGjpu1ADCBAgQIAAAQIECBAgQIAAAQIECBCoJyAAWk/GeQIECBAgQIAAAQIECBAgQIAAAQIESi8gAFr6LtQAAgQIECBAgAABAgQIECBAgAABAgTqCQiA1pNxngABAgQIECBAgAABAgQIECBAgACB0gsIgJa+CzWAAAECBAgQIECAAAECBAgQIECAAIF6AgKg9WScJ0CAAAECBAgQIECAAAECBAgQIECg9AICoKXvQg0gQIAAAQIECBAgQIAAAQIECBAgQKCegABoPRnnCRAgQIAAAQIECBAgQIAAAQIECBAovYAAaOm7UAMIECBAgAABAgQIECBAgAABAgQIEKgnIABaT8Z5AgQIECBAgAABAgQIECBAgAABAgRKLyAAWvou1AACBAgQIECAAAECBAgQIECAAAECBOoJCIDWk3GeAAECBAgQIECAAAECBAgQIECAAIHSCwiAlr4LNYAAAQIECBAgQIAAAQIECBAgQIAAgXoCAqD1ZJwnQIAAAQIECBAgQIAAAQIECBAgQKD0Aj1K3wININAggX322Sd+85vfxIUXXhhHHXVUg0qRLQECnS3wyiuvxOjRo+OBBx6Ip556Kl544YXYYIMNYtCgQbHzzjvHkUceGcstt1xnV1P5BAg0QOCll16Ks846K+6777544oknYvbs2bH++uvH3nvvHV/5yleK/w80oFhZEiDQpAJvvPFG7LLLLjF9+vQYMWJEXHzxxU1aU9UiQKC9Arfeemv86le/atPjvXr1Kn5PaNPNbmp6gW7z/pWavpYqSKCDBS666KIi6JHFCoB2ML7iCHSgwAUXXBAnn3xyvP7663VLzUBo/gK022671b3HBQIEyicwZsyYOOGEEyIDHi2lFVdcMW666abYa6+9WrrsHAECXVDgi1/8YlxxxRVFyw444IC47rrrumArNYnA0i3wuc99Lq6//vo2Iay88sqt/p7Qpkzc1DQCRoA2TVeoSLMIXHPNNXH00Uc3S3XUgwCBBglcffXVccwxx1Rzz1HfOeJznXXWicmTJ8fYsWPjb3/7W0yaNCn23XffuP/++2PTTTet3u+AAIHyCuTIj69+9atRGQeQgY5dd901evbsGRMmTIif/exnMWvWrNhvv/3i5z//eRx00EHlbayaEyDQJoEbbrihGvxs0wNuIkCglAIPPfRQKeut0h9cwAjQD24ohy4i8PbbbxcjwXIq7Pvvv19tlRGgVQoHBLqMwN///vfYcsstY+bMmbHssstG/tKTU91q05w5c+L4448vRoHn+cGDBxfTZPN+iQCB8gq8+uqrseGGG8aMGTOie/fuccstt8SnPvWp+RqUvxzttNNO8dZbb0WPHj1iypQpxdT4+W7yhgCBLiPw3HPPxRZbbBGvvfZatU1GgFYpHBDoMgL5x80+ffrE3LlzY4899ogrr7yy1bblzwlrrrlmq/e4WB4BmyCVp6/UtIECd955ZxEMOeecc+YLfjawSFkTINCJAjmlLYOfmb75zW8uFPzM8xno/NGPfhTbbrttvo2JEyfGgw8+WBz7hwCB8grk6O4MfmbKGR8LBj/z/FZbbRUnnnhiHsZ7770Xl19+eXHsHwIEup5AjgQ/9NBDi+DnSiut1PUaqEUECFQF/vrXvxbBzzzxsY99LPr169fql+Bnla5LHAiAdolu1Ij2CuQPPLnBSa7tl5ufZNpkk01MgW8vqOcIlERg/Pjx1ZqOGjWqerzgwTLLLBMjR46snhYArVI4IFBagVzXs5IOOeSQyuFCr7kkRiXlchgSAQJdUyD/2Pn73/++GBGeM8EqqVu3bpVDrwQIdBGBHNBQSUOGDKkcel1KBARAl5KO1syWBXLoe254VFkD7Etf+lKxE3ROja0kP/xUJLwS6DoC+dfe/KtvbnCUOz63ltZee+3q5ZwiJxEgUG6BnPL+8MMPR64DvPXWW9dtTO3mSLX/H6j7gAsECJROIEeDffe73y3q/a1vfatYC7x0jVBhAgTaLFC7/qcAaJvZusyNNkHqMl2pIR9EYOjQoXHSSSfFjjvu+EGy8SwBAiURyE1N2poyUFJJuT6YRIBAuQWWW265Yq2/RX2ef/e731UbOmzYsOqxAwIEuobA7Nmz4+CDD458zXW+Tz311Mg1wiUCBLquQGUEaE5tX2+99YqG5mCoadOmRe/evaNv375dt/FaFkaA+o9gqRbIRY3/8pe/xO233y74uVT/l6DxBFoWyHVCc5RYJW233XaVQ68ECHRhgdwF/sc//nHRwv79+8cuu+zShVuraQSWToHvfOc78eijj0bPnj2LjVDyjyMSAQJdVyA3On7kkUeKBuboz3vuuSf23nvvyLV/BwwYEKuvvnoxM2z//fcvNj/suhJLb8uMAF16+17L/yWQ09u33357FgQIEGhR4PTTT48XX3yxuLbXXnvFBhts0OJ9ThIgUG6B6dOnx1133RWTJ0+OG264ISpT5HITtJtvvrnYFK3cLVR7AgRqBXKE9/nnn1+cOuOMM2KzzTarveyYAIEuKDBp0qR45513ipbl9/yWZn8+++yzkV+33XZbnH322fEf//EfXVBi6W2SAOjS2/daToAAAQKtCOQ0+XPOOae4o0+fPjFmzJhW7naJAIEyC4wbNy6++tWvzteEnBqX64Va/3M+Fm8IlF7g1VdfLXZ9z2mvu+++exx77LGlb5MGECCwaIHKHzfzzpzlteKKK8auu+5abIic+wPkiPDcKHHKlCkxa9asYrPkVVddNQ488MBFZ+6OUgiYAl+KblJJAgQIEOhIgVtvvTW+8pWvVIvMHWIr6wRVTzogQKDLCDzzzDPFNNh11123mB2SDcsRIAMHDowTTzyxullil2mwhhBYigVGjRoVzz//fKy88sqRf+y04elS/B+Dpi9VApX1P7PRubzNfffdF7/61a/im9/8ZhxyyCFx1llnRW6MVvs7wNe//vX45z//uVQ5deXGCoB25d7VNgIECBBYbIH8ZWjkyJHx3nvvFc9+//vfj8MPP3yx8/EAAQLlEcjdn3O0RwY9c/f3Sy+9NFZZZZV4++2348wzz5zvl6HytEpNCRBYUCC/x+cIr0wXXnhhsd7fgvd4T4BA1xTImR433nhjMcMrp8BvuummCzW0V69e8ZOf/CS22mqr4trLL78cORBC6hoCAqBdox+1ggABAgSWgEDuAHvYYYfFnDlzitxOPvnkOO2005ZAzrIgQKCZBTLYucwyyxRVzF1gv/SlL8Wf/vSnqGyKkpsiTZgwoZmboG4ECCxC4Omnn44czZXpM5/5TDHiaxGPuEyAQBcS2GijjYpBDieccEKx6VG9puXPA6ecckr1cu3I0epJB6UUEAAtZbepNAECBAgsSYEc7ZmjPCs/7OQPPhdffHH1/ZIsS14ECJRDIDdFOe6446qVzSCoRIBAOQVy9+ec4prr/vXt27cY2f3666/Hgl85AryS3n333er1N998s3LaKwECS4HAlltuWW1lZef46gkHpRUQAC1t16k4AQIECCwJgfxlZ999943LLrusyC4XRM9dnxfcEGVJlCUPAgTKJZCbI1TSU089VTn0SoBAyQRyGus999xT1PqVV16JHAmWm5ss+LXddttVWzZ27Njq9f3226963gEBAl1foHZN8Px/htQ1BOwC3zX6USsIECBAoB0C+QvRHnvsEQ8//HDxdO72nBsgDRkypB25eYQAgWYXmDt3buSGRzkVNo+HDh3aapXXWmut6vVcI1QiQIAAAQIEyimQgx5eeumlYn3vzTffvNVG5Jrg8+bNK+758Ic/3Oq9LpZHQAC0PH2lpgQIECCwBAVy2lsGPyrBz5zu+utf/9pu70vQWFYEmk1g9uzZxaYH+Zojv/IXoR496v84/Nhjj1WbMHjw4OqxAwIEyiWQszu+973vLbLS+YfRXAInU26Q8u///u/F8QYbbFC8+ocAgXIKVJa/yGWvVlhhhXj11Vdj+eWXr9uYv/3tb9Vrm2yySfXYQbkF6v/EV+52qT0BAgQIEGhV4IgjjoiHHnqouGfbbbeN3/zmN7Haaqu1+oyLBAiUWyB/6dl5553jjjvuiNdeey1uv/32GDZsWN1GXXPNNdVrRoZXKRwQKJ1Abm52+umnL7LekyZNqgZAt9hiizY9s8hM3UCAQKcLrLTSSrH99tvH3XffXYwAzZ/7R4wYUbdeZ599dvXapz/96eqxg3ILWAO03P2n9gQIECDQDoHf//73cd111xVP5rT3cePGCX62w9EjBMooMHLkyGq1jzrqqKjd9KR64V8HOQrstttuK06tv/76sf/++9dedkyAAAECBAiUSGD48OHV2h5zzDHFH0KrJ2oOLrzwwhg/fnxxZquttoqDDjqo5qrDMgsYAVrm3lN3AgQIEFhsgdzV9cgjj6w+l38R/vKXv1x939rBXnvtFUcffXRrt7hGgECTC+QGZ7fccksx6jvXA/34xz8eo0ePLkaGLrfccvH4448X73/+858XLenevXtcccUVscoqqzR5y1SPAAECBAgQqCdw7LHHFt//cxTotGnTIjc9y+//u+++ezEd/tFHH43zzjsvLr/88iKLnCKf77t161YvS+dLJiAAWrIOU10CBAgQ+GACf/jDHyKnuFXSk08+GfnVltSvX7+23OYeAgSaWCB/kbnyyivjk5/8ZPz1r3+NXOdr7733jgx05nqg+UeSSurTp0/xy0/tbvCVa14JECBAgACB8gjk9/jrr7++CHg+9dRTMXny5Mjp7flzwbLLLjvf9//11lsvxo4dG9tss015GqimixQwBX6RRG4gQIAAga4kULupSVdql7YQINB2gdVXXz0eeOCB+NGPfhQrr7xy8WDuCl8JfuYvQjlVPoOjhx12WNszdicBAgQIECDQtAL9+/ePHOmZa3xWvv/nbu+V7/9rrLFGseTN/fffL/jZtL3Y/op1+1dnz2v/454kQIAAAQIECBAgUF6BDHw+/fTTxdT3t99+Oz760Y/GxhtvXIwGKW+r1JwAAQIECBBoTSC//0+dOrWYGZbf/7feeuv40Ic+1NojrpVcQAC05B2o+gQIECBAgAABAgQIECBAgAABAgQI1BcwBb6+jSsECBAgQIAAAQIECBAgQIAAAQIECJRcQAC05B2o+gQIECBAgAABAgQIECBAgAABAgQI1BcQAK1v4woBAgQIECBAgAABAgQIECBAgAABAiUXEAAteQeqPgECBAgQIECAAAECBAgQIECAAAEC9QUEQOvbuEKAAAECBAgQIECAAAECBAgQIECAQMkFBEBL3oGqT4AAAQIECBAgQIAAAQIECBAgQIBAfQEB0Po2rhAgQIAAAQIECBAgQIAAAQIECBAgUHIBAdCSd6DqEyBAgAABAgQIECBAgAABAgQIECBQX0AAtL6NKwQIECBAgAABAgQIECBAgAABAgQIlFxAALTkHaj6BAgQIECAAAECBAgQIECAAAECBAjUFxAArW/jCgECBAgQIECAAAECBAgQIECAAAECJRcQAC15B6o+AQIECBAgQIAAAQIECBAgQIAAAQL1BQRA69u4QoAAAQIECBAgQIAAAQIECBAgQIBAyQUEQEvegapPgAABAgQIECBAgAABAgQIECBAgEB9AQHQ+jauECBAgAABAgQIECBAgAABAgQIECBQcgEB0JJ3oOoTIECAAAECBAgQIECAAAECBAgQIFBfQAC0vo0rBAgQIECAAAECBAgQIECAAAECBAiUXEAAtOQdqPoECBAgQIAAAQIECBAgQIAAAQIECNQXEACtb+MKAQIECBAgQIAAAQIECBAgQIAAAQIlFxAALXkHqj4BAgQIECBAgAABAgQIECBAgAABAvUFBEDr27hCgAABAgQIECBAgAABAgQIECBAgEDJBQRAS96Bqk+AAAECBAgQIECAAAECBAgQIECAQH0BAdD6Nq4QIECAAAECBAgQIECAAAECBAgQIFByAQHQkneg6hMgQIAAAQIECBAgQIAAAQIECBAgUF9AALS+jSsECBAgQIAAAQIECBAgQIAAAQIECJRcQAC05B2o+gQIECBAgAABAgQIECBAgAABAgQI1BcQAK1v4woBAgQIECBAgAABAgQIECBAgAABAiUXEAAteQeqPgECBAgQIECAAAECBAgQIECAAAEC9QUEQOvbuEKAAAECBAgQIECAAAECBAgQIECAQMkFBEBL3oGqT4AAAQIECBAgQIAAAQIECBAgQIBAfQEB0Po2rhAgQIAAAQIECBAgQIAAAQIECBAgUHIBAdCSd6DqEyBAgAABAgQIECBAgAABAgQIECBQX0AAtL6NKwQIECBAgAABAgQIECBAgAABAgQIlFxAALTkHaj6BAgQIECAAAECBAgQIECAAAECBAjUFxAArW/jCgECBAgQIECAAAECBAgQIECAAAECJRcQAC15B6o+AQIECBAgQIAAAQIECBAgQIAAAQL1BQRA69u4QoAAAQIECBAgQIAAAQIECBAgQIBAyQUEQEvegapPgAABAgQIECBAgAABAgQIECBAgEB9AQHQ+jauECBAgAABAgQIECBAgAABAgQIECBQcgEB0JJ3oOoTIECAAAECBAgQIECAAAECBAgQIFBfQAC0vo0rBAgQIECAAAECBAgQIECAAAECBAiUXEAAtOQdqPoECBAgQIAAAQIECBAgQIAAAQIECNQXEACtb+MKAQIECBAgQIAAAQIECBAgQIAAAQIlFxAALXkHqj4BAgQIECBAgAABAgQIECBAgAABAvUFBEDr27hCgAABAgQIECBAgAABAgQIECBAgEDJBQRAS96Bqk+AAAECBAgQIECAAAECBAgQIECAQH0BAdD6Nq4QIECAAAECBAgQIECAAAECBAgQIFByAQHQkneg6hMgQIAAAQIECBAgQIAAAQIECBAgUF9AALS+jSsECBAgQIAAAQIECBAgQIAAAQIECJRcQAC05B2o+gQIECBAgAABAgQIECBAgAABAgQI1BcQAK1v4woBAgQIECBAgAABAgQIECBAgAABAiUX6FHy+qs+AQIECBAgQIAAgaVO4KmnnornnnsuevbsGf3794911lknll122aXOQYMJECBAgAABAm0RMAK0LUruIUCAAAECBAh0EYHDDz88+vXrV3ydeOKJ7WrVpEmTqnlsueWWMXfu3HblU++hgQMHFvl//OMfr3fLUnv+ySefjC222CI23njj+MQnPhE77rhjDBgwIC699NI2mVx//fXVvhszZkybnnETAQIECBAgQKDsAgKgZe9B9SdAgAABAgQILIbA8OHD48UXXyy+Lrvssnj//fcX4+n/79Yrrriimsdee+0V3bsv2R8pX3rppSL/l19+ebHr1pUfmDlzZowYMSIeeeSRhZq52WabLXSupRPvvPNOte/eeuutlm5xjgABAgQIECDQ5QRMge9yXapBBAgQIECAAIH6AsOGDYu11lqrGgT73e9+F3vvvXf9Bxa4kqM9r7zyyurZL33pS9VjB40VOO+88+Lxxx8vCll77bXjgAMOiJ133jlef/312GqrrRpbuNwJECBAgAABAiUWEAAtceepOgECBAgQIEBgcQV69OgRX/ziF+Pss88uHr3qqqsWKwD6f//3f/Hss88Wz2bwbdCgQYtbBfe3U+Cxxx6rPnnJJZfEpz71qep7BwQIECBAgAABAvUFlux8pfrluEKAAAECBAgQINAkArkOaCXdfPPNMWvWrMrbRb5efvnl1Xu+/OUvV48dNF4gp8BXUq4DKhEgQIAAAQIECLRNQAC0bU7uIkCAAAECBAh0GYEctbnTTjsV7cngZwZB25IyADd27Nji1lVWWSX233//tjzmniUkULvZ1IorrriEcpUNAQIECBAgQKDrC5gC3/X7WAsJECBAgAABAgsJ5Nqdd911V3H+6quvjoMPPnihexY8ceONN0Zl45yDDjooVlhhhQVvqb7/29/+Fv/7v/8bTzzxRPH19NNPx5prrhkf/vCHi6/Pfe5zse2221bvb+vBN77xjciNfDKv0047re5jDz/8cPzkJz8prudU8dami0+cODGybfmaz/Xs2TMGDx5cfOUo1379+tUtZ3EupN1FF10U9957b7GWZ25G9ZGPfKTY1X333XePkSNHLpTdtGnT4owzzijO106BP/7442P55Zcvzh9xxBGx5ZZbLvRse09MnTo1zjrrrKgEXHOt0ayfRIAAAQIECBAoq0C3ef9KZa28ehMgQIAAAQIECLRPIEd+5kY6Oaoz1wX9xz/+UQQVW8tt1113jTvvvLO45cEHH2xx453cVf6HP/xhnHzyyTF79uy62S2zzDJxzDHHFIG2LL82rbTSSvHmm2/GRhttFE899VTtpWjtWu2Nt9xyS7Fjep475ZRTivrUXs/jDPCdeeaZxfU5c+YseLl4v8Yaa8SYMWNi+PDhLV5v68kbbrghTjjhhOr6qS09t99++0Wu7VkbcH3ggQdim222aen26rkcwdvW+uUSBoceemjxbG6qlH1Qm3J91+znv//978XpUaNGxcUXXxzdunWrvc0xAQIECBAgQKBUAvP/tFmqqqssAQIECBAgQIBAewVyCnWOwszg3nvvvRfXX399HH300XWzy4DYn/70p+L61ltv3WLwMy/maMGbbrqpuG+11VYrRpZmIDNHK+bIwl/96lfFKMsMlI4ePToyr7aMPi0yXML/ZMDx17/+dZFrjmY98MADi1GfOcL0vvvuK5YG+Oc//1kEUrOuxx57bLtqcOuttxYulYc/9rGPFUHG9ddfv7BIkwxA532bbbZZZHA5r2XKAOzXvva14jjvq2xAlRtZVUbgDhgwoLj+Qf/JOuRIz0rwM/97OP/88wU/Pyis5wkQIECAAIFOFxAA7fQuUAECBAgQIECAQOcI5PTuDIBmyt3gWwuAXnHFFVGZOFRv86NJkyZV1wjdZJNN4p577olVV111vsb953/+Z5x00kmRr5l+9KMfdUoA9LrrrqsGP3P6+C9+8Ytian5tZXO0a65z+tJLL8X3v//9Ioi5zjrr1N6yyONXXnklvvKVrxT3LbvsssWI1wUDqa+99lpkQDMDoHl/jsrM5QMyZSC0MpV/n332qQZAzz333Ojbt29xz5L45/nnny+Cn1OmTCmyy9Gq55xzzpLIWh4ECBAgQIAAgU4XsAlSp3eBChAgQIAAAQIEOkdgu+22K0YcZuk54nHB6eaVWmXgMwOgmXr16hW5/mdL6YILLqgGSXN69YLBz3wmp1Ln9PjevXsXWeSam5XAakt5NuJcrsX5rW99q8g6R1Hm9PRcm3TBtMsuu8SVV15ZnM4lA7797W8veMsi32cwM9f6zPT1r3+9xVGk6ZSjZgcOHFjcl1Pac7RnR6Xp06fHJz7xiWr/f+973xP87Ch85RAgQIAAAQIdIiAA2iHMCiFAgAABAgQINKdAboZUSbkZUkspN0vKTYwy5YjIlVdeuaXb4sgjjyw2E8rRiXvuuWeL9+TJXPNzww03LK7n9Pt333237r2NuJAjLStTyQ855JDYeOON6xYzdOjQ+OhHP1pcv/baaxe7rrfddlvxbK5deuKJJ9YtJ0eHnn766dXr9fqiesMSOsjgbAY/c/RupqxDbT2WUDGyIUCAAAECBAh0qoAAaKfyK5wAAQIECBAg0LkCn//852O55ZYrKlEv6JYb51RSvenveX3TTTctdjI/7rjjonv3ln/MfOGFF+Kaa66Jl19+uZJlsQZp9U0HHDz55JPVUnbcccfqcb2DHCmbKdctrayPWe/e2vO5fuirr75anMp1Pxc1Zb12p/onnniiNquGHOfU/k9+8pPFjvRZwGGHHRY5+lMiQIAAAQIECHQ1AWuAdrUe1R4CBAgQIECAwGIIrL766sUO4rkG5uTJk+Pee++N7bffvppDThfPKeKZcl3PnXbaqXqttYNcy/Luu+8ugms5tT6DjjnKMINuC6aOngJfO9U/17r87ne/u2CV5nv/xhtvVN/ns4MGDaq+b+3g8ccfr15uy0ZFOUo0g6Rpl17p0sjd188666wiqFup5Lhx44rp+muttVbllFcCBAgQIECAQJcQEADtEt2oEQQIECBAgACB9gvkNPgMgGbKzZBqA6C5Gc/MmTOLa7XT5YsTLfwzbdq0+MEPflCsGZq7qbeUcmOfGTNmFF8tXW/0uQz0VlKO0lycVNkkqC3P1I40XW+99drySKy77rpFADTXHM1AaAaoG5VyRGumrbbaKh566KGivNxxvrIBU6PKlS8BAgQIECBAoKMFBEA7Wlx5BAgQIECAAIEmE8j1OjMomcHL66+/vtiZPdfpzFSZ/p7T5HOn8tZS7iSeGwdNnTq1eltu8LP55ptH7rS+xRZbRE4nz9dtttkmHnjggeK+9oxyXNSo0VxbtF5accUVq5dOOeWURU5Nr978r4O2TJmv3L/aaqtVDuP111+vHrd2kEHPSurTp0/lsCGv6Z47zOemVrl8wXPPPRe5AVMuhXDwwQc3pEyZEiBAgAABAgQ6Q0AAtDPUlUmAAAECBAgQaCKBXK/z0EMPjdNOOy1yRORvf/vb2HfffeMf//hH/P73vy9q+ulPfzrWWGONVmt9wAEHVIOfQ4YMiUsuuSS23nrrFp+pnVY+d+7cFu9p7eScOXNau9zq6NLc9OiOO+4ons+A7D777NNqXu29WLuz/DPPPLPIbLJNGUTOlBtNVdZmXeSD7bwhd7X/6le/Wjx98cUXR2UN0tytPtcG7devXztz9hgBAgQIECBAoLkEWl6dvrnqqDYECBAgQIAAAQINFsgNcCojMW+88caitJwWXwlOtrb5Ud6cm/3kmp+ZcuTinXfeWTf4maMzczOkSmpttGblnspr7pae6e23366cavG1drOiBUeL1u76/uCDD7b4fO3JnB6ea6PmjukL5lV734LHG220UdX00UcfXeSzeU/FO59tdKoNcA4bNiwOPPDAosjsy0pgtNF1kD8BAgQIECBAoCMEBEA7QlkZBAgQIECAAIEmF8hNevbYY4+ilrkZTgYlK4HQD33oQ5HT5FtLEyZMqAb4Pv7xj0evXr3q3p75v/nmm9XrlbUoqydaOahMC89d5Guni9c+knX/5S9/WXtqvuPckb2SLrroouoap5Vzta8ZaM0RovlMBgxrNzaqva+l4xVWWKGY+p/Xcj3Qm266qaXbqufOOOOM6vG//du/VY876uD888+vrjmafXTllVd2VNHKIUCAAAECBAg0VEAAtKG8MidAgAABAgQIlEegsslRBhavvfbauOeee4rK5+jQnCbfWurfv3/18hNPPBHvvvtu9X3tQY4SPeSQQ2pPRb3Nkua76f9/M3jw4OIoR2Ief/zxLd0SOVp14sSJLV7Lk7nJ0/77719czynnxx133Hy7odc++K1vfasY+ZnnMkCca2UuTjr33HOrt5944onFsgLVEzUHt956azVA2rNnz+pozJpbGn6YSxycd9551XKOOeaY+UbqVi84IECAAAECBAiUTKD1n2RL1hjVJUCAAAECBAgQaL/AiBEjorJxz7HHHluM6MzA5+GHH77ITD/ykY9U14zMTZA++9nPxu233x6zZ88upnXnVPPRo0cXa4u+9dZb8+WXoznbmmqnZucGTUcccURRTk55v+yyy2K//fYrNm5aZ511Ws0yA5OVUaqXXnpp7LrrrvHHP/4xcm3SHJH6yCOPFJsD/fjHPy7yyXtrR2i2mnnNxU984hPxmc98pjiTu89nADdHVuaGQ5Vyci3O4cOHV0fQnn322bHhhhvW5NJxh7n5Ua7/mum1116LUaNGdVzhSiJAgAABAgQINEjAJkgNgpUtAQIECBAgQKBsAjny8POf/3xccMEF1enle+21V6y33nqLbMoyyywTV1xxReT9OTrzlltuKb569+4deW3GjBlFHrm7fI6qXHPNNeOEE04ozt13331FYHCRhfzrhr333rsIcuaIyUy5eU9+1aZc4/O2226LgQMHFqcra5vW3pNtyjxydOu0adOK9Ut33333Ys3OrG/tuqS57mhOX992221rs2jzcdYvTTKPDPZ+4QtfKJ5Ni9pyMth88sknR25C1Jkp6/vRj360WBoglxLIfq3UuTPrpWwCBAgQIECAQHsFjABtr5znCBAgQIAAAQJdUKAyDb7StEVtflS5L19zndA//OEP821+lGt9ZvAzdzTPAGOOBD3rrLMiR5tW0lVXXVU5XORrBjMzuHrOOedU16usPJTrg+ZIyrvuuity3dJFpRydmRsP5ajSVVddtbg9A5WVoGQGQjPw99hjjxWB10XlV+963759i/VUr7nmmiIoWwnI1paTI1fHjx8fJ510Ur1sOux8BofPPPPMank5Fb6yO331pAMCBAgQIECAQIkEuv3rh7x5JaqvqhIgQIAAAQIECDS5QP54maMqp0yZUkyj3mSTTWLQoEGRIx6XdMrp9rneZwY8t9hii0WuVdpa+Rnky4DorFmziinoOQ19pZVWau2Rdl2bOXNmUc6zzz4buXZqjljN9TclAgQIECBAgACBxggIgDbGVa4ECBAgQIAAAQIECBAgQIAAAQIECDSBgCnwTdAJqkCAAAECBAgQIECAAAECBAgQIECAQGMEBEAb4ypXAgQIECBAgAABAgQIECBAgAABAgSaQEAAtAk6QRUIECBAgAABAgQIECBAgAABAgQIEGiMgABoY1zlSoAAAQIECBAgQIAAAQIECBAgQIBAEwgIgDZBJ6gCAQIECBAgQIAAAQIECBAgQIAAAQKNERAAbYyrXAkQIECAAAECBAgQIECAAAECBAgQaAIBAdAm6ARVIECAAAECBAgQIECAAAECBAgQIECgMQICoI1xlSsBAgQIECBAgAABAgQIECBAgAABAk0gIADaBJ2gCgQIECBAgAABAgQIECBAgAABAgQINEZAALQxrnIlQIAAAQIECBAgQIAAAQIECBAgQKAJBARAm6ATVIEAAQIECBAgQIAAAQIECBAgQIAAgcYICIA2xlWuBAgQIECAAAECBAgQIECAAAECBAg0gYAAaBN0gioQIECAAAECBAgQIECAAAECBAgQINAYAQHQxrjKlQABAgQIECBAgAABAgQIECBAgACBJhAQAG2CTlAFAgQIECBAgAABAgQIECBAgAABAgQaIyAA2hhXuRIgQIAAAQIECBAgQIAAAQIECBAg0AQCAqBN0AmqQIAAAQIECBAgQIAAAQIECBAgQIBAYwQEQBvjKlcCBAgQIECAAAECBAgQIECAAAECBJpAQAC0CTpBFQgQIECAAAECBAgQIECAAAECBAgQaIyAAGhjXOVKgAABAgQIECBAgAABAgQIECBAgEATCAiANkEnqAIBAgQIECBAgAABAgQIECBAgAABAo0REABtjKtcCRAgQIAAAQIECBAgQIAAAQIECBBoAgEB0CboBFUgQIAAAQIECBAgQIAAAQIECBAgQKAxAgKgjXGVKwECBAgQIECAAAECBAgQIECAAAECTSAgANoEnaAKBAgQIECAAAECBAgQIECAAAECBAg0RkAAtDGuciVAgAABAgQIECBAgAABAgQIECBAoAkEBECboBNUgQABAgQIECBAgAABAgQIECBAgACBxggIgDbGVa4ECBAgQIAAAQIECBAgQIAAAQIECDSBgABoE3SCKhAgQIAAAQIECBAgQIAAAQIECBAg0BgBAdDGuMqVAAECBAgQIECAAAECBAgQIECAAIEmEBAAbYJOUAUCBAgQIECAAAECBAgQIECAAAECBBojIADaGFe5EiBAgAABAgQIECBAgAABAgQIECDQBAICoE3QCapAgAABAgQIECBAgAABAgQIECBAgEBjBARAG+MqVwIECBAgQIAAAQIECBAgQIAAAQIEmkBAALQJOkEVCBAgQIAAAQIECBAgQIAAAQIECBBojIAAaGNc5UqAAAECBAgQIECAAAECBAgQIECAQBMICIA2QSeoAgECBAgQIECAAAECBAgQIECAAAECjREQAG2Mq1wJECBAgAABAgQIECBAgAABAgQIEGgCAQHQJugEVSBAgAABAgQIECBAgAABAgQIECBAoDECAqCNcZUrAQIECBAgQIAAAQIECBAgQIAAAQJNICAA2gSdoAoECBAgQIAAAQIECBAgQIAAAQIECDRGQAC0Ma5yJUCAAAECBAgQIECAAAECBAgQIECgCQQEQJugE1SBAAECBAgQIECAAAECBAgQIECAAIHGCAiANsZVrgQIECBAgAABAgQIECBAgAABAgQINIGAAGgTdIIqECBAgAABAgQIECBAgAABAgQIECDQGAEB0Ma4ypUAAQIECBAgQIAAAQIECBAgQIAAgSYQEABtgk5QBQIECBAgQIAAAQIECBAgQIAAAQIEGiPw/wB5UqVQzpX03QAAAABJRU5ErkJggg==)
With a pruned vocabulary
pruned_vocabulary <- prune_vocabulary(vocabulary, doc_proportion_max = 0.5, term_count_min = 10)
n_words <- nrow(pruned_vocabulary)
n_tokens <- sum(pruned_vocabulary$term_count)
cat("Number of distinct words:", n_words, "\nNumber of tokens:", n_tokens)
## Number of distinct words: 6612
## Number of tokens: 361175
vectorizer <- vocab_vectorizer(pruned_vocabulary)
train_dtm <- create_dtm(iterator_train, vectorizer)
iterator_test <- itoken(test$text,
preprocessor=tolower,
tokenizer=word_tokenizer,
progressbar=FALSE)
test_dtm <- create_dtm(iterator_test, vectorizer)
acc <- list()
for(k in 1:5){
acc[k] <- evaluate_mnb(train_dtm, train$sentiment, k, test_dtm)
}
plot(c(1:5), acc, main="Accuracy vs k (i.e. smoothing constant)", xlab="Value of k", ylab="Accuracy")
![](data:image/png;base64,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)