517 lines
441 KiB
Plaintext
517 lines
441 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Playlist Classifier\n",
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"\n",
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"Given a list of playlists, can unknown tracks be correctly classified?"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
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"playlist_names = [\"ALL RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
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"# playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\"] # super-genres without POP\n",
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"# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
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"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
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"# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
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"# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
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"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\", \"trap\", \"gangsta rap\", \"industrial rap\", \"weird rap\", \"jazz rap\", \"boom bap\", \"trap metal\"] # american rap playlists\n",
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"# playlist_names = [\"rock\", \"indie\", \"punk\", \"pop rock\", \"bluesy rock\", \"hard rock\", \"chilled rock\", \"emo\", \"pop punk\", \"stoner rock/metal\", \"post-hardcore\", \"melodic hardcore\", \"art rock\", \"post-rock\", \"classic pop punk\", \"90s rock & grunge\", \"90s indie & britpop\", \"psych\"] # rock playlists\n",
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"# playlist_names = [\"metal\", \"metalcore\", \"mathcore\", \"hardcore\", \"black metal\", \"death metal\", \"doom metal\", \"sludge metal\", \"classic metal\", \"industrial\", \"nu metal\", \"calm metal\", \"thrash metal\"] # metal playlists\n",
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"\n",
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"# headers = float_headers + [\"duration_ms\", \"mode\", \"loudness\", \"tempo\"]\n",
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"headers = float_headers"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Pull and process playlist information.\n",
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"\n",
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"1. Get live playlist track information from spotify\n",
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"2. Filter listening history for these tracks\n",
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"\n",
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"Filter out tracks without features and drop duplicates before taking only the descriptor parameters"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
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"\n",
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"# filter playlists by join with playlist track/artist names\n",
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"filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
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"\n",
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"filtered_playlists = [i[pd.notnull(i[\"uri\"])] for i in filtered_playlists]\n",
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"# distinct on uri\n",
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"filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
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"# select only descriptor float columns\n",
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"filtered_playlists = [i.loc[:, headers] for i in filtered_playlists]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Construct the dataset with associated labels before splitting into a train and test set."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset = pd.concat(filtered_playlists)\n",
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"labels = [np.full(len(plst), idx) for idx, plst in enumerate(filtered_playlists)]\n",
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"labels = np.concatenate(labels)\n",
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"\n",
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"# stratify: maintains class proportions in test and train set\n",
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"data_train, data_test, labels_train, labels_test = train_test_split(dataset, labels, test_size=0.25, random_state=70, stratify=labels)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# SVM Kernels\n",
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"Support Vector Machine"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>uw-rbf</th>\n",
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" <th>w-rbf</th>\n",
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" <th>linear</th>\n",
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" <th>poly</th>\n",
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" <th>sigmoid</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>accuracy %</th>\n",
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" <td>75.03</td>\n",
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" <td>71.0</td>\n",
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" <td>68.98</td>\n",
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" <td>71.37</td>\n",
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" <td>34.3</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" uw-rbf w-rbf linear poly sigmoid\n",
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"accuracy % 75.03 71.0 68.98 71.37 34.3"
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"### TRAIN ###\n",
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"clf = svm.SVC()\n",
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"clf.fit(data_train, labels_train)\n",
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"\n",
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"wclf = svm.SVC(class_weight='balanced') # weight classes based on prevalence\n",
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"wclf.fit(data_train, labels_train)\n",
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"\n",
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"lclf = svm.SVC(kernel='linear', class_weight='balanced')\n",
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"lclf.fit(data_train, labels_train)\n",
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"\n",
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"pclf = svm.SVC(kernel='poly', degree=3, class_weight='balanced')\n",
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"pclf.fit(data_train, labels_train)\n",
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"\n",
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"sclf = svm.SVC(kernel='sigmoid', class_weight='balanced')\n",
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"sclf.fit(data_train, labels_train)\n",
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"\n",
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"### EVALUATE ###\n",
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"models = {'uw-rbf': clf, 'w-rbf': wclf, 'linear': lclf, 'poly': pclf, 'sigmoid': sclf}\n",
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"accuracy = {i: j.score(data_test, labels_test) for i, j in models.items()}\n",
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"\n",
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"(pd.DataFrame(accuracy, index=['accuracy %']) * 100).round(decimals=2)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1200x240 with 5 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(nrows=1, ncols=len(models))\n",
|
|
"fig.set_figwidth(2 * len(models))\n",
|
|
"fig.set_figheight(2)\n",
|
|
"\n",
|
|
"for (name, acc), ax in zip(accuracy.items(), ax):\n",
|
|
" ax.pie([acc, 1 - acc], colors=['g', 'r'], startangle=90, counterclock=False)\n",
|
|
" ax.set_title(f\"{name.capitalize()} Accuracy\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(nrows=1, ncols=2)\n",
|
|
"fig.set_figwidth(9)\n",
|
|
"# fig.set_figheight(15)\n",
|
|
"\n",
|
|
"args = {\n",
|
|
" 'normalize': 'true',\n",
|
|
" 'colorbar': False,\n",
|
|
" 'display_labels': playlist_names\n",
|
|
"}\n",
|
|
"\n",
|
|
"plot_confusion_matrix(clf, data_test, labels_test, ax=ax[0], **args)\n",
|
|
"ax[0].set_title('Unweighted SVM')\n",
|
|
"\n",
|
|
"plot_confusion_matrix(wclf, data_test, labels_test, ax=ax[1], **args)\n",
|
|
"ax[1].set_title('Weighted SVM')\n",
|
|
"\n",
|
|
"fig.tight_layout()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Unweighted Classes\n",
|
|
"\n",
|
|
"From the above unweighted scenario, it is clear that the Pop playlists was not effective for classifying similar tracks. This is likely primarily due to the larger size of the Rap (\\~800), EDM (\\~1,300) and Rock (\\~700) playlists compared to Pop (\\~125). Additionally, there is overlap with other genres such as Rap and EDM where much of the confusion occured. Also not helping is that one of the sub-playlists is shared across EDM and Pop, electropop. as EDM is already such a larger playlist it is unsurpising that this performance was poor. The overlap with Rock is understandable as Pop contains an Indie Pop sub-playlist which could have cause some confusion. Quite surprising was the confusion for Jazz as I wouldn't have thought there would be much overlap here.\n",
|
|
"\n",
|
|
"The other major confusion was with Rock and Metal, specifically classing Metal tracks as Rock. This could be expected due to the similarity in tone.\n",
|
|
"\n",
|
|
"## Weighted Classes\n",
|
|
"\n",
|
|
"When weighting the classes by prevalence in the dateset, the model is generally better at classification. The clearest difference is the ability to classify Pop songs. Without weighting, no songs were correctly classified as Pop but were instead mis-identified as Rap, EDM, Rock and Jazz. When re-weighting, the Pop playlist was now correctly classified almost 60% of the time. Mis-identification as Rap, EDM and Rock dropped from a combined 85% to just 20%. Interestingly, the mis-classification of Pop as Jazz increased from 15% to 21%.\n",
|
|
"\n",
|
|
"The improved accuracy of the Pop model reduced the accuracy of some others. The accuracy of Rap, EDM and Rock decreased as some tracks were instead classified as Pop. EDM and Rock were worse affected than Rap with around 15% Pop error rate compared to Rap's 9%. As discussed previously, this could be due to the overlap in aural tone. The overall of Rap was not significantly affected by this Pop error rate as, to compensate, the EDM error rate dropped from 12% to just 3%."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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5PTS8DFYfR9nF4+r2do6yS0Py+kbTWmdg5O0LwFjUGXgGIy9/TynVQWttqRHkPYzPf6ZS6iF7Q/5VGBX29zw0RNQ2D2OthQkYef4/WuuNhxN/0TJkGL8Qx4YC+99btdaqjlfNFeMfx8jET9Zan6e1vlNr/YjWeg7G4j6eNLR1v7a1GEPghyqlTBgt+dtqTSVYjlEBHoX7ln5HOl+qJ53uHutTk6NnPs7Dfk/bm5IjLRvrSYtyE8ZT/No0RcTsPew32f/rblXl+Rg9LlfU+C67YQzB3NvAt3kbY+TIXIz1JD6s+3AhhBC1OPIET/f+trWO80hrnQJ8C4ywrxrvWJjvK21fILcRavbuO/KQqoZ9+4iwdGC0UioWY72Yg7XyjwIgr7780T6dwZNjIa+H6s9/YD1pWVDr+ObO63MxGncOYnQ89K+1PwVjAeM44Bz7iMurMDqF3D1xx50PMPL4uRh5fn1D/8UxRir7Qhwb1tr/Dm9EmB4YC8rtrLnRfjMf1lQRc7C3Fq/CGBI4GaPXuPbQw1UYreY1Cwg1K/t/YWQyjUmnO45WZZd02tM/pPb2w+Ro9XbpAdBaF2M8iq6fvXW9ITbY/7oM37PPuet4OJH0wDGawqVnyd478C0QDZxHw+fv1fQxxkiSDsAXtedkCiGEqJcjLxtZe4d9xXRHXrmh9n4P3rD/vQ6jVx/grcOIV815+6MxFqfbVOuYFfb4nVUrjMNaIML+VJ7DYp9ytx/jUX9d3BzSlGUdK557+xtbRqsqo3h4Ws7IRsSrTvY1f0rs/3U3kqTmOj3jMEbiLa2nkaXm+fMxRpF2sL+PPHHnX0Yq+0IcA+zDsFcC5yulrnJ3jFLqBHsLukMS0FPVeD67fTj2HIzV5ZuDo3I/B+P+UXMIv6MC/DcwHiMTLqU6k8S+VsBHGI/oe9hdJqiU6l7fo4YwFtPbB4xSSk2otW82DXw8TQM4hhZ6WhzpRYx5h+8p988Mjqj1OJ6PMHrUb65ZcLE3UDxHI+7JSqlTlVKzlFIBbvb5Yp+fR/V6CbU5huvfibEybzbOjyOqk31qxtn2sA81NJwQQogqX2M8neUSpdTptfbdBnTFeBSqx/n6tSzDWKB2JsbCfAla6+V1B3HLkdePxWic/l27Pot9ORCCsbis471resn+d17NcoqDUirITZrdWYiRNz5VY0FAlFIdqTFFrQnkYKwh4JKnYoyGywcetU+Tc6KU8lJKjXT8XxsLJf+C8f3dVOvYKTRivr49zKMeGjtQSk0DemM0yGxzc8iPGE/IOQtjKiY0fs79Qxh5/Vk1pmWKfwmZsy9EHZRS79ex+8YmXo30UowM9l2l1C0Yq9/nY7SmDsAYnnUGxmrpYGSkc4GNSqkvMSqRQzEq+t9hPLO3qTky8xMweujdrSi7HHjA/u+fa80fAyPj64mxaMwMpdQqjHlt7TAWtzkFuARjFVu37AvPXIOxsvG39vTvw/icxmFkbhNoxOr2HiRgPJf3YqVUBcbKthr4QGt9QGv9nlLqJOBGYJ9S6meM4XSRGJn8CIxCwvX2eCcppe7DWGV5o1LqM4zhfmdhzMncYk9DQ7Szn/s1+2e4A2P9hrYYlfA2GM8z/q+H8EsxGowcBZfX3HxXddJa17c4khBCCA+01sX2Bv4vgN+VUl9g5CEnYTSap2P00jf0fFopNRejIRoOc8i11jpDKbUdY3g+uFlAkOrG/hPcHaO1XmbP754C9iillmDk68EYvctnYowGPLue6DyLMQLtYox1BJZizIm/EKMx+zyOPK8Ho3xzCvCTfWFEM7BZa/2d1jrHXqn+ClirlFqGMbJPY4zIOwNjXr9/jfP9B1gDvKyUGg9sxhiROZXGl9FuB+YopTZirM+ThfEZOBblrQSuty/k50RrbVVKvYdR0R+CcU1924j3xt7Y1NAGJ3GMkcq+EHWbWce+2zB6rpuE1jrZXnG8GWM13cswhpSlY1Tk/g/YWuP4t5RSZns8ZmLMqVqJsYDKBTRPZX8DRutxBMZc9Xw3x9Ss7Ndu6Xes2n8mRg/8pfa4+mNU+PdgZGq/1BcRrfUK+3meACbZN6/DWC/A8Tgfd6vuN5g9k5yKsSDhdIxeDIVRQDlgP+Y/SqkfMSr0YzEq7bkYGeNz1JrLrrV+USmVhtEbMgtjuP3PwD1UL6rUEMswPr/xGAXDk+3vXQjsAl7BqMC7fbJAjYX6nrBvktV1hRDiKNNaf2N/ss4DGA2/YRj5/lzgca11aiNP+T7Gc9kt2BdyO0zLqK7su4wO0FrvUUqlYMzj3qG1dllkUGv9jFJqNcZj+IZhPGqwAKMR/W0akOdprcuUUqMwGq6nYZQREoH/YZR5zuMI83q7JzDy0HMwOk68MT6/7+zxWKaUGgDchfE9Dcf4jFMxGjq+rBXvPfaRC09jlA1GYjTon4cxv74xZbTJGB0YZ2I0jsRhVPCTMebeu3vMc03vYPTOewHzdSMevSz+/ZRu8JM4hBDi38FeuDgNCNPGc+GFEEKIVs8+nHw58KHWekbLxqZ5KaWuxWg0uF5rfThrEwjR6smcfSHEv5JSKtDDPPlZGEPVlkpFXwghxHHmHvvf11o0Fk3Iw5z/TsDDGD3c3x31SAnxLyHD+IUQ/1adMOa9/4IxN90HGIwxVDAfY+E5IYQQolVTSp2AMdT7JIzh3t9rrde1bKya1Jf2hWf/wcjfu2CkNxC4/zCmOghx3JBh/EKIfyWlVATGnPgzMRaj88OY5/gr8KTWel8LRk8IIYQ4Kuwj2uZjzF3/GWMB4ewWjVQTUkrdCMzAWNw3DCjGeLzda1rrxS0ZNyGOdVLZF0IIIYQQQgghWhmZsy+EEEIIIYQQQrQyUtkXQgghhBBCCCFaGansCyGEEEIIIYQQrYysxt+KKKXCMBYrOwRYWjg6QgghjpwJ6Aj8rrUuaOnIiH8XKRcIIUSr06hygVT2W5czgW9aOhJCCCGa3BTg25aOhPjXkXKBEEK0Tg0qF0hlv3U5BLB4fht6dPVt6bgcVddPGNzSUWgxuqKypaPQIrTN1tJRaBHewYEtHYUWo9vFtnQUjrpScy6bEj8H+/1diEY6bssFN5x7SktHocVYi4pbOgotQx2fs5O9w0JaOgotJ/T4S3upJY+NaV9BA8sFUtlvXSwAPbr60i/er6XjclQFe0e0dBRajLZWtHQUWoTW1paOQovw9g5u6Si0GB1w/FX2a5Ah2OJwSLngOGRV3i0dhZZxvFb2fcJbOgotxy+spWPQkhpULjg+fxVCCCGEEEIIIUQrJpV9IYQQQgghhBCilZHKvhBCCCGEEEII0cpIZV8IIYQQQgghhGhlpLIvhBBCCCGEEEK0MlLZF0IIIYQQQgghWhmp7AshhBBCCCGEEK2MVPaFEEIIIYQQQohWRir7QgghhBBCCCFEKyOVfSGEEEIIIYQQopWRyr4QQgghhBBCCNHKSGVfCCGEEEIIIYRoZaSyL4QQQgghhBBCtDJS2RdCCCGEEEIIIVoZqewLIYQQQgghhBCtjFT2hRBCCCGEEEKIVkYq+0IIIYQQQgghRCsjlX0hhBBCCCGEEKKVkcq+EEIIIYQQQgjRykhlXwghhBBCCCGEaGWksi+EEEIIIYQQQrQyPi0dAXFss5gVC59rw7IvIyku8KZrnzJm3pPGSWcW1xt2wx/BfPJqHEk7A7BaFe27lTPlqmzGTss7CjF3z9dkY8atBxk9JYvgMCuJCYEsfKkTG1eH1xs2Ks7M7AeSOHFYPl5esHltKG//ryvph/yrjoluY2b8tExOHZlHuy5l2KyKA3sC+eSNDmz60/U9evQr5vJbD9GzfzEBgVbSD/nz0xdxfP9hG2w21bTpviOFMefnEBxWSeLOQBY8356Nq8IakG4L1z1ykBOHF6K8NFvWhPLWfzs6pRtg0uWZDBpSSPygEmLbW/jliyheuKtbvee/9elEJlySzbplYTx6Va8jSuMVd6Ux5vxcgsMrSdwZwIJn27FhZWj9aWxj4fpHkzlxRJGRxj9DmPtYB9IP+rkce9bF2Uy7LoM2HS1kpZn4+r0Yvp0f63LcmefmMv2GDDr3LKe0xJu1v4Tx7pPtKcyrvu3GtLUw/uIcThtTQLsuZmw2SEoI4JNX2rBxVf3xrouPr40ZNycx+txMgkMrSdodxMJXurBxTUT9n0esmdn37WPwkDzjWv8rnHlPdyM9OaDqGJOflRse2kv8gCJi2pjx8takHQzgl8Vt+P7Ttlgrq9uSn35/MwNOLXD7XpUVinMHDj+itNbH18fKjBlbGT06ieBgC4lJ4SxceAIbN7atM1z79oVMmriX+PgcevTIxWSyMXPWOWRmBjsdFxJiZvz4/Zx2WgqdOhbi7W0jOTmUr76O548/Ojdn0oRoVs1dBshM8WXpp5GsWxZKaqIfXl7QpXc5l9yazokj6n+PpnA83CuN/DGdMRfkGmWfnQEseLYtG1aG1J/GNhaun5PKiSMKUV6w5c9g5s5p7yF/zGHa9Zn2/NGXr9+N4dv5MXWe/6lP9nLiiGK+nR/N6w91cNkfHl3BFXenc9qYQkIjKsnN8mHTqhBeuqtTA9Mt5QIHH18bM/6zn9GT041rfU8wC/+vGxvXRtb/ecSamX33HgafkYuXl2bz3xHMe7Yn6SkBHsP0HZzP8ws2AHDxiGEU5ptcjhlxVgZTLj9E117FVFZ4cXB/IB+81o3Nf9Ufp4by8bUy46qdjB5/iOAQC0n7wlj4bl82rnf9jmqLii5j9k1bGXxyppHujdHMe20A6WlBTscFBlVw8YwEzhieSnRMGQV5fmz8J5aP3+9NVmag07GDTsrkohkJdOlaiLe3JiU5mO8Wd+O3pfVf04dDevZFnV64rROL345l9NQ8bvhvCl5e8PCM7mxbF1RnuDU/h/LAJd2ptCguvzOdWfem4eevee6Wzix+u+4bf3O645m9TL0yjeXfxfDWE12wWRX/nbeTficV1hnOP9DK0x9s54RTC/lsbgc+eKUj3fuW8OxH2wgJr6g67oyxuUyfnULqQX8WvtSJT97oQECQlacW7GDcBRlO5+zRr5gXP99KXPtyvni7PfOe7kLaIX9ueDiRax9IatJ03/l8Iudfk8Hyr6OYO6cTNhs8/v4e+p1cVG+6n/l0FyecVsSnr7flw5fa071fKc99vouQ8EqnYy+8Po2BQwo5sCeAyoqGNVT0PKGEcdNyMJcfecPGnS8e4PxrM/jt6wjefLQjNqvi8YV76XdK3QVG/0Arz36+hxNOL+bT1+L44IW2dO9fyvOLdrukceJlWdzx/EEO7A7gjUc6svOfIP7zeDIX3pjudNzkGVk88EYSxfk+vPXfDvz0cRQjz83jmc/24OtnqzrujLPyufDGdFKT/FjwXDs+fqUtgUFWnv50L+MvzDmiz+OO/yUwdWYKy7+P5a2numO1Kh6bu42+J7ovSNb8PJ5+fwv9Ty7g87c78eFrnenep5hnFmwmJKz6Wjf52+jco5T1f0Ty/ktdefe5biQmBHHtffu4838JTuf87K1OPHdvvNPr/+b0AGDDn/UXqI/UHXesZerUXSxf3pm33jrR+N0/9jv9+mbVGa5Pn2zOPXc3AYEVHDrkuZDVp082M6/YQlGRiU8+7ceChQMoN3tz/31/cvllW5s6OUIcNc1dBljzcxifvx5Huy4WZt6TzqW3p1Na7MX9F/fg50+brrBfl+PhXnnnSwc5f3Ymv30VwZuPtjfKAB/sa1j++MU+I3/8vzg+eKEN3fuX8fyXewmJqJU/Xp7NHS8c4sBuf954uIORPz6RwoU3Zng4OwydkE+fk0o97o9pZ+H/luzmlFGF/PBhFP/3QAd++iSKsKhKj2Gc0i3lAid3PLGDqTMOsXxJG956pidWKzz2+mb6Ds6v+/MIqOTpdzbQ/+Q8Pn+3Mx++0ZXuvYt4Zv4Gp2u9JqU0N9y3m7JSb4/nveyG/dzzzHay0/2Z91xPFr7WjaTdwUTFmo8kmS7uuH8DUy/cy/JfOvDW/w3AalM89syf9D0hu85w/gGVPP3ySvoPzObzj3rx4fw+dO9ZwDOvriQktDqOSmmefGE1k6bsZ83Kdsx9ZSArlnVg+MgUXnj9dwICqj+j04ak8cTzq/H1sfHR+71Z+E5fLGYv7nrwH86bvrdJ010VP611s5y4KSmlbgReB/7SWp/m4RgNvK61vqmO86wAorXW/Rv5/iOB5TU22YAc4A/gYa31Tg/hJgI/AGlAB621zc0xSUDNrp8sIAF4UWv9VSPj2Q/YtmVFR/rFu7Y8NtaujYHcOqkX1zycwvQbjEKxpVwxe3RvwqMqefm7PR7D3n9xNw7s9uf9NTsx+RnXmLUSrh7RB/9AG3N/TfAY9nBM6Dm03mN6DSjilS+38s7Tnfny3faA0eo7d8km8nN8ufOiEzyGnXZtClffc4Bbzz+B3VuNlvAO3UqZ+8MmvpjXngUvGl9hpx6l5Of4UpjnWxXW12TjtW83ExBo5YoRJ1dtv+XxfYw9P5NLh5xMcUH18c9+tI1ufUqYdqLbS92Ftri/0Vale2Axr367k3lPduDLt42eTF8/G28t3UZ+jg93nN/Xc7qvS+OaB5K55Zw+7N5i9GZ26F7GW0u38cXctrz/XHUrfGx7M5kpJkDx1Y5/WLUkop6efc2Li3dyaG8Ag4YUkrQ7oFE9+9pqrfp3/KASXv0+gXmPt2fRW3FVaXx72U7ys324/bx4j+eZfkM61zyYys2T4tm92SjAduxezlvLdvDFm3HMf8a4Vkz+Nj78ayu7NgTxyKweVeHveTWRIWcVcPmp/Sku8MHH18anG7eSuCuAu6f1BIyGjNPGFPDfBft4/eEOVS3+nXuVkZfl69Sq72uy8cbPOwkIsnH5qa7XpHdosMu22nqdUMjLn23inee6snh+x6rzvvntevJzTNx12SCPYadddYir7krk1gsHs2eb/VrvWsqb36xn0XsdWfBy1zrf+/oH93LuZalcNuJ08rJdW/EdRp2Twd3PJPDs3b1Z8UP9resAukv7Bh1XU69eObzy8lLeeWcQXy7uA4Cvr5W5by4hP9+fO+8a5zFscLAZq9WLsjJfLjh/J9dcs8ltz35cXDFaKzIza1aANE/9bzl9+2Zx4UUXYDYf3kC64rJM/tw1F6C/1nr7YZ2kFZJyQYPjedjlgqNRBkhK8CciuoKwqOr7ucWsuHFcPGUlXnz0z45GxbmmiX3PrPeY1nqvtBZUd2DEDyrh1R/2MO+/7Vj0lhHeyB93kZ/jw+1TPOe702/I4JqH0rh5Yi92bzZ6Jzt2L+et33bxxZuxzH+6HWDPH//ebuSPM6vz/XtePcCQswu4/JS+FBc43wN9/Wy8s2IXP38Wycy709327D++cB8de5i5eVIvivIacA9V1X2Yx1W5IDK83o+mV/9CXv54Pe+80IPFCzrZz2vlzcV/kZ/ry11XnOwx7LQrD3DV7fu49ZKT2bPdaPju0KWENxf/xaL3O7Hg1e4uYSZOT2HGTftZ/kMc512e7NKzHz+ggBcW/sM7z/fg6w+PoEc7ou4Rqr165/LyW7/zzhv9WfxZT8Ce7vnLyM/3467/eL5PTLtkN1ddv51brxvJnl1GY1uHTkW8OX8Ziz7tyYJ5/QDo0y+HF974gzdeGsj3X1df/+MmHOD2+zbw+EOnsWal8Vt54vnVdOpSyFWXjKeywmgI8fK28fbCXykv9+amq8fUm+RiczarD7wHDSwX/Ft69i8DkoBTlVI96jm2Ob0KzACuAT4CJgErlVJtPBzviHdbYHQd591kP+8M4HmgHbBYKXV9k8T6MK36Pgwvb83Ey6tbEk3+mrMvyWHnP0Fkpvh6DFta7E1wmLUqkwfw9oGwyEr8/F3KNkfFsLNzsFbCj5/FVW2rsHjx8xex9D2xiOg2nlsSh52VQ8Lm4KqKPkDy/kA2rQlnxMTqz+fg3kCnir7jPf5eEU5MWwsBQdUFmsDgSixmL0oKnTOw3ExfzOVN99McPjHPSPfH1YWECrMXP38WTd+TSohu6zndwyfmkbApqKqiD5C8L4BNq0MZMTnX6djMFD8cGVhDjDk/h869ypwaDA7XsElGGpd8FF21rcLsxU+fRNH35BJi2lo8hh0+KZ+ETYFVGTrAoX3+bFwVwohz8qu2DRxSRFikle8WOo9M+e79GAKCbJw6xugF6hJfTki4ld+/jaDm57FuWRilxV6MPLd6COuB3QFOGTrYr5ffwohpV+F0vTTGsPHZxnf+efUw9QqLF0u/bEPfwYVEtyn3GHbo+GwStoRUFV4BkhMD2bQ2guFn190TDpCRYkzvCAqpu+dl5KRMykq9WPNbVL3nPBLDhh3EalX8+GN11lFR4c3PS7vRt2820dElHsMWF/tRVub5PueQkRFcq6IPoFizpgMmk422bY/OcOTjjJQLmtnRKAN0iS93qugDmPw0p4wpJDvNRGlx8xZTj4d75bBJBfb8sTp8hdmLnz6Nou/JpcS0qyt/LCBhY2BVRR9q5I+T86u2DRxSbOSPC6Kdwn+3INqeP7qOnrzwhkyUl2bRXPcNGB27l3PqmCIWzY2lKM8HXz8b3j4N76CUcoGzYeMysVYqflzUrsZ5vVn6VVv6DiokOq6Oa31sJglbQ6oq+gDJSUFsWhfB8PGZLscHh1Yw46b9fPhGV0qK3DfSnHfZIfKyTXzzUUdA4x/QsNEajTVsZKqR7u+6VG2rsHizdEln+vbPJTrG88iSoWemkrAzoqqiD5B8MIRNG2IYPjKlaltgkBH3vDznBtXcHOM3bjFXj24IDKyguMi3qqIPYLN6UVhgcjquKR3zlX2lVFdgCHAHRuv2ZS0YnZVa6w+11vO11rcDtwNRwBW1D1RKBQFTgBeBjdQd7xT7eT/UWj8LDAVK7OdvMXu3BdKhm5mgEOfKefwg44exf7vneToDzijmQEIAC55tQ0qiidQkEx+9FMfuzYFMv9H1xnA0dO9bQkpSAKXFzjceR0W2e1/3hX6lNF17l7Bnm+uwxYQtwbTrXF7vzTcypoLyUi/MZdU/uS1/hREUYuXmx/fRsXspse3KmXhJOkPG5/L5W43vwfSke79SkhP9KS12vokkbHaku8xtOCPdpezeGuiyL2FzEO26mA870wkIsnL1/cl89no78rLqr0zVp0e/MpL3u0njJiPu3fq5v5kbaSxzKshUh3VOYw/7OWofu2drIFarEQcwWuABLG4abCzlXnTvX4rR4ehZRKzr9dIY3fsUk3IgkLIS52s9wd5Y1a13Hdd6fDF7truOHti9NYR2ncoJCHTOkH18bYSGVxDdppwzxmRzwZXJZKT4kXrQ8/0hNMLC4DPyWbMsGnNZ82RuDt2755GSEkJprUr77gSj4Nu9W36zvXdEhHFNFBQc+UgrUU3KBUdHS5YB8jJ98Auw4hfQvJ0Dx8O9skf/UpL3+9WRP9ZRBuhTxu4trvFL2BRIu67VHRg9+jvyR+dj92wJMPLH/s7vEdPOwoU3ZfDuk+3c5pUAg4cb0wzzsnx4+rO9fL9/C9/t28wTH+wjrkP9w7ylXOCse+8iUg4EuF7r24wKfLfe7hulldJ07VXCnh2uU9l2bwulXacyl2v9ipv2k5dj4scvPJdlB52Wx+7toZx7WTKf/L6Kxev+4MNlq5h8cXJjk1an7j3zSUkOpqzUuQyQsNOowHfr6X66jlKart0K2JMQ7rJv984I2nUoqRqevychnLJSb2ZcvYOBg7OIii6j/8Bsrrp+Gwk7I9j4T3Vj0JZN0XTpVsSMq3bQtn0xbdoVc8kVu+gZn8+iT3o2Uaqd/RsW6LsMyMMY9rbI/v/HWjRG1Vba/7qOX4GpQADwhf3vg0qpG7TWnpvO7LTW6UqpncDAJovpYcjN9CEyznWIuGNbTobnStplt2eQftDEJ6/E8fHLRgeHX4CVh+clMuTsuufHN5fIGAu5ma5D5XKzjG2Rse5beUPCKzH56arjnMJm+laFTUl0n2G37VTGkPG5rPwxymnRvZ8+i6Nzj1ImXJzBhIuMwo+1Et74bzeWfOKpU6jxImMrquLpLu5RcXWk21+T5+4zs2+LirOQvN9zQcWTy25NxVzuxVfvxtV/cAPUn0b3Ux1Cwq2Y/HW9YZP3exMZV4m1EgpynI+trPCiKK/6t5KS6I/NBn1PKWbp59U9KR26lRMebWSIwWFWivLd337bdSln6IR8Vn4fcdiLNEbEWNxfr/ZtnubDhYQZ13peHWEjYy2kJFXHfcjYbO57YVfV/3dvDeblh+KxWT3HfcSELHx8NSu+b9iQ1CMRGVFObq7rNerYFhnlvqB7pIKDzZx11j62boshL6/xvxFRJykXHAUtVQZISTSx+sdwhk/Ox7t52wKPi3tlZGyl+zwuownyxzYVJO/zJjK2Yfmjw+xHU9i3LdDe0+1eu67GZ3/rs4fYvSmQJ6/vTGy7Ci67I52nP93H9WN71zkKUsoFziJiLORmuzY852YZ26JiPF3rFZj8bO6v9WzHtW6uuta79CxmwrRUHvnPAI9xDQ6pICyygr6DChh4ah4fz+1KVpof485L48YHdttHIDRNp1dEZHlVD7tT3O3boqLc335DQi1Gut2FzTW2RUaXk3LIl8ICP55+7FRuuXsjT728quq49eti+d+jp2GzVl+nnyzsTZu2pVw0I4FLZhrTmcrLvHnykVNZu7odzeHfUtlfrLW2KKU+AW5QSp2itf67pSMGdLH/dbe8/GXAcnsG/SnwNHAORiZfJ6WUL9ARY/6fp2Nigdor3bkrXBw2S7kXvibXlkbHsLy6brK+JhsdupsZNjmfYRMKsNkUSz6M4tmbO/PUp/vqXJClufj526iwuN54LGavqv3umOwLp1RYXNPr2OYprJ+/lQf/bzeWci/mP++8KrfNpkg75M+GVeGs/DEKi9mLkZOzueHhRPKyfFnza9MMbzb529zG3WJfFM/kKd327Razu8/MEbbxa36071rOlCszePqWbm7jdThM9X637uPp+N7ch3X+fEz+Nio8LDxoMauqcxXm+fDHdxGMm5bDoT3+rP4pnOg2Fdz4+CEqLApfk8YvwEZRvvv4PDg3EUu5F+8+dfg3fT8/959Hhf3zMPl5+s6N3gq314uHa33LX+E8cPUJBIVUMuj0fLrGl+AXUPeIj5GTssjP8T0qi/P5+VmpqHCTHvsQOj9T0w8dVEpzzz1rCA6u4M03T2ry8wspF3g4pknLBS1RBigvVTw5uwsmfxtXP5B6uFFvsOPhXmnyt1FRRz7usfxiH1XhNmz54eWPYAx9HzaxgFsn171GT0CQESYv05eHr+iG1sb5s9J8eeDNA4yamsdPn3guJ0m5oNZ5/Kzuy7GOa72+MrC7fNTxWdb4nVx/327Wr45k4xrP341/oHHdh0VU8PTd/fjjZ6PjZ9Uvsbzx5V9cPDupySr7fn42t3GvsBhlAJOf+9+gyWT/jbtLt+M3XiNsQb6JfXvC+O6rbhxMDKFbjwKmXbKH2+/7h6cerV5WpqLCi5RDwaz+vT2r/2iHl5dmwjmJ3PXQPzx4pz8JO5p+YdJjurKvlDoJ6A3cbN+0CkjGyDBbIlMPUUpFA77AAOBlQANf1jzInuGOBW4A0FofVEqtwYi3u0zd135eMObl3Q/EAf9XR1xuBB497JQ0gOcbZd0ZBMBrD3Zg1z9BvL40AS/772TEOXnMHtWbNx9pz6s/eF7Yp7mYPRZcbFX73XHczBzDsGpybHMX1stLc9/Lu+nUo5SHr+7rMqpg+uxkzpuZxtXjTqTcvlrpyh+jefqDbdz4aCLrlkfW2eLfUEaBzTXujoq6pyF0ju0151xWhfVzhG18/K6fc5Cd/wSz+semu6F5LpQ6vh/38XR8b3UVaB2fg6XcC19f94UDk592ugZeua8Tfv42Zj+SwuxHjHldv34ZSdoBP4ZNzKesxP31cv8biXTqWc5DM3qQm+F5wab6mM3uPw/Hir+Oa7o2S7lxHbq9Xjxc6/k5JjatMeK6emkMF84+yJPvbuXaCae4XXSqTYcy+g4u5NuP2jXJ9V0fs9kbX1836fE1MmmzpemzwRtu+IdTTk7juedPJzGx+Rs0jidSLjh65YKjXQawWuGpG7pwcI8/T3y4n6g2zTOHt6bj4V5pKffCt4583FPZxzFc3G1Y/8PLH728NTf8N4VlX0a4HSZfO94Af3wXXlXRB1j5fTiVrx6g78kldVb2pVxQK11mb/flWMe1Xl8Z2F0+6vgs7ceMOCuDPoMKuPH8uheYdpyzokKx6pfqUStaK/74OZYZ/0kkpk05WemuveqNZTZ7uY27r70y72mevMXeGOA23Y7fuD1sm7YlPP3yKl7430ms/sNopFi7uh0Z6YHc+cAGfjktnfXrjBFON966mfi+edxy7aiq63rl8vbMXfAr19+8hdtvGHkEqXXvWJ+zfxmQgX3FW208OuAz4GKlVDMP7nLrPYz5ganAT0AYMMNNb8LFGCvz1szsPwEmKKXclfzG28+bBWwGpgMfAPfWEZc3gP61XlMamZ46RcZWVg3zqqm+oV8VFsXPn0Rx6tiCqkwewMcXThlVxJ7NgW4LEM0tN8vkdqh+ZIyxzd0Qf4CifB8sZlV1nFPY2AqPYW99ch+njsrjhXt7sHmt62qhky9LZ/PasKqKvsPaZZFEt7EQ177ekZ0NkpvpWxVPd3HP8ZB5FOX7YClXRLj7zOzbPIX1ZOCQQk4ZWcDX8+OI62Cuenn5aEz+NuI6mAkMbvw6APWn0f1w06J8byzlqkFhczN8jAWmopyP9fG1ERLh/FspLfJmztXdufzU/tx5QU9mnNaP527tQmRsBfnZPi6LMgLc9uxBThtbwAt3dGbzn/U/+7gueVkm99erfVtOpvs55EUFxrUeUUdYT78Th9U/RxMYZOX00e4faTNykjFlZfl3zT+EHyA3z5/ISNeh+o5tuTlNO8T+0ku3cs7kPbz33kB++63u1bjFYZFygWdNWi442mWAl+/qyLpfQ7nzpYMMGnZ0FrU8Hu6VuZk+7vO4eqZjNCh/TPeteo+G5I9jp+XSobuZJR9GO5UBAAKCrcR1MFc1IjnilZftnF/abIrCPB+Cw+ouK0i5wFlelonIaNeh+pH24fs5WZ6udV8sZi/313q041o3wl51x15WLY2lokIR266M2HZlVQtQRrcxV71XUYGxEHVRvq/LUP+CXON3Exxa95OmGiov159IN0P1Hdty3AzTBygqNBnpdhc20tiWm22EHTvhAL4mK+vWOE/BXbfaWPizb39jQWsfHxvjJx3g77VxTg1YVqsX69e1oUd8Hj4+Tb9OyTHbs2/PtC/GyNC7KlX1oawD7gTGAEuPcrT+izEfLxhj7p0j867tcuAvIEop5Wh23AiYMDLst2sdvw54CKM3oBTYqbXOrysiWutMwGmVmxqfUZPo3q+MzX8GU1Lk5bRAz66NdS/qUpjnjbVSuW2JrqxU2GwK2+Gt63ZE9u8MYuBpBQQGVzot0hc/0ChU7Nvh/rnBWiuSEgLp2d91oZ7eA4tIO+hHWYlzGfPqe5MYPy2TuU904ffva4+qNEREV+Dl5doi7GNvJW7MqrN12b8jkIFnFBIYbHVaqCZ+kCPd7is7RroD6HWC63DL+EElpB5wTXd9Yu2r/j7ytuuzRGPaVrBg9RbmPtaRr99r3JoF+3YEMHBIkUsaew92LCTlvgdBa0XirgB6DXRNY+/BJaQmmarSuM9+jl4DS/n7t+rGm14DSvH2dv85ZqWayEo1Mq6g0Ep6nFDK6h/DXY675qFkzro4hzcf7cCKb458xMO+XcEMODWZgKBKp8V44gcYCx7t31XHtb47iJ79XAva8QMKSTvoT1lp3dmGYyhgkIdGm5GTs0g96E/CFs/PrW9K+/dFMHBAJoEBFU6L9MXHG6Oh9+0Pb7L3mjx5NzMu38ZXX8XzxSLPj7QUh0fKBUe3XHA0ywDz/tuOpZ9Fcf1/kxk1Nf+w49xYx8O9ct/2AAYOKa4jf/RcBkjc5U+vAa7fc+/BpbXyR+McvQaW8fdv1ffZXgPLjPzRvj+2vQVfk+alb1xHdoybnse46XnMuaoLa34OZ499YcDoNq4V6bDISgpy6v58pVzgbF9CCANOyXe91k8w1tDYv8v9Y321ViTtCaJnX9e1NuJPKCDtUPW1HtvWTOykDEZNynA59rXP/2bfrmBuvvBUtFbsTwimV78ifHxsVFZWtwo6GgQK8g5/FENN+/aEMWBQNgGBFU6L9MX3NWZa7d/j/tF9WiuSEkPpGZ/vsi++bx5pKUFVT+sJjzCjFHh7aWqOR3KU4728jd96SKgFHx/ttuzv7WPD2xu3+47UsdyzPxrj0TQXA3tqvD6372+J1Xe3aq1/1Vp/rbWeCXwLzFNKdXQcoJTqCZwCDMM53o4VG9zFO9t+3mVa6zX1ZehHy/DJ+disxjw7B4tZsfSzKHqfWEJse+MGnJnsy8E91S2C4dGVBIdV8uePYU6t92UlXqxdGkrHHuX4BTT9xVyfVT9F4e0DEy6qvgn5mmyMuyCTXZuCyU430hDT1kyHbs43+VU/RxE/sJie/asz9vZdyxh4egErf3R+1MwF16Qw7ZpUPn2jPd8s8Dy/KjkxgMFDCwgJr87IvLw0wydkU1rsTdrBIx++BLBySYSR7kury4C+Jhvjp2ezc0MQ2Wn2dLcz06F7Wa2wkcQPKqHnCdUNHR26lTFoSCErf2j88ORNf4bw2LU9XF752T7s3hzIY9f2YN2v4Y1P4w9GGideVt1D4muyMf6iHHZuCCQrzWRPo4WO3Z1baVctCSd+UCk9B9RMYzmDhhY5pXHTnyEU5nkzeYbzI5UmXZFNeakXfy2r+1mvV92XirePZvE8516aaddnMP36TD55NY6v322a3u7VS6ON7/zCtKptPr42xk1NZ9fmELLtQ+Ni2pbToWuta31pDPEDiujZr6hqW/supQw8LZ+VP1c3XIWGV2DUQ5ydNS0dwO0q1d36FNOpe+lRWZjPYdXqjnh7ayZMqG5g8vWxMm7cfnbtiiI72yjMx8SU0KHD4S8eOmLEAa6/bgO//daZt+cNPuJ4C7ekXHAUHa0ywBdvxLBobiwX35LO1Gvc93I3l+PhXrnyh3B7/li93INT/phaR/74Qzjxg0vpOaA67R262/PH78Ortm1abc8fr3D+/qrzR6PB4vdvIphzVReXF8C6ZaHMuaoLCRuNe/KWNcHkZfkwampe1VBzgHEX5uLtAxtW1t3TLeUCZ6t/icHbRzNhWvVaGD6+NsZNSWPXllCyM+zXeptyOnRx7txa9Uss8ScUOVX423cpYeCp+axcWh2/x289weX1+4/G/ucf6MO856pXm//j5zi8fTRjplT/9nxNVkZNSufA3qCqhQOPON2/tzfSfU5SjXRbGTfhALu2R5CdZTTYxMSW0qFTkVPYVSvaE98nj57x1UuwtO9YxMDBWaxcUV2+TzkUjJcXDB+V4hR+5JhDAOzfEw5AQb4fRUW+DBme5tSD7x9QyWlD0jl4ILhq+kBTOmZ79jEyv0zgP272nQ9MVUpdr7VunqWUG+Y+jJb8BwHHs28vAyowno1bu7l2GHCLUqqT1vrgUYvlYep9YinDz8lj/lPtKMj2oV1XC798HkHGIRN3vFAd/edu7cyWNcH8nLoJAG9vuOD6LBY805bbJvdkzPQ8bFb4+ZMostNM3PvagRZJT8LmEP5YEsWsOw8SFlVB2gF/xkzNIq69mZcfqF7D6K7n9jDgtEIm9BxSte37j9py9oWZPDZvJ1++2w5rpWLqlankZZtY/F71D37IuByuufcAyYn+HNwXyKhznTOAjavDyM8xMpgv3m7PPS/s4eVFW/nxszgs5V6cOTmbXieUsODFTlgrm6YtLmFTMH98H8GV96QQHlVJapIfY6flENfBwkv3VA8zvvvFRAacUcTZnU+pTvcHsUy4JIv/zt/Nl/PaUFmhOP+aDPKyfVk8z7n3/bQx+XTraxQIvH2MR/ZccrORqaz9JZzEXYFkpfqRlep6A7/+kYPkZfuyZunhzW9O2BjEH9+Fc+V9KYRFV5Ca5M+4aTnEdTDz4l3VmcvdryQx8IxizupwYtW27xbEMOHSHB5fsI9Fb8VhrVCcP9tI45dvVWdilnIvFjzXjpv/d4gH5+7nn99D6X9qMWMvyGX+0+2cVtG98D/pdIkvY9fGIGyVijPOyufkkUW8/0xbp+f2Djk7n2sfSiF5vx8H9/oz+nzntbc2/BFKfnbjH02YsCWUlT9FM+u2JMIjK0g9GMDYKRnEtTPzykPViyLd+VQCA04tYGLfEVXbfvikLWdPT2POm9tY/H4HKisUU2elkJdjYvH71QvmjDong4kXpbFmWTTpyf4EBFk5aWguJw7NZ+1vkWxe5/pdjppsH5Z6FCv7CQnR/LGyI7NmbSYsvJy01BDGjE0kLq6El1+pnld4151rGTAgkwkTL6naFhho4dxzdwPQt69RYDz3nD0Ul/hSUmziu++Nz7JXrxzuunMtRUUmNm1uw6hRSU5x2LkzhvR0970molGkXHAUHY0ywOofw3jnifa071ZOp55mln3pfN84cUQRETHNN3f/eLhXVuWP96cSFl1JapKJcdPziOtg4cU7O1Udd/crBxg4pISz2g+q2vbdgmgjf1y4n0VzY7FWwvmzs8jLcpc/tuXm/yXz4FuJ/LMilP6nFTP2gjzmP922Kn88tM+fQ/vcd2RkHDSx5ufwqv9XWLx454l23P3KQV74ci+/fhlBbHsL512dzda1QaxeUndFWsoFtT6PrWGs/DmWWbfsIzzSYlzr56YT166cV+b0rjruzid3MOCUfCYOGF217YfP2nP2BanMeX0zixd0orLSi6kzDpKX48vihdXX0JrlriNZu/U2KtDrV0VRmF/dW//jF+046/xUbnxgN+07l5GV5sfoyenEtjXz2C0DGp0+j+neGcnK5e2ZNXs74RFmUlOCGHvWQeLalPLKM9Xf+Z0P/MOAwdlMPHNqdbq/7srZk5OY8/QaFn/Ww0j3hXvJy/Nj8WfV19CvP3Xigov3cPOdm+jes4ADSSH06JnPWZMOkLQ/hD9XGvUEm02x+NOezLx2By++uYJlP3fCy0tz1qQDxMSW8ezjJzdZums6Jiv7SqkAjIz7C631Ijf7U4FLgHMx5uq1CK31PqXUl8AspdQcrXU6Rqa+UmvtEi/7Yjy3YMT9maMb28NzzysHWdC+gmVfRlJU4E3XPmX8d+F+Tjjd/bNnHS69NYM2Hc18/W4MH70YR4XZi659y3hoXiLDJ7l/puXR8PzdPbni9oOMmZJFcFglibuCeHR2b7b9XXemUVbizb2X92P2A0lccmMySmm2/hXGW092oSC3+qbb1f5M3g5dy7nnBddhavdc1q+qsr/82xgKcn246PoUpl2TQmCwleT9Abz6cDd+/LTpHr0H8Nwd3Zh5Zwpjzs8hOLSSxF2BPHpVT7b9VXfLeFmJN/dc1JvrHjnIJTelobw0W9aG8NZ/OzmlG2DYhFzGTa/OlHr0L6169m52monEXXUvxnOknr2tCzPvTmXM+bmEhFlJ3BXAI7N6sG1d/Wm8e3pPrns0mUtvSUN5GT0Kbz3WwSWN3y+MwVqpuGB2BqePKyA7zcTcRzvw1bvOGVzSzgCGnp3P6eMK8PaG/TsDeOK6ri6jIRyNIx26mbn3VddGsLun9zysTB3g+ft6M+OWJEafm0lwaAWJCcHMubEf2/4JrzNcWakP984cyOz79nHxdQdRXrD1rzDefqY7hTWG1e3YEEbfwYWMnJRJeJQFq1WRnBjI209349uPXFfRVUpz5oRM9mwPJiWpea+F2p5//gyumLGFMaOTCA62kJgYzqNzzmTbtroL0sHBFmZesdVp2wUXGI/OysgIqqrsd+pUgK+vjfBwM3fcvs7lPC+8eJpU9o+QlAtaRnOXARxDyFP2+/PszZ1dzvPsor1ExDTv/P3j4V757K2dmHm3L2MusOePOwN4ZGY3tq2r+75k5I89uG5OCpfeml6dP85pT0GucxXi+wXRWCsUF1yXyenjCslO9WXuo+346h33Uxkb4tdFkVRYFBfdlMG1D6VSXOjNkg+jmP902wY9gk7KBc6ef7APM27yZ/TkdKMsuDuIOTcPYNs/dXe0lJX6cO/Vg5l99x4uvjbJuNbXh/P2sz2drvXGsJi9uf+awVx1+17Gn5eKf4CN/QnBPHrTADb82TRPo3J4/n8nMeOqAEaPP0hwcAWJ+8OYc98ZbNsSXWe4sjJf7r1tOLNv2sLFMxKMdG+K5u3XTqCwoLrjqqjQj1tnj+Lyq3Zy6pA0Jp6bSGGhiaU/dmbBvL5O0xQ++zCejPRAplywj0tn7cLX10bSvlCefPjUqsX9mpoy1rY5tiilLgI+Bc7TWn/jZr8XkA6s1Vqfa9+mMea4fe/mlCu01quUUiuAPrhfzTZRa/2Rh/iMxJgjOL12IUMpdTLGCsDPAF8Ba4HbtNaveDjXesCktR5g/38SsE1rPdnd8Y2hlOoHbNuyoiP94ptm+Mu/xYSeQ1s6Ci1GW5pmEZN/G21tgYUfjgHeocdvpVF3aZ6M8FhWXJbJn7vmAvTXWm9v6fi0FCkXHJ7juVwwse+ZLR2FFmMtOPwpSf9q6liendx8vCPDWzoKLSei7s661qjYnM3qA+9BA8sFx2TPPkYreDnwi7udWmubUuoH4DKlVJTW2tGdeJr9VdvDVM+NiwUed3PMMsBtpl4XrfV6e2HhBozH4gB8V0eQ74A5SqkBWustjX0/IYQQ4jgk5QIhhBCikY7Jyr6jVb6eY64Erqzx/3rH82itRx5mfFYAHs+vtR5V479XejrOfuxjwGM1/t/lcOIkhBBCHC+kXCCEEEI03vE53kUIIYQQQgghhGjFpLIvhBBCCCGEEEK0MlLZF0IIIYQQQgghWhmp7AshhBBCCCGEEK2MVPaFEEIIIYQQQohWRir7QgghhBBCCCFEKyOVfSGEEEIIIYQQopWRyr4QQgghhBBCCNHKSGVfCCGEEEIIIYRoZaSyL4QQQgghhBBCtDJS2RdCCCGEEEIIIVoZqewLIYQQQgghhBCtjFT2hRBCCCGEEEKIVkYq+0IIIYQQQgghRCsjlX0hhBBCCCGEEKKVkcq+EEIIIYQQQgjRykhlXwghhBBCCCGEaGWksi+EEEIIIYQQQrQyUtkXQgghhBBCCCFaGansCyGEEEIIIYQQrYxU9oUQQgghhBBCiFZGKvtCCCGEEEIIIUQr49PSERBN74aLzyTEN6qlo3FURSwtbekotJiCSyNbOgotw+v4bKvU+YUtHYUWY4kMaOkoHHUVxf4tHQXRCtxw+WhCTNEtHY2jKvyH4/deWXBRu5aOgjiKdEVFS0ehxVijgls6CkedtbQUDjT8+OOztCyEEEIIIYQQQrRiUtkXQgghhBBCCCFaGansCyGEEEIIIYQQrYxU9oUQQgghhBBCiFZGKvtCCCGEEEIIIUQrI5V9IYQQQgghhBCilZHKvhBCCCGEEEII0cpIZV8IIYQQQgghhGhlpLIvhBBCCCGEEEK0MlLZF0IIIYQQQgghWhmp7AshhBBCCCGEEK2MVPaFEEIIIYQQQohWRir7QgghhBBCCCFEKyOVfSGEEEIIIYQQopWRyr4QQgghhBBCCNHKSGVfCCGEEEIIIYRoZaSyL4QQQgghhBBCtDJS2RdCCCGEEEIIIVoZqewLIYQQQgghhBCtjFT2hRBCCCGEEEKIVkYq+0IIIYQQQgghRCsjlX0hhBBCCCGEEKKVkcq+EEIIIYQQQgjRyvi0dAREy/DxtTLjuj2MmpBCcEgFSXtDWDi3F5v+iqk3bFRMOdfevoPBp2XjpWDLP5HMe6kv6amBLseGR5q5fPZuThmWSWhYBXk5fmxeH8UrTwzweP4n/m8dg0/L4bvPOzP3+X5HlM6G0BZN6TtlmH+yoIs0Pj28Cbg2ANOpvnWGK323jLL3yl13mCBqeYTTJluujdI3y7D8WYEu1Xh38SZghj9+o01NmRSPfHytzLh2N6POTiY4tIKkvaEsfCueTX835Psu49pbdzD41Cy8vGDLP1HMe6Uv6alBVceMnXiI2x/e7PEczz06iBVLOwDQvlMxE6ceIL5fPt17FWDys3Hl1NFkprteP0fKx9fKjGsSGHX2Ift1HsrCeb3Z9HdsvWGjosu49pbtDD4100j3hmjmvdqvVroPcvuDmzye47nHTqxK96VX7eKyq3e7HGMxezF19OTGJ64ePr42ZtycyOhzMggOrSRpdxALX+3KxjWR9YaNijUz+969DB6Si5cXbP4rnHnP9CA9OaDqGJOflRse3EP8gEJi2pjx8takHQrgl8Vt+f7TdlgrnduSe/Qt4vL/JNKjfxEBgVbSDwXw85dt+f6T9thsqsnTX5Ovj5VZF2xg7LC9hARZ2H8wgvmLTuKfbe3rDNehbQHnjN5Fn+5Z9OySg8lk5dLbppORHeL2+AD/Cmact4kRpyYSFVFKYZE/O/bG8vTcEZgtkt2KY9uxdL8EGDEmhQsu20unLkWUlfqwblUb5r/Zh8ICvyNKZ0McbrnAwfyrhfLPy6ncZ0X5KLy7eBE4OwDfk6rDl39lpuKfCip3VGLL0PhNMBH8UFAdZ21ax3M58HhNu4+vjRk37GP05FSCQypJ2hPMwtd7sHFdVL1ho2LKmX3XbgafkYOX0mxeH8m853uRnuKc7iUbf3Ebfv6rPfhifteq/58xKpOJ05Lp0rOI0LAKCvJM7Noaxkdzu3NgX/CRJbQBfH2sXHHJZsacuZ/gIAuJB8JZ8MkgNmxuV2e4Du0KmHTWbnr3zKFHtxxMJhtXXDeVjKy649w2roi3X/kWk8nGTXdPZM+++j/zpiKlj+PUHY9sYeiYdL75pAuph4IYOzmZx15ez/03nMaOzZ4rA/4BlTz15loCgyr5/P3uWCu9mHJJIk+/tZabLx9GUUF15TU6tozn3lkDwI+LO5GT5U9kjJn4vvkezz9kZDq9T/C8vzkUP1mCZXkF/hf64d3RG/MSM0V3FRP6fyH4Dqz/JxJ0VyCq5r3Oy7niYivRFNxQhM614T/dH68ohfm3CoofLoFK8Bvf/BX+Ox7azNDRaXzzWVfj+56UzGMv/sX9/zmDHVvq+b5fW0tgcAWfL+iB1erFlIv28/Qba7j5ihEUFRpx37YpkufnDHIJf97FiXTtUcjm9dFV2/r0z+Oc6YkcSgrh0IFguvcqbPL0Otzx4CaGjkrlm8+7GemeeIjHnl/H/TcPYccWzzda/4BKnvq/P410L+xppPvC/Tz92mpunjWyRrqjeP6xwS7hz7tov0u6HV57bgDlpd5V/2+uiu4d/9vFsHFZfP1BB1IPBjB2SjqPvbmV+64ayI4N4R7D+QdW8vT8TQQGV/L5vM5UVirOuyKZZ97fxE0XnExRgVFYNfnb6NyjhPUro8hI8UfboM+gQq69dy/xAwp59p6+Vefs0beIFz7aQMqBABa92wlzmTcnD8/h+gf20rZjGW893bNZPgOHe677gxGnJPHlz/1ISQ/lrOF7+d9dS7nzfxPYtruNx3D9emQy9awdHEgJ50BqGD275Ho8NijAwosPLSEmsoQflseTkh5KeGg5J8Rn4Otjlcq+OOYdS/fLiecl8p+7t7Lp72je+b9+RMWWM2X6fnr0zueO2cOpsHi7nKcpHUm5oPTdMsrml2Ma5UvQRD90pca634oty+Z0XNmH5ehSjU9fb2zZlc2ZHLeO53Lg8Zr2O/67jWFjMvn6406kHgxk7LmpPPZ/G7lv9kns2BThMZx/QCVPz/vHKBe829UoF1x2kGfeWc9NF5/ulG6ADWsiWfa9c6V53y7nRvIuPYsoLvLhm487UZhvIiLKzPgpqbz0wTrunHUqibvdN6o3lTtv/pPhZxzgq+/7kJIWwvhR+3n8wd+455HxbN/luYGzT3w2UyYmcDA5jIPJYfTolteg97vuqvVYrV6Ard5jm5qUPmpRSs0C5tdxyBla67VKKV1jmxUoBBKBVcBbWusdtc7bxb4f4GGt9RNu3vsj4FKgRGvdbM1avfrmc+ZZabz7Sm8Wf9QNgGVL2vPGJyu56uZd3HXNEI9hJ007QPtOpdw2cwh7doYDsP7PGN74ZCVTL01k4ZvxVcfedP82bFbFbbOGutwI3PE1Wbn6tp0sWtiNGdfvObJENlDFjkosv1YQ+J8AAi71B8DvbBP5MwopfaOUsLdC6z2HaZQvXuGeZ8SYvzZjS7YR+mpwVau+31Q/CmYXUfJaKaZRvijf5uvZ7NU3jzPHp/Lu//Vh8cfdAVj2Ywfe+Oh3rrppJ3fNHuox7KTzk2jfqYTbrhpW/X2vieWND39n6qX7WTi3NwDpqUFOPThg9PzeePc2Nv8TRV6uf9X2taviWD3+bMpKfTj/0n3NVtnv1SePM8el8O5rfVn8SQ8Alv3UkTc+WM5VN+7gruuHeww7aWqike6rh7Nnl5EBrl8TyxsfrGDqJftY+FYfwEO6TVZuvGsrmzdEO6XbYfXyts3eM9XrhEJGTszknee6sfj9TgAs+yaON7/5m6vu2M9dl5/oMezki1Np36WMWy86kT3bjOt//cpI3vz6b86fdYgFrxj3jOICX+649CSnsEs+b09JsQ/nXpbCvGe7k5dtpHPChakA3DNzMMX2xoIfv2jHM+9vZOx56c1a2Y/vlsXoMxKZ+/EpfLHkBACWrurBu09/xeyL13PLfz2PqvhzQyf+mH05ZeW+TJ+4tc7K/tUXrScuupjrH5pCelZ1IeXT75suLaLltPaywbF0v/TxsTHzul1s3RjFg7edARj5486tEcx57i/OPvcA3y3q1sSfQLUjKRdUbKukbH45gTcFEHCx6/2/ptDXg/GK80IpRc7YhlUYmsrxXA48XtPeq18BI8/O4J0Xe7L4gy4ALPu+LW9+sYarbtvDXbNO9Rh28oXJtO9cyq2XncqeHWEArF8dzZtfrOH8GQdY8JpzHp5yIIjlS9rWGZ9P3u7usu3nr9qz8KeVTJp+iNee7OsmVNOI75HNqOFJzFtwIou+MUZP/LqiO2+//B3XXLGB2x8422PYtX934IIZF1FW7su0KdsbVNk/aVAqJw1K5Yuv+3HZ9K1Nlo6Gkjn7nj0CzHDz2lvjmF/s2660H78BmAlsVkrd4eG85cAltTcqpYKAKfb9zWromHSslYofv+5Yta3C4s3SbzvQZ0A+0bFlnsOOTidhe1jVTQ4g+UAwm9ZHMXxsWtW2Dp2LOWVoFl9+2I2iAhO+Jive3nW3Zk2bsR8vpatuvkeDZbkFvMFvSnXlS/kp/CebqNxmxZrRgBY4bfTea63d7q7YXIkKV07D95SXwm+0CZ2jqdjYvC36Q0el2b/vTtVxsniz9LtO9Dkhr57vO42EHe6+72iGj0mt831PHZZBYFAlK5Y6D5UuLjRRVtr87YxDR6Ua6f6mc9W2Cos3S7/vXH+6R6WRsCO8quAKkHwwhE3/RDN8dEqd73vqsHS36a6iICCwAnB/vTSFYeOzsFYaFWqHCos3S79sS9/BhUS38XybGTo+i4StIVUVfYDkxCA2rYtg+NmZ9b53RopRwA0Kqb6uA4MqsZi9KCl0/t5zs0yYzc2bDZ15ahJWq+KH5dWFsIoKH35c0Yt+vTKJiSz2GLaoxI+y8vqH7QYFmjl7xB5++C2e9KwQfLyt+PpYmyT+4pjTKssGx9L9snO3QoJDK1i5rB2Oij7A33+2obTUmxFj6j7nkTqSckH55+WoSIX/hX5ordGlnu/z3m28Uap5pzB5cjyXA4/XtA8bm2Gke3H1VJkKizdLv2lP34EFRMfVUS4Ym0HCttCqij5AclIQm/6KZPi4DLdhTH5WfE2Nywfzc02Yy72dyg/NYdgZB7BaFUuWVjdSVFR489Oy7vTtnUVMVInHsEXFDSsXOHh727jhqr/5+vvepKU372gFT6Rn37Mftdbr6zlmt9b6w5oblFL3Ad8BLyildmmtl9QKswQ4Xyk1UGtdc5LzFMAE/ASMPsK416l7rwJSDgZRVuJ8se7eEQ5At16FZGcGuIRTStO1RxG/fNfBZd/u7eGcdHo2AYGVlJX6MOjUbADyc/x48vV1DDolB2ulYuNf0bz+TD8y05zn+MTElTFt5j5eeXwAFnPzDs+rybrbindHL7yCnDNcn77GT8O6pxLvuLpbZPOmF0AZEACm4SaCbg7AK7JGBaZCo/xcM3Rlb/S3JlihgfMAD0f3XoWkHAqirPQwvu/uRfzyfUeXfbt3hnPS6VlV37c7o8anUF7uxZ8r6m7dbS7dexXUne6eBXWku5Bffujksm/3zghOOq0h6fbmz9/dz/t694tfCQy0UlbqzdqVbXjn//qRn1d3D1Bjde9dTMqBQMpKnOOYsNWowHfrXUx2uut7KqXp2quYpV+5fme7t4Zy0tA8l7T7+NoIDKrE5G+jZ78iLrjyEBkpfqQerP5st/4dzpkTs7h5zm6+WtChahj/kHHZvPe8a+t+U+rROYfk9DBKy5x/x7v2x9j355KVe2SdpSf0ysDPZCUlI5RHb/mNoScdQCnNjr2xvPr+Gew7ePTm5olm1yrLBsfS/dLX16gUmd2UBSxmb7r1KkQpjdbNU1E+knJBxT+V+PT3ofwLM2ULytEFGhWlCLjCn4BpTXufPxLHcznweE17995FpBx0Uy6wN+x3iy8iO8NDuaBnMUu/cS3T7N4eyklDclx+42PPTWXShYfw8oKD+4P4dF5XVvzkviwYFFyBt68mMsrMlMsOEhRSyaZ19a8tdCR6dMslOTXUpVyQsMeYStStay5ZOU2zfsbUyTsJDrbwyaITGHr6oSY5Z2NJZb+Jaa1zlFIXA/uABzEy8JrWAIMxhuTVzNAvw8jMPY8TbSIR0WZyc1yHEefah9xGxpjdhgsJrcDkZ6s6ribHcN3I6HJSDgbTrmMpADc9sJU9O8J56oHBxMaVcck1e3jytb+46dLhThn5NbftZH9CGH/8UvfCGE3NlmNDRbn2LDq22bI9t8qrEIX/BX749PcBX6jcXEn5YjOVOysJeze0qqDg3cmbivWVWNOteLepTnPFZqPlsvY8vqYWEVXP9x3tvjW36vt2E7b2911bcKiFk07PYs0fcUelF98dI92uGZdjm+d0Ww4/3SEWTjotkzUr27iku7jIxHeLurJzWwQVFV70G5jL5PMT6dUnn1uvHuFSyD4SETFmcrNcC6O52ca2qBiL23AhYRWY/DR57sLat0XGWkhJqk7bkLFZ3Pf8zqr/794WwssPxWOzVv+uflrUjk49SplwYSpnTzN6P6yV8OaTPVnyed2L5B2pyPBScvJdC265eca2qIjSI36P9m2MqSjXXLSe1IwQnp47gqBAC1dM3cTzD/zI1fedT25+0y9AKf49jvWywbF0v0xNDsJmg74Dcvl1SXUjQvtOxYRHWOxhK6rWAmhqh1susBXa0Pmayq2VVPxTQeBVAXjFeWFeYqb0pTKUj8L/vOZfXLAhjudy4PGa9ohoM7lZntMd5SndYUa689yk23G+yBgzKQeM3/COTWGsXNqG9FR/omLMTL4wmXue2kZgSCVLvnDtPHpx4V907Gp8XqUl3nwyrytLv27mckFEWVUZoKaqckGk59EdjRERXsal07cyb8GJLg0LR5NU9j0LU0rVXl1La61z6guotT6olPodGKWUCtVa156U/AlwuVLqPq21tr/PeIxhf54nitSglIoFai8b2qAuMj8/GxUW14yswn7j8fNzP+zGZN9eUeEa1mI/n5+fUXENCDQqsnk5fsy5/eSqFvjsTH/ufXITZ56dytJvjB/9gJNyGDIqnTuu9DxPqrloM3i5qWMpk2O/58p+wIXOBSO/USZ8+vpQ/FgJ5sVmAmbY5/qdY6L8azPFD5cQeEsgXhEKy28WLH9U1PseTcHPz+r++676zur5vt2EtdQTdtioNHxNNlb83Lw37Lr4+VndXqv1p9vmdFxNFkvdv5Fho1KNdC91bfn/9gvnoXl/rmjH7h3h3DNnA5PPT+KLD5tu3rrn37ixzeTvIe3+daTdHtavVtgtf0XwwNUDCAqtZNBp+XSNL8YvwPkYm02RdsifDasjWflzDBVmL86cmMn1D+wlL9vEmt/qXwH5cPmZrFRUuOkhtG8z+R75cPsAf+N+p7XirqcmUG42bip7k6J47bHvmTJ2J/MXnVTXKcS/xzFbNjiycsGxc78sLPBj5W/tGDPhEIeSglnzR1uiYsq5/vatVFQofH11Vf7UHA63XKDt9QNdoAl+LAi/sUYA0yhfCmYUUrag7Jip7B/P5cDjNe1+fjYqKlxHw1SVCw7rN+6cboC7rnSe+7/06/a8+vE6Zt60l1+/becycuGlOf0IDKqkTYcyxp2bisnPhpe3xlrZfFNcTCb39ztHucCvkdMPPLl6xgbSM4L56dfmXYS4PjJn37Nfgaxar8ZMFNuG8fl2cbPvY6AT4FgZ7UKM+XjfNuL8N9rfo+brm4YENJu98DW59ib72n/o7obOAVU/UMcQu5pMJsewO+OSMpcbx676ta3TULtVy9pSWanoc4KxoIWXt43r7tzObz+2d5oDdbQoP9AVrtu1xbG/cTcbv/EmVJSiYn31SX16+BA8Jwhrio3C64vIv6iQskVmgm4xevpUQPPO2TObvd1/3ybPQyWhxvftJqypnrAjz0qhsMCX9Wvqf2RTczGbvd1eq/Wn28vpuJpMprp/IyPHNy7dv//SgdxsPwadnNWg4xvK82/c2GYp95D28jrSbg9rrhU2P8fEprWRrF4ay+uP9+Kv36N48p0tRERX9xJMv+YA068+xDN39+G3b9uw8udYnri1P9s3hnHDQ3vwqmcu45EwW7zxdVOhd1TyLW4aAg7nPQDWbOxYVdEH2LkvltTMYPr1rH+tA/GvcSyXDY6gXHBs3S9fe3Yg69fEcc3NO3j3i2U8+8ZqkvaF8tdq4+kZ5WXN11d1uOUC5ajH+xgV/KrtXgrTGBO2TI01/eivxO3O8VwOPF7TbjZ74evr2lBVVS44rN+4c7rdqaz04rvPOhISWkmPPq4LMu/aEs6GNdEs+aIjD994IqMmpjHr5r1uztR0LBb39ztHucDcBE/76N0rizFn7uet+Sc325SjhpKefc/+A9R+KHZjmnocqz65rMagtd6ulNqCsRjPKoxhe99orUsbsVjLG8AXtbZ1pwEZe162n9vhOpH2wrm7YT4ARYW+WMxeVcfV5CjY52b72/8a58jLdT6XzaYoKvAlONTIScdMTKF95xJee+oEYts6D6cNCKoktm0pBbl+Hm++R8orygtbtusPXucY27yiG/8D9Yr1wlbofEP1G2XCNMwX614r2go+8d5UbDBafr07NW+bW16OH1ExrkMwI2t9Z7VVfd9R9X/fNcXEldFvYC4/fdPJ/piRlpGX40eUm6GnkVHGNs/pNh1mukvpNzCHn77t3Kh0Z2UGVP0emkpelh9Rce5+40ZpNcfNMH2AogJfLGZFhJth/pH2bbmZdQ9FW700hlm3JXL6qJyqBQInXZzK5nXhlNea2rBueRSz780nrn05aQebZ5h7bn4g0ZGuQ/UjI4xuuJy8I39fxznyClyHBeYXBhAc5H54pPhXOpbLBodfLjjG7pelJb48ft+pxMSVEtumjMz0ALIyAnl+7kry80yUFDffOjeHWy5QoQpMxhQ/5e18jFeEkUZdZIM2Ld/PdjyXA4/XtOdl+xEV6zndOZ7SXWCkO8JNuh1THjx9Zg5ZGcb+kLC6yzrFRb5s+TuSURPSePelXnUeeyRy8wLcDtWvKhfkuubljXXNjA1s2xlLekYwcTHGbT8stNz+PqXERPuTld006wLURyr7nv3VgEV46uKYoFbkYf/HwJ1KqZeAIcD/GnNyrXUm4NRd1NCGgv27QxlwUhIBQRVOC5TE98uv2u/+PRVJ+0Lo0afAZV98v3zSkgOr5t3t3WWs2Bldq5Lp42MjNKyCwjyjwhDTpgxfX83z765xOefYSSmMnZTC43efyNrfPT8L+0h49/SmYmMlthLttBhPxXZ7Rbxn434iWmtsaTZ8ernemJWvwqdP9fkcvf++JzdfoQVg/55QBpyYQ0BghdO88Ph+Rsty/d93vsu++L55Tt93TWeOS8HLixYdwg+wf08YAwbXke49YW7Daa1I2h9Kj975Lvvi++aRluIh3WPt6XYzhN8zTVzbUvbtdh+Xw7VvVzADTs0jIKjSaTGe+AFGq/r+Xe4XpNNakbQnmJ79XG9b8ScUknbQv941GBxTAWquphsRZcHLy7VHwcfH2Obt3XxTWfYejGRQ3zQCAyxOc+b6dDdGU+w9cOQLAe1OMkZ1R0e4ruAbFV7KobSm/X5FizpmywZHVC44Ru+XWRmBZGUYjWlBwRX0iC9gdTMv+nq45QLlpfDp6U3lLiu6Qjs9UtfReFDXY3qPpuO5HHi8pn1fQggDTnZTLuhvLxckuF8pXmtF0t5gevZ17ZWP719A2qGAessFbdobleiCvPrnrZv8rAQGN+9q/PsSIxnYf6dLuaB3L2Nhxf2JR14uiIkpoU1sCQvf+spl338fWEFxiS8XzLj4iN+nIY6Nu07r1B+jtT/Rw/5PgGhgHpADLD1K8WL1b23x9tFMOK96VUgfXytjJyeza2t41SqkMXFldOhcXCtsG+L7FThVANt3KmbgyTmsWlZ9M9ryTyR5OSZGnp3q9OiNsZOT8fbRbPzLKBz/sbQdj999ossL4O9VMTx+94kkbAtv6o+gimmUCaxg/qa6xVJbNOYlFnz6euMdZ/xErOk2rAdqzUPOc235N39lRudrfE+ruwJvPWTF/LUZ36G+eHdq3qcPVH/fB6u2+fhaGTvpELu21fN9L29LfN8Cp4Jc+07FDDwph1W/uS9wnTk+hcy0ALZvbt7VVOuzenk7I91TDlRt8/G1MnbiIXZtj6iR7lI6dCqqFbYt8X3zXdN9YjarfnO/gM6Z41LITPec7tBw11bxSVOTCI+wsGFd0053WL00Bm8fmDC9+vGIPr42xk1NZ9fmkKqV+GPaltOhq3MFddXSGOJPKKJnv+qMvX2XUgaelsfKpdXTgUPDLbh7fOBZFxgL8O3ZXl1wSEkKZPCQPKdWfS8vzfCzMikt9ibt0JG3onvyx19d8PbWTBqVULXN18fKWSP2sGNvTNVK/LFRxXRsm39Y75GcFsbeA5EMOekgocHVhbuT+qcQF13CP9tatuFLHFOOybLBsXa/dGfm9Tvw8rbx9WfN+3jeIykXmMbYw/5YPTpKmzXmpRa8u3jhFXNsFLuP53Lg8Zr21b/GGek+P7lGum2Mm5LCri1hVSvxx7Qpo0OXWuWCX2OJ719Iz77VDR3tO5cw8JQ8Vv4aV7UtNMJ1VGBAYCXnXXqQgjxf9u6obkgJc3NsbNsyBp2ay96d7htcmsrKNZ3w9tZMHL+napuvj5Xxo/axc3d01Ur8MdEldGzv2rjTEK+8eTpznj7T6fX1D8YjgN9+/ySeeXnYkSekgaRnvxkopToBZwJrtNZuW+/tC/WsBkYCb2qtm7cZq4aE7eGs/LUNM/+TQFikhbRDgYyZlEJcuzJeeXJA1XF3zNnMgJNymXTqxKptPyzqzFlTDjHnxfUs/qgb1krFeZcmkpdrYvFHXauOq6zw5r3/682dc7bwzFtrWf5je2Liyjj34iS2bYzgz+XGTTH5QDDJB9z3MqanBjZbj76Dbz8fTKN9KZ1bhi3PhncHb8w/mrGl2Qi+vzpexU+UULmxkqjV1c8RzrugAL8xJry7e6NMULGlEsuvFXj39HZZhCf/sgJMo0x4xXlhS7NR/pUZFepF0N3Nv0J3wo4IVi5ry8wbdhEWYSYtOYgxE5OJa1vGK/8bWHXcHY9sZMCJuUw6Y3LVth8Wd+GsKQeZ88JfLP64u/F9X7yfvDwTiz9xLXB17lZIt55FfL6wOzWfj1xTYFAF50xPAozVlgHOmZ5EcZEvJcU+fL+oq9twh5fudsy8fmd1uiccIq5tKa88Nag63Q9tZMCJOUwaem51ur/qylnnHmDOc2tZ/EkPI90X7Scvz4/Fn7qud9W5ayHdehby+Qc9PKZ7/pe/snJZO5L2hVJh8aLvgFxGjE1h3+5Qfvy6s9swh532raGs/MkYTh8eVUHqwQDGTkknrl05rzxc/Z3f+b+dDDi1gIn9Rlan/ZN2nD0tlTlvbGXx+x2prFRMnZlMXo6Jxe9Xr6Q76pwMJl6YyprfoklPDiAg0MpJQ3M5cWgea5dHsXld9W/l83c6cc+zO3np03/46Yt2mMuNBfp69i9mwStdsVY2XwF4175YVqzrwjUXricitJyUjBDGD99Lm+ginp9Xndnee/0fDOqTzpjLr6raFhRg4bzxOwDo38t4lvB543ZSXGqiuNTEN7/0rTr2zQ9P49n7fuKVR37g+9/iCQq0MG3Cdg6lhfLtr72bLX3i3+NYLhsca/fL6ZfvoXO3QhJ2RGCtVJw+Ip2TTsti4Vu92bMrwm2YpnIk5QL/8/wwf2em5IVSrAetxmr8P1uwZdgIeca5rGNZZaFyr70iWAmV+6yUvm/0gJqG+eLTo/mK6MdzOfB4TXvCtjBWLo1j1s17CY+0kHookLHnpBLXtpxXHutXddydj29nwMl5TBw8rjrdn3fk7KkpzHl1E4sXdjbKBZcfNNL9QXX55ZwLD3H6qEz++iOGzDR/ImPMjJ+SSkybcp5/qD+VNfL6N75Yw+a/ItmfEEJRoQ/tO5Uy/rxUvH00819t3gXtEvbE8Mfqzlx52UbCQstJTQ9h3Kj9xMUW8+IbZ1Qdd/ctqxnYP4Ozzp9RtS0w0MKUibsA6NfbGCF47sQEikt8KSkx8e2PRn6/YbNrQ2dwkNHhsWV7HHv2Hb1H8kplv4kppSIxWua9gSfrOfwhYBTwWXPHq7YX5gxkxnW7GT0hheCQChL3hvDYHSezfWPdrexlpT7cd8NpzL59JxdftRelNFs3RDHvpT4U5jtXcH9b0oHKCi+mz9zHVTfvoqTYh5++6sSCN+Kx2Vp2sYqagh8KojSuDPPPFnSRxru7NyHPBeM7qO7eeb/xJiq3VmJZYUFbwKuNF/6X+RF4RQDK3zl93j28MS8xY8vVqDCFabQvgdcEVM3ja24v/HcQM2YnMPps+/e9L4TH7jqF7ZvqvtmUlfpw341nMPu2HVw8a4/xfW+MYt4r/Vy+bzAW5gNYsdRzT2ZwSAVXXJfgtO38S/cDkJEW0GSVfYAXnhjMjIwARp+VbE93KI/dfRrbNzcg3TcNZfYt27h45m6Ul2brhmjmveop3UZLeV1DUlcsbU+fE/IYOjINX5OVzPRAvvyoB58t7IXZ3PS34ufv782Mm5MYfU4GwaEVJO4OZs5/TmDbP+F1hisr9eHeWYOYfe8+Lr7uAMoLtv4dztvPdK8aegiwY0MYfQcVMnJiJuFRFqxWRXJiIG8/051vP3L+/lf8EEdhvi8XXnOAC648RGBwJcmJgfzfnF5V8/qb09NzR3DltA2MHbaXkEAL+w9F8OAL49iaUHdBKjjIzFXTNzhtu3DSNgDSs4KdKvubdrblvmfHc+W0DVx94T+YzT6sXt+Jtz89xWnRPnF8+jeUDY6l+2XSvlDOGJHGacMy8PLSJO4L5amHTmbV8qPzeN7DLRcoP0Xo/4VQ+noZ5h8s6HKNTw8jrKnWiD/LigqnEQDW3VbKdhuVf68Yr2at7MPxXQ48XtP+/MP9mHGjP6MnpREcWkninmDm3DqIbRvqbkArK/Xh3mtPZvZdCVx8TaLxG18fwdsvxDuXCzaF02dgPmedl0JIeAXlZd7s3hbGy3P6sflv5892yRcdOGV4NicNySYg0Ep+nokNayP5/N2uJO11P6WgKT376lBmXhLEmJGJhASZSTwQwSP/G822HXF1hgsJsjDr0s1O26ZNMToF0jODqir7xxKldfM+9uvfRik1C5gPPIL7YXZ/aq33K6U08AuwEKNpOhQYCEzHmJN3t9b65Rrn7WI/391a6+freP/3gWlaa/dNfXXHvR+wbWibywnxPXotRseCsM+O/FnZ/1YFlzb6UmkdvI6N4ZBHm853nTd3vDAPbt7hu8eikuIM/l73MkB/rfX2Fo7OcevfWjaoKhd0mEmIqfYTA1u3sA+P33tlwUXNP2pQHDt0RdMu8vtvYu3avCOAj0XFpZms3fwaNLBcID37nv3Xw/Yrgf32f4+zv2xAIUaGvQB4W2u9o9ljKIQQQoijScoGQggh/jWksl+L1vp94P0GHNeoMTha6yQ8TU5zPm4WMKsx5xZCCCFE85GygRBCiH+j43McrBBCCCGEEEII0YpJZV8IIYQQQgghhGhlpLIvhBBCCCGEEEK0MlLZF0IIIYQQQgghWhmp7AshhBBCCCGEEK2MVPaFEEIIIYQQQohWRir7QgghhBBCCCFEKyOVfSGEEEIIIYQQopWRyr4QQgghhBBCCNHKSGVfCCGEEEIIIYRoZaSyL4QQQgghhBBCtDJS2RdCCCGEEEIIIVoZqewLIYQQQgghhBCtjFT2hRBCCCGEEEKIVkYq+0IIIYQQQgghRCsjlX0hhBBCCCGEEKKVkcq+EEIIIYQQQgjRykhlXwghhBBCCCGEaGWksi+EEEIIIYQQQrQyUtkXQgghhBBCCCFaGansCyGEEEIIIYQQrYxU9oUQQgghhBBCiFZGKvtCCCGEEEIIIUQr49PSERBNz5adi9XL1tLROKpyR7Z0DFrOqA3JLR2FFvHbtWe0dBRahE9ZeUtHocX4lFa0dBSOOu/yypaOgmgFbOlZWL2Or99PznBrS0ehxdyye01LR6FFvD5pcktHoUWoYt3SUWgx3oXHX5nIu9zcqOOlZ18IIYQQQgghhGhlpLIvhBBCCCGEEEK0MlLZF0IIIYQQQgghWhmp7AshhBBCCCGEEK2MVPaFEEIIIYQQQohWRir7QgghhBBCCCFEKyOVfSGEEEIIIYQQopWRyr4QQgghhBBCCNHKSGVfCCGEEEIIIYRoZaSyL4QQQgghhBBCtDJS2RdCCCGEEEIIIVoZqewLIYQQQgghhBCtjFT2hRBCCCGEEEKIVkYq+0IIIYQQQgghRCsjlX0hhBBCCCGEEKKVkcq+EEIIIYQQQgjRykhlXwghhBBCCCGEaGWksi+EEEIIIYQQQrQyUtkXQgghhBBCCCFaGansCyGEEEIIIYQQrYxU9oUQQgghhBBCiFZGKvtCCCGEEEIIIUQrI5V9IYQQQgghhBCilfFpzMFKqRGH8yZa6z8OJ5xoPr4mGzPuSGHM+TkEh1WSuDOQBc+3Z+OqsHrDRsVZuO6Rg5w4vBDlpdmyJpS3/tuR9EP+TsdNujyTQUMKiR9UQmx7C798EcULd3XzeN7BQwu46KY0evYvRXlpUhL9+WJuG/74PuqI0+twvKbbHZsF9r/mS/r3PlQWKoJ72eh2k4XIIbYGhc/4yZtDH/hSvMcLLx8I7Gaj280WIk+rDv/bCUFuw3a71UKXayqaJB2Hw9fHyhWXbGbMmfsJDrKQeCCcBZ8MYsPmdnWG69CugEln7aZ3zxx6dMvBZLJxxXVTycgKdjn2uiv/5oR+mbSJKcbXZCUzK4jfV3dh0Td9KS/3ba6kVfHxtTHjhr2MmpRGcEgFSXuCWfhGTzatq/+6ioop59o7Exh8Rg5eSrNlfSTzXognPSXQ6bgfNix1G/79V3vyxftdPZ7/iTfWM/j0XL77rCNzn+nTuIQdhuPh+24pUi5oPY6H/NHXZOOKu9IYc34uweGVJO4MYMGz7diwMrT+NLaxcP2jyZw4oshI458hzH2sA+kH/VyOPevibKZdl0Gbjhay0kx8/V4M386PdTpmwZpttOlocfteKYl+XDW8X9X/A0OsXHJLGkPPLiC6rYX8bF82rgrhwxfbkpVqauSnULdKs2LdK9Hs+jqU8gJvonubOeP2LDoNK60z3Pwzu1OU4v5eF9bZwsxl+wEoSvVhx6IwklYEk59kQnlronpaOOU/2XQaWvd7NBUfXyszrtzB6HEHCQ6xkLQ/jIXv9mPjP3H1ho2KLmP2fzYz+ORMvJRm86YY5r0+gPQ053whPKKcK6/dximnpxMQWMGhA6F8/nE8q37v4HTcGcNSmHjufrp0LSQ01EJBgR+7dkTy0ft9OJBU/2+v0em+bg+jJqYa5YK9ISx8sxeb/oquP90x5Vx7+04Gn55tlAv+iWLeS31cygUA4ZFmLr9uD6cMyyQ0rIK8HD82/x3FK0+cUHXMkFHpDB+XRq++BYRHmcnOCOCvVTF8+k4PSopbLs/08bUyY+Z2Ro89YL82wlk4vz8bN9R9bbTvUMTEc/YR3zuXHj3zMJlszLpsIpkZ7svBR1OjKvvACkA34nhlP967ke8jmtmdzycybGIeX78XR0qiH+OmZ/P4+3u49+J4tq8P8RjOP9DKM5/uIijEyqevt8VaqZh6dQbPfb6LGyf0pyi/+pK68Po0AoKtJGwOJjK27orduOlZ3P5sEhtXhvL+c+2xWhUdupUT0859Rni4jtd0u7PjIT+yfvGm4+UVBHTSpH3jw+b/+DP43XLCT6y7wr//DV+S5voSO85K2ykWdCUU7/XCnOkFOIeNOMNK23OcP4fgPg1rUGgud978J8PPOMBX3/chJS2E8aP28/iDv3HPI+PZvivWY7g+8dlMmZjAweQwDiaH0aNbnsdje/XIYduOWJamd6fC4k33brlcNHUbgwekcddDZ6G1ao6kVbnjsW0MHZPBN590IvVgEGPPSeGxVzdw/3Uns2NThMdw/gGVPPX2egKDK/n8va5YK72YcukBnp73NzdfcgZFBc4Fyw1rovjth7ZO2/bt8lxwHjI6g94DCo4scY10PHzfLWgFUi5oFY6H/PHOFw8wfFIeX70bS0qiP+On5/D4wr3cc2Evtv/t2ohXM43Pfr7HSONrcVRWKM6/NpPnF+3mhvF9nNI48bIsbn3mECt/CGfxvDj6n1rMfx5Pxj/AxudvtKk6bu6cDgQEWZ3eJ669hVn3pvHP79Wft1Kapz/ZQ6ee5Xy3MJqU/f6062Jm8hVZnHRmIdeO7EtZSdP9nH69ty17fwph0KxcwrtY2PFlGN9e05HzPzxIu5PLPIYb8VAGFSXOA4aLUn1Z82IMnYaVVG3b/2sw/7wdRbdxRfSeWoC2KnZ+FcbXMzsx9uk0+k5r/vzhjnvXM+zMFL5e1IPUlGDGnnWAx55ezX23j2DHNs8VX3//Sp5+8Q8Cgyr4/KN4Kiu9OG/aHp55+Q9uunYMRYVGw09AYAXPvbqCiAgz33zZg7w8f4aPTOaBOet49gkbK5Z1qjpnl26FFBeZ+ObLHhQWmoiIMDN+QhIvvbmcO28aSeK+8KZL96NbGTomnW8+6ULqoUDGTk7hsVfWc//1p7Jjc6TndAdU8tSb64xywfzuWCsVUy5N4um31nHzZUOdygXRcWU8985aAH5c3ImcTD8iY8zE93P+Xm96YBu5Wf4s/7EdmekBdOlRxDnTD3DKkCxumTEUi7llsog77v6bYSOS+XpxT1JTQhg7PonH/reS++4aWee10advDueet4dDB0M5dDCU7j3yj16k69HYyv6oZonFUaKUmgXMr7HJCmQAvwAPaq1Tah2vgMuBa4EBgAnYB3wBvKC1LsENpdRUYDZwChAKZAOrgLla69/sx4wElgPTtdaLaoQ1AYuBicA1Wuv3jiTN7vQaWMzIKbnMe7IDX75tFNJ/XRzNW0u3cfUDh7jj/L4ew06ekUmHbmZuOacPu7cYGePfK8J4a+k2Lrg2nfefq26xvPui3mSmmADFVzv+8XjOuA5m/vP4Qb59P5a5j3VumkS6cbym253CrV5k/uhDjzvNdJpVCUCbcyv5a2oAe180cfKH5R7DFmz2ImmuLz3ustDpisp63yuws40251jrPe5oie+RzajhScxbcCKLvjF6Tn5d0Z23X/6Oa67YwO0PnO0x7Nq/O3DBjIsoK/dl2pTtdVb+7nzQ9Txp6SHMnvUP8T2z2bU75sgT40GvfgWceXY6777Ui8UfdAFg2fdteeOLP7nq1t3cdeVpHsNOuvAQ7TuXctvlp7Fnh9GrsH51NG98/idTZxxg4Ws9nY5PORjI8iV195A7+JqsXH17Aove78KMG/cdXuIa6Xj4vluYlAukXPCvyB/jB5Uw6rw85j3enkVvGb10vy6K5O1lO7nmwRRuPy/eY9hzZmbRoZuZmyfFs3uz0VO3fnkYby3bwbTrMpj/THsATP42Zt2byrpfQ3niOmPEwo8fR6O8NJfems6Sj6IpLjCK3mt+Dnd5n0tuSQNg+VfVFa8+J5YQP6iU1x7syHcLqu8jyfv8ufPFAwweXsSfP7me63Ckb/Zn9/ehDLsvkxOvyQWg99RCPprQlVXPxHDhFwc9hu0+rthl21+vGyMwek8prNrW4fRSrvxjHwGR1eWC/pfk88m5XVj7cnSzV/Z79c5l5Jhk3nnzBBZ/3guAZT935s35v3DVdVu562bPt7TJ5+2jfcdibr1+FHsSjO9o/bo43pz/K+dfuIcF7/QHYOI5+2nfoYT77xjO5o1Gg/IP33TjxdeXc80NW1n1ewcqK42GkU8Wuo5u+3lJFxZ+voRJ5+7ntZdObJp0983nzLPSePeVeBZ/aFyby35ozxufruKqWxK46+ozPIadNO2gUS6YeQZ7doQb6f4zhjc+XcXUyxJZ+Eb1b+em+7djsypumznEpXOgpqfuHczWDc4jdPbuDOPOx7Yw8uxUln7T8QhSe3h6xecycvQh3nlrAIu/MNK0bGln3nznZ666dgt33TraY9i1a9qx+rzzKCvz5fzpCcdUZb9Rc/a11r8fzqu5In8EHgFmANcDP2Jk3L8rparGmymlvIFPgYX2TXOA24BNwKPAWqWU05gOZZiPkSnHAS/a3+N1oBuwTCk1xFOklFK+wCKMDP3a5sjQAYZPzMNaCT9+XN2jVWH24ufPoul7UgnRbc11hk3YFFSVoQMk7wtg0+pQRkzOdTo2M8UPoxOnbhMvy8TLS7PwRSOz9A+00riOooY5XtPtTuYv3ihvTbtp1ZV1bz9oe34lhZu9KU/3HP9DH/piitZ0vLwSraGyAaPurOVg9fzxHlXDzjiA1apYsrS60lpR4c1Py7rTt3cWMVFuy+oAFBX7UXYEQ7IzMo1CYnBQ847cGDo2A2ul4sfF1YXsCos3S79uT5+BBUTHeW7MGTomg4RtoVUVfYDkpCA2/R3J8HHpbsOY/Kz4mupv0Jk2MwkvL6oaII6G4+H7bklSLpBywb8lfxw2yUjjko+qe+cqzF789EkUfU8uIaat59/p8En5JGwKrKroAxza58/GVSGMOCe/atvAIUWERVr5bqFz495378cQEGTj1DF1V2RHnZdH2gETO/6p/iwDQ4x7a162c/9cbqbxf0t5040a2vtTCMpb0++i/KptPn6avtPzSd8YSFFq4/oIE74NJbSjhbYnVo8IiOplcaroO96jy5klFKf7Yilu3uXEhp2ZgtWq+PH76qlmFRXeLF3Shb79c4mO8VyoGToihYSdEVUVfYDkQ6Fs2hDD8JHJVdv6nZBDfp5fVUUfQGvFyhUdiIwq54SBWXXGMT/PD3O5N0HBTTfdceiYdKNc8FV1JbrC4s3SbzvQZ0A+0XGeR20MHZNOwvawqoo+QPKBYDb9HcXwsdXlgg6dizllaBZfftCVogITviYr3t7uR3LWrugDrFlh3D47dnVtODoaho1INq6NH6qnFlVUeLP0p6707ZdT57VRXGSirOzYnLLXZL8opVRbpdRApVTLT06o349a6w+11u9ora8Bnge6A+fWOOYe4ELgea31CK31y1rrt7XWM4DzgL7A+7XOeycwC3gZOElr/T+t9Xta6ye11icDVwBuu0LtGfrnwGTgOq31u02TVFfd+5WSnOhPabHzEJmEzUbm0r2v+x+8UpquvUvZvdV1fk7C5iDadTG7DElriMHDCkne58+powr4YO0mvt65gS82b+SKO5NRqukqv8drut0p2ulNQGeNT61Ri6H9jXQU7/J8a8hb501oPxvJH/mwakQgf5wWxKpRASR/7L4QkP6ND7+fGsjvJwexdkoA6T+07OjdHt1ySU4NpbTMucU5YY9RAOzWNdddsMPi5WUjNKScyIhSThyYysxLN1FS6lv1Xs2le3whKQcDKStx/k52bzcq8N3iC90FM671nsXs3eE6DH/3tjDadSwjIND5Fjb2nFS+XL2Mr9cu481Fqznz7DS3545pU8a0WYnMf6XnUR2edzx838cqKRcAUi44ZvLHHv3KSN7vJo2bjLh36+e+IG+ksYzdm92kcZNzGnvYz1H72D1bA7FajTh40r1fKZ17lbP8a+fh1Ls3B1FW4sXMu1IZOKSIqDYWTji9iKsfTCFhU2CD1htoqKwd/oR3seAX4lxBazPQaCDO2unvLphbmdv9yNvnR/w57vOb2kqzvfEJsOET0LzT/Lr3yCflUDBlpc4Vs4RdxufezUOPrFKart0L2LPbdRrc7p2RtGtfQkCAUTn3NVnd5nNm+7YevVzfIyjIQmiYmS5dC7j17g0EBVeyaYPnaWaNVV0ucE53VbmgVx3lgh5F7N3pun7A7h1htOtYWlUuGHRqDgD5uX48+cZffL16KV+tWspjr/xNbNv6e4YiooxGxcL8pl2HoqG698gjJbmOa6N7fgvE6sg1dhi/C6XUFOAZwNFtMg74TSkVjTEM7jGt9ddH+j7NbCVwL0bGjlIqALgb2A3cX/tgrfV3SqkFwJVKqdO11mvtYe4HdgF3aa1dciOt9Qfu3lwp5YPRWzAFuEFrPa9pkuVeZGwFuZmurU+ObVFx7lu3Q8IrMflr8jJdf4S59m1RcRaS9wc0Kj7tu5ix2eCO5xL54q227N8ZwNCz87j0ljS8vTXzn22aoTzHa7rdsWQr/GJcC0yObeZM9z0FFQVQkaco2ORN3l/edL3Bgl8bTdrXPux+yg/lA+0vrC63hg2yEntWJf7tNZYsRfInvuy4z5/KYjMdLqp/CkBziIwoIzfP9btybIuK9FwYa6xePXJ45emfqv5/KDmUOU+NpKjYdUGnphQRbSY32/U9crOMbZEx7nvpQsIqMPnZ3IbNyzZVhU05YGQdOzaFs/KXODJSAoiMMTP5wkPc87+tBAVXsmSR8/V7ze272Z8Qyh9L27qcuzkdD9/3sUbKBVIuMMIeW/lj/Wl034saEm7F5K/rDZu835vIuEqslVCQ43xsZYUXRXk+RHp4D4DRU42Gx9++cq5MFub58L8bunLbswd59vM9VdvXrwjl8dldsVmbrme/JNOHoFjXvDkwprJqf0MlfGs0QsSfW39lPz/Jl70/h9BzQhFezdwWHBFVTm6ua6NFbo6xLSra/ci3kBALJpONvBw3Ye3ni4wuJ+WQL8mHQhh0YiaxcSVOC7T1OyHb/h6u+c6LbyynYyejR7u01IdPFvZm6ZIujUtcHSKizVVpdIq7Pb+PjPZQLgitq1zgKFOUk3IgmHadjJFyNz2wjT07wnjq/kHEtinjkmv28uTrf3PTJcOqGjzcmXbFfqyVitXL2ng8pjlFRJaTm+OmvGDfFhXVdOWFo+mIKvtKqXMwhqatAT7GGNIGgNY6WymVAlwJfH0k73MUdLH/dUzIHAZEAK9orT3VSBZipG0ysNYeJhJ4WWvdmGZsH+ATYCrwH631Ww0JpJSKBWpPAu3ekLAmfxsVFteeW8dQMJO/+1ZVx3aL2TVjcWwz+Te+xd0/yIq3N7z7VAe+mGtUBFb/GElIuJUpV2Xy6evtmmTxmeM13e5Yy8HL1zXOXvbyms3DiE1rmZHeinxFv+fKiTvbuNRjx1v563wvkt72darsn/SBc6bZdmolf18YwP5XTLSdUol3wzsJmozJZKWiws11UGF81n4NGI7eUAcPhXHfnLH4+1XSt3cWgwekEeDf/I0cfn7ur3XHNj8/D9e6fbvbz8di/3z8qj+fu6861emYX75pzysfrWXmTXv49bt2VT0bA07OZciYDO64wvNaAc3lePi+jyVSLpByQVXYYyx/NNLoLp72+6KHePrZ0+g+rPPnY/K3UVHhvvJtMauqc9WmlObMKXns2RrAob2ulY2CXB/2bg/g2/djOLDbn279yrjwhgzufPEAT17v+WkGjVVZrvA2uX4OPn66an9DaBvs/j6UmL7lRPaoexpTRZliyc3t8fHXDLm77uHtTcHPZK0zfzR5yBNM9ryvzvzRHvbnH7oy8Zz93P/oOt5+fSB5eX6MGJnMkOGpxnF+ru/x0jMnExhUQZu2JYw7+wAmPyteXhprEzXm+Pl5Src97v4e0m3f7vb+YHYuUwQE2Kec5Pgx57aTqxamzc7w597/bebMOubin3lWKmedl8yiBV1JPdQyg8H8/NyXFxzbTG6+t3+DIx3G/wjwh9Z6GMb8s9rWAIOP8D2aQ5hSKlop1UEpdQHGXDsz8L19v2Mlms11nMOxr0+tv1sbGZengWnATVrrNxsR7kZgW63XNw0JaCn3wtfkmuE4MmRLufvLwrHd5OeaETi2Hc7cMcd5V3zrPHRtxTeR+AfY6O5haN3hvM/xmG53vP3B5qZAYrPnyV4eOiK97OlVPprYcdU3PeUFsWdVYs7wojzN82fh5QsdLqmgskhRtKN55+V5YrF44+vr5jrwNdJjtjRdA0tpmYmNW9qy5u+OvPvBiXz5bV8evW8F3bo03dBxd8xm99e6Y5vZ7OFat293+/nYCzF1tcpXVnrx3ecdCQ6tpEcfozfHy9vGdXfv4rcf2jqtA3C0HA/f9zFGygVSLnDadqzkj0Ya3cXTfl/0EE+zPS7uwzp/PpZyL3zdNKQ7jjV7+BwHnFFMTNsKp4X5HNp0MvPs53tY+lkUn77WhjVLw/nopbb83wMdGTE5n5NHNd2Cdj7+GqubRo1Ke6OGTwMbbpLXBVKS4Vtvr77NCj/d2o7cvSYmvpZCcFzzN46aLd515o8WD3mCo/G6zvzRHjZpfxjPPnEqbdqV8MJrK3jvo5859/x9vP3aQADKylz7WnftiGLD321Y8m13Hr5nGKPGHWTWtdsOI4Xumc2e0m2Pe7mHdNu3u70/+DmXKRx/V/3axukJNKuWtaWyUtFngPtFbvsNyuXWh7byz5poFrzZq6FJanJms/vygmNbSz0h4EgdaWm7P8Z8Mk8ygKabcNJ0fgWygEMYC9+UAOdqrR2razieeVJUxzkc+0Jr/a0rjDtxGPP1EhsZ7g2Mz7/ma0pDAuZm+rp95I1jW06G+7kyRfk+WMoVEbGurbSR9m2ewtYlJ8MY7paf7TzsLd8+DC44rGlu/sdrut0xRWvMWa4ZumObX6z7DN03zKjw+4ZrVK17ninKCFNRWHfBzq+N/biClnkUWW5eAJERrkOxHNtychs33LQxVq01Hrdz5tCkZnsPMIbWuRuS5xi+7xjOX1tRgS8Ws5fbsBHRljrDOmSnG8M1QkKN39WYyWm071LCT192JLZtWdULICCwkti2ZR57FJrC8fB9H2OkXCDlAnvYYyt/rD+N7hfXKsr3xlKuGhQ2N8MHbx8Ii3I+1sfXRkhEJbke3mPU1FysVlj+jet88PEX5uDrZ2Pdr86NpWt/Mf7f72TPi4w2VlBspduh+qVZPlX7GyLh21CUl6ZXPfP1f3uwDYnLgxn3bBodz2i+Do6a8nL8iYx0HaofGWVsy8l2P+SwqMiExeJFRJSbsPbz5dYIu/qPDsyYNolbrx/F7TeOZNbFE0hLM3qsU5I9P+YRoLjYxJaNsYwae6hhiWqAvGy/qjQ6xd2e37sbpg9QVFhXucBRpvB3+puX43wum01RVOBLcIjr9dO1ZyGPvPAPB/aH8L97B2OztkxHEEBerj+RbobqO7bluBni/29wpJ9oKVDXWItuQM4Rvkdz+A/GHMJpwBIgGqMF38GRMXt+sKxrxl9Ya3tD3QMcBBYppYY2NJDWOlNrvb3mC+PxP/XavyOQDl3LCQx2LmDHDzLmCu3b4f5i1lqRlBBArxNcb8jxg0pIPeB3WMPO9241LqHacwId/y/IPeKlJYDjN93uhPS2UnZAUVlrwdPCrUY6gnt7GGroBcHxNiryFLZa5R7HPH9TRN0t/+XJDTuuuexLjKRDu0ICA5w/9969jLl0+xM9P2v2SPn6WvH21gQFNd0Ku+7s3x1C+06lBAQ5Z6zx/Y0eoP0J7hd00lqRtDeYHn1dC2jx/QtIOxRAWWnd12WbDkamWGBfYCemTRm+vprn3/+L+T+srHoBjD0njfk/rGTw6c2XTRwP3/cxRsoFUi6whz228sd9OwLo0M01jb0HG3Hfv911AT4w0pi4K4BeA13T2HtwCalJpqo07rOfo/axvQaU4u3t/nP0NdkYNiGfLWtCyHXTMBIeXYlS4FWrxO7to53+NoWYPuXkJ5kwFzm/WfqmgKr99ak0K/b9HEL700rr7Klf9XQMOxaFM+LBTOLPaWx72OHbtzeM9h2LCQh0vi/H9zFGYO3fG+42nNaKpP1h9Ozl2jsd3yeXtJQgl9XYKyu92JMQScLOKCorvRh8UiYAm/6pv73TZLIS2IR5x/7dofZyQa109yuo2u+O1oqkfSH06OM6giS+Xz5pydXlgr27jHNExzpfJz4+tv9n767Do7jWB45/T2TjrhDcgmuhtECLOxRoaaEtLaVut7cu9/6q99bdbl2oG/VSqEGBIsU1ASJA3F13M78/ZrPJZncjxJP38zx5AmfmzJ6TnZnznpkzZ/D1K7eZeC88opCHX9xJTrYbD9wyhhI7Ix5aUkyMPxHd7OwbA837Rox/K5Sq8Rrb2f8DuNw8kYwVpVQ4+nto1zfyM5rDDk3TftU07Sv0mXYPAh8rpSovtR0x/x5eyzYqlx02/44y/x7WwLIkowcYucCPSqkRDczfYJt+CsDZBeZcnGZJczVUMHNpBkd2e5GRrF+RC+laSre+xTXyBhI5spD+w6quJHfrU8zIs/PY9KPtFen62PiDHmzPWpZhSVNKY+bSDPKynS2NfmN11nrbEzLDhGZSJH1ZdehWlEHyNy74Djfhbr77XpKsKIy1vgMfNtuIZlIkf1uV11QKKT+64NW3wjIqoMzOyGVjof7qPtcADZ8hzTvjriObtvbA2Vlj7syqiY5cXUzMnBLDkaPBpGfqf/eQ4EK6R5ze8EgvzzK7r5uZM/04AEeP275ypilt+TUMZxeNOUuqXgXk4lrB9IVJRB3wIyNVv/oeEl5Mt16FNnkjh+ZZNewRPQsZMTaLzb9WvVXM19/2Tp6Hp5HzLj5BbrarZUb/P9d14ZHbRtr8APy9KZhHbhtJ9MHmG97fGb7vNkbiAokL2mT7uOlHvY5zL6napquhgpkXZXJktyfpyeYLlF3L6N7XurOy+Sd/IkcW0X949TqWMHJCvlUd9/7lQ162M/NXWD97Pu+yDEqKnNjxm+25buzUPHz8TTYT81VKjHXDyQnOWWDdyZyySP9/zMGmu9vYb3Y+mklx6DN/S5qxVHH4Kz/CRhTj01XvvOcnuZAVY3/ExomNXpTmOdc6hH/Xm4HsfiuIM67PYORK+0O7m8uWP7vh7KwxZ37VwBkXVxMzZscTdTiQjHT9gk1IaBHdulvXYfPGCCIHZVt1+CO65zNidDqbNkbU+rldI/KZuyCW7X+Fk5hQdf3Pz9/2AkpoWCEjR6dxPPr0jh97tvwWrscFi6tGC7i4mpi+IMEcF5gv6IQV061nQY28YUQOya0RFxQw4owsNv9WNenu/l2BZGcamDw7yep1vNMXJODsorFne1VbGBBUyn9e/puKCvi/m88gL6f1J7K17BvzYi1pLq4mZsyKJ+pI7ftGW9bYSyj/Qp+E5m/gC/SXoM5SSk0FrkV/mepDjfyMZqVpmkkpdS96gHIT+rNym4Ec4GKl1H8dTKxzmfl35fN8m9En8lmulHq0IZPxaJoWq5SaBWwE1imlJmmadqyufKcreq83f/4QwBV3JeIfZCQp3o3pF2QS1q2M5+6qeu/onc/GMfysfGb3HGtJ++GDUOYsT+fhd4/y1ZvhGMsVS65KJTvDlTVvWs+eeea0HPoM1q9uO7to9B5UzPKb9clJtv3iT1yUftBsXe/Pns2+XHRDMn4BRmKPeHLWzGyGjivghXt62p0UROrdOH7DKwidaSTmBQNlWQqP7hop37lQkqQY+FDVzazD97mRs9OZqQeqApyuS40krXHl6H8NFJ9QuIVrpPzgQmmyYvhLVXkTPnUl43dngs814dZFn40/+RsXSpIVgx8txamVXkcafSyEP7f05IpL9uDnW0JSig8zpsQSFlrAs6+eZVnvzn9sYcTQVGYtWWFJ8/Qs47y5evw+ZKAezC2cG01BoSuFhQa+WzsQgOFDU7jhyr/ZtLUnSck+uLhUMHRwGhPOPEn08SB+/7M3zSn6oD+b1odx+U3H8AssI/mUJ9PmJxHWpZgXHh5sWe+2hw8y/Ixs5o2eaUn78YvuzFqSwIMv7mHNBz0xGZ1YdMkJsrMMrPmgl2W9+Red5KzJ6Wz/M4T0FHcCg0uZcV4iIeElPPN/wzAa9f03Id6LhHj7gXlKkgfbNjTviO7O8H23MRIXSFzQJtvH6D1e/Pm9P1fck4hfcDlJ8e7MuCCTsG6lPHtHf8t6d74Qz4izCpjVbbQl7fv3Q5hzcSaPvB/Dl6+HYSpXLLlGr+NXr1edw8pKnHj/qa7c/Ogp/vVaLLs2+jJ0XAHTz8/i3ce7kp9jG3ZPXZxFWYli80/2O3brPw/i/GtT+cfjJ+k7tIgTRz3oP7SI2csziI9yZ8vP/g3+WzgSPrKEfnPy+OvpEIoynfHvWcaRNX7kJ7oy/bGq16quv6MriTs8+cfxKJttRH3ri7Ohgn6z7d+tj1nvzZYnQvHvVUZg3zKivrG+o9xjYiGewc33aFf0kUA2bYhg5dUH8Q8oJSnRi+mzThIWXsQLT42xrHf7vX8zfGQGc6ecb0n78ds+zJ4fx4OPbWHN5/0xGp1YvPQY2VlurPnc+lnz195dz6aN3UhP8yA8vIi5C2PJzzfw8nOjrdZ79e1f2bcnlNjjfuTnG4joVsDMOfE4u1Tw7ptDm67eh/zZ9Es4l994FL+AMpITPJk2L5GwrsW88J+q65G3PbSf4WOymDd2TlW9v+zJrEUJPPjcTtZ82BuTSbHo4ng9Lviwl2U9Y7kz77w4kNsf2s8Tb2znj5+6EhJewsJl8RzcHcBff1SdDx5+8W+6dCvmy/d7M2RkNkNGVl1Ayc50Y++Oln9lbXRUEJs2dmPllQfw9y8lKcmb6TPiCQsv5IVnzrCsd/vdOxg+Ip2505da0jy9ylm4SD9FDx6iD15bcN5xCgtdKSgw8MO3/Vq2MtU0qrOvaVq0Umoi8ALwCHojfqd58Qb0WWTjG/MZLUHTtA1KqR3AP5VSz2uaVqSUehr4D/Bf4J7q6yul5qG/N3edpmnbzNsoUko9gR4UPKGUurPma3aUUpcCRzVN22GnDAfM2/0F+EUpNUHTtMSmr63uqdv6cPntiUxbkom3r5G4KE8eWNWfgztqH21YXOjMXRcN5Nr7T7L8pmSUk8b+bT68/nAPcrOse28T52QxY2nVaM1+Q4voN1Rv5DOSDZZGHRQPXd2Py+9I5NwFWUy/IIPEWHeeuKUPf3zTtHfEOmu97Rn0aCnuL7uS8r0LxjyF14AKhr9cSsAZtd9xd3aHUW8Vc/xZA0lfu1JRrA/7H/5KKUETqhpo/5Emcvc6k7TGhfIchbMH+A4zMfDhcgLPbJ27+pWefHECly/3YtrkOHy8Sok7EcD9j07l4OGwWvP5eJWx8mLr+bkuOE+/iZeS5mXp/MWfCGDfwXDOGneKwIBiFJCc6s1HXwzni28GYzQ2/yQvz9w/lBU3HGfq3CR9Xz/mzUP/HMWh3bUPWy8ucuGeq8dyze3RLLsyDuWkcWBXAG8+M9BqCN7hvQEMGp7LrEUJ+PiXU1rsTPQhP55/aAj7/25bd7I7w/fdVkhcIHFBW24fn/xnLy6/M4lpS7Lw8TMRF+XB/Sv7cXB73XW8c2l/rn0ggYv/kYxygv1bvXn9oW42dfxhdQgmo+L8a1IZPyOXjGQDrz3Qja/frvmiBPD0NjFuWi47fvejKN/+eSI/x4Wb5w3ksjuSGT89l3mXZpCf7cK6z4J49/EIjHZmD2+MmU8ns+25cqK+8aM014nggaUseCOBiHF1v3asNN+J+A3e9JpSiJuP/XY+/Yg+siwn3sD6O7raLF/y4Uk8g5v3+f2nHx3LilWHmDrjJN4+ZcTF+PHgfWdzcL/td1RdcbErd//zHK65cT/LLo1COcGBvcG88coI8nKt70zHxvgxY3Y8AQGl5OYa2LQhgg/fG0xujvWcAD9914ex41MYMzYFD08jOdlu7N4ZyucfDSQ+rmlHvT3z4HBWpBzT4wKfcuKO+/DQrWM4tKceccF147jm1iiWXRmDUhoHdgfy5rODbO7I//5TBMZyxdKVsaz6RzSFBS78vKYH7786gIqKqpGifQboF4MuuNx2apL9uwJbpbMP8PTj41hxxUGmTj+h7xuxfjz474kcPFD7vuHtXcZlVxyySjv/wqMApKZ4tmpnX9l57evpbUipAKAf+qMBsZqmNf/7MxpIKbUSeBcYq2nazhrLLkC/C3G9pmmvKaWcgc+A84E/ga+AYvRX6VyKPqRvmqZpqdW24QS8B6wAdqNP8pMChAOLgHHA2ZqmbVVKTUa/a7BU07Qvq21jJvA9+nN2kzRNq/ezjUqpIcDBs1zm4u3kX99sop2bsrtlh8C1Fb9ffVbdK3VALvGpda/UQRl71d4574gKitLYtu9lgKHmZ7DbDYkLJC5oTZqpfb4mqyn842i7OlU0mVfmzW/tIrQKVdAykxu2RZpf7ZMddkQFJelsiXkT6hkXNNnlQE3TsjVN+1vTtO1tsUGvhzXoDekdSiln83C7C9HfmeuMfofiRWAM+hDEM6s36ACaplVomnYZ+gQ/GcAdwBvAzeiz6k7WNG1rbYXQNG09elAQCaxVSjV0Yh8hhBCi1UlcIHGBEEKI1tXoaQ+VUiHA3cBcoJc5OR59NtunajZ8rUnTtPfQr7DbW1aBfgeiZprDPLV8zlfoV/xrW2cD+vBGe8s+p/ZXFwkhhBBtksQFdrclcYEQQogW16g7++bhYQeA29Bnjf3C/JNrTtuvlGq62SWEEEII0WZJXCCEEEK0HY29s/8K+lC2MzVN+7v6AqXUOPSr+C8BUxr5OUIIIYRo+yQuEEIIIdqIxj6zPw54oWaDDmCeWfYF4MxGfoYQQggh2geJC4QQQog2orGd/TSgpJblJeZ1hBBCCNHxSVwghBBCtBGN7ew/D1yvlAqvuUAp1RW43ryOEEIIITq+55G4QAghhGgTGvTMvlLqNjvJBcBxpdTXwHFzWn/098cex8HMskIIIYRo3yQuEEIIIdquhk7Q93Qtyy6xkzbcnOe5Bn6OEEIIIdo+iQuEEEKINqqhnf3ezVIKIYQQQrRHEhcIIYQQbVSDOvuapp1oroIIIYQQon2RuEAIIYRouxo7QZ8QQgghhBBCCCHamIYO47ehlBoO3AyMBvywvYCgaZrWt7GfI4QQQoi2T+ICIYQQom1o1J19pdRkYAcwH0gC+gCx5n/3RJ+R989GlVAIIYQQ7YLEBUIIIUTb0dhh/A+jN+KRwBXmtEc1TZsInA10Az5v5GcIIYQQon2QuEAIIYRoIxrb2R8NvK1pWh5gMqc5A2iath14HXikkZ8hhBBCiPZB4gIhhBCijWhsZ98I5Jv/nQOUA6HVlscCgxv5GUIIIYRoHyQuEEIIIdqIxnb2jwP9QZ9tB4gCFldbPg9IaeRnCCGEEKJ9kLhACCGEaCMa29n/CViulKqc1f9ZYIlS6phS6hiwEH3InhBCCCE6PokLhBBCiDaisa/eewR4AfNzeZqmva+UMgHnm9P+q2nae438DCGEEEK0DxIXCCGEEG1Eozr7mqaVA5k10j4EPmzMdoUQQgjR/khcIIQQQrQdjR3GL4QQQgghhBBCiDamQXf2lVK/n8ZnaJqmTTuNfEIIIYRowyQuEEIIIdquhg7jdwK0BuZRDVxfCCGEEO2DxAVCCCFEG9Wgzr6maZObqRyiCWnGcjRV1trFaFFOnp6tXYRW8+1/OucNsrc/fba1i9Aqbu13TmsXofWkpLZ2CVqeltvaJaiVxAXtQ6eMC9zdW7sIreapf6xo7SK0ihfXvdTaRWgV9wyf2dpFaDWmxKTWLkKLMzUwLpBn9oUQQgghhBBCiA5GOvtCCCGEEEIIIUQHI519IYQQQgghhBCig5HOvhBCCCGEEEII0cFIZ18IIYQQQgghhOhgpLMvhBBCCCGEEEJ0MA169Z4jSqkI4BwgFPhK07QEpZQz4AfkappmaorPEUIIIUTbJ3GBEEII0foadWdf6Z4F4oCPgGeBAebF3kA8cHNjPkMIIYQQ7YPEBUIIIUTb0dhh/HcCtwBPAzMAVblA07RcYA1wfiM/QwghhBDtg8QFQgghRBvR2M7+1cBqTdPuA/baWb6fqiv6QgghhOjYJC4QQggh2ojGdva7A3/VsrwQ8G3kZwghhBCifZC4QAghhGgjGtvZT0Nv2B0ZA5xs5GcIIYQQon2QuEAIIYRoIxrb2V8DXKeU6lMtTQNQSs0EVgJfNPIzhBBCCNE+SFwghBBCtBGN7ew/ACSjP5e3Gr1Bv1sptRlYi/5s3qON/AwhhBBCtA8SFwghhBBtRKM6++aZdccDTwIRQAlwLuAPPARM0jStqJFlFEIIIUQ7IHGBEEII0Xa4NHYDmqYVA/8x/wghhBCiE5O4QAghhGgbGjuMXwghhBBCCCGEEG1Mo+7sK6XeqcdqmqZpVzbmc4QQQgjR9klcIIQQQrQdjR3GPxXzLLvVOANdzL/T0d+pK4QQQoiOT+ICIYQQoo1oVGdf07Re9tKVUq7AtcA/gRmN+QwhhBBCtA8SFwghhBBtR7M8s69pWrmmaS8D64GXm+MzhBBCCNE+SFwghBBCtLzmnqBvH3BOM3+GEEIIIdoHiQuEEEKIFtLcnf0ZgLxPVwghhBAgcYEQQgjRYho7G//9Dhb5o1+5Hw083pjPEG2bq6GCy+5MYdr52Xj7mYg74sH7T4az+0+f1i6aXa6GClbccoqpi9Lx9jMSF+XF6ue6s2eLf515g8JKueZfJxg9MQcnJ9i3zZc3/tuLlFPulnWCu5Qy84I0xk3OpmuvEipMihPHPPnklQj2/mX9GSPPymXKwnQGn5FPcHgZ2emu7Nvmx+rnupOdbmjimttydTZx9Zy/mXXGMXw9SjmeHMQbP43l76Pdas137rBYpo2KYVCPdIJ8iknN8eKvQz15d/1oCkrcLOv5epYw/8woJg45Qc+wHFycKziR6s9nG4fx295+zV29WhlLFT8924OdX4dQnOtMl4FFzLvjJJGTcmvN99CE0WQnuttdFtyrmH9v2GP5/z97nW13vfl3nWD6DYmnX/h6cjVUsOL2JKYtydL39SMevP90BHs2+daZNyisjGsfSGD0pDyUk8b+rT68/nB3Uk66Wa0379J0Rk7II3JkIaER5fzyRRDP3N7LZnuBoeWctyqVgSML6T+8CE/vCu66cAD7t7XN8wS0v3NbWyFxgWhvx46roYIVtyYwdVGGOS7wZPWz3dmz2a/OvEFhZVzz7xOMnpSLk9L0uOA/PW3jgqXpjJuSUxUXHPXQ44It1p8x8uxcppyXaR0XbPVl9bPdWiQuAHB1MXHFebuYedZxfDxLiUkI5O1vxrDrcO2xQfewHBZOjmJQ7zQG9MzE4Gpi2d0XkZJp+717uJVz5aKdnDsmDj+fEpIzfPjqtyF8t2Fwc1WrTsZSxbpnu7P762CKcl3oMrCI2XecYkAdccGjE0aRnehmd1lwr2Lu3rDPKi0/3ZV1z3bjyO8BFGW74BNSTr8JuVz4ZGyT1cURF9cKVvzjBFPPS8Pb10h8tBerX+jJnr8C6swbFFrKNffGMmpCth4Db/fjzcf6kJLgYVnH4Gbi+v+LIXJ4PiFdSnFy0kg+5cEvX4XxwyddMBmr7jEPPSOXJasS6DuoAL/AcgryXIiN8ubTV7tzeE/dx15raW/nN2j8bPwPOkjPBmKA64A3G/kZog27/flTTJqXw9dvhZAY68bMi7J45INY7lral0M7vFu7eDZue+I4E2dn8c174STFezD9/DQefiuKey4dzKFdjjtB7p4mHv/wMF4+Jj77XwRGo2LxFck8+fEhblwwnPwcVwDOmp7F0muS2PpLAL9+HYqzs8a0xek8tvoIz97dl1++CrVs84q7TuDjZ2Tz2iAST7gT3r2UhStSGDclm5sWDCc7o3kb9n9f/AdTRsTx2cahJGT4MXfsUZ65Zi03vTKf/XFdHOa7+8JNZOR5sm5nf1KzvenbNYvzJx3krMEnWfnM+ZSV66eVob1SuXbu32w90oP3fxmN0aSYMiKORy7/jV7h2bz989hmrV9tPrqjH/vWBnHuqmRCepWw48sQXr9iEDd9cog+Y/Md5lt8fzxlRdYDorIS3fjp6Z4MnJRjs37kpBzGLkmzSosY0jITkd/+TDwT52bzzdthJMa7MeOCTB557xh3L4vk0N+Oj013TxNPfHYULx8Tn74SjqlcsfiqVJ76PJobZg8mP6eq2bjw+hQ8vE1E7/UiMLTc4Ta79SnhohtSSYh1Iz7Kg8FntP3J2Nvbua0NedBBusQFnUR7O3ZueypWjwveDScp3p3p56fz8NvR3HPJIA7tdBzAu3uaePzjI3j5GPns1a56XLAqhSc/OcKN84dWiwuyWXptsh4XrAnG2Rk9Lvggimfv6sMvX4ZYtnnF3afMcUEgiXHuhPcwxwVTc7hp3tBmjwsA7rliI+eOiePLX4eSkObH7LOP8sQ/1nHr0/M4cDzcYb4hfdNYMu0QJ5L8OZHsT/8emXbXc1IVPHnrWiJ7ZvDNH4NJSPNl3JBEbrv0L3w8y/jop5HNVLPafXZHX/avDWTSqhSCe5Ww88sQ3r4ikus+OULvWuKChffHU1rkbJWWk2jg56d70L/GhYKcJAOvXDAEgPGXpOIXXkZeqoFT+7yavkJ23Pb4USbOzOCb1V1JOuHB9MWpPPT6Ie65fBiHdzvuYLt7mnh89QE8vY18/np3jEYnFl2eyBMf7OemxaMt+7rBvYKe/YrY+WcgqYluaBWKQaPyuPreWCJH5PPkHQMt24zoVYxWofjp0y5kZxjw9jMyZUEaT3y4nwevHcKuzYHN/vc4He3t/AagNK3mG3LaN6XUSuBd838naZq2ucZyBZwEugE/apo235xe2x/ideBT4I/6lEHTNFXt8z4HlgJPapp2t53yTjZvd6mmaV/WZ/uOKKWGAAfHMwNv1fxXxSJHFvHiT8d48+EufPma3ol1davgjd+jycl04daF/Zu9DJWcPD3rXGfA8HxeWHOQtx7ryVdvdwX0K3Svrd1LTqYrt184zGHeC65O5Mq7T3LL4mEcPaAfzN36FPPaT3v54s0I3n+mBwA9+heRk+FKXrarJa+roYKXv9uPh5eJyyaNsaQPHZvHoZ0+VNtdGDo2j6c+OcQnr0Sw+rke9ap77oLh9VqvukE90nj71q956dvxfLJhBAAGFyMf3vUF2QUeXPviIod5R/VNYk9MV6u02Wcc5f5L/uCxT8/h++2DAOgSmIemKVKyqwdLGi9e/wPDeqcy59+XU1Lmyul6+4lnTyvfib3ePLdoOAvvi2fqNUkAlJconpg1Eu+gcv655mCDtrf+pW789EwPbvnqAL3HVAUE/+x1NhMvS+aCh+NOq5yO3Nqv7sedB4wo5MXvo3jzPxF89YYenLm6VfD6L4fJyXDhtiUDHea94LoUrrovkX/MH8jR/XoA0q1vCa//cogvXgvnvScjLOuGRpSSlmgAFF8f2cPmnwLs3tn38DLh7KJRkOvCxLnZ/Pu12NO6s68ZjQ1a/3S1pXNbgZbLNn4BGKpp2qEW++AOROKCThoXuNsfhVXdgOEFvPDNId56tAdfvaVf5HY1VPDaz/v1uGDpEId5L7gmiSvvOcUti4ZwdH+1uODn/XzxRlfef7o7UEtc8MMBPDwruGziKEu6w7jgsyN88nJXVj/bvV51L57qOJ6pzcDeabz2r+/43+fj+Gy9HlsYXIy8+/AasvPcuenxhQ7z+niVYDQ6UVxq4KKZ+7n+wh127+yfOyaWh67/nSfencTaLZGW9Ieu+5Xxw09x0d3LyMn3qLn5ennx1ZdOK9/JvV68tGgY8+47weRrkgE9Lnhm1gi8g8q5aU3DTr2/vhTBume6c+NXB+k1psCS/vbKSNJiPPjHdwfxCmi69uye4TPrXGfAsHye/2Ivbz3ZmzXv6KM0XA0V/O/7XeRkuXLH8pEO815w5SlW3RnPLReM5NhB/fvs1ruI/32/iy/f7s77z/Wq9bOv+/dxFl6azCUTz6z1gpWbu4m3f/mb2Chv7r96aJ11AjDl5dVrvabQVs5vDY0LTvuZfaWUh1LqWaXUgtPdRjMrAS62k34ueoNeamfZL8AKOz/vAEfspCcAUXbSAVBK+QILgHhguTmg6DAmzs/BZISfPgyypJWXOvHzJ4EMPqOIkK5lrVg6WxNnZ2EywtrPqu6ul5c5se6LMAaPLiC4i71dojJvJtH7vCwdfYCEWA/2bvXjnLkZlrSTxzytGvTKz/h7oz8hXcrw8DJZ0g/+7WvVoFem5WW70L1v8WnXsz6mjIjFaFJ8u3WQJa3M6ML32wcyrHcqof4FDvPW7OgD/HmgFwC9wnIsaclZvjU6+gCKPw/2xs3VRNegljtBV7dvbRBOzhpnL0+1pLm6a5x5YRrxu33JTmrYnZNd3wYT1L3EqqNfXVmJE+UlLXvoT5qXre/rH1fdMSovdWLdZ0EMPqOQ4C6Oj81Jc7OJ3utp6egDJMS4s3eLL+fMz7ZaNy3RDai7bsWFzhTkNnYgWctpb+e2tkLiAokL2tuxM3GOOS74tNq5ssyJdV+EMHhMHXHBnCw9LthfIy74y49z5lbd1XYYF2zwJ6RrA+KCfs0bFwCcOyYOk0nx/Z9VF4TLjC78uGkAQ/ulERLgODbIL3SnuLTu9nP4gBQAfv+7r1X673/3xc1gYsLIE6dZ+tO33xwXjF9eNRLP1V1j3IVpnNjtQ04D44I93wYR2L3EqqOfdtydqA0BnHtNMl4BRspLFKbyljv8J87KMMfAVaMzysucWP9VOINH5RMc7nhfnzArg+j93paOPkBCnCd7t/kzaXZ6nZ+dan780cun9gscpSXO5GW74l3Heq2lvZ3fKp129KVpWrFS6lrgcBOWpyn9BCxVSv1D07Tqe83FwC4g2E6eo5qmfVjLNq2WKaXuATJqyXM+4AysAn5Hf15xYz3L3+b1G1pMQqwbRQXWw5ei9+p32fsMKSa9gSfI5tR3cCGJ8R4UFVjv9kf36Q1130GFZCTbPnellEbvgUWs/zLUZln0Pm/GTMrFw8tEcaGzzfJKgcHllBQ5UVpc+/U1d08THl4m8rKbt2M0ICKDU+l+FNVomA+f1AOe/hEZpOXUfzhSoI8ehOQU1n0nJchHn5srtx7rNoeEQ16E9C7G3cdkld5zpN4oJx72IqCeJ+yEg16kHvdkxk2n7C7f8WUoWz4IR9MUYf2KmHlzAmPOy7C7blPqO6SIhDh3O8eml2V5RrLtsanv68Ws+9z29Bi915Mx5+bVua93BO3t3NZWSFwgcUF7O3b6DikkMc69lrigqPa44IsQm2XR+7wYc0494oKQBsQFnibysk5/JFx99e+RyalUP4pKrL+jqDi9nv16ZJKe3bihyq4uFZhMCqPRut4lZfp3ENkzgx83NeojGizpkCfBduKC7ua4IOmwJ/71jAsSD3qSdtyTaTclWKUfM8/P4BNSxusXD+L4X344OWv0n5jLkv/EEdjdcWe7KfQdVEBivAfFhdb7erT5YlWfQQVkpDjY1yMLWf+V7SMcR/f7MGZiDh5eRqvturhW4OllwuBeQf+h+Zx/RQKpiW4knbQdseHhZcTVVcM3oJxpi9LoNaCIT1+r3wiWltbezm+VGjsb/y6gfuMsWt4nQBD6zL8AKKUMwAXAxy1UhkuAXzRN+wP9DsAlLfS5LSIw1EhWqm3jU5kWFNa2rswFhpaRlWanvOmu5uX2nzn28TdicNPISrM9gLPME+YEhjpuBLr0LObsWZlsXhdIRUXtV3EXrUzG1aDx54/2Ys6mE+xbRGae7aMPmXleluUNcem0vRhNij/29al1PR/PEhaMj2JvTLjls1paXpoBXzvfV2Vabmr9T9S7vtW/pzGLbDvwvcfkMe+Ok1z5RhRL/xODk7PGB7cMYPMHYadZ8voLDC23v6+nVR6bjvZ1EwZ3jezTyNuRtLdzWxsjcUHtJC5oQwJDyi3teHWV57vAMPtte+PjghLOnpXF5p/rERdckYKrm8afPzb/M8xBfsVk5tqJDcxpwX6Nf5HGqRQ/nJ01Bvexns9meH/9jn9wQMvP6aLHBbZtW2VaQ+KC3ea4YFSNuCAjTr/B8eW9fXB21bj05aPMufsk8Tt9eOPSQZTVcdGnsQJCyuzv6+a0IAf7q4+fvq/bmyDS0b5+9owMPt22jdUbdvB/Lx8hI9WNh64fQoXJdl+/9/koPt22jTfW7mLJFQn89Gk4n7xav8dYW1p7O79Vauztw38CPymlDgLv1bhS3triga3AcmCtOW0O4If+nN0/7ORxV0rZ62XlaZrWoLEZSqmuwBTgcnPSJ8CtSqmbGrotB9sPBWpeUu5rb93mYnCvoLzM9sAtK9XT3NwrWrI4dXJzr6C8zPZkWlbqZFluj8Gcbq+u5XXkdXM38a+XjlJW4sS7T/WstXxDx+Zxyc0JbPwxiH3bmvfZSjdXE2VG2zsOlWlurvU/lGeMPsbC8VF8+NsIEjIcl1spjQcv/R1vj1KeXTOx4YVuIuUlTrgYbB/FdXGrsCyvj4oK2P19MN2GFBBuZ3jlLV9ZP/t/5oVpPLNgOD8+1ZNxS9Mt+1VzMLhXUF5q79h0six3lA+gzO5xXXvejqS9ndvamH8icYFdEhe0vWPHzWF5GxMX1F5XN3cT/3r5mB4XPFn7HcyhY/O45B+JbPwhkH1bm3/OBYOrkXKjnTip3BwbGEw2yxrqt+19uXzBHu5a+SfPf3w2ial+nDEkkfMm6wOC3Fwb/xkNpccFtt9XZVxgbEBcsO/7ICKGFBLWr8RqWeUkfj4h5ax6Nwon8yb9w8v46B/92fNtEGcuq3tI/OlyFANXxrEGt4bv65bjpEbe/dv9ue+KoXj5Ghk5PofeAwtx87D/vb73TC++fjeC4PBSpi9OxcVVw9lFo7wNjohvb+e3Sg2+jKSUOkcpVdmYvA9UoE9Uk6eUOqaU2l/jZ5/jrTW7j4FFSqnKcSOXABs1TUtysP6VQLqdnyWn8dnL0Z//+9b8/0+BAGDuaWzLnhuAgzV+vq01RxMrK3HC1U6nyeCmp5XW8+TYUkpLnHC1czKvPME5Km+ZOd1eXV1ryevkpHHPC8fo0a+Y/94UafcOQKVufYr5v1ejOXHMgxfua/7YrLTcGYOL7Ym3Mq20vH7XAUf0Sea+izay7Ug3Xv9pXK3r3rZkM2cNOsXjn53L8aSgWtdtTq7uFRjtnKyN5kbLtZ4n65htvuSmuNm9q2+Pi0Fj4mUpFOe5kHCgeUc1lJU44epm79issCx3lA/AYPe4rj1vR9Lezm2tTeKCepO4oI0dO6UOy9uYuMBxXZ2cNO558bgeF9zYv+644LVjnDjqwQv31j5qrqmUlbvg6mInTjJ3wEvLGv8IV1aeJ/e9NANX1wqeue1nPn3iM667YDsvfqK/rra4tPkfV6hJjwtsv6/KuMClnnFBrDkuqHlXv/IzAEbMy7R09AGGz8vEyaWCE7ua99VtjmLgyji2suNeU237uuU4qZE3J9PA3q0BbFkXwisP9WfHhkD++85BAoJte/CxUd7s+SuAX9aE869VwxgwLJ/bHotuWOVaSHs7v1U6nTv7fwCXol+RzgQygLb5rcDnwPPAfKXUz8B87F+5r/Qt8LKd9AOn8dmXoM/qmw+gadoxpdQuc/o3p7G9ml4FvqiR1pcWbNiz0lwICrcd9hRoHuabmdq2JuTKSjMQHG57ogkMKTcvt9/A5Oe4UFaq7A7JCwwps2y7plv+G8O4Kdk8eVv/Wu/UB3cp5b/vHaYw35n/u3JQizwPnZHnSYif7VC5IN9Cy/K69OuayRNX/kxsSiD/em8mpgrHJ7lVs3Zy/sTDvPr9mfy8c8DpF7wJ+IaWkZti+33lmb9DPwfDNmva9W0Iyklj9ML6X4kP6Ko/k1eU07zHRlaaq/1jM7Ty2HS0rztTVqIIsDOcsa68HUl7O7e1ARIX1I/EBW3s2MlKdyXYzjm/8nyX5WD49mnHBY/FMW5qDk/e2rfWO/XBXUr57+ooPS5YFdli86Rk5noQ7G87VD/IPHw/w84Q/9Ox/1gXLr7nQvp0y8bdrZyYU0EEmT/3VKrj1yA3F8dxgd7e1Tcu2PNtMMpJY+RC286+r3kb3sHWx4eTM3j6Gylq5klss9MNBIXZzgtQub9mOrjwlJ+r7+sBIQ3b16vbsi6YlbeeYPy0TNZ+5vjVzsZyJ7b/EcTSq09hcDNRVtq25gdqb+e3SqdTKmX+QdO0yU1amiamaVq6UupX9Ml3PNEnxantNTYJmqb92tjPVUoNAkYBq5VS/aot2gDcqJTy1TStUVORa5qWBlg98NTSk/rGHPJgxNkFeHqbrCarGDhKP2HHHjq9V6c0l9gjnowYn4unt9FqMp7Ikfos6jFH7N9t1TRFfLQn/YfazkI7cGQBySfdbBriK++OZ+bSdF57pBcbf3D8/L2Pfzn/ffcIrgaNe1cMtvtMVHM4lhjE6H5JeLqVWU3SN6Rnmnl57XMGRATl8uy1P5Fd4MHtb8yhuJZX6C2ZcJCrZu/i043D+PD3kU1S/saIGFzI8a1+lOQ7W03Gc2Kvt2V5XYylin1rg+g3Phe/BjzDnnnSPCNtYPM+9x57yJMRZ6XaHJuRI/W6xRyyH7Dp+7oHA4bb/g0iRxWSdMLQ4Sfng/Z3bmsDJC6og8QFbfPYiT3sxYjxeXbiAr29jzlS27nSk/7DbM+VA0cWkHzCTlxwz0k9Lni4Jxu/ryMueD8KV0MF9146pMXiAoDjJ4MYFZmMp3uZ1SR9g/qkW5Y3lQrNieOnqrY3ZlAiALsORzjK0my6Di4ixk5ccNIcF3QdXPdcBcZSxYG1gfQdn2c3Lug2VN9X8mpcQDKWKYqyXfEOat64ICbKi+Fn2k6mFzlCj4Fjj9ifeFHTFPFHveg/1PaNQ5Ej8kk+6W4z6V9NlSMAvLzrfqrL4GbCyUl/ZW9b6+y3t/NbpbY53qBpfYz+TN51wFpN03Ja4DMvNf9+DjhW7ed2wB19Nt52b9MPfji7wNxLq14x42qoYOZFWRzZ5dnmZqTc/HMQzi4w56Jqr1YxVDDj/HSi9npbZtwN6VJKtz7FNnkjRxRadfgjehczYnwum9ZaN37nX5XIBVcn8+mrEXz7vuMrmG4eJh5+K4rg8DLuv3IgSSda7iTxx74+uDhrnHfWEUuaq7OJeeOiORgfapmJP8w/n56h1q9bC/Qp4vnrfkKrgFtfm0dOoeNyTxt5nFuX/MW6nf148ZuzmqcyDTRiTiYVJsVfn1RNlGcsVWz/IpSeI/MtM/FnJxpIPW6/bof/CKA4z8XhEP6CTNuGr6TAiY3vdMErsJzudgLEprTppwB9X7+4atSBq6GCmRdmcmS3l2Um/pCuZXTrW2KTN3JkEf2rdfi79Slh5Nn5bPoxoFnL3Va0t3ObaDCJC5pJezt2Nq8N1M+Vy6zPlTMuSCdqj1dVXNDVTlywNlCPC4bViAvOymPTWuvJ9M6/OokLrknm01e68u17trOaV3LzMPHwO9EEh5Vx/6qBJMW37FtrNu7qjbOzxoJzoixpri4m5kw4yuGYEMtM/KGBBfQIz2myz/XzLmb5nP0cPxXIriMt39kfPieLCpNi2ydVb10ylip2fhFCj5H5lpn4sxMNpB23/50c+cOf4jwXu0P4AfqOz8M7uIzd3wRbvY5355chVJgU/SfmNmGNbG1ZF2yOgVMsaS6uFcxYnErUXh/LTPwhXUro1tv64sbmdcFEDi+w6vBH9C5ixJk5bPq56sKVr385YDvMfdZS/TOrv7rPL9B2pICXj5EJMzNJS3IjN6ttnSug/Z3fKp3ueAPbb7Lt+hr92cHxwEXN/WHmd+ZejD6s8VU7q/wf+pC9d5u7LM0teo8Xf37nxxX3JuMXbCQpzo0ZF2YR1r2MZ29ve6/NiN7nw58/BbHyjpP4BZWTfMKdaUvSCYso5fl7q56Tv+Pp4ww/M485/ao6pz98FM7si1J56K0ovnqrCyajE4tXJZGd4cqat6veO3/2jEyuuuckCXHunIzxYMp51kO892z2IydTPxnc9ewxBo4sYN0XIXTvV2z1Dt2SQme2/tp8M+8ePhnGb3v7cP38HQT4FJOY4cucsUfpEljAY5+ea1nv/y75g9H9kjn71mstac9e+xMRwXl8+NsIRvRJZgTJlmVZ+Z78fbQbAIN6pPF/l/xBXqEbO49FMGvMMasyHIgPJymz5Yfr9RpVwMh5GfzwZA8KMl0J7lnC31+FkJXgxvInYizrfXhbf2K2+/F8/F8229j1bQguhgpGzM60WQawaXUXDqwPZOj0LAK6lpKbZmD756HkJLlxyXPH7E4Q2JSi93rx5w8BXHF3Iv7BRpLi3Zh+QSZh3Up57s6qiSLvfC6O4WcVMLvHGEvaD6tDmLM8g4ffPc5Xb4RhNCqWXJWq7+tvWL9J4MzpOfQZpO+3zi76q6iW36zvD9t+8SMuququWGV6zwH6+tOWZDJkrB4kf/KS44tiraG9ndvaCIkLHJC4oO0eO9H7vPnzx0BW3nmqRlxQxvN3Vz0nf8fTMQwfn8+cPmda0n74MIzZF6Xx0NvRfPVmF0xGxeIrU/Rz5VtV57SzZ2Zx1b2n9LjguAdTarx+dc8WP3Iy9NFxdz0Xw8CRhaz7PITufYvp3rdaXFDkxNZfmndG/iNxofzxd2+uXvI3/r7FJKb5Mevso4QH5fPke5Ms69135QZGRqYw+aqrLGleHmUsmXoIgKH9UgFYPPUwBUUGCooMfP3HEMu6z9/5A4djQ0lM8yXQt5j550Th4W7k3hdnomktOxoFoMeoAobPy2Ttk90tccFOc1yw9IlYy3qf3taP2O2+PBW/zWYbe74NxsVQwbDZWXY/w8VNY969J/ns9n7876IhjF6cTk6SG5vfDaf3uDyH+ZpK9H5fNq0NZuWt8fgHlpN00p3pi9IIiyjlhX9XPV55+xNHGT4ul7kDq77vHz/pwuylKTz42iHWvNMNo1GxeGUi2ZkG1rxbdXFmysI05i5LZuuvQaQkuOPhZWLMxGxGT8hh2++B7Nvub1n34TcPkZFiIHq/D7mZBkK6lDBjSSqBoWU8ftvAZv1bnK72dn6rdLqd/Q+VUrW9d7Y6TdO0VnuIQdO0AqXU9UAv4PsW+MgJ5s+6X9M0m6GBSqkBwCNKqa61TAjUbjx5Sw8uT0xh2vnZ+PiZiDvizv2X9ebg9sa9h7W5PH1HPy679STTFqXj7WckLsqTB64ZyMG/a+90Fhc6c/clQ7jmX/EsvzERpTQO7PDj9f/2JLfau297D9KvhnbrXcJdzxy32c5dlwy2dPb7mtedtTSdWUutLwqkJrg1a2cf4JGPppAy529mn3EMH49SYpICufPN2eyN7VprvgERegf30mm2c2ztPt7F0tnvHZaNwaUCg08J/1pu+xrp/3w8uVU6+wCXPHOMgIge7FwTQlGuC10HFXL121H0PbPuUbQl+c4c/t2fwVOz8fC1P7tsnzPyiN/tw7ZPwyjMccHgUUGPEfksf+o4A85u1Ejdenvq1l5cfruBaUsy8fY1ERflwQNX9OPgjtonASoudOauCwdw7QOnWH5zMsoJ9m/z4fWHulnt6wAT5+QwY2nVBY9+w4rpN0wPTjOSXa06+5ffaX26m7WsKl9b6+xD+zu3tQESFzgmcUEbPnaevr0vl92WwLTFGVVxwVUD6hcXXDyIa/59kuU3JelxwXZfXv9PLXHBczE227lr+SBLZ7+v+TGyWRemM+vCmnGBodk7+wCPvX0uqYu8mTn+OD5eZcQkBHLvS7PYf6z287SPZylXLt5llXbRLH1qi5QMb6vO/tETwZw7Jo6QgCIKi13ZeTiCd74ZQ3JG68QEAMueOc66iO7sXhNMca4LXQYVsertaPqcaTt8vaaSfGeO/B7AwFriAoAzzs/AxVXj9/915cdHe+Lua2T8xWnMvvMkTi0wYv3puyNZcUs8Uxem6vt6tBcPXj+Egztrf9NDcaELd182nGvujWXZ9SdRTnBghx9vPNaHvOyqu9mHd/syeFQek+el4x9chsmoSIj35I3H+vDdh9ax5S9fhXHO3HQWX56Il4+JgjwXovb58OQd3Ti0q/nfPHG62tv5DUBpWsMuxiulKoBfgKP1zaNp2s0NLNdpU0qtRL86PlbTtJ21rBcPHNQ0bb75/xp6vVbbWT1V07Rf7GzjIJBR/RlFpdT/gKuBUE3TbC7TKaWGok/sc7umac8qpSajX+3/FDhk57Pf1zTtlKN61Nj2EODgeGbgrdrugdIcnDybZtKY9ih3wfDWLkKrePuJZ1u7CK3i1n7ntHYRWo1mbEtvcWsZBVou2/gFYKimafbaiFYncYHVNiQuaCOc3Ft2CHxbUjx1WGsXoVW8+OpLrV2EVnHP8JmtXYRWY8prmRsobUlD44LTvbL+vqZpH59m3rZshvmnpo3oDX6tlFKuwFLgL3sNOoCmaQeVUnHoz+9V760sc7DZDUC9GnUhhBCilUhcYIfEBUIIIVpT23xHQCNomvYe8F491utV4/8NfkhI07ShNf5fDtQ+jbm+Xp9q/96AeRZjIYQQQjQtiQuEEEJ0Vp1hNn4hhBBCCCGEEKJTkc6+EEIIIYQQQgjRwTR4GL+maXKBQAghhBCAxAVCCCFEWyUNtBBCCCGEEEII0cFIZ18IIYQQQgghhOhgpLMvhBBCCCGEEEJ0MNLZF0IIIYQQQgghOhjp7AshhBBCCCGEEB2MdPaFEEIIIYQQQogORjr7QgghhBBCCCFEByOdfSGEEEIIIYQQooORzr4QQgghhBBCCNHBSGdfCCGEEEIIIYToYKSzL4QQQgghhBBCdDDS2RdCCCGEEEIIIToY6ewLIYQQQgghhBAdjHT2hRBCCCGEEEKIDkY6+0IIIYQQQgghRAcjnX0hhBBCCCGEEKKDkc6+EEIIIYQQQgjRwUhnXwghhBBCCCGE6GCksy+EEEIIIYQQQnQwLq1dANH0nHv3wNktpLWL0aIqYk+2dhFaTcCO5NYuQqu4bdis1i5Cq3jw6IbWLkKreWTSgtYuQotzLneD1NYuhWjvnCO64GIIbu1itCitoLC1i9BqPHfEtnYRWsVd/c9p7SK0iqsP7W3tIrSat5bMbe0itDinknQ41oD1m68oQgghhBBCCCGEaA3S2RdCCCGEEEIIIToY6ewLIYQQQgghhBAdjHT2hRBCCCGEEEKIDkY6+0IIIYQQQgghRAcjnX0hhBBCCCGEEKKDkc6+EEIIIYQQQgjRwUhnXwghhBBCCCGE6GCksy+EEEIIIYQQQnQw0tkXQgghhBBCCCE6GOnsCyGEEEIIIYQQHYx09oUQQgghhBBCiA5GOvtCCCGEEEIIIUQHI519IYQQQgghhBCig5HOvhBCCCGEEEII0cFIZ18IIYQQQgghhOhgpLMvhBBCCCGEEEJ0MNLZF0IIIYQQQgghOhjp7AshhBBCCCGEEB2MdPaFEEIIIYQQQogORjr7QgghhBBCCCFEByOdfSGEEEIIIYQQooORzr4QQgghhBBCCNHBuLR2AUTrcHE1seKKw0ydcRJvnzLiY/1Y/fYQ9uwKqzNvUHAx19y4j1FnpOGkNPbtDeHNV4aTkuxttZ5/QAlXXH2QseNT8PAs59QJXz7/OJLNG7tZrRfRPZ+5C2KJHJRFvwE5GAwVrFw2m7RUryatM4CroYIVtyUybUkm3n5G4o548v7TEezZ7Fdn3qCwMq69/ySjJ+WhnDT2b/Xl9Ye7k3LK3Wq9eZemMfLsPCJHFhIaUcYvXwTxzB19bLY344IMbn8mzu5nLT9jJNnprqdXSTtcXE2suCqaKbNP4e1TTvxxX1a/OZC9f4fWmTcouJir/3GIUePScHKC/buDefPFIaQkVX0/0+ee5NZ/7XW4jaceGs2G9dbf+6RpiZx3YSy9++ZhNCpOxfuw+o2B7N8dctr1rC9X1wpW3HKCqeel4+1rJC7ak9XP92TPXwF15g0KLeWa++IYPSEbJyfYt92PNx7tQ0pC1X5gcDNxw/2xRA7PJ6RLKU5OGsmn3Fn/VRg/fNwFk7F1rrMaSxW/P9eV/d8EUpzrQtjAYqbdlkjfSfm15ntu0lByEt3sLgvsWcItfxwCoLxE8eMDPUjc50VukgGtAgJ6lDJqaSbjLk3Duel2aYdcXE2suPYYU+Ymmfd1H1b/bwB7dwTXmTcopISrbz3CqPEZOCmN/buCePO5QaQketqs6x9YyqXXHmPsxDR8/crJznRj399BvPCfYZZ1InoWMHfJKSKH5tA3Mg+DWwVXLDyXtGTb7QnR2lxcTay4OpopsxLw9jW3E28MZO/fdZ+Tg4KLufqWQ4wal25uJ4J484Wa7cQpbv33XofbeOrBUfbbiYvibNuJXXUfz/Xl4lrBihtjmTo/BW9fI/HHvFn9Uh/2bAusM29QaCnX3HmMUWdl4eSkse/vAN58sj8piR4O8wwelcPT7+8GYNk5E8nLMViWXXJ9LJdcH2+Tp6zUiUVjJze4brXprPWGzhsL2mMqg50vBHLsW29Kc50IjCxj7K3ZdJtQXGu+j6d0pyDRftl8e5az7JdTlv8f/tiHxG0epO1zpzDZhQGL85n8RHqT1qOhXF1NrLjsIFOnx+PtXU5cnB+r3xvGnt3hteaL6JbHvPkxREZm0q9/NgZDBZevmG+3z3LOuSc5c3wSkQMziYgoYP++EO6+c2pzVckh6ex3UrfdvZOJ5ybyzZf9SEr0ZvqsEzz0+BbuufUcDh903Ii6uxt5/Nk/8fQq5/OPIjEanVh0wTGeeP5Pbrp6Gvl5eofAw7Ocp17cQEBAKd9+1Y/sbHcmTU7gvge38+R/KtjwWw/LNgcNzmThkuOcOuHLqRM+9O2f22z1vv3pOCbOzeabd8JIjHNjxtIMHnnvGHcvi+TQTh/H9fY08cSnUXj5mPj0lS6YjIrFV6by1OdR3DBnKPk5VYfShdcl4+FtInqfN4Gh5XWWafUzEaScMlilFeQ5n34l7bjtX3uZMCWJbz/vQ9IpL6bPPcVDT2/n3pvP5vD+IIf53D2MPPbSX3h6l/P56v6YTE6cd2Esj7+8hZtXTiY/Ty/3wb1BPP3QKJv8iy6KpXe/PPbttN6nLl4VxfIrjrLlj678+lN3XFw0evbJIyikpEnr7chtjx9l4qxMvlndlaR4D6YvTuXhNw5zz+VDObTLcWPv7mni8dUH8PIx8dnr3TGWKxavTOLJD/dz46JR5OfoDZ/BvYKe/Yr4+88AUhPd0Spg0Kg8rrk3jsjhBTx5R2SL1LOmr+/sxeGfAxh/RSpBvUrZ+1UQH17Zn5UfRdNzbKHDfLP/7xRlRdb7ZE6igd+fiaDvpDxLWnmJE+nH3Ok/ORf/iDKUk8ap3d6s+083Evd6ccEL9gOapnTbAweYMC2Fbz/pRdIpT6bPT+ShF3Zy73XjOLzPcRDr7mHksf9tx9PbyOfv9sVkVJx3cTyPv76dmy+ZQH5u1TEaHFbMU29tA2Dtmh5kprkRGFJK5BDrc9egYTksuCieU3HenIr3om9k7RdVhGhNt/17LxOmJPPtZ31ISjC3E89s596bzqq7nXh5a1U7YVScd1Esj7/yFzdffm61diKwYe3EldHmdqILv/7YzdxO5BMUUnsnpMH1/s9hJk5P55uPupN0woPp5yXz0Cv7uOeqURze419rvR9/azeePkY+f7snxnLFohWneOLd3dy0dBz5ubYdIaU0rr/nKMVFznh4mhxu++VHIimuds6tqGhUFe3qrPWGzhsL2rPh7lBi13kx7PJc/HqWc/RrH9ZeHc6C1UmEn1HqMN/Z92VSXmR94yI/yYWdzwXSbUKRVfreN/0pL3QidFgpRenNX6f6uO2OHUycdIpvvh5AUqIP02fE8fB//uSeO6dw6JDjC5yDBmWy8LxjnDzpy6mTvvTtl+Nw3Xnzj9OvfzZHjwbi61PWDLWoH+nsV6OUWgm8C4zVNG1njWU7gLHADZqm/c9OXq0eH/GQpmkPKqXeAy6vY90Tmqb1qk+5G2rAwCwmT0vgrf8NY83nAwD4bV1P/vfuL6y69gB33DzFYd75i2KI6F7ALddN4Vi0Hjjv3B7G/979lSUXHuP9t4YCMHdBLBHdCrn3tkns26PfPf7x2z48+8ofXHX9ATZv7IbRfHdz219d2bIgguJiV5ZceJS+/Q80R7UZMKKAyedl8eZ/u/HVG10A+HVNMK+vP8iV953itiWDHdd7RRrd+pTyjwWDOLpfH8Hw9wY/Xl9/kPOvTuG9p6ruRtx50UDSEg2A4uvDu+os199/+HHsQNOPYqg0YFA2585I5O2XB7Pmk34A/PZzd1794A9W3XCYO66b5DDvvMVxRPQo5J9XTuJYlH7Xe+fWUF79YAOLl8ew+vVBAKQkeVndwQEwGEzccMcB9u0OJjur6op35JAsll9xlLdfHsI3n/Vt4trWbcCwfCbPz+CtJ3rx1Tv69/brN6G89sNuVt0Rz+3LRzjMO//iZLr1LuGWC0Zw9IAeEOzcFMBr3+9myRWJvP9cLwAKcl259SLr7fz0aReK8l1YuCKZNx/vTXaGoebmm1XCPk8O/hDIzHsTmHB1KgAjlmTy6uzB/PJEN676Mtph3kEzbS/AbXxZv/o9/LwsS5qnv4mr11hvZ+wlGbj5mNixOpRZ/z6FT4ixKapj14DBOZw7K5m3X4hkzYf6HZTffozg1U83s+of0dxx5VkO88674CQRPYv45+VnceywPwA7/wrh1U83s/iSOFa/WnWB5qZ7D1FhUvzz8rOtLgLUtO3PULZMnUFxkQtLLo2lb6Tjv7FomzpNXDAom3NnJPH2S4NZ84l+Xv5tbTde/XADq248wh3XTnSYd96S+Kp24og/ADu3hfLqBxsb0E4E1WgnsvV24qXBzdpODBiax+Q5abz1TD/WvK/fhPjt+3D+t2YHq249zh2XneEw7/xliUT0KuaW5Wdw7JAvADs3B/G/NTtYcvlJ3n/RttxzLkgiOLyUdWu6sOjSBIfb3vxLiNWd76bWWesNnTcWtCdtnxsxP3pz5t2ZjLhSb+f7Ly7gy3nd2P5UEOd9luQwb68ZRTZpu1/1B6DfwgKr9AUfJuPd1YhS8M7IXk1W/tM1IDKTyVNO8tYbI/jqy4EA/PpLL15742dWXbWP22+d7jDvtm1dWbpkMcXFrpx/QVStnf2nnhxPZoYHmqb43xtrm7oa9SbP7NeDUqo/eoMeD1ziYLUVtfzEmNfZbv79ei3rvmdeZ1sTVsHKxHMTMZkUa3/obUkrL3dm/U+9GDw0i+AQ2wO40oRzEok+EmDp6AMknPJl7+4QJk2uOoEPGZZJTrabpaMPoGmKTRu6ERhUwrARVcN3CvINFBc3//jeSXOzMRlh7cdVZSovdWLdZ8EMHlNIcBfHVzAnzc0meq+X5eQOkBDjwd4tvpwzP8tq3bREN0A1qGweXiacnOoTFzbchClJmIyKtd/2tKSVlzmz/oeeDBqWTXCo47skE6YkE33Y39LRB0g46cPeXcFMmppY6+eOm5iCp5eRDesjrNLPuzCW7Cw3vv28D6Dh7tF8nT97Js7O0PeDz6qGapWXObHuyzAGj84nONzxfjBxVgbR+70tHX2AhFhP9m7155w5GXV+dqp5KLyXb8vWGeDw2gCcnDXGLKs69lzdNEYtzeTUbm9ykxp2DB74LpCA7qX0GON4REAl/27637Skme9STJiWou/rX3e3pJWXObP+u24MGp5DcFgt+/q0FKIP+Vk6+gAJJ7zZ+3cQk6anWNK69Sxg7IR0vvqgN/m5BlwNJpyd7d9+KsgzUFwk19Q7oo4WF0yYkmxuJ6pG3ZWXObP++x71byfMHX2AhBPmdmKa484CwLiJqXo7sc56+P55F8WSndn87cTEGWl6vb/sakkrL3Nm/dddGDwyj+Awx6PNJkxPI/qAj6XDC5AQ78Xe7QFMmplms763bzkrborlw1d7U5hfx3lBgYeXEWieuKCz1hs6byxoT+w6L5SzxqCLqkboubhpRF6QT+oedwqSG9ZmH//eG59u5YSPtv4b+kToHf22YuKkBL0f9FPVhanycmfWrevN4CGZtfaDCvLd6t1nyUj3RNNav+IShdTPpUAacDvwpVKql6Zp8dVX0DTtQ3sZlVJXAX2BlzRNW2tedyuw1c66XYBngRPA9U1Zger69ssh8ZQ3xUXWO2t0lN6B79Mvh4x022dKldLo3TeX9Wt72Sw7eiSQMWPT8PAop7jYFVeDibJS25NEqTmt34Cces0P0JT6DikiIc6dogLrckXv00/afQcXk5Fs+1yyUhq9Bxax7gvbxxui93kx5tw8PLxMFBeeXkfmiU+j8PSuoKxUsftPP974T3eS4t3rzlhPfQfkknjKy+b7Pmru1PTpn0tGmu1zdvr3nccvP/awWXb0SABjzkzHw9PosDMzZWYiJSXO/LWxq1X6yDEZHDkYyMKlsVx0+TH8/MvIynDjs9UD+OGr3na31ZT6DiokMd6DokLrch/d72NeXkBGioP9ILKQ9V/Z7rfRB3wYMykHDy8jxdW26+Jagae3CYNbBQOG5nP+qkRSE9xIOuH4ucbmknzIk6DeJbj7WHdMu43QO+spRzzx61q/R2iSD3mQftyDc25MtrvcWKYoLXDCWOJE0gEv/nozHP+IUgJ7Og6imkLfyDwST3pSXFhjXz+kP5rRZ0AeGakO9vV++fzyfTebZUcP+zHmrAzLvj5yXCYAOVlu/PfVHYwcm4nJqNizI4hXHh8iz+N3Hh0rLmh0O9HdZtnRw/51txOzEigpceKvjV2s0vV2IoCFS+O4aOVR/PzL9Xbi/f5N2k70HZhP4gkPq/M2QPRBvSPbZ2ABGam27bFSGr0HFLL+my42y44e9GXMhCybel92UyzZmQbWfhHB8mtrf6TpnZ+24ullorjIma2/B/PW0/3JyWq6O96dtd7QeWNBezIPG/DrVY7B2/oCQ+hw/WJP5hE3vLs47vhWl3HYQE6MgVHXZzd5OZta337ZJCb4UFTzfBelP67Ut2+23X5QeyWd/fq5GPgS+AHINf//0boyKaWGAC8Ce4A761jXCfgICAAWaZrWbEdLQFAJWVm2J5CsTD0tKNj+FV0fnzIMhgqyM+3kNW8vMLiExFOuJJzyYeToNELDCq0mrRgyLMP8GU37zF19BIaWk5VmezWuMi0ozP7zND7+RgzuGtlptg1OljktKKyMhNiGdeBKip1Y/3kw+7b6UFTgTP9hhSy5KpVn1xzhpnmD7TY2pyMgqNTy3VqVPbPqO7PHx7cMg1sFWZm25cjOcLPkTTzpbbPc26eMMWemsXVTuFWj7+1Thl9AGYOGZTF8TDqfvBNJWqoHM+ae4vrbDmA0Kn7+ttfpVLPeAkPKyEq3812a0wJDa9kP3LQ68ybGVdV3woxM7nmuauj20QPePHdffypMLX+ltyDdFe8Q2+cGvc3PEual1v/O/v5v9QuD1YfwV3dknT9f3lI1EVHXYYUseiIe52ZucQKCHezrlv3V/sUGH99yfV/PqGVfDykh8YQ3XXvoF0duuu8gxw778di9IwkNL2b5Vcf57yt/c9PyiZaLmqJD61hxgaNjp77tRIZt3uxqeR23E+ls/bOWdmJ0RlU7Me8k199+sEnbiYCQMrvHfVa6nhYU4uCc4aefM7LttQcZle1BKYnxer169S9gzgVJ3H/jcCoqHJ//C/Jc+e7jbkTt96W8zIkho3OYf1EikUPz+MfysTad89PVWeutl69zxoL2FKW74BliO4eCZ6ieVphW/7bs+Hf6Md5vQUEda7a+wMBi+/2gyr5MUMv3UZqTdPbroJQ6E+gHXKFpWplSag36kL1aG3WllCfwOWAClmmaVtctrf8DpgD/0jTtr3qUKxSoOYNEvR5sczOYKC+zfYKjMs1gsD95isFNTy8vt81bVuZs2TbAuh97M3dBLPc+sJ03XhlBdrYb50xO4OxJ+pA+NzfHE7Q0F4N7hd16l5Uoy3JH+QDKSm0bqso0g3vDh11t+jGQTT9WPQ6xdX0Auzb68dQXUSy/KZmX/tWrwdu0x83NZPc7q/xbOPouDG4VVutVZ/m+HeSdOCUJV0OFzczK7h76+n7+ZTx+/xg2/aYP8d/yR1de+WADyy4/2uydfTdH+0Gpk2W5PbX9PcrN+4Gbm3Xefdv9uHflULx9jYw8K4fekYWWv0FLKy9xwsVgu5+6mMtsLKnfU10VFXDwh0C6DCkipJ/9DkDv8flctvooJXnOxP7lS2qUB2XFzd8BdnNzdG4z76/uDvZ1c3qt+4X57+Rh/v6yM9148J9nWIboZaS6c/ej+zh3dhLrv7W9yyk6jg4ZFzg8dqz3/5os50V7cUFp7W3MxKnJ5nbC+lGvqnainMf/b3S1dqKL3k6sPNZk7YTDepvL7jAuqFe9q/Jed89Rdm4JZM9WxxMdAnz7kfW5Y8uvoRw96Mtdjx9m/kUJfPFOr1rz11dnrTd03ljQHmOJwtlOXFCZZiqp340JrQJifvQmaHApAf3qnoywtbkZTJSX28YkNfsyHYU8s1+3S4FTwBbz/z8FBiulRtaR7yVgMHCjpmlHa1tRKXUueqP+G/B4Pct1A3Cwxs+39clYWuaMq8H2ZFaZVrmz11Q5LN/V1TZv5QWCUnPe+Fg/nvzPOMK7FvLMyxt456N1LFwSwxsv65OWFRe3/HWmshInu/WuPDmXOejsVKYb3GxPiJVpZfU8Idbl0E4fovd6MWpiXt0r11NpqbPd76zyb+HoLmRlw233b1b5fTvIO3lmInm5ruzcav1qv8ptlpcrtvxRNbxf0xSbfutKSFgJIWH1GzJ2ukod7QfmAKXU0X5Qy9/D1bwflJZa583JNLB3qz+b1wXz8oP92LEhkP++e4iA4JafldXVvQJjme1+ajSX2cVBgFPTie3e5KUYGHZepsN1vEOM9J2Yz5C5OSz4z0kGTMll9WX9yU9v3uO+tNTRuc28v5Y42NfN6bXuF+a/U+Xvzb+GWz2Lt/m3LhiNikHD2/4QRtFoHS8ucHjsWO//NVnOi/biArfa25jJMxNOo52IaNJ2wmG9zWV3GBfUq976OufMSmXQyFzeerr/aZVxw0/hZKUbGDm+6c4tnbXe0HljQXtc3DVMduKCyjTnel68SN7hTmGqC/3bwV19MPeDXG079DX7Mh2FdPZroZRyAS4CPtM0rXKP/x39OT1HE/KglLoYWAV8oGna6jo+Ixj4GMgELtU0rb4vGnkVGFrj57z6ZMzOdCcw0PaOXGCQ+RkdO8PxAPLzDZSVOREQZCeveXvVh/Jt+bMbKy6Yxy3XTeHWGyazctkckpP1If2JCbZD+ppbVpqr3defVKZlptp/Liw/x4WyEkWAneHdlUO+HeU9HelJBnz8m24youxMN8t3W11lmr3hlwD5eQbKSp0IDLK9+RRgHg5tL29IWBFDRmSy+Y+umEw1XsuSZ6C01In8XIPNkL6cbH2omrdP814Vzko3EBhi57s0p2XZGaIH5v2gVJ1W3kqb1wXj6WVi/DTHHeXm4h1SToGd9/UWmIcu+obV7+++/9sglJPGsAX1D8AGz8mmrNCZqF/8653ndGRnONjXLfur/eGQ+Xmu+r5uZ5i/ZV9Pd7f6nV3j8ZaKCkV+rivePi0/+aJoOR02LnB07NS3nbAzzD+glrx6O5HF5t8b2k7o59imaiey0w12j/tA8zD2zHQH54xc/ZwRYK89CK5sD/S8q247zub1oZSXK0K7FhPatRgv83kiOLzU8lm1SU9xw8ev6drGzlpvvXydMxa0xzPEaPdVeEXm4fteofW7w33sO2+Uk0bf+e2js5+V5WG/H1TZl8ls+XmVmpMM46/dTPQhcTuUUv2qpf8BLFdK3V2zETbP0PsacBT9KrtDSikFrAa6AHM0TUupbf3qNE1LQw8uqm+vXnljjvsxfFQ6Hp7lVpPxRA7Sn7+NPe7v4DMV8bF+9B9gG+RHDsoiOdHLZoZKo9HJaub+UWP0Iu/dZX0lvyXEHvZkxFl5eHqbrCZmiRypn5xiDts/uDVNER/twYBhtncSIkcWknTC7bQnZLEnvEcpuZlN93aC2GN+DB+Vaft9D8m2LLdH/7596Tcwx2ZZ5OBskhM97U66dO70RJycsBnCX7nN2GN+DBiYg4tLheX1i1A1V0RuTvM9nwYQG+XFiDNz8PQyWk3SFzlCfwd6zBH7F6I0TRF/1Iv+Q20bs4HD80k+6V7nc4WVj8J4+bT8ELHwwUXEbwujJN/JapK+hL36BbjwQXXfKTOWKg7/7E+vM/PrfXFAz2e+K57fvFfLY4/6MnxMFh5e5VaT9EUOybUst0fTFPExPvQbZDtBYeSQHJITPCz7+vEofRvBodaBgotLBb5+5c3+2ijR6jpkXBB7zI/ho+21EzmW5fY/UxEf60O/gfaOnVraiRlJ5nYiwmZZS7YTMdE+DB9rO7lq5DD9jmpsVC3twTEv+g+2vfMaOSyX5FPulnqHdikldF4qU+al2qz78ud/ExPlzc0XjqullBphESXEHHH8/veG6qz1hs4bC9oTNKiMpO0elBUoq0n60vaZ5/AaVPcFGVMZxK33osu4ErzC2sfw99gYf0aMSMPTs9xqkr7IgfqNmJiYAEdZ2yW5s1+7yqv0nwPHqv1cBEQA51ZfWSnlBnwGGNCfx6vrEtcdwBzgaU3T1jVhuWu15c9uODtrzJlfNSuqi6uJGbPjiTocaJmBMiS0iG7drU/omzdGEDko26rDH9E9nxGj09m00bbRrq5rRD5zF8Sy/a9wEhOa9uRdH5t+CsDZBeZcXBULuRoqmLk0gyO7vSyToIR0LaVb3+IaeQOJHFlI/2FVrxnr1qeYkWfnsenH0zsp+AXadpbGTslhwPAidm603yk5HVv+6Iqzi8ac805Y0lxcTUyfe4qoQwGWGZZDworo1iO/Rt4uRA7OserwR/QoYMToDDb/bj3LfqVzZySSluLBoX2Bdpdv+k0vz7Q5pyxprgYTk2cmcCLOx+EdpKay+edgfT+4qCqGdnWtYMaSVKL2+lhm4g/pUkK3PtaN+uZ1wUQOL6D/0Kq/U0TvIkaMz2HTz1Uz9PoGlGPv1UGzl+pBz7GDLT+yZcicbCpMil2fVj3SayxV7PkyiG4jC/Drqu+POYmupMfYD6SPbfCjJM/F4cR8hVnOaHZG/e36TP/bdLUTJDWlLb+F6/v64qp9y8XVxPQFCUQd8LPMxB8SVky3ngU18oYROSTXqsMf0bOAEWdksfm3qpmn9+8KJDvTwOTZSZbHAwCmL0jA2UVjz/ban00V7V7HjAv+6GJuJ05a0lxcTUyfd4qog/7W7UTPmu1EVwftRObptxO/mtuJuTXaiVmJnIj1brJ2YssvIXq9L6h6RaCLawUzzksmar+vZUb6kPASuvWyfs3o5l9CiRyWb9XxjehVyIhxOWxaX3VD45Fbhtn8bFyrL3/6vkG8+VTVMHffANu7xvMuSsQ/sJxdW+z/rU5HZ603dN5Y0J4+swvRTIojn1V9jqkMotf4EDqiBO8uehtXkORMToz9Cw8nN3hSludMv4Xt464+wOZN3fV+0NwYS5qrq4kZs+KIOlKtHxRSaNMPao/kzr4DSikv9OFvn6HPuFvTi+iN/h/V0p4GRgG3aJq2p47tnwn8F/0du/9qijLXV/SRQDZtiGDl1QfxDyglKdGL6bNOEhZexAtPjbGsd/u9fzN8ZAZzp5xvSfvx2z7Mnh/Hg49tYc3n/TEanVi89BjZWW6s+XyA1ee89u56Nm3sRnqaB+HhRcxdGEt+voGXnxtttZ6nVzkLFx8HYPBQ/aragsUxFBa4UlDgyg/f9KMpRO/15s8fArjirkT8g4wkxbsx/YJMwrqV8dxdVa/yufPZOIaflc/snmMtaT98EMqc5ek8/O5RvnozHGO5YslVqWRnuLLmzXCrzzlzWg59BuudGmcXjd6Dill+s96gbvvFn7go/STy7JojxBzy5Oh+L4rynek3tIiZF2aQlmjg01fsB0inVe/DAWz6rSuXX3cEv4BSkhO8mDbnFGFdinjhsZGW9W779x6Gj85k3oSFlrQfv+7NrIUnePCpbaz5pB8mo2LRRbFkZ7ux5lPbeZ969s6jT/88Pv+gH47eL7v2m17MXHCS62/fT0SPAtJTPZgyK4HQsGIeuru2q/xNI3q/D3+uDWblbSfwCyon+YQH0xanEhZRyvP/qgo+7njiKMPPzGNO5ERL2g8fhzN7aQoPvX6Yr96JwGRULF6ZRHamgTXvVF3smrowjbnLUtj6axApp9zx8DIyZmIOoyfmsO33QPZt82/2etbUbWQRQ+Zm8etTERRmuhDYs5S9a4LISXTjvCeqLgR9fUdv4rf78FDsLptt7P82EBdDBYNn2x/Cv/+bIHZ+HMLAGTkE9CiltNCJmD/9iNnsS+S0HPqcnW83X1OJPuTPpl/CufzGo/gFlJGc4Mm0eYmEdS3mhf8Ms6x320P7GT4mi3lj51jSfvyyJ7MWJfDgcztZ82FvTCbFoovjyc4ysObDXpb1jOXOvPPiQG5/aD9PvLGdP37qSkh4CQuXxXNwdwB//VF1PvD0KmfBRfrfdvAI/W+24MKTFOS7UJjvyg9f9GzWv4doWh06LjgcwKbfunD59eZ2IrF6O3GWZb3b/m+v3k6cvcCS9uOaXno78fR21nzcF5PRiUXLYvR24pM+Np/Vs4+5nVhdWzvRk5kLT3L97QeI6F6otxOzze3EXWPt5jmteh/wY9O6UFb+Iwb/wDKSTnowfWEKYV1LeOHBgZb1bv/vYYaPzWHu8KlV9f4sgtnnJ/HgK/tY834PPR5acZLsTFfWrK56Ze3WP2rOmQh9Burnwp2bg6xGA733819sWhdK/DFvysqcGDIql3NmpxJzxJu1X9Z+Q0XqXc+6d9JY0J7QEaX0mVPAjmcCKc50xq9HOUe/8SE/0YVzH023rPfHXaEk7/DgmqOxNts4/r03zoYK+sxy3Nk/8bsnmVH6911RrsiMNrD7VX8Aek4tImhgy85jFB0VxJ8bu7Ny1X78/EtJTvJm2ow4wsIKef7Zqu/7jru2M3xEOnNmXmRJ8/QsY+GiYwAMHqK/YWzhwmMUFLpSWGDg+++q4sihw9IYOkz/O/r5leLubmLZxYcAOHgghIMHWmaUs3T2HVsMeAGvaJq2qeZCpdRMYKlS6kZN00qVUouBm4DvNE17sbYNK6X80Sf0KQKWa5rW4lNXPv3oWFasOsTUGSfx9ikjLsaPB+87m4P7bU/O1RUXu3L3P8/hmhv3s+zSKJQTHNgbzBuvjCAv1/puYGyMHzNmxxMQUEpuroFNGyL48L3B5OZYX5H39i7jsisPW6Wdf5F+IKWmeDZZZx/gqdv6cPntiUxbkom3r5G4KE8eWNWfgztqH2lQXOjMXRcN5Nr7T7L8pmSUk8b+bT68/nAPcrOsr3ZOnJPFjKVVz2T3G1pEv6H6CT8j2WA5wf/5QyBjp+YyelIebh4VZKW5svbTYD56PoKcjKYduvXMf0axItWDqbMS8PYpJy7Gl4fuPJND+2q/C1lc5MI9N03gmn8cZNnlR1FOGgd2B/Pmi0PIszOMcvKsBMD+EP5KZWXO3Hfz2ay68TAz5p3E3d1E7HE/HrzzTHbvaJkT39N3DeCyf55g2sI0vP2MxEV78cB1gzm40/5Q1UrFhS7cvWIY19wXy/LrT+n7/3ZfXn+sD7nZVd/ZoV2+DBqVz7nz0gkILsNkVCTEefD6o7357sPmbbxrs/iZePyeLWPf10GU5DoTNrCYS946Tq9xdV+RL8l34ugffvSfkou7r/1HiHucUcCp3V4c+D6AwgxXnFw0gvqUMOtfpzjz8jS7eZraMw8OZ0XKMabOTdL39eM+PHTrGA7tqf3uUHGRC/dcN45rbo1i2ZUxKKVxYHcgbz47yGZf//2nCIzliqUrY1n1j2gKC1z4eU0P3n91gNUzxt6+5Vx2/TGrvEsu1UdUpSZ5SGe//enQccEzj4xiRUo0U2dXbyfGcWhvPdqJG8/mmlsOsWzlMf3Y2RPMmy84aCdmJgL2h/BX0tuJs1h1w2FmzDe3E8d8efDOceze3rTtxNP/GsSKm9yZOj9FjwuOevHgzcM5uKv2O7XFRS7cfeUorrnzGMuujtfbg53+vPFkf/KyT+9xng0/hTFoRB4Tpqfj6lZBWpI7X77bg8/e7OVwgtHT1VnrDZ03FrRn8pPpeD9v5Ni33pTlOhEYWcbs11PoMtb+23aqKytQnNzgSffJxRh8HE/mF7fOi6NfV/1tMw+7kXlYPzd4hRtbvLMP8PSTZ3LZSk+mTYvX+0Gx/jzwf5Pq7IB7+5Rz+cqDVmnnL9VfsZya4mnV2R8xMo1LVxyqtmapJe+HHwxpsc6+0uyNueyklFIrgXeBscAj5t9hmqbZPISilJoPfA+cD2wFDgG+wG2A/TGuEKNp2lal1KeYJ/hBf0evXZqmfdjA8g8BDk7ofSXebrV32juaitiTda/UQTl361L3Sh1QRYajw6xje2DfhtYuQqt5ZNKCulfqYPLLM9mS+hHAUE3TDtW1vmhaHSYuiLgMH0Nwnet3JFpBYd0riQ6lIrd5R4+1VVcfimrtIrSat5bMbe0itLiCknT+OvY61DMukDv71ipvyTgD04FP7DXoZr+hX4G/FL0Rr7wU+kIt238fPQAYb/7/ReYfRxrUqAshhBCiSUlcIIQQot2Szr61yjEmGZqm1Tp2RtO0YvThfJXq/XJNTdN6NbxoQgghhGhhEhcIIYRot2Q2fmtjgULgRF0rCiGEEKLDk7hACCFEuyV39gGl1PnAZPRZdN/SNM3YuiUSQgghRGuRuEAIIURHIJ193dPoQ/XeBm5t5bIIIYQQonVJXCCEEKLdk84+oGla77rXEkIIIURnIHGBEEKIjkCe2RdCCCGEEEIIIToY6ewLIYQQQgghhBAdjHT2hRBCCCGEEEKIDkY6+0IIIYQQQgghRAcjnX0hhBBCCCGEEKKDkc6+EEIIIYQQQgjRwUhnXwghhBBCCCGE6GCksy+EEEIIIYQQQnQw0tkXQgghhBBCCCE6GOnsCyGEEEIIIYQQHYx09oUQQgghhBBCiA5GOvtCCCGEEEIIIUQHI519IYQQQgghhBCig5HOvhBCCCGEEEII0cFIZ18IIYQQQgghhOhgpLMvhBBCCCGEEEJ0MNLZF0IIIYQQQgghOhjp7AshhBBCCCGEEB2MdPaFEEIIIYQQQogOxqW1CyCaninuJCaV29rFaFHOQYGtXYRWozl3zmt2Ffn5rV2EVnHfNde0dhFazV0bP2ztIrS4E0dL2DKntUsh2jtTYjJGVdTaxWhRnTku6Ky08rLWLkKrePPiha1dhFbzydo3WrsILS4qupyJ0+q/fufsJQghhBBCCCGEEB2YdPaFEEIIIYQQQogORjr7QgghhBBCCCFEByOdfSGEEEIIIYQQooORzr4QQgghhBBCCNHBSGdfCCGEEEIIIYToYKSzL4QQQgghhBBCdDDS2RdCCCGEEEIIIToY6ewLIYQQQgghhBAdjHT2hRBCCCGEEEKIDkY6+0IIIYQQQgghRAcjnX0hhBBCCCGEEKKDkc6+EEIIIYQQQgjRwUhnXwghhBBCCCGE6GCksy+EEEIIIYQQQnQw0tkXQgghhBBCCCE6GOnsCyGEEEIIIYQQHYx09oUQQgghhBBCiA5GOvtCCCGEEEIIIUQHI519IYQQQgghhBCig5HOvhBCCCGEEEII0cFIZ18IIYQQQgghhOhgpLMvhBBCCCGEEEJ0MC6tXQDRvrkaKrjszhSmnZ+Nt5+JuCMevP9kOLv/9Gntotnl4lrBipvimDo/BW9fI/FHvVj9ch/2bA2sM29QaCnX3HWMUWdl4+Skse/vAN58sh8pCR4O8wwelcPTq/cAsGzSBPJyDJZlZ09L55zZafQfmkdAUBkZKW7s+DOYT17vSWG+a+MrW42Lq4kVV0YxdeYpvH3KiI/xY/Vbg9izM7TOvEHBxVxz0wFGjU3DyQn27QnmzZeGkZLsZbWep1c5y1ZEc9Y5yQSHFJOb7caeXSF8/O5A0tM8LeudNSmJuefF06tPHr6+ZeTmGIg6HMhH7w7kRJxvk9a7KbW3fd0eVxcTK5fsZsaE4/h4lRF7KoB3vhzDrkMRtebrHp7LgqlRDOqbTv+emRgMJpbftpTUDOu6jxiYzHP3rXW4nbe/GM1H349siqo0iLFUsfWFYI5840dJrjMhA0s5+9Z0ek4srDXf2+f2JS/RYHeZf88yrvgtxvL/fR/5c2qrFyn7PMhPdmXwkhxmPZncpPUQoj1ob+fKzhsXdM56N6X2tq/b4+piYsUl+5k2OQ5v7zLi4v15/6MR7NnbpdZ83SLymDv7GAMHZNCvbxYGQwWXX3UeqWneVuv5+JQya3oMZ45LoHu3PFycKziV6MvX3w7kz829mrFmtSsvVXz+TA82fxVCQa4zPQYVcdGdJxl+Tm6t+W46azQZCe52l4X3Kub5TXss/89Jd+WTx3qy5/cAiguciOhfzKIbExk/P7NJ61IX6eyLRrn9+VNMmpfD12+FkBjrxsyLsnjkg1juWtqXQzu8695AC7vtP0eYOCOdbz7sRtJJT6afl8xDr+znnitHcniPv8N87h5GHn97D54+Rj5/qwdGoxOLVpziiXf3cNMFY8nPtW2MlNK4/t5jFBc54+Fpsll+8wPRZKUb+OOHMNKT3enVv5AFyxM4Y1Im/7jwDMpKnZuu3vfuZuLkJL75oi9JCd5Mn3OSh57cyj23TOTwgaDa6/3CZjy9jHz+YSRGo2LRhTE88dJmblo1hfw8g6Wu/312Cz165vPjN71JPOVNl26FzF8Ux5ixaVy7YhrFxfrfqFefPAryXfn2yz7k5RoICCxl5twTPPf6Rm6//hziYvyarN5Nqb3t6/bcffWfnDM2nq/WDyEhxZfZk47z2O3rue3xORw8Gu4w3+B+aSyeeZgTif6cSPajf88su+udTPLn0dfOsUmfMSGGscMS2Xmw9osKzWX93V049rMvo1Zm4d+rjMNf+fHNVd254MMTRJxR7DDfuf9OpbzQegBcXpIrfz0bSs+JBVbpO98IoqzQifDhJRSmS9MqOq/2dq7stHFBJ613U2pv+7o9t/9zKxPPPsk33w0kMdmHGVNjeeT+P7j7X9M5dMTxDaFBkemcNz+ak6d8OZngR78+2Q7Xu/zSffy9qyuffD6UCpNiwtmnuO+uLfTonseHnwxvrqrV6n+39WP7T0HMuTKZ8N4lbPwihCcuH8T/fXaIgePyHea7/IF4Soqs44KMBDc+e6onw8/JsaQV5Tvz4JKh5Ga4MntVMv4h5Wz7IYjnr4/kpvKjTFyc0VxVsyERST0opVYC71ZLKgVOAuuBRzRNS622bg/gPmA20AXIBf4CntI0bUuN7U4G/qiWZAROAZuBBzVNi23iqjSpyJFFTFmUw5sPd+HL1/QTwq9fBvDG79Fc9e9kbl3Yv5VLaG3A0Dwmz03jraf7sub9HgD89l0Y//v6b1bdFsMdK8Y4zDt/WSIRvYq5ZdkYjh3S7z7v3BzI/9b8zZLLT/L+i31t8sy5IIng8FLWfdWFRSsSbJY/etsQDuwMsEo7dtiHOx49wpR5qaxb07Ux1bUYMCibydMTeevVIaz5VP9OflvXnf+99zurrj/EHTfYds4qzV8UR0T3Qm655lyORell3bk9jP+99ztLLjrO+28OBmDgkCwiB+Xw6nPD+eHrPpb8iSe9ufXePYw8I52tm/T6fPL+QJvPWfdDT1Z/tY55i+J4+ZmRTVLvptTe9nV7BvZJZ+pZcbz2yVg+XzsMgPVb+vHOo19z7UU7ufmR+Q7z/rWnBwuvu5TiElcunHPAYWc/O8+DX//qZ5N+2aK9nErxJToupGkq0wAp+9yJ/sGPSfekcsZVerkHL85l9Zw+bHoilGVfnHCYt9+MApu07a/oF8cGnpdnlb704xP4dDWiFLw8PLIJayDaIokL7Gtv58pOGxd00no3pfa2r9szoH8Gk885wZvvjOKrb/R47tff+/D6yz9w5co93Hb3LId5t+7oxuaLe1Bc7Mr5iw477OyfOOXPldctIC296uLH9z8N4LFHfuPC8w/xxZrBlJa2bHf0+B5v/vouhEv+Fc+C65IAOOf8NO6cPpKPHu3JI98cdJh37Gzb+GfNC90AmFCtA//bR2GkxHvw708PMnSCHi/MuCyF/1s4jA//04vx8zJxMWhNWS2H5Jn9hrkfWAHchN5QXw9sVUp5AiilJgAHgOXAV8ANwAvAEGCTUupmB9t90bzda4AfgYuAv5VSbe/sVs3E+TmYjPDTh1V3hstLnfj5k0AGn1FESNeyViydrYkz0jAZFWu/rPqzlpc5s35NFwaPzCM4rMRh3gkz0ok+4GNp2AAS4rzYu92fSbPSbdb39i1nxc1xfPhKbwrz7Z/EajZsAFt/Cwage5+ieterLhPPTdTr/V0vS1p5mTPrf+zJ4KFZBIc6/qwJkxOJPuJv6egDJJz0Ye/uECZNSbSkeXoaAcjOcrPKn5WpD3Wq66p8TrYbpSXOeHmX17teLam97ev2nDM2HpNJ8cMfVR3R8nIXfto4gCH90wgJtO3YVsovdKO45PSGUg7sk0638Dx++8s2AGwJR3/2RTlrDLsox5Lm4qYxdGkOyXs8yU9qWJAR9Z0fvt3L6DraekSAb4Te0RedjsQF1bS3c2WnjQs6ab2bUnvb1+2ZNOEkJpNi7bqqCxPl5c6s+6UvgwdlEBzs+FG3ggI3y4jN2qSmelt19HWKrdu6YzBU0CXc8V305rL9pyCcnDWmXWK5JovBXWPKsjSO7fIlI8n+43uObPk2mNAeJUSeUVWXqO2++AaVWzr6AE5OMH5+JjlpBg5va7nHVqWz3zBrNU37UNO0tzRNWwk8D/QGzlNKBQBfAsXAaE3Tbtc07W1N0/4LDEe/Kv+8UupsO9vdZN7uu5qm3QzcAQQCl7dAnU5bv6HFJMS6UVRg3ZGL3qs/n91niOPhsa2h76ACEk94UFxo3dhEH9Sfreoz0H5nRymN3gMKOXbI9hmsowd96dqjGA9zZ7fSZTfHkZ1hYO0XDYvLAoL1xiEvu+meUevbP5fEBG+Ki6y3GX1Eb1z79LP/fJJSGr375Fl19CsdPeJP126FeHjonfNj0f4UFzmz4qojjBidTlBwMUNHZLDq+kNEH/Fnzy7bO7pe3mX4+pXSq08ut9y9By9vI3vtrNcWtLd93Z5+PTM5leJHUYl1IxYVq//N+/Wwf7e+saadpT/X/msrdfbTD7sR0KsMN58Kq/TwEfp3lnbE/rN39qQdciMrxo2BC/LqXll0FhIXVNPezpWdNi7opPVuSu1tX7enb59sEhJ9KKrRaY8+ql9o6dvb/t36phAQoP998vLq3wY3lfhDXnTpU4ynj/UjJX1H6vv9iUNe9rLZFXfQi8Rjnkw4z/pCV3mZwuBeYbO+m4eeFneg5R7zkM5+4/xu/t0buBYIB+7UNC2m+kqaphWjN9Aa+l2Ahmy3zQoMNZKVansSrkwLCjPaLGtNAcFlZKXbXq3LStfvRgeFltrN5+NXjsGtguwMN5tllXkDQ6uu4PYaUMCcC5J486l+VFQ07Fbf0lUnMRkVm39puk5vQFAJWZl2ym5OCwq2fwXfx7dMr7fdvPrJOdCcNy/XjccfHIuXl5HHnt/CB2vW8eRLm8nMcOfef06kwmR7qnn2f3/y6fdrefW9P5g0JYlP3h/A+h97nnY9m1N729ftCfIvIivHdvKkyrSggKa/e+KkKphyZhxHYoJJSmudyRcL01zwCrX9frxCjJbl9RX1nT6fxMCFtU/gIzo1iQva0bmy08YFnbTeTam97ev2BAYUk5VtJy4wpwUFNs8FC2/vUmbPjOHAoRC7n9/cslMN+IfajrwIMKdlp9b/zv7mr/ULIzWfwe/at4TMZAPpCdbHStQO/UJZVkrDRg80hjyz3ziVt6oygcuAEuBzeytqmhanlNoMTFVKeZgb+vps1y6lVChQ8wzYorfODO4VlJfZnrzLSvU0NztXtFqTm7uJ8nLbBqq8TO+IGtzsl7cy3X5d9bxublVXB6+75xg7NwfWa0bb6ibPTWXW+cl88U4Pkk561p2hntzcTJSX2w6jLy/T0wxutpPlVE+3l7fMnLd6vXNz3Yg55sf3a3pzMt6XPv1yuWD5MW69ZzePPTDOZhvPPT4aT89ywrsWMWPuCQxuFTg5aZhMbW8sdHvb1+1xczVRbrTzXZq/XzeD/f2gMUYPSSbQv5iPvm+dCXgAjCVOOBtsgy5nN828vH77m1YB0T/4Ejq4hKB+bX94pmg1Ehe0o3Nlp40LOmm9m1J729ftMRjsx4dllv2g6eMCpTTuvn0LXl5lvPr62Cbffn2UlTjhaud5eVfz/l1WUr974RUVsPW7YHoNLSCiv/Xpe8ryVH75MIznrx/AZQ/E4xdcxrYfgvl7XVCDPqMpSGe/YfyUUsGAOzAB/Wp8MfAD8DgQrWma/cuhun3AuUA/9Gf4KvmYt+sKjEJ/nk9Df77PkRuAB06zHk3C0cFiMAfRpS24I9dHaYkzrq62J19Xg/ngLrVf3sp0+3XV85aan0k/Z1Yqg0bmcsNi285tbYaMzuGWh6LYuTmQ919s2hs3paXOuLranrBdzZ07R8/TV6bby2sw562sd3iXQh5/fjPPPDqaLRv1Gde3be5Caoont9+3m19+SmXn9jCrbUQdqmr8//wtgtc++A2At18d2qD6tYT2tq/bU1rujKuLne/S/P2WljX9bMfTzo7BZFJs2N6n7pWbiYt7BSY7AZnJHJC5uNdvgpyE7Z4UpLoy+ormedxBtFsSF1TT3s6VnTYu6KT1bkrtbV+3p6zMfnxosOwHTR8X3HDN34wdk8xTz55FXLztY6ItwdGFmnLz/m1v+L09R7b5kpXixtyrbF+z23NQETe/dIy37+3DA4v1SZH9Q8u47IE43r6vL+5eTX8hxRHp7DfMrzX+fwK4RNO0RKWUD1DXLBOVy2uOZ32nxv/Tgcs1TdtZy7ZeBb6okdYX+LaOMjSZrDQXgsJtJ1QLDNPTMlPb1u6VnWGwOzQtMERPy0yzvcoNkJ/rSlmpEwHBjvNmpenDcVbdHsPm9aGUlytCu+pX+bx89LuKweGluLhqlqFulXoPKOD+lw5w4rgXj942xO6Q98bIznQnKMR2qH5gkLneGfafl8rPM+j1DrJT7yB9e1nmvNPnnMTVYGL7X9avb9u+Wf//4GGZNp396goKDOzfHcKUGafaZGe/ve3r9mTmeBJsZ6h+oL++n2ZmN+3dE4OrkYljTrDrUFey81p+mF4lr1AjBSm2Qy0rX49nb4i/PVHf+aGcNCLleX1hTeKCatrbubLTxgWdtN5Nqb3t6/ZkZXsQFGgnLjA/T5+Z1bRt9yXL9rNg3jHefm8kv21ovZsAAWFldofRZ5v33YCw+o3e2/x1CMpJ4+zzbCemBBg/L5MzZmRx4rAXFRXQe2ghh7bqp/ouvR1PgtnU2v6e2LbcCBxFfxVOKvoV+8rLP/mA7Ywl1iqX12z8HwY2ASYgAziiaVqtEaimaWlAWvU01cJTQccc8mDE2QV4epusJigZOEo/ccQear0A356YKG+Gj83Bw8toNSlN5DA9eI+Nsj9ZhqYp4o950X+IbcwWOSyP5FPuFBfp2wvtUkrovFSmzEu1WfflL3YSE+XNzUurhi2Fdyvmkdf2kZvpyv03DKekuOkPyZjjfgwflYGHZ7nVJH2Rg/U7lLHH7b/XXtMU8bG+9B9oO0FL5OBskhM9LTOx+geWohQ4O2lU33GdXfQr3E7Odd89NbiZ8PRqm8+4tbd93Z6Yk4GMGpSMp3uZ1SR9g/rqjdTxkw0bZlmXs0efxMujvNVm4a8UMqiUU9u8KM13spqkL2Wv/p2FDqq7wTWWKo6t86HbmUV4t4PnMEWLkrigmvZ2ruy0cUEnrXdTam/7uj2xsQGMGJaKp0e51SR9kZH68+cxcU13533B3GhWXHyANd8O5Is1Q5psu6ej5+BCDv3lR1G+s9Ukfcf36Pt9zyGO30JQqbxUsWNtEIPPyiXQzkWfSi4GzTLxH8DBzf4ADJ2Uc3qFPw1t95JZ27RD07RfNU3boGnakWoNEfBduwABAABJREFUOsARIFIpZf9yqG44UA4cq5F+wLzdPzRNO1BXg95WbPrBD2cXmHtp1SOEroYKZl6UxZFdnqQ38NUVzW3LLyE4u2jMuSDJkubiWsGMRSlE7fMlI1W/Sx0SXkK33tYH+uZfQogclk//wVV39SJ6FTFiXA6b1oda0h65ZajNz8a1+vKn7x3Em09WvYM8IKiU/76xl4oK+Pd1I8jLbp6/15YNXfV6L4y3pLm4mpgx9yRRhwLISNPv6IaEFtGth3UDvnljVyIH5dA/sqrDH9E9nxGjMti0IcKSlnjKCycnrF7HBzB5uv4+3dhjVRcU/Pxt7wiEhhcyckw6x6P9T7uezam97ev2bNzRC2dnjflToi1pri4mZk86xuHjIaRn6Y1caFAB3bvkNPrzpp0VS3GpC5t2te6ki/1n56GZFAc+87ekGUsVh77yJ3xEMT5d9dNtXpILWTH2v8f4jd6U5jnLxHzCHokLqmlv58pOGxd00no3pfa2r9uz6a8eODtrzJlVdfpxdTExc1osR6KDyMjQZ6UPCS6kW8Tpt3/nTIznuqt38fuGXrzx9uhGl7uxzpyXSYVJ8dtHVSNOy0sVGz8Ppd+ofILNr03MSDSQeNz+RZs9vwdQmOvCxEUZdpfbkxznzq8fhjF6ehZd+8id/fboB+AsYCnwYc2FSqlewCTg1zom4Wk3ovd48ed3flxxbzJ+wUaS4tyYcWEWYd3LePb27q1dPBvRB/zYtC6ElbfE4h9YRtIpT6YvTCasawkvPDDQst7tjx5h+Ngc5g6bYkn78dMIZp+fzIOv7mfNez0wGhWLLztFdqYra96vquvW321nje0TqV/R27k5kLycqpP/w6/tp0v3Er54pwdDRucyZHTViTQn09DgCW0c1vtIIJt+78rKaw7j719KUqI302efJCy8iBeeGFVV73/tYvioTOaes6iq3l/3Zvb8Ezz4xDbWfNoPo0mx+MIYsrPdWPNpVUP969qenL/sODffsY++A3I5EedLvwE5zJp3gvhYH/76s+qVO6++9zv7doUQe9yP/HxXIroVMHPeCZxdKnj39cFNUuem1t72dXuiYkPZsL0XVy3dib9vCYmpPsyaeJzw4HyefnuiZb17rvmTkYNSmHrZKkual0cZi2ccBmBIf/0uzeLpRygoMlBQZOCbX62/Nx+vUsYNT2DT3z0pKW3d1yZ1GVlC/zl5bHk6lKJMF/x7lnF4jR95ia7MeKwq0F13R1cSdnhx6/EjNts48q0vzoYK+s92PCI75jdvMqL0Pl1FOWREubP9FX0inj7TCggZWNtj26KDkrigjZ8rO21c0Enr3ZTa275uT/TRYP7c3IMrLtuLv38JSck+TJ8aS1hoAc+9NM2y3p23/sXwYWnMXniJJc3Ts4zz5us3DwYP0kcILph3lMJCVwoKDXz/YyQAA/pncMetW8nPN7BnXzhTJ8dbleHwkWBSUusaANW0+o8qYPz8DD59ogd5ma6E9Srhzy9DSE9w49qnql6c8so/+3Nkmx+fnvrLZhubvwnB1a2CM+c6nDOV26eOZPy8TIIiSkk/6cYvH4Tj5W/kqkdjm6Vejkhnv+m8DtwCPKWU+kvTNMs3qZRyB94FFPrQvA7jyVt6cHliCtPOz8bHz0TcEXfuv6w3B7e33PsjG+Lp+wax4qY4pi5IxdvXSNxRLx68aRgHd/nXmq+4yIW7V43kmruOs+yaeJQTHPjbnzee7HfaV6D7mt9ju3TVSZtl+//2b9LG7elHx7Ai9QhTZ53C27ucuFhfHrx7PAf3Bdear7jYlbtvmcg1Nx1g2WXRer33BPHGy8PIy626WZWfZ+CWqydz6ZVHGHd2CnMXxpOXZ2D9Tz14/83BGI1Vg4h++rYXY8enMubMVDw8jeRku7H771A+/3AA8bH2HyloC9rbvm7PY2+cw6rzdzNjwnF8PMuIPRXAfc/NYH90eK35vL1KWXXBbqu0C+ceBCAl3dums3/uuDhcXSr4bWvrDuGvNPvpJP56LoQj3/hRmutE8MBSznvjFN3G1d2/Ks13Im6DN72nFFg9BlDT8XU+HF7jb/l/2mF30g7rd8e8w43S2e+cJC5oB+fKThsXdNJ6N6X2tq/b89RzZ3P5JfuYNjkOb+8y4uIDeOCRyRw85HieJQAf7zIuv3S/VdoFi/WL5ampXpbOfs/uuRhcKzD4l3L7LdtstvPM8+NbvLMPcMNzx/g8ogeb1oRQmOtCj4GF3PVuFIPG1z0vT1G+M3t+82fU1Gw8fR1PtNdzUCEbPg8lN8MVn4Byxs/PZOntp/ALdjzsvzkoTavfTMSdmVJqJXqjPLa2yXGUUpOAH4EK4C3gMPo7dleiz7R7i6ZpL1VbfzLwB7BU07Qvm6CcQ4CD45mBt2q7nabm4BzUNhuCFhHQub7rSqbjca1dhFZRPn1Maxeh1dz1ms3N0Q7vxNESbpgTAzBU07RDrV0eoZO4oO3r1HFBJ2XK7JxvS1FntL2JjVvKJ1+/0dpFaHFR0eVMnJYO9YwL5M5+E9I0bZNSajhwH/qwvS5ALvAXsErTtM2tWT4hhBBCtByJC4QQQrQm6ezXg6Zp7wHv1XPdeOCaeq67AX0InxBCCCHaCYkLhBBCtAcyG78QQgghhBBCCNHBSGdfCCGEEEIIIYToYKSzL4QQQgghhBBCdDDS2RdCCCGEEEIIIToY6ewLIYQQQgghhBAdjHT2hRBCCCGEEEKIDkY6+0IIIYQQQgghRAcjnX0hhBBCCCGEEKKDkc6+EEIIIYQQQgjRwUhnXwghhBBCCCGE6GCksy+EEEIIIYQQQnQw0tkXQgghhBBCCCE6GOnsCyGEEEIIIYQQHYx09oUQQgghhBBCiA5GOvtCCCGEEEIIIUQHI519IYQQQgghhBCig5HOvhBCCCGEEEII0cFIZ18IIYQQQgghhOhgpLMvhBBCCCGEEEJ0MNLZF0IIIYQQQgghOhjp7AshhBBCCCGEEB2MS2sXQDQpA0ARBaC1dlFalrOxtUvQikrLW7sErcKk5bZ2EVqFsSC1tYvQak4cLWntIrS4pBNllf80tGY5RLslcYHoNDprXKCK01q7CK0mKrrzxcCx8ZaTW73iAqVpnezs34EppRYC37Z2OYQQQjS58zRN+661CyHaF4kLhBCiw6pXXCCd/Q5EKeUHnAucAsrqWL2p9UUPKM4DYlr4s1tTZ603dN66S72l3i3JAHQHNmpaJ71tJU6bxAWtprPWXeot9e4sWrPuDYoLZBh/B2L+wlvlzo9SqvKfMZqmHWqNMrSGzlpv6Lx1l3pLvVvBnlb6XNHOSVzQOjpr3aXeUu/Oog3Uvd5xgUzQJ4QQQgghhBBCdDDS2RdCCCGEEEIIIToY6ewLIYQQQgghhBAdjHT2RVNJBx4y/+5MOmu9ofPWXerduXTWegvRWJ352OmsdZd6dy6dtd7Qjuous/ELIYQQQgghhBAdjNzZF0IIIYQQQgghOhjp7AshhBBCCCGEEB2MdPaFEEIIIYQQQogORjr7QgghhBBCCCFEByOdfSGEEEIIIYQQooORzn4HpJS6QSmlKaW217KOppR6uY7tbFBKHTyNz59s3n7lj0kplaaU+lIpNaiWfHPN6ycppezum0qp+BrbTlNKbVJKLW5oOc3bW1ljezV/xpvXq55mVEplKaV2KaVeUEoNtrPdXtXW/7eDz/7IvLzgdMreyHoalVKJSqn3lFIRdtZXSqkVSqk/lVI5SqkipdQBpdT9SimvWj5nsVJqrVIqQylVZv4uP1dKTa22TuX+cUGNvAal1A9KqQql1KomqOdEB/U6ZV7+Q7X02vaB1+zs0w5/anze5+b0JxyU1+7foqlV+7ucYWfZDvOy6x3krU+9HzSv+1491o1vzro6YucYKFFKHVVKvayUCquxbg/z9x6vlCpV+nnmG6XUBDvbrblvlCulYpVSq5VSfVquhkLUTklsUN9ySlzQgeICO3WV2ACJC6rVpcPHBi4t+WGixVwCxAPjlFL9NE073krleBH4G3AFhgPXAZOVUkM1TUuxs35luXsBU4FfHWx3L/CM+d9dgWuBNUqp6zVNe+00y3o/EGcnvfrf7hdgNaAAP2AEcDlwg1Lqbk3TnrWTvwRYDvyneqK5YTzPvLwlVdbTHRgPrAQmmr+TEnPZnIGPgQuBTcCDQBEwCXgAWKqUmq5pWmrlRpVSCnjHvL09wLNACtAFWAz8ppSaoGnaX/YKpZRyBb4E5gJXa5r2TiPrWQJcDGyukX4u0A0otZOn8vut6ShwAlhRI/0xoAD4r70CKKV8gQXo+/RypdQ9Wht716lSqj8wFr2MlwD/s7NazXpX9yDQF6jsPLyO4+N2Gvr+sa3hJW1S1Y+BicD1wFzzMVBkbrR/Mq/7FnAYCEcv+yal1C2apr1kZ7vVz3ejgWuAeUqpYZqmJTVnhYSoJ4kNGkbigo4VF4DEBnXqpHEBdOTYQNM0+elAP0BvQEM/kaYBDzhYTwNermNbG4CDp1GGyebtX1Aj/Tpz+l128nihnxxvBnYD7zrYdjzwQ420cHPe6NMo60pzmc6oYz27fy8gCPjLvHxutfRe5rSvzL9H1Mh3MVAGfAcUtMB+YbeewOPm9Aurpd1rTnvKznYWACZgbY30O8x5ngOUnXwrgHH29g/0E+DXQAV6g94U9fwKSAdcaix/A9hZcz+qz/Fg57MOAhtqWX6F+TueYt7+uXbWsXustOD3/xCQCiwx//17NWCbV5m3+WI91u2Cfj6KBwKae39v4N/gGXP6ciAASEYPSPvWWM8D+NO8/59d13eIfi7TgHtbo77yIz/Vf5DYoCHltHuuqO/fCokLKtPbRFxQo64SG9T9/XeauKCOv0OHiQ1kGH/HcwmQDfyIfkX0ktYtjpVN5t997SxbjH7AfAF8CixRSrnXZ6OafifgCHow06I0TcsElgFG4F92VtmKfqXw4hrplwA/A1nNWsC6WX0nSikP4E70K9b31lxZ07TvgfeB2apqKKOHed0o4A7NfDarke8DTdN21ExXSrmgf9/nAddrmvZmU1QK+AQ94JpR7bMMwAXodydawiXAL5qm/YG+f7alY7HSxejniR+AXGz3U7uUUkPQr1bvQd9falvXCfgIvbG8WNO07MYUuBn8bv7dG/1OYDhwp6ZpMdVX0jStGP2OnYZ+B6Ah2xWitUls0EIkLmizcQFIbFAfEhfoOkxsIJ39jucSYI2maWXoJ7X+SqmxrVymSr3Mv+0d1JcAf5gb508BH/SrxXUyD/XqDmQ2omx+SqngGj9B9cmoadpJYCMw3jw8q6ZPgGXmIW0opYKBmbRcw1KbXubfld/JRPST78eaphkd5Kkczja/Wp5Acx5TAz7bBf1vsxi4UdO01xuQty7x6AHV8mppc9CHWX7qII+7nX0g2BwINIhSqiv6VftPzEmfABeczraai1LqTKAf8In5fLGGegQdSilP4HP0q9jLNE2zN+yxuv9D/1s8oDkYrtnKKjsYmejnnBL0+tnQNC0OffjnVHMwW9/tCtHaJDZoOIkLdB0lLgCJDWolcYGVDhMbSGe/A1FKjQEGUnXC2gwk0HpXDX3MJ8QuSqlZwPNUDaOyUEqFAtMxl9vcSG7Fcbldq51sh6M3MmHoV/5P16/oQ7uq/yQ2IP9B9OOpl51lHwM9gMoJPC5EP2l8d5plbYzK4KWbUup89GftStGv4AJUTiq0r5ZtVC4bVOP3gQaW5XH0q+k3aZpm75mwxvoYWFTtxHsJsFFz/IzUldjuA+noQ9kaajn63/Vb8/8/RQ+W5p7GtprLpcApYIv5/58Cg5VSI+vI9xL6fnKjpmlHa1tRKXUueqP+G/r33RZUPwYuQr8SX4x+DAxGH/JbW6CyD32Iab8a6dXPd3OBF7BzvhOipUlscNqxgcQFuo4UF4DEBrXprHEBdODYQCbo61guQX/O5g8ATdM0pdRnwKVKqdsbeHW1KdScTCUdWKFp2t810pehPxdUfcf/BHhGKRVgZ3jPTPO2KpmAD4C7G1HWG9GHqFXXkL9X5cy5PjUXaJp2SCm1H/0kvxl9SNS3mj7hx+mUtTFqTpISD1yqaVqC+f+V5c+vZRuVy3xr/K4tjz1h6MMc4xqYr74+Rw8i5yulfka/4/CPWtb/FrA3C3VDgxXQj8UfNU3LB9A07ZhSapc5/ZvT2F6TMg+TvAh4v9rwyt/Rn5+7BH2iK3v5LgZWAR9ommZvwqLq6wajB1WZ6PtYRdOUvtFqHgMngEs0TUtUSvlQ935cc/+vZO98d7mmaTtPr5hCNBmJDU6PxAW6jhQXgMQGdnXyuAA6cGwgnf0OQukzpS5Db8x7V2sstgO3o894ub6Fi/Uw+rNf3uhDsiob7pouBXYAQdWGyO0BDMBS9IlTqtsO/Bv9ylgRcETTtJxGlnVHIw88b/NvRyeDj4HblVLPAWcDjzbisxqjMnjxQz85n4P17LOV5bcJTqqp2fDn1SOPPXcB/wS+VErN1DRtSx3rN4imaelKqV/RgyhPwBn9OTRHEjRNczRjbL0p/RVSo4DVSqnqV3g3ADcqpXw1Tcuzm7nlzARCgB01yvgH+uzAd9dshJU+Q+9r6PvPDbVt3Dw0dTX6BDxzNPszbLeWymPAiN4Biq5W13zq3o8dBb6V5zsTkIF+XnI05FWIFiGxQaNiA4kLdB0mLgCJDWrRmeMC6MCxgXT2O46p6AfQMvNPTZfQ8g36gWonyG/Mz/S8qZTarGnaKbB6xQfAMTvbuATbBj2jKU68TWwo+oHs6Gr0J+ivY3kT/YpmS38XlSzBi1LqG/Q7Ch8rpSI1TStAnywG9NchfeNgG8PNvw+bf0eZfw+rJY89yeiT5GwGflRKnatpWm3DBE/Hx+h/83D0mYJzmnj79lxq/v2c+aem84F3W6ActakcBmv3+TP01xD9UfkfpZQb8Bl6kL3MvK/U5g705yCf0rT/Z+++w6Mq1geOf2eTbHpvlAChhl7tgNKrSlFsiGLD3rvXa7n+rt1ruxbEBtdesGEBRREQUOk9tARI771sdjO/P86m7m4KJASW9/M8+0DOOXN2ZvfsmXfmzJmjlx5lXltaQwH8LmCIUsq7geF6A4EKHM9X247D85IQEhu0HYkLjs+4ACQ2cOZkjgvAjWMDuWfffczGGGozy8nrY2BGEyaNaG0PYDy/svbstLMxfhyX4Jjvl4GRSqnOxzifzWLP3znA2qqhWfXZ7zX8A+NRHJ8fD1f87EM3H8R4HvEt9sWrgTzgMvsVIWeusP9bdT/faoyJfC5tII2rPBwAJmJc1VlqD/BaUtWje87gGEx8ZO+5vgyjQnT2W9xKG8+8q2qe5fwpzvOYimMen8e4InGf1npTI/s/HeP5wn/ifCbq49kSjHPULGcrlVKxGM+V/tU+A68QxzuJDdqAxAXHdVwAEhvUz5/EBQ07oWMDubLvBuwV9UyMysJhKJJSKgXjvrDzMX7IbUJrvV8p9SUwVyn1mH0Iz2xgldbaIV9KqbUY91FdCjxzbHPbNEqpMIyAyQPjRNaQhzFmH22z76A+rfUKpdRfwB1KqZfs9ws+D/wfRnkeqL29UmoqxjNJl2qt19n3UaKUegZjopVnlFL31rrfqyrd5cAe7eQxO1rrbfb9/gz8rJQarrVuziRIDZWvSCl1I8YESd+1xD4bMdz+Xo+4+C32Ap5QSnVoYDKg1jYD49nVr2mtV9VfqZSaAMxSSt2stS5XSs3ACPq+1Vq/0tCOlVIhGBP6lACXaq0rWjz3rWs+cDvwnFJqjT3oBEAZj/t6D1AYw/KEOK5JbNA2JC44vuMC+/4lNqhL4oKGndCxgTT23cP5GPeKuJrFdR3GhBCzqVuhnKKUetjJ9iu01qvt/490sU2C1vrDI8jrcxizzt6hlPoKY9ZKZxOfYJ8UY6M9361doU9WSvV2srz2j7qXvXJSGBNwDMLo5QsA7tJa/9TQG2itf8d4FM/x5jmM2YrnYtx79TRGb+39SqkzMSZHKsV4lM7lGMOZrnSyj34Y94COVkp9AaRhDJGbDpyGcU+iU1rrtUqpmRiV7s9KqZHaeFbxUdNaL2ziplXfb33pWuufm7iP2RjDNr93sf5bjGDpEuA/tZZf4OL4W1g1rLUFzcYYMurqcTffAtcBU+1B9TsYZVru4vMB2K+1Xotx/MRinGeGK6WGO9tYa/3BkWe/9Wits5VSF2J8fxuVUm9jDEtth/H76AHcro/fRwUJUZvEBkdH4gI3jQvs+5fYoG7+JC5w4YSPDbTW8jrBXxg/wlLAr4Ft3gMsQLj9b93A62H7Nisa2OaXBt5rlH2bC12s/w3It+dJA90a2Nej9m0G2v9OBJa04Gc3t5HPYq6Tz8uGMTxtI8aMrn2d7DfWvu09jbz/+0DRMThGqsp5ipN1JmCf/eVRa9lcjKF4+fbjazvGo0j8G3ifC4ClGJVGBZCC0aN7TlOOD4xgz4YxKVNgS5az3nZ1jqNGjoEVLvaxvfY6jEeuZAErG3nvA8DGep+Fq9eIFvr+r7Lv73T797KogW19gWKM5+s2lr+q1/u1PtdGt2/t4/1ojg37trEY9wMfxDhvZmLMyOzwfTR0PMtLXm35QmKDI/3c5jZQPokLTrC4oLGy1tuuznHUyHGwwsU+TojYAIkLmnVs2LeN5QSMDZQ9Q0IIIdyUUuo2jPtce2it97d1foQQQgjRdiQuOHnIBH1CCOH+TsXolT/Y1hkRQgghRJuTuOAkIffsCyGEm1JKXYAxlGw28LY+DmZ7FkIIIUTbkLjg5CPD+IUQwk0ppRIwJuj6CrhDa13cxlkSQgghRBuRuODkI419IYQQQgghhBDCzcg9+0IIIYQQQgghhJuRxr4QQgghhBBCCOFmpLEvhBBCCCGEEEK4GWnsCyGEEEIIIYQQbkYa+0IIIYQQQgghhJuRxr4QQgghhBBCCOFmpLEvhGgRSqlEpdT7tf4epZTSSqlRbZapeurnsYHttFLqsSPY/1x72lOOJH8u9vmYUkqekSqEEOKEInGBxAWi7UljXwg3UKsyqXqVKaX2KKX+q5SKbuv8NYdSasqRVKhCCCGEMEhcIIQA8GzrDAghWtQjQALgA4wAbgSmKKX6a61LjnFeVgK+gKWZ6aYANwOPtXSGhBBCiJOMxAVCnMSksS+Ee/lRa73e/v+3lVLZwF3ANOBjZwmUUv5a6+KWzojWuhIoa+n9CiGEEKLJJC4Q4iQmw/iFcG+/2v/tCqCUel8pVaSU6q6U+kEpVQh8aF9nUkrdoZTaYR/ul66Umq+UCq29Q2V4WCmVpJQqUUr9ppTqV/+NXd2bp5Q63f7euUqpYqXUVqXU7VX5w+i9r7o/Tte+L62l89hUSqkuSqnXlVLxSqlSpVS2UupzpVSsiyR+9nxlK6UKlFKL6ufRvt/JSqlV9s+hUCn1/dHkUwghhGiExAUSF4iTiFzZF8K9dbf/m11rmSewFFgN3ANUDeObD8wF3gNewQgEbgGGKKWGa60r7Nv9C3gY+MH+GgosA8yNZUYpNR5YAqQCLwNpQB/gXPvf84EOwHhgjpNdtHoeXTgVOAv4BEgCYjGGQq5QSvV1MhTyv0AexpDDOPu2XZRSo7TW2v5ZzAEWYnwX9wN+9u1WK6WGaK0TjzCvQgghhCsSF0hcIE4mWmt5yUteJ/gLo6LTwFggAogBLgayMCrtjvbt3rdv91S99CPsyy+rt3xi7eVAJFCOUTGrWtv9277d+7WWjbIvG2X/2wM4ACQCIfXep/a+/mucmhzK2OJ5bODz1MBjtf72dbLNGfbt5jj5HtYDXrWW32tffr797wAgF3ir3j6jMYKBt2ote8zZ5yEveclLXvKSl6uXxAUSF8hLXlprGcYvhJv5BcgEDmP0NhcBM7TWyfW2e6Pe37OAfOBnpVRE1QvYYN/HaPt24zB6wV/VWtd+7MtLTcjbEIwe95e01nm1V9TblyvHIo9Oaa1Lq/6vlPJSSoUD+zAq4KFOkryla64mgPF5WzEmGQLjCkUI8HG9stiAP2uVRQghhDgaEhdIXCBOYjKMXwj3cjOwB6MCSQfitTEhTm1WjCFntfUEgoEMF/uNsv/bxf7v3tortdaZSqncRvJWNXRweyPbuXIs8uiUUsoXeBC4CugIqFqrg50kqf/eRUqpVIxhfmCUBWrunayv4EjyKYQQQtQjcYHEBeIkJo19IdzLX7pm1l1Xyp1U9CaMynK2izSZR52zo9eWeXwVo0J/CViLcSVBY1wlOZIRUlVp5mDcn1if9Qj2KYQQQtQncUHrkLhAnBCksS+EANiPMcztj9pD05w4aP+3J8Z9dgAopSIBh1llnbwHQH+MYYWuuBq6dyzy6MqFwEKt9d219ueDMeTOmZ7Ab7W2DQDaY0wKBDWfRYbWuqHPQgghhGgLEhc0TOICcUKQe/aFEACfYUyU88/6K5RSnkqpEPufvwAVwK1KqdpD1u5owntsBBKAO2rtr+o9au+r2L6szjbHKI+u2Kg7RA/gVnt+nJmnlPKq9feNGJ2rP9r/XooxJO+hetsB1QGIEEII0VYkLmiYxAXihCBX9oUQaK1/V0rNBx5USg3GeBxNBUZP9CzgduAL+/1tz2Pcp7ZEKfUDxgQ7kzFm+G3oPSqVUjcC3wGblVLvYTxqpzfQD2P2XDAm1gF4RSm1FLBprT85FnlswBJgjlIqH9gJnIlxNSHbxfZmYLlS6jOMR+zchPFIo2/tn0WB/bP4H7BRKfUJxnDDzsBU4A+MRwcJIYQQx5zEBY2SuECcEKSxL4QAQGt9g1JqA3A98CTG/WGJwAcYlUyVh4Ey4AaM2WH/BCYA3zfhPZYqpUYDjwJ3Y4wu2g8sqLXZYox74S4BLsfoOf/kWOXRhdsxevFnAz729xqH0RPvzC32bf8FeAEfA7fVngVYa/2RUioFeADjETzeQDKwCuN5wUIIIUSbkbigQRIXiBOCatqTLYQQQgghhBBCCHGikHv2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSHEMaWUel8ppZVSsUe5n7n2/cxtmZy1LKVUrD1/77d1XoQQQrSc473+aSql1Ch7OR5rRprH7GlGtVrGWojEG0JIY1+Io2Y/wdZ+2ZRSOUqpFfYKQjlJE+sknVZKlSql9iqlXlNKdXKSbq6LdNWvJuT3O/u2k12sj7evX+hi/eP29Y805fM5nrRUxd9alFI+Sql7lFJ/KqXylVIWpVSqUmqDUuq/Sqlz7NsFK6WK7cdLaCP77GQ/JjOUUmb7shW1jpmrG0j7aK3t3m/RwgohxHFCKeWhlLpOKfW7vf6usJ8ztyql3lZKnd/WeTwRSbwh8YbEG23Ps60zIIQbedz+rxfQA5gBnAOcAtziIk0+8FKtv8PtaW4CLlRKDdVaJztJtwX4+gjzuRw4FxgD/Fh7hVIqBugFaGC0i/Rj7f/+coTv/yDwNOCsXCctpVQA8DswFEgDvrT/GwAMAuYBIcDvWut8pdTnwJXAHOCVBnZ9NUbH7kKttaXeOitwLfCuk/yY7GmtSF0hhHBTSikPYAkwCcgDvgeSADPQD7gM6A18WyvZV8A6IPVY5rUV/AX0AbJaaf8SbxyHJN44ucgHKkQL0Vo/VvtvpdRwYCVwk1LqBa11gpNkefXT2dN+C5wHXAc4rAc2O0vXRL/a/x3jZF3Vsi+AWUqpnlrrvbXy5Q+cBhRiBAnNprVO5cQPkFrDHRgV7zLgvPoVpb1HvU+tRW9hVL7X4qLytVegV9Xavr4lwHSlVD+t9Y566yYCnTGC2hnNKokQQpw4LsVo6G8BztFa59deqZTyA06vvcy+TZ3tTkRa6xJgdyu+hcQbx6c7kHjjpCHD+IVoJVrrPzAqUQUMa2byn+3/RrZopgzbgExgsJMhWWOAEuCZWn/XNhJj5MJKrbW1aqFSqrd9yNph+1CwdKXUR0qpuPpv7mpomzLcrpTaqZQqU0ol24eSBSulEpVSia4KpJQabR8qVqiUKlBKfa+U6lNvG41RWQEk1BoullhvuzCl1FNKqV32YWv5SqnlSqkJLt47UCn1H6VUkj3fu5VSd9H88+tZ9n/fcNIjjtY6V2u9ptbfa4AdwACl1On1t7ebAHQBVtQOomp52/7vdU7WXYdxLHzYxPwLIcSJqOrc+379hj4YDWKt9W+1l6kG7uFWSk1USv1hH/qco5T6ulYdWafuU7XutVZKdVdKfaGUyrbXZcuUUv3t20Uqpd6yD7MuU0r9rZRyejXcXmc+pYwh8mVKqVyl1FKl1Dgn27q8Z18pNUwp9VOtevUXpdSZDX+UDiTekHijisQbbUQa+0IcGxXN3L6qUl7f0hnRWmvgN4zff/1gYQywGtiIMaxvbL31VX8vr1qglJpk33428DfGbQnLgZnAX0qpoU3M2mv2tMEYvcIfY1QeP2NU+K6ci9E7XQC8CawCpgC/K6Uiam33OMaVG4CX7X8/Tq3bKJRSXYANwAMYAcqbwKcYPdw/KaXqVFJKKW97We/E+Lxexhga90/gxSaWu0q2/d9ezUizwP7vtS7WX1tvu/riMUafXG4vCwBKqXYYI0s+xw2uXgkhRAOO5NzrlFLqEozh6kMwzp/zgVBgLRDbQNJY4E8gGngfo04bB6xQSvXEuGXgVIz66DOModY/KqU613v/EGANRh1WdZvgl8CZwDKl1PVNLMdZGHXpOHt5/gtYgBXUG+XQEIk3AIk3qki80Va01vKSl7yO4oVxv5l2svxswAaUA+3rrYu1p8vDGKZf9XoZ2IRx39J7gGe9dHPt6TbXS1f1GtzEPM+z7+e/tZb1tC97wP7350AGoGpts8G+zUD736FALkbF07fee/QHioCN9Za/b99HbK1lI+3L4oGQWsvNGJWDBhJdfBZWYGy9dU/Z193X2HvXW78CqAQuqbc8xP6ZlwLRtZY/ZN/fl4Cp1vKuQI593ftN/E7OtW9fDrwOTK1/3DhJE2rPUyEQUG9dFEZwlgV4Oymnxphb4nL7/y+ttf4B+7LhGMFek8shL3nJS14n0gujYW6xn/v/h9Fw7NJImqr6Z26tZYH2+rAcGFRv+6ft29ev+2JrLf9HvTT/tC/PwWgI1q5j5tjXvVgvzXz78vnUrbt7YjSkyuu9/yj79o/VWqYwRiVqYFq9/d9eK7+jmvj5Srzh/HNZgcQbIPFGq7/aPAPykteJ/qpV8T1mf/0bo3e2Kni41Uma2FrpnL3WApOcpJvbSLq5Tcxzd/v2O2stu96+7DT73zfhWNHaqFUhU1Px3+zifV60r+9ba5lDBYgxvEsDVzjZx3Aarnw/cJKmq33dF/WWO7x3rXWD7Os+d1GWafb1N9Vattf+mXR3sv1jza20gNswOoBqf6epGEPbznaR5n/27a6tt/xe+/L/OEmzgprK1wcjUPjVvk4B+6qODaTylZe85OXmL+Ai+7m29rk3G+Me4vOcbF9V/8yttayqIfOuk+0DMBqq9eu+WPuyBMCjXprO9nXFQGC9dR4YIwZ/q7XMbN+2EAhzkocn7Pt7pNayUTg29qvq3N+d7MPDXj9omt7Yl3jDMY3EG1rijWP1kgn6hGg5j9b7WwPXaK3fayDNQa11bNUfSqlgjKsMLwE/KKVu0Fo7m+hkodZ67pFmVGu9Xyl1COijlGqvjUlsxmAMTdtg3+w3+79jgK0YQYEJ4ySt7euq7t8b5OyeP2qGiPUBdjaQpSH2f1c7WbcOozfdFWe3Ohy2/9vgY2LqqSpLsIuyVM2f0AeMe+cwKq/DWuv9TrZfgeMx0SCt9StKqbeB8Rj31A2x/3sZcJlS6gmtdf1HEL2FEWReR809cdD4kLqq9yxTSn0A3KKU6oFxz1134K7m5F0IIU5UWuvPlFJfYQw1H4Fx7h0BTMeYVGwRRsNeu96L63pMa12klNqMUY86s1lrbau3LMX+7x6tdWG9/dmUUulATK3FcYAf8IfWOsfJe/wKPFwrn65UDYX/vf4K+/uuxqgjmkTiDack3pB445iRxr4QLURrraB6BtkzgXeAN5VSB7XWvzaYuGYf+Rj36F2I0Yv7jFLqf1rr0lbI8nKMmVPHKKU+wghyVlYFHFrrXfZgYixG54OzR+CE2/91NuFKbQGNrA+2/5tef4U9uMiuv7yWPCdprEopMK5CNFVVWcbbX65UlcVlnu3SmvHe1bQxO/I39hfKeFbtdRi3ePxTKbVYa7251varlFK7gdOUUgO01tuUUmdjBD6rtda7mvC2C4BbgWswrlKUA4uOJP9CCHEi0lpXYNyPvQyqH8l3Acajwq7AuMr/dQO7aKxOcLUcnNyrXKsec3Ufs5W695dXvb+r2eerloc0kI/a+2nJuk3ijbok3pB445iRCfqEaGFa62Kt9S8YE454AAuV8eie5uxjH8ZQpxBaYNIgF2o/EmcARk/yb/W2WQGcbQ96qmbKXV5rfVUQMkhrrRp4LWwkLwX2f6Prr7C/d3j95a2gqiy3N1KWq+pt75Bnu3YtkSmttUVr/RrGBELg/BFGVb3p19X719moEGfvsQ3jisY1GI+9Way1bijgEUIIt6a1tmmtP6Nm8jNn597aXNZjjSxvKVV1kqu6p3297RrbT0vWbRJv1CXxhsQbx4w09oVoJVrrrRgnxRiM2VObTCnliTHZD7Te77R25Tum3rIqvwFBGB0XfYAErXVCrfXr7P+OPMq8bLL/O8LJujNouVFIVcMknfXAN6ss9mGV+4COSilnQxpHNTt3DasaxqmcrFuI0Tt+uX1m2wsw7g/9vBn7X4ARgJlpZCieEEKcRBo699bmsh5TSgUAg1swT87EYzy+bJB9Vv76qmbD39jIfqrWn1N/hb0x7KyebozEG3VJvCHxxjEjjX0hWtf/YZwU71GOz5htyC0Yw/Oyge2tkTGtdQrGjLuxwNUYIwm21Nusquf9X/Z/l9db/x7GsLZHlVKn1X8PpZRJKTWqCdmpGsL1D/u8BVXpzcCTTUjfVFW9x53rr9Bar8d4jM5MpdTVzhIrpQYopaJqLXoP4zz6jFLKVGu7rhiT3zSZUuoGpdQZLtb1BmbZ/1zpJO9VE0mFYjyWyRdjIqGyZmThE4xe9mkYV1iEEMLtKaUuVUqNr30Or7WuHTVXLh3OvfV8g3EFdrZSalC9dQ/T+PD5o6KN56V/iHGh4Ina6+wNxNswJvX7XyO7WoPRcXC2UmpavXW30Iz79WvlTeKNWiTekHjjWJJ79oVoRVrrZKXUmxizyN4HPFhvk5B6k7MEYUyOcw7GTP432e8jbC3Lgd4Yw+oW1598SGu9RymVYl9ftX3t9dn2+QW+AtYppZYDOzAmJ+yEMXdBOMYMrC5prX9XSr2F8YieHUqpLzGCkvMwgqcUjM/jaC3HmDV2gf09CoE8rfV/7esvw7ja8I5S6jaM5x7nYYzOGIjxeJ8zMWYIBngBYwKnC4CNSqmlGAHdRRiV5PnNyNsk4A2lVCLwB8akP94YjyiaiNH584rW+m8X6d8CLqHmSkGThtRVsd+793Vz0gghhBs4HaOOTrNPPld1NbkrxiPJfDEa8l80tBOtdYFS6maMxvQapdRnGPfJn4Ux+/rv1NTtreUBjDrgFqXUqRgN6AiMOikQuKXe1XIHWmutlLoG45nzXyqlFmNcVR6McS/9Txj1VXNJvCHxBiDxxjGnj4NHAshLXifyC/sjSxpYH43xOJxi7M9MxfWj9ywYJ92PgVOd7GsuLfhYEoye1ar3vsXFNh/Y11cCUS62iQX+izGpYBnGPXG7MYKe6fW2fR8nj6PB6LG+056uHKPCfQ1jYppCjNmKnX0Wcxv4XlY4WX4XsMv+Hs4esROI8TzbDRjP7S3FCP6+xwgO/OttHwT8B0i2l303cDfQrTnfFcbcDHcDP2IEVsX2PB4CFgPnNmEfe+zvuaaR7VbYt+vRhH3Ko3DkJS95ue0Lo6F4M0YjMt5ef1kwGuo/YMw+bqqXxmX9A0zGuDpegjG8+RuMRu4Se5qQWtvGNnR+dVWP2dcl1q+/7MtDgGfs9XE5RgPyZ2CCk21HUe/Re7XWDcNo2BfaX79gND4foxmP3qu1P4k3JN5obJ8Sb7TCq+rZlUIIcVxSSvXEqFQ+0Vpf2tb5EUIIIZrDfq/7AcCstW7f2PaibUi8IdyR3LMvhDguKKXa1b9n0v4Ug5fsf351zDMlhBBCNJFSKqT+03eU8Vy2hzHu3ZZ67Dgg8YY4mciVfSHEcUEp9TRwKcaQr1SMR8mMxbh/7UdgqpYTlhBCiOOUUmoS8CmwDGOYfQDGDO+DMW7RO0VrneEqvTg2JN4QJxOZoE8Icbz4GWMSowlAGGDFGE73CvCSVLxCCCGOc/EY9+YPB6ZgxNlJGPXYk9LQP25IvCFOGnJlXwghhBBCCCGEcDNyz74QQgghhBBCCOFmpLEvhBBCCCGEEEK4GWnsCyGEEEIIIYQQbkYm6HMjSqlg4ByMGV8tbZwdIYQQR88MdAJ+11rnt3VmxIlF4gIhhHA7zYoLpLHvXs4BvmnrTAghhGhx04Bv2zoT4oQjcYEQQrinJsUF0th3L4cBFr/Xjh5dvdo6L8fUDVOHtXUW2kxlaVlbZ0EcQyZfn7bOQptRYSFtnYVjrqQil01p34D9/C5EMx0G6HDfJZjbh7V1Xo6pDg8ltXUW2sz0L/e1dRbaxOIpHds6C23Co0fXts5C28ktaOscHHMl1nw25f8ITYwLpLHvXiwAPbp60S/Ou63zckwFeIS2dRbaTKUqaessiGPI5OHX1lloMyZzeFtnoS3JEGxxJCwA5vZheHeOauu8HFMBHsVtnYU206mnb1tnoU0EqOC2zkKb8PCJbOsstB2vk7op26S4QCboE0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3IxnW2dAHD8s5YpFz7Vj+ZdhFOV70LVPKVfel8qwc4oaTbtxZQAfvxJN4i5fbDZFx25lTLs6i3EX5lZvU16qeO0fMeze5EdmiplKG7SPtTDxkmzOuzILT6/WLJ3By6uSObcfZMy0TAKCrCTE+7HopS5sWhPaaNrwqHLmPZTA0OG5mEyw5c9g3nqyG2lJPtXbmL1t3PTIAeIGFhLZvhyTSZN62IdlX0az5KP22Kw1/WuDz8hj9PkZ9B1aQEQ7C7lZXmxZF8Kil7uQm2k+8jKaK7ninlTGzswhIMRKwi5fFj7bgY2rghovYzsLNzyaxNCzC1EmzdY1gbz5eAxph7wdtp14SRYXXp9Ou04WMlPNfP1uJN++F+Ww3Tnn5zDrxnS69CyjpNiDdT8H886/O1KQW3P6iWxvYcIl2Zw+Np8OseVUVkJivC8fv9yOTasbz/fJXG6Xn8dJcKw74+llY861uxk98TABgRUk7g9i0Vt92Lze8TtyKHdEKdfdtp0hp2ZgMsHWjREseLU/aSn+dbbz86/g4iv2cObZqURElZKf683m9ZF89F4cmel+1dudeXYKk6clEtu9gKCgCvLzzOzeEcpH7/bmYMLRfb9CHBMVlQR/koH/yjxUsY2Kzj7kXxpN+aCABpP5/lmA/7IczIfKMBXasAV5YOnlR8FFUVR09nHYXpXaCPoiE7+1+XjkWKu3z7k1Bu3dutelvMyVzLn9kHGuDLYZ58oXO7Ppj5BG04ZHlzPvoUSGjsgzzpXrgnjrya6kHa5bxqmXpTHojHziBhUS1cHCz4sj+c/9PZ3us0e/Ii6//TA9+xfh62cj7bAPP30ezZIP2lFZqVqiyA2yWWDDy6Hs/yaA8nwTYXEWht2ZS8fhZQ2m2/hKCJv+61i/eJgrmbv9YJ1luz4KJGWdL5lbvClO9aTnjELOfiarRctxLHiZK7ni3jTGXpBrHDu7fFn4bDs2rgxs66w55ellY86V2xkz7iABARUkHghm0fv92bSxXaNpw8NLmHfjZoYMS8ekNFu2RLHgjcGkpdWcC8ZNSOCue/92uY9nnzqdFb92cbru30//zpBh6Xz3TQ/e+O/Q5heuAZ5elcy5cT9jzk0hINBK4t4AFr3Wg01/hjeaNjyyjHn37GHImdlGudeHseD5XqQl19T1Zm8bNz6wm7j++URGl2Py0KQm+fLz1x1Z8nlMnXjo6QXrGXhKrrO3wlqhOP+0cUdf4HqU1rrFdyrahlKqH7B964pO9ItzbKQ05qkbu7Dq+xBmXJtJx27lLPs0jD1b/Hj28330P73YZbq1S4N4/Oqu9BlWzKjpeSgFK78LYdu6AK5/LJmZ8zIBKMj14J9zujHg9CKiO1lQJti53p9fvwzlnGl5PPj6QZfv0ZjJcSObtN39L+xmxMRsvl7UgZREX8bNSKfXgCIeuLI/OzYEu0zn42fj1cWb8A+0sfi9jlgrFDPmpqCU5ubpQyjMM3oqAoIreOKtnWxbH0R6sg+6EvoMKWDM+Zn8/n0kz94TV73Pl7/cTGBwBat/iiA50Zd2nco4//JUykpN3DJ9CLlZTWsEVRaX1Pn7gf8mMHJqLl+9E0Vygg8TZmXTa1Ax913Uix1/uw7QfPxsvPbTbvwDbXz5VhTWCsXM6zJQCm6c0IfCvJpG6pTZmdz+zGFWfR/Cht+D6H9aEeMuzOGdJzvw2es1lca5czK59anDbFoVyOofQ4hsb2H6NZmkJHpz23lxVJQbJ8Dz52ZwzT+SWbs0hB1/B+DhqRl3QTY9B5bywl1dWPZZ4yfkk6XcJn8/h2XOuOOxbops/Di477H1DB+VwjefdSclyZ9xkw/Rs08eD942nJ1bXaf38bXyyrsr8PO38tUn3bFZTUy7eD8Kza1XjaawwMijUpoX5q+kc2wh33/VleTDAXSIKWLqjERKij25YfYYSkuNz+jSufF0ii3kwN5gCvLMhIaXMX7qIULDy7nnhpEk7HP9PVQptGTxx+H3AfprrXc05XMSokpVXBD74k14d268w6u+sBcP47cun8KpEVjbm/H/LRfz/lIyHuuKpY+/y3RBn2fgdbgcS1cfKoM8MOVZCfg1F1OulYwnu1ER61uTx2IbUY8m4JFdQfG4UKztvDEVWPHeVUL2bTHoAI8jKTpdrkxo0nb3v7jHOFcubE9Kog/jZmYa58o5/dixwXWnnI+fjVe/3mKcK9/tYJwrr0pBKbj5/EHV50qA93/bgK+/jfitAQw5K5/fvotw2tjv0a+I/3y2jeREH5Z+Hk15mYlTzs7jrPE5fL2wPfP/r2uTynTVpu1N2s6Z3+6MJGGpP/2vzCeoi5W9XwWQuc2bKYtSaXdKuct0VY39sx7Pwsuvsnq58oDu59aNIT8dHUNFsYnIAeUkr/Wlx3lFLdLYf6dX0z6flvLA6wcZOTWPr96OJPmANxMuzqHXoBLum9WdHX813CHWkjz6xTW+EXDfQ2sZMTKJrxf3IiU5gHETEukVl8MD94xi545Il+l8fCp49Y2f8fOv4Ksv4rBaFdMv2ItCc8sNEygsNNoc7doV0adftkP66TP30K17Hldcei65ub4O688akcTd9/2Fr6+1+Y39LOcN5zrlfmorI8Zm8PVHnUk55Me481Po1beAB+YNY+dm1xdAfHytvPrxn/gFWPnqf12Mcs8+hFKaWy45g8J8Iy4ICKrgX69uYvvGENJTfNEa+gzKZ/SUVFYubcezDw2o3ueQ07MJCbfUex8btz68i79WRfDYbUMaLU9RRQ5/ZH8CTYwLTojGvlLqJuA14C+t9ekuttHAa1rrWxrYzwogQmvdv5nvPwr4rdaiSiAbWAn8U2u9y0W6KcD3QCoQo7WudLJNIlC7mysTiAf+o7X+qpn5POLG/u5Nftw+tRfX/jOZWTcajXNLmWLemN6EhFt56bu9LtM+eEk3Du7x4f21uzB7G8eTzQrXnN0HH79K3vwlvsH3fu0fHfn2vUg+3rydsChrs/JdpSmN/V4DCnn5iy28/UwsX74bAxi9sm8u2Uhethd3XzrIZdoLr03imnsTuf3CQezZZvTYxnQr4c3vNvL52zEsfDG2wfe+8eH9nD8nlcuGn1bdsOl/Sj47NgShdU1Pff9T8nnuw218/EYnFr3kvPezvtqN/bjBxbyyJJ4FT3Tki/nRRhm9K3lr+S7ysjy5c7rrCmHWjWlc+48Ubp0ax54tRhDXqXsZ85fv5PM3onnvmY4AmH0q+eCvbeze6M8jc3tUp7/vlQTOmpjP5af1pyjfE0+vSj7ZtI2E3b7ce2FPwCjn6WPz+dfC/bz2z5jqK+JdepWSm+lV56q3l7mS15fuwte/kstPqzlROnMylbspjX13PdYba+z36pPLiwtW8s5r/Vj8sfEdeZltvL7oN/Jzzdxz49ku015w2V6uvmknd1x7Nnt3G5V/TOdCXl/0G1981INFb/UFoE//HJ5/cxWv/2cA3y/uVp1+3JSD3PnQZv7voVNZu7KDy/cJCS1j4VfLWLakC6897/p7qCKNfeckLmhyPo+4sW/eW0L0gwfIm9OOwmkRxkJLJe3u2kdlkAcZT3Zv1v5MeVY6XL+b4jGh5F7fsXp56IIU/FbnkfZsD2zRLTfSpymN/V4DC3n5y228/XQXvnzHyJOXuZI3f9hsnCsvdl33XHhdMtfcd5DbZw6oe678fjOfL+jIwv/UfIVRHcrISPEGFIs3r2P10nCnjf3bntjPuJkZXHbWKRTl13QWPPvhdrr1KebCoU4PdQdH2tjP3GLm21kdOe3+bAZcUwCAtVyxeGpHfMNtnPdpqsu0VY392esO4hPmcFjXUZjsSUAHK0rBwsFd6Dqx+IRr7McNLuGVH/ay4F/t+eJN47fl5V3JW7/Gk5ftyZ3nOx+50Rqa0tjvFZfNS/9dztvzB7L4i94AeHnZeGPBUvLyvLnnjrEu01540W6uvm4rt988jr17wgCI6VTAGwuW8sVncSx8d6DLtGazlY8++5bdu8N5+IFzHNZ7edmY/85P/Lw0ljlzd7R4Y79Xv3xe+uAv3v5PTxb/L9Z4T7ONNz5fS16umXvmnuYy7YVXJnL1HXu5ffZp7N1pdM7HxBbzxudr+WJhFxb+t+Hv+Ib7d3P+JYeZPe5scrNdt8tGT0nl3n9v59kH+7Pip/YN7hOa39g/Ue7Znw0kAqcppXo0sm1regWYA1wLfAhMBVYppVyNf6nKd3tgTAP73Wzf7xzgeaADsFgpdUOL5LoJVi8JxuShmXJ5TY+c2Ucz6dJsdm3wJyPZ9Rj7kiIPAoJt1Q19AA9PCA6z4u3T8AkfILqT0cNVlH9kvfdNNWJSFjYr/PhpzddVYTGx9Ito+g4tJKKd6x7rEROziN8aUF2hAyQd8GPz2hDOntx4BZWebPzI/YNqOjO2rw+u0/ipWlaQ60mnbnWv1jfViKm52Kzww4cR1csqyk389HE4fU8pJrK9xWXakVPziN/sV93gBTi834dNqwM5+7y86mWDziokOMzGd4vq9gJ/934kvv6VnDY2H4DYuDICQ2z8/m0oVQ1egD+XB1NSZGLU+TUn6IN7fOs0eMH4bv7+NZjIDhX4+tuk3M1wMhzrzgwflYLNqvjxm5ogu8LiwbIlnekzIJeIqNIG08bvDKlu6AMkHQpk84YIRo5JqV7m518BQF5O3WG6udnG35byhs9jebnelJd54B9Q0fSCCWckLmhlvusK0CYoGl/rypfZRPGYULz3lOKR5fq86kxlsAfa24SpuNZV32Ibfr/lUjQuzGjoV1Qar2NkxKRs+7kyunpZhcXE0s+jmnCuzCZ+i4tz5ZS6VzczUnyoXR+44hdgxVJuorigbr2Qk+FFeVnrh+wJS/1RHpq4iwurl3l6a+IuLCRjkw9FqY3HaRqwFCkaupYY2NFo6J/IRpybZ8QdH9R0QhtxRxh9TykhskPzfh+tbcTIJGw2xY8/1HTSVVR4sOynrvTtl01EpOu6ePjIJOJ3h1U39AGSDgexeVMUI89OavB9Tz8jFT9/K78td96pf+HFuzGZNF9+3rTRCc01Yly6ERcsjqleVmHxYNk3Hek7KJ+IaNe3pwwfl0789qDqhj5AUqI/m/8KY+T49EbfOz3FiAv8Axu+kDlqciqlJR6sXdH80VdNcdw39pVSXYGzgLswerdnt2F2VmmtP9Bav6e1vhO4EwgHrqi/oVLKH5gG/AfYRMP5Trbv9wOt9bPAcKDYvv9jYt92P2K6leMfWLeSjRts/PgP7HAcdlNl4JlFHIw37lNKTjCTkmjmwxej2bPFj1k3ZThsX2FR5Gd7kJHsxR8/BvPlm1FEx1jo2NV1pdoSuvcpJjnRl5LiupXonq2B9vXO5yZQStM1rpi92x2HZMVvC6RDlzJ8/ev+kD29KgkKrSCiXTlnjcvigquTSU/yJuWg688RjGGBvv42CnKPbAKDHv1KSTrgQ0lR3Qo5frNxNbhbP+cnc6U0XXuXsmeL41Xj+M3+dIgtr2549rDvo/62e7f5YbMZeQDj6giAxUmAYikz0b1/CcaFN9dCoyooKzFRXtrwqepkLbcrJ8Ox7kz3XvkkH/antKTuPvfsMhor3XrmO02nlKZr9wL2xYc4rNuzK5QOMcX4+hqN8727Qygt8WDOtbsYODST8IhS+g/O4qobdxK/M4RN6x2HQvoHVBAUUk6XbgXc/sBm/AOsbNkQ4bCdaBqJC44Nc0Ip1g7eaL+651VLD+O37ZXY8D3cYDTmTflWvA6WEfpGMqaSSsoG1HSseu8qxmTRWNuZCX/+EDGzdxJz2U6i/nEArwTXnXMtpXtf+7myqP65MqB6vTNG3VHM3u2OtzLEbw2wnyub31m79a9g/ANt3PrEfjp1LyGqQxlTLk3jrAk5fDa/Y+M7OErZO70Jjq3AHFC3joocaMRnObsaH3nx+dhO/G9oLIuGdGHFPZGUZh33TY0j0qN/KUkHvBuIO1r/+G2O7j3ySE4KdKgf4+ONBny37nlO0yml6dotj717HIe779kdRoeORdX1ozOjxh6krMyDNasdj9/IyGJmXbybd98eiMXSOtPIde9dSPIhP0rrxUPx241bdLrFFTpLZpS7ZxF7dzreyrNnRxAdOpfi61cvHvKsJCjEQkR0GWeOzuCCOQdJT/Eh5bDreCgo1MKQ03NY+1sk5WWtc9HzRJigbzaQizHs7Qv734+3aY5qrLL/62ws2wzAF/jc/u8/lFI3aq0brR211mlKqV1A42M8W0hOhidh0Y4/1qpl2emuA/LZd6aTdsjMxy9H89FLxsUMb18b/1yQwFmTChy2/+OHYJ66Kbb6716DSrjrP4fwaOWjMSzSQo6TycCqloVFOe+FDQyxYvbWjaZNTqgpwPDx2TzwYs3tC3u2BfDiQz2ptDXclT39ymS8zJqVPx5ZQyAsqoKcDMfvqmpZuJPvGCAwxIbZRzeaNumAB2HRVmxWyM+uu621wkRhbs1xlJzgQ2Ul9D21qM695zHdygiJME6QAcG2OvfE19Yhtozhk/NYtSS00UmJTtZyu3IyHOvOhIaXkZPtOPlXjn34XFiE89NvYJAFs3clOVmOaauu2IdFlJF82IuCfG+eefQUbr1/M0+9sqZ6uw1/RvHkw6dSaXMMbF+Yv5JOXYwOlpISDz5+vxfLljTt1gXhlMQFx4BHrhVbiON5yhZqLPPIafy2u+gH9+OVYpxvKn1M5F8QSfHYmkaDZ6qxLvijdKzRZnJujUGV2Aj+PJPIxxNJe7EHlaGtN3tvWKSFnIwWPlfa6w7jXNlwp2d9P30aTZceJUy+JJ3JFxsXS2xWeP1f3fjh48YnUTtaJZke+EY6dlL4RhnLSjJcB2rm4Er6Xp5P1JByTGZN+nofdn4YROZWb6YtTnboQDjRhUVZyXESG1ctC48+sttSW0toWCk5Oc7qR2NZeLjzzonAQAtmcyW5ztLmGMd3WHgpyUmOn0VAYDmnnJLG2jUdq+eyqe3aG7ZwYH8IK1d0blZZmiM0opycTMch9DlZxrLwSOcXGgODKzB7V5Kb5SStfX9hkeUkH6z5TZw1NoMHnt5W/feeHUG89Fhfp3FBlbMnpOHppVnxY+PD94/UidLYX6y1tiilPgZuVEqdqrV2Pd3jsRNr/9fZDSOzgd/sFfQnwNPAeRiVfIOUUl5AJ4z7/1xtEwXUv4TUvBvoarGUmfAyO56Iq4bmNzR8zMtcSUz3ckacm8eIyflUVip++CCcZ2/twlOf7KfPsLpXVQcNL+KpT/ZRXODBptWBHNjhS1lJ6/f8evtUUmFxcrXVPlmaq1sOzN7GcmdpK8qNBo23d920W/4M5sG5/QkIsjL4zDy6xhXj49twL3//U/KZffNhfv8hgi3rQhotj9O8+lRSYXFsZNWU0XllW1V252lV9b6r36PCeUPOUq6q91WQ68nK70IZf2E2h/f68MdPIUS0q+CmJw5TYVF4mTXevpUU5jnPzz/eTMBSZuKdp1zf/1zlZC23KyfDse6Mt7eNigonebcYveXeZuf5qi63k7QW+2dRu9z5ed4c2BPCki/DOJQQSNee+Vx42T7ufGgTT/3zVId9vPTkEPz8rbTrUMy4KYfw9rZhMmlsjXSICJckLnC+TYvGBcpSifZyPEa12VS9vjE5N8dgKrXhkW7B/7c8I00l1eNKTWX2fSjIfDQW7Wv8Viu6+hL90AECfsqh4NJo5ztvAd6N1h1HcK60NJy2IZWVitTDPmxcHcKqH8OxlJsYdW4WN/4zgdxML9b+0vgkpUfDVqbwcBILVi2zlrk+Z/W/su7Fna4TS4gcWM6Ku6PY9WEQg653PrLqROU67rDXlUfw/bemxupHs8v60VheUeF41bmmfnSedsTIJLzMlfz2q2NjfuCgDIaPSOLOW1t+9vnavL2dx25VEyWbXeS9od+4s7gAYOvfoTx0w1D8A60MPi2Hrr0K8W4kHho1OY28HC82rgtrcLujcVw39pVSw4DewK32RauBJIwKsy0q9UClVATgBQwEXsK4PenL2hvZK9xxwI0AWutDSqm1GPl2Vql72fcLxn15DwLRwKsN5OUm4NEjLkk9R3PS+u8/Yti9wZ/XlsVjsv8mzj4vl3mje/PGIx155fu6k/uFRloJjTSuco08N5+PX4niwUu68+4fu454gr6mKC8zVQ+xrq3qB+2qQ6Oq0neW1quqM6S8btq8bDOb1xo9/quXRnDx9Yf593s7uHbCMKczj8d0K+Gf/93Fwb1+vPzwkd9+6rrTpqqMzivqqrI31OFTNSzdUmbCy8t549nsret8ji8/0Blvn0rmPZLMvEeSAfjlyzBSD3ozYkoepcWOn7nJpHnw9QQ69yzj4Tk9yElvfNjgyVpuV06GY92Z8nIPvLyc5N0exJRbnA+Rqy63k7Rm+2dRVe52HYp56pU/eOH/hrLmd6NDZt3q9mSk+nHXw5sYdkY6G9bVbZzs3lFTia9c3pE3P/gVgHdea9accAKJCziGcYE2m1AVjue8qkZ+VaO/IZa4mtueSoaH0P4OIx7Iv7J9nX2UDgusbugDWHr5YY3ywju+5eb0cKa80brjCM6V5obTNmTWvCSmX5nKNeOHUlZifB6rfozg6f9t56ZHE/jzt7BGR00dDQ8fjc1JLFi1zNNFx7kr3c8r5s+nraSs8XW7xv7RXCRrC43VjxaX9aOx3MvLsdFaUz86Tzt67CEKCsys/6vuVWuTqZIbbt7Er790qTMPQGsoL3ceu3nZf+Ou5tlp6DdePy6okpfjzeY/jav+f/wSzUVXJ/DvNzZy3bThTifoa9exhL6D8vn2k04NXv0/WsfXkehoNpCOfcZbbTw64FPgEqVU687m5ty7GPcHpgA/AcHAHCdXEy7B6LuuXdl/DExWSjl7xsME+34zgS3ALOB/wP0N5OV1oH+917Rmlqda48ORnA+DrrAoln4czmnj8qsb+gCeXnDq6EL2bvFz2olQ28ip+ZQWe7B2aeOPoToaOZlmwiIdh+RVLXM2lA+gMM8TS7k6orRVVi+NwM/fxhljHS/KRLQr59/v7KC4yIN/zuvncF9Rc+RkeBEW5eR2jKiGb8cozPPAUqaalDYn3dOYgDG87raeXpUEhtY9jkoKPXjsmu5cflp/7r6gJ3NO78dzt8cSFlVBXpanwyREAHc8e4jTx+Xzwl1d2LKmac+qPVnL7crJcKw7k5vtQ1i444josHD7/aZOhukDFBaYsZSbnA7zD7XvryrtuMmH8DLb+GtN3Qb9n38YQ2z7DshpMI9FhWa2bIxg1PiGJzUSLklc4FqLxgW2UE888hw74D1yjWW2sOb9fnWAB2X9/fFfVdPoq9pHpbPbBYI9MRUd2SSlTZWTaXY6VP+ozpX2uqOxc6Uz585OY8u64OqGfpV1y8OIaGchumPj8yQcDb9IG6WZjj+j0gxjmd8RXJDxb2ejPP94b240X+O3vx5f11Nzc3wJC3NWPxrLsrOd33JSWGjGYjER6ixtmDH0P8dJ2sjIYvr1z2T1yhhs9RqyY8cn0jGmkB+/705UdHH1C8DXt4Ko6GK8vVvm4l9uljdhTobqh0UYy7KdDPEHKMz3wlJuIjTCSVr7/pzdHlDbH79EGfHQqEyn60dNTgPgtx9a9xad4/bXZ6+0L8Go0LsqpXrYZ9z9E6N32/UzIlrPv4DxGPfdLcKo1J1d8r4c+AsIr5XvTYAZo8Ku70/7fsdhTDoUobW+QmvtcnYPrXWG1npH7Rew/0gL1r2fMdFIcWHdQ2L3poYnGinI9cBmVU57mq1WRWWlorKRurrqqmtxQevGaQd2+9MxthS/ehOMxQ0yJufYv8v5M1G1ViTu8adnf8dJzXoPLCT1kE+jjZaqYUL+gXU/jMCQCv797na8zJU8fE1/cp3c/9cc+3f6EtOtDL+Auu/Te0jVRIvOH9umtSJhty+9BjleRek9pJiURDOlxcb3s9++j/rb9hpYgoeHkYf6MlPMbP8zkIxkb/yDrPQYUMKm1Y4N2msfTmLiJdnMfzyGFd80vbf3ZC23KyfDse7Mgb3BdOxUjK9f3QAsrm9u9XpntFYkHgiiR1yew7q4vrmkJvtV328YElaOUuBhqnulwMND2/9tfOim2duGX8DxdT/niUDigmMbF1hiffFMKUeV1P0tm/ca58CKWOedZw1Rlso6+7N0M86bHtnOOxUqg1o5LthlP1cG1D9XGufA/TsdJ+AD+zkj3o+e/R0n8Os9qJDUQ97VdUdzhEZUYDI5XoX0tF+Z9PBs3fvew/uUk5/ohaWobkyXscV+j3Kf5s0wrzUUJXviE9a6nTZtYf8OX2K6lTcQdzRvvobWtn9/CB1jCh3rx95Gx/yB/SFO02mtSEwIpmcvxzuT4vrkkJri7/R+/HPGHMJkwuks/FFRJXh5VfLCy7/y/gffV78Axk04yPsffM/QYY3Pdt8U++MD6di5xGFy4bj+xm0nB+KdX1zRWpG4L4CefR3nHovrn0/qYV9KSxqJh+yjov1d1PejJqeRcsiX+G0hjRXjqBy3jX2MR9K0x6jY99Z6fWZf3xaz727TWv+itf5aa30l8C2wQCnVqWoDpVRP4FRgBHXzvdq+ibN8Z9n3u1xrvVZrndeqpXBi5Ll5VNpUnUeIWMoVyz4Np/fQYqI6GieHjCQvDu2t6ckKibASEGxlzY/Bda7glxabWLcsiE49yvD2NSqn/GwPp49i+ekj4z2dNbha0uqfIvDwhMkXp1Uv8/KqZPzMdHZvDiQrzShXZPsyYuo9Dmz10gjiBhbRs3/NrJ0du5Yw6Iw8Vv1UM8FYUGgFxgjOuibNMk5atWc59/a18a+3dhARbeGRef0anb28KVZ9H4qHJ0yZXfOINC9zJRMuzmbXRj8yU40GVmQHC5261+2lXf1DCHGDS+g5sCZ4ielWxuDhhaz6vubC0+Y1gRTkenDunLo9lVOvyKKsxMRfyxseoXH1Ayl4eGoWL6j7iJELb0hn1g0ZfPxKNF+/07zHj5ys5XblZDjWnfljRXs8PDWTpx2sXubpZWPclEPs3hFKVobxvpHRJcR0LqyXtgNxffPoEVcT0HTsVMigoVms/q1m/oTkwwGYTNR5HB/AOfYr9fv3hFQvCw5xvCIQ1a6EwcOy2Lc7xGGdaJTEBcdQ6RlBqEoI+LlWkF9Rif9veZT39MUWYZxXPTIteCbXPdZN+U4a7xkWfLYVY+le8/u3dvTGEuuD7/oCTAU1abw3F+KZVUHZIOcdky1l9U/h9nNlTcPCy1zJ+Asy2L05oNa5stzJuTKcuEFFdTpHO3YtZdAZ+aw6wolHkxJ8GTI8n8CQmgaZyaQZOTmLkiIPUg81v4OlOWInlaBtivhPaxpANgvsXRxI5KAyAtobDduiFA/y9tdt4JXmODYpdn0USFmOBzEjj6+Z6VvCqiXBRtxR65HVRtyRw64NfmSmtHyH9tH4Y1UMHh6ayVNq+v88vWyMn5jI7l1hZGUaFzQiI4uJ6VS3gbt6VQxxvXPo2atm5FrHmAIGDc5g1cpOODNq9CEy0v3Ysd3xt/D7is488ehwhxfAX3+254lHh7N7d8sM7//jl2gjLphZM5rO06uS8dOS2b01mKx04zcV2a6UmNi6nXerf4kirn8BPfvWjEbq2KWYQafmsuqXmtF9QSEWnMVDE2cYt3E6m9G/W1wBnbsVs+Kn1p948/gaY1LXbCADuNnJupnADKXUDQ31ch8DD2D05v8DqHr27WygAuPZuPW7MkcAtymlOmutDx2zXDZB76EljDwvl/ee6kB+licdulr4+bNQ0g+bueuFmqw+d3sXtq4NYGnKZgA8POCCGzJZ+Ex77ji3J2Nn5VJpg6Ufh5OVaub+/9YE3csXh/H9onDOmpRP+y4WSopMbFgRyMaVQZwxPp/BI5w/DqylxG8NZOWPEcy96yDB4RWkHvRl7Ix0ojuW89I/elZvd88zexh4egGT40ZUL1vyUTsmzUrj8fk7+fLdjtisihlzU8jNNrP43ZrHiYw5P4Mpl6Sx9pdw0g774OtvZdiIPIaOyGPdr2F1JiO77/l4eg8qYukX0XTqXkKn7jWBRFmxB2uXN38invhN/qz8LoSrHkgmOKKClEQfxl+YTXRMOf+5p6aM976cyKAzi5gYM7R62XcLI5l8WTZPLNzPF/OjsVUoZs5LJzfLiy/n1zRCLWUmFj7XgVufPMw/3jzAht+D6H9aEeMuyOG9pzvUmWX+opvTiI0rZfcmfyqtijMn5nHKqELef6Z9nefanzUpj+seTibpgDeH9vkwZmbdIeAbVwaRl+V6RuaTtdwuP4+T4Fh3Wu6dYaz6tQNXXr+T4JByUpP9GTvpMNHtS3j56cHV29318EYGDslm6oiaEc7fL45l4nkHeey5P1n8cXdsVhPTL9lPbq43iz+pmVvglx86M/OSfdxy7xa69crnUEIg3XvlM/HcgyQeCGTtypp7E19b9BtbNkRwYG8wRYVedIgpZsK5B/HwrOT9N/u2SJlPMhIXHEOWXn6UnBlE8EdpmAqsWNuZ8V+Rh2emhcybulZvF/ZqEj47Szj8Rc0cFO3u2kvZgAAqYn2o9PfAM82C//JcsGnyZ9cNbvPmtiPyX4lEPXyAovFhmEpsBC7JpqKDmaIJrXs/b/yWQFb+EM7cuw/Zz5U+jJ2RaZwrH6qZ2/Ce5/Ya58qeZ1UvW/JheyZdlMHjC3bx5TsdjHPlVSnkZplZ/G7dCVZPH5ND195GQ8LTS9M1roRLbjoMGEP0E+ONeuHztzpy3wt7eemLbfz4aTSWMhPnnJtFrwHFLPxPZ2zW1r1GFzWonK6Ti/j7hTBKsz0I6mxl79cBFCZ7MuLJms703++LJO0vX67Zk1C97NNRneg2pZjQXhY8vDXpG3w48L0/YX3K6X1J3c7VQ7/6kr3b6EiprFDkxJvZ9HoIAF3GFBPW2/Wj3I4X8Zv8WfltMFc9mEpwhJWUBG/GX5RDdCcL/7nbeQO4LcXvDmfV7zHMvWYbISHlpKQEMG5CItHRxbz8Qs3Esnff/xcDB2UyZfxF1cu+/7YHkyYn8Nj/rWLx53FYrSZmXLiH3FwfFn/Ry+G9usTm0617Pp993BtwHPmbdDiIpMOODWCA9DR/1q5pucdMxm8PZtWyaObeuo+QMAsph/0Yd14K0e3LePnxftXb3f3EDgaeksuUIeOrl33/WScmzUjmsVc2s3hRF6xWxYzLD5GbY2bx/2pGLIyeksqUC5NYuyKKtCRfIx46M5uhZ+aw7vcItvzteB4bPaVqCH/rzcJf5bhs7CulfDEq7s+11l84WZ8CXAqcj3GvXpvQWu9XSn0JzFVKPaa1TsOo1FdprR3yZZ+M5zaMvD9zbHPbuPtePsTCjhUs/zKMwnwPuvYp5V+LDjDgDOfPma1y2e3ptOtUztfvRPLhf6KpKDfRtW8pDy9IYOTUmt6w/qcVsXO9Hyu+DiU3yxMPD01M93KufyyZaVc7v5+lpT1/Xy+uuOMgY8/PICDYSkK8P4/e0Jft6xu+Klta7Mn9cwYw76EDXHrjYZQJtv0ZxPynupFf6znhOzYE0WdIIedMzSQ0woLNqkhK8GX+k1359oO6lX93e8U/8cJ0Jl5Yd7hSepL3ETeAnr0jlivvTWHszBwCg20k7Pblkbk92P5nw/eBlxZ7cO+snlz/aBKX3ZaKMsHWtQHMfzyG/Jy6Dc4liyKxWRUXzEvnjPH5ZKWaefPRGL56p+5E0Im7fBk+KY8zxufj4QEHdvnyf9d3rXPFHKBbX6PxF9OtnPtfOUh9987q2Wij92Qttysnw7HuzAv/N5Q51+5mzMTDBARWkLA/iMfvO4MdWxq+0lZa6sUDtw5n3m3bueTKPSiTZtumCBa80p+CvJrRTIUFZu649hwuv3Y3pw9PY8q0RAoKvPj5h84snN8Ha61g/IevYzn1zHSGnZ6Br5+VvFxvNv0dxaeLenHwgPNARzgncUHbyL41huBPMvD/PQ9TsQ1LFx+yHuxCeV/nw9urFE0Iw3djET6bizCV2rAFe1I2KIDCmZFUdKl7dbq8fwCZD8cS/Ek6wR+no80mSk8NIm9OdJ1J+1rL8/f25Io7DzF2WqZxrtztz6PzerP978bOlR7cf3k/5j2UyKU3JaGUZttfwcz/d6xD3TF8YjbjZ9bEOT36FdOjn3FezErzrm7s//ZtJPk5nlx8QzIXXpuMX4CNpAO+vPLPbvz4SetfAQQ4+9ksAl6ysu+bACz5JkLjKpgwP532pzY8X0D384rJ2ORN4lJ/bBZFQAcrA6/NZ9CNeXj61r3qmbjUn71f1dTN2Tu9yd5pnGf921lPiMY+wLO3d+bK5DTGXpBrxB27fHjkiq5s/7N1R6QcqeefOZ05c7czZtxBAgItJBwI4bF/jmT7tvoP8airtNSL++8ZxbwbN3PJ7F3Gsb4lkrfeHExBvuNok9FjjHhmhZNZ+NvC8//sx5ybfBgzNZWAICsJewN47PbBbN/obLqUGqUlntx/3SnMuyeeS65NMOKC9aG89UIcBbk1Izd2bg6h76B8Rk1KIyTMgs2mSEr0463ne/HtJ44dP0ppzpmYxt6dgSQfbPhc2hKUdjauuo0ppS4GPgGma62/cbLeBKQB67TW59uXaYx73JY42eUKrfVqpdQKoA/OZ7NN0Fp/6CI/ozDuEZxVP8hQSp2CMQPwM8BXwDrgDq31yy72tR4wa60H2v9OBLZrrc91tn1zKKX6Adu3ruhEv7iGJ41wN5PjRrZ1FtpMZXHr3v4gji8mf+fzD5wMTJGt+9ip41GhJYs/Dr8P0N9+D/ZJSeKCI1MVF8S+eBPenVvmNqETRZcrExrfyE1dtWl7W2ehTbzTq2vjG7khj35xbZ2FtpPl7Cmn7q2oIoc/sj+BJsYFx+WVfYxe8DLgZ2crtdaVSqnvgdlKqXCtddXY19Ptr/r+Sc29cVHAE062WQ44rdQborVebw8WbsSYIAjguwaSfAc8ppQaqLXe2tz3E0IIIU5CEhcIIYQQzXRcNvareuUb2eYq4Kpafzf64FGt9agjzM8KnN10UrN+dK0/r3K1nX3bx4HHa/0deyR5EkIIIU4WEhcIIYQQzXc8z8YvhBBCCCGEEEKIIyCNfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws14tnUGRMu7cfZoAs0RbZ2NYyr0p8K2zkKbyb8wsq2z0DY8T87Tly48eY91a1RQW2fhmLOVlMHhts6FONEFLvPDLzigrbNxTCXdNKits9Bmyirj2zoLbcKjb6+2zkKb0PsPtnUW2o6XV1vn4JjTtrJmbS9X9oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM55tnQHRNjy9bMy5Lp7RE5MICKogcV8Qi97qzea/IxtNGx5RynW372DIaZmYTLB1YzgLXu5HWop/9Tbjphzmzoc3u9zHc48NYcWyGAAuuyae2dfscdjGUm5ixuipzS9cM2mLpuTtUsp/sqALNZ49PPC9zhfzaV5NSl/+i4Wyz8qw7rehPBUesSb85vniNcxIb0uvpPz7cixrKqhMqgQTeHTzwPdKH8ynNu09WoOnVyVzbtjL6KmpBARWkLgvkEWv92DznxGNpg2PLOO6u3cz5IxsTEqzdX0YC/7Tm7RkP4dtQ8LKufyGfZw6MpOg4Apys81s+Sucl5/o3xrFqsPTy8aceXsYPTnZXsYgFs3vxea/mnCcR5Zx3R07GXK6/TjfEM6CF/uSllJTxnFTD3PnI1td7uO5RwazYmlHADp2LmLKzEPE9cule1wBZu9Krpo+moxUx8+sJXh6VTLn1kTGnJ9BQJCVxD3+LHo5lk1rQxtNGx5VzrwH9jPkrFxMJtjyVwgLnu5GWpJv9TZmbxs3PryPuIGFRLYrx+ShST3ky8+L27Hkk/bYrHX7knv0LeTyWw7So38hvn420g77svTLdiz5qAOVlarFy1+bl6eNKy7dwthzDhDgbyHhYAgLPx7Mxi0dGkwX0yGfqRP30LtnNj26ZWM2V3LF9TNIzwxoMF376ELeevlbzOZKbrl3Cnv3h7dkcYQ4Zrw8bFw3+W8mnrKXIN9y9qWG89YPp/L3npgG03WOzGP68J3065xBr5gsvL1szPzXZaTlBjrd3s/bwtwJGxkz6AARwcXkF/mw/WA0//pwNOUVx76e9PKwccuZf3Funz0E+ZSzJzOc/645jbWHOjWYbmyPA0zqtY/+7TII9yslrdCflQmxzP9zGIXl3nW2ve+cPxjWMYWOwYWYPWykFgTw054evL9hMKVtUOaG2Cyw9ZVgEr7xw1JgIiSugkG359N+eHmD6ba+GsS214IclpvMmku3JrdWdhvl6WVjzpU7GDPuIAGBFhIPhLDovf5s2hjdaNrw8FLm3bSZIcPSMSnNli1RLHhjEGmpNfXCuAmJ3HXf3y738eyTp7Hi1y4AdIwpZMp5+4nrnUOPnrmYzZXMnT2FjHR/l+mPlJe5kjl3JjFmehYBwVYSdvux6D+d2LQ6uNG04dEW5j18kKEj841yrwvirf/rQtphnzrbTZ2dzqAzC4gbXERUBws/fxHBf+7r7rC/cRdkcvdzB5y+12WnDSE3y3xkhXTCy6uSObcfZMy0TAKCrCTE+7HopS5sWtPEeOihBIYOt8dDfwbz1pPdSEuqKXdEu3ImXJDOaaNy6NCllMpKxcE9fnz8Rmc2rw2ps7/+p+RzwTXJdO9TRHBYBUUFnhzY7c/Hr3dm50bH30pLkMb+SequhzczfHQq33zajZQkf8ZNOczjL/zJg7ecyc6trgNTH18rT/13LX4BFXy2qCc2q2LaxQd4+rU13HrlORQWGD/O7ZvDeP7xIQ7pp198gK49Ctiy3rFB+d9nB1BWWnNItnYDoErRv4ux/FaBz0XeeHTyoPyHcgrvKSLo1UC8BjX8Eyl5p5TS98owj/bCf4o32qqxHbBRmVlZvY1llYXSD8own+2Fz2Qz2gblP1kovKMI/4f88Jnq3cA7tJ67HtvG8HHpfPNRF1IO+THuvBQef2UjD15/Kjs3uz4B+vhaeWr+3/gFWPns3W7GMTD7IE+/9Te3XnYmhfk1J+iI6FKee/cvAH78shPZGd6ERZYT1y+/1csHcNcjWxk+JpVvPulKymF/xk09zOMv/s2DN53Bzi1hLtP5+Fp56vV1xnH+fg+jjJcm8PSba7n18pE1x/mmcJ5/dJBD+umXJtC1RyFb/q75LfUZkMt5FyVwOCGQw4kBdI8raPkC13LXk/GMmJDF1//rSMpBX8ZNT+fxN7fzwFUD2bnRdcXu42fj6fe3Gt/vW52xWhXTr0zmmYVbuGXmMArzjSDU7FNJlx4lrF8ZRnqyD1pDn8EFXPfAfuIGFvDsfX2q99mjbyEvfLSZ5IO+fPF2J8rLTJwyMpcbHtpP+06lzH+qR6t+FnffuoaRZx7kqyV9SE4NZMLoAzzxj1+575EJ7Ngd5TJdn7gspk2J51BSMIeSgunRLbdJ73f91eux2UxAZaPbCnE8e/iy3xg9KIFPf+9PUlYwU07dwwvzfuSW185la0J7l+n6x6Yza+R2EtNCOZgeQq+YbJfb+vuU89ot3xEVXMw3a3uTlBVMaEAZg7qlYvaspLyiNUrWsP+b8Cvjex7gg00DOJQXwrS+u3lt+g9c88X5bEpxXe5Hx/1OZpEfS3b1IrUwgJ4ROVw6aBsjYw9y0YezKLfVxBT9ojPYmNKeb3b2ptzqQe+oLK45dRNndE5i7mfT0RybGKgp1j4QxqFlvvS+oojALlYOfOXHb9dHMG5hJlHDLI2mP/WxXLz8dPXfyqQb2Lr13XXv34w4O4mvF/ckJTmQcRMSefzJVTxwzyh2bnd9wcPHx8rTL6zAz7+Czz7qjdVmYvoFe3jmhRXccsN4CguMeG77tgiee+o0h/TTL9hDt+75bNlU06nQp28250/fy+FDQRw+FET3HnktXt4qdz13gBGTcvj6vXakJPow7oJM/vVOPA/M7sOO9c474sAeF3y0C/9AK5++3gGrVTHj6jSe/XgXN5/bn8K8ms6pWden4OtfSfwWf8IiG//xLvpPDGmH68bBRQUt2zy96+k9jJiYzdeLOpCS6Mu4Gen8662dPHBlf3ZsaCQeWrQN/0Abn87vhLVCMWNuCs9+sJWbpw+pLveZY7OZdV0Sa38J55evovDw1IydlsFT72/nPw/25OfFNd93x9hSKivhh0/ak5PlRWCQldHnZ/LsB1t59Pp+bFjVeAdEc0ljvx6l1FzgvQY2OVNrvU4pVftMZQMKgARgNTBfa72z3n5j7esB/qm1/j8n7/0hcBlQrLVu+NLRUejVJ5dzxqfwzqt9Wfyx0du2/McYXv9gBVffvIt7rh/hMu3UmYl07FzMHdeMZO+uEADWr4vi9f/9zoxL97NovhHgp6X417nSD2A227jpnm1s2RhObo5P/V3zx2/tKcg/tg3fip1WLL9U4HezL76XGXnynmQmb04BJa+XEDzfdS9bxXYrpe+V4XeLL76XOJanitdQL0IXmzGF1Fzp9JnuTf7cAkrfLm2Txn6vfnmcMymNd17qxeL/dQVg+fcdeP2zP7j6tj3cc/XpLtNOnXWYjl1KuGPOGezdaZwk16+J4PVP1zDj8kQWvdarettbHtpJpVVxxxVn1OkEOBZ69c3jnAkpvPNKbxZ/aD/Of+jI6x+t5OpbdnHPdcNdpp16wUHjOJ87vOY4XxvF6x+tZMbsAyx6ozcAaSl+da70g3HF+6b7drBlQ93jfN2qaP4YN5HSEk9mzt7fqo39XgMKGDU1k7ef68ri94wrUcu/ieaNb9dz9d0J3DN7sMu0516SQsfYUm6/aAh7txuV//pVYbzxzXpmXpXEwpeM46Uo34u7Lq3boffDpx0oLvLk/NkpLHi2e3XP/OSLUgG474pBFNk7C378rAPPLNzCuOnprdrYj+uRxeiRiSxYOJQvvukHwC8ruvPWS99x7RUbufOhSS7Trvs7hgvmXExpmRcXTtvRpMb+sMEpDBucwudf92P2rG0tVg7Rtk6G2KC+Pp0zGD90P69+cwYfrzA6NX/8uxcf3Pc5N5/3J9e/Mt1l2lU7urDiobmUlJu5dNSWBhv7N079i3ahhVz1wgWk5tTUuR/8OrilitIs/aPTmdJ7H8+vPJOFG4w8fLuzF19d8Sl3jVzLnE9nukx715IJrE/qWGfZzvRInpz0K1P77GHx9r7Vy6/8bIZD+sN5Qdx7zloGtEtna1q7linQUcra6sXBH/wYcm8efa8pAqDb9GKWnNeOTc8FM/GTzEb30XliKT6hx0fnZ6+4HEaNOczb8wey+PM4AJYv68Ibby/l6uu2cs/tY1ymPff8fXSMKeL2m8eyN964YLD+r3a88fYyZl64h4XvDgAgLTWgzpV+MGLgm2/byJZNUeTm1ooN1nbgj+nTKS31Yuas+FZr7PcaWMSo87J5+8nOfPm20WH1y+II3vxpK1fff4i7Z/Vzmfbcy9OJ6VrG7dP7sWerUa71K0J486etzLw2jYXP14x4ue+SvmSkmAHF4m2uRzdUWf97MHu3td5prdeAQkadm8Xbz8Ty5bvGiKRfvo7izSUbufqeRO6+1PGCTZVzL0s1yn3hIPZsq4qHQnnzu43MvCqZhS/GAsbV/itHn0pBbk2nxw8ft+e/32xizm0H6zT2l37RjqVf1P1tL/moPe/+sp7pVya3SmNf7tl37RFgjpPXvlrb/GxfdpV9+43AlcAWpdRdLvZbBlxaf6FSyh+YZl/fqoaPTsVmVfz4TefqZRUWD5Z915k+A3KJiCptMG38zpDqBhBA0sFANm+IYOTYlAbf97QR6fj5W1mx1MXwPwW+fhXAsevxtfxmAQ/wnlbT4FbeCp9zzVi327Clu66cyj4rQ4UpfC7yRmuNLnGeb89uHnUa+gDKrPA604vKDI0uPvY93MPHphvHwOKaE3SFxYNl38TQZ1AeEdENHANj04jfHlTd0AdISgxg899hjByfVr0sJraIU0dk8eX/YinMN+NltuHheewq++Fj7Mf51/WP8070GZjX8HE+JpX4HcH1jvMANq8PZ+TY1Abft/o4/6luwFdUYKa05Nj0r46YkIXNCj9+VnMFqsJiYtmX7eg7pICIdq5PM8MnZBG/NbC6oQ+QlODH5nWhjJzUeFCXnmwEMf6B1uplfgE2LOUmiuv11udkmikvb91qaMSZB7HZFD8s61m9rKLCg5+Wd6dv70wiw4tdpi0s8qa0rOnDaT08Krnx6r/5eklvUtNcXyURJzS3jQ3qGz3oAFab4pu1NaN0LFZPvvuzNwO6phMVUuQybWGJDyXljXfwBviUM/W0eL5d24fUnCA8PWx4edhaJP9HanyvA1grFV9sq2mYW2yeLN7eh8Ed0okOcF3u+g19gOX7jA7SbmF5jb53SoFx3gj0bvxq+bFyaKkfykPT8+Kac6WHN3S/oJiszd4Up3o0vhMNFUUK3bYX9AEYcXYSNpvix++7VS+rqPBg2U9d6dsvm4jIEpdph5+dRPzu0OqGPkDS4SA2b4pi5DmHG3zf089Mwc/fym/LO9dZXlRoprS09W/bGDE5x4gLPqm5jbHCYmLp55H0HVZERHvXt2SMmJxD/Bb/6oY+QNIBXzavCebsKXU78jJSvKGZo1J8/W2YWmm0x4hJ9njo05oGdoXFxNIvouk7tJCIdg2Ue2IW8VsDqhv6AEkH/Ni8NoSzJ2dVLzu0z79OQx+gosLE37+HEtnegq+/lYaUl3mQn+NFQGDrnPvkyr5rP2qt1zeyzR6t9Qe1FyilHgC+A15QSu3WWv9QL80PwEyl1CCt9ZZay6cBZuAnwHW3Ygvo3iuf5MP+lJbUPTD37AwBoFvPfLIyfB3SKaXp2r2An793vGdtz84Qhp2eia+f1WWDZvTEJMrKTKz53fkQuHc+X46fv43SEg/WrWrH26/0Iy+3da962/bY8OhkwuRf98Tk2dcog22vFY9o5wFLxQYrnv09Kfu8nNKFZeh8jQpX+F7hg++Frq/0V6nM1uCD8TrGuscVknzIj9Liut/Vnu1GA75br0Ky0l0cAz2L+Plbx4Bmz45ghp2ZXX0MDD7NqADysr359xt/M/i0HGxWxaY/w3ntqb5kpDruvyV171VgHOfF9Y7zHSEAdOtV4Po471HIz985dkrt2RnCsDOyGj7OJ6UYx/mKtrsq071PEckHHb/feHuF1a13MVlpjgeeUpqucUUsW+yY9z3bAhk2Iteh7J5elfj52zD72OjZr4gLrkoiPdmblEM1n+22v4M5Z0omtz62l68WxtiH8edw1vgs3n2um8N7taQe3XJISgmipLTu7zh+rzFUs1vXHDKzW+beyBnn7iIgwMLHXwxg+BkNB37ihOW2sUF9vTpmcTgz2KHRvvOQ0Vjo2TGLjLyjuyI3sFsa3mYbSVnB/HvuMkb2T8SkNNsPRvPCFyPYm9L4HDItrU9kFgdzQyi21C339jTjlp/eUVmkFzW93BH+RuMxt9TxnOuhKgn0LsfLo5Ie4TncetZfFJV7sS3N9e1Fx1ruLi8CY614BdRtjEUMtFSv92/fcCPlm3HtsJaY8PSrJGZsKUPvz8c3om2u9HfvkUtyUoBDDBy/22jAd+ueR1am41w6Smm6dstn2U9dHdbt2R3GsFPS8fWtcNlwHzX2EGVlHqxZ7Rg/HQvd+xWTnOBDSVG9uG+LcSx371NCVqpjzK2UpmvvEpZ97jjXUfwWf4adnY+vv43S4iZ0+jjx9Ie78AuopKJcsWFVMAue7EJKYssFxt37FJOc6EtJ/Xh3a6B9fRFZaS7KHVfMsi8d53GI3xbIsJF5+PpbHeKs2sIiKygrMVFe6vjZ+Plb8TRrgkIrGDstg65xJXzyRsNzoRwpaey3MK11tlLqEmA/8A+MCry2tcAQjCF5tSv02RiVeU5r5zE0opycbMcfUtWysAjnFxACgyyYvSvJyXJMm1srbfIhx0owINDCsNMzWbuynUMjqajQi+8+j2XX9lAqKkz0G5TDuRck0qtPHrdfPdLhhNySKrMrUeGOVxarllVmOe9prCyoROdprNusVGyowO9qX0zRJsp/KKfkxVKUp8JnuuuOCluSDcvvFsxjzCiPY39fXmhEOTlZjvmrWhYW6bynMzC4wn4MOKbNrZU2+aAnHTobAc4tD+9g745gnnpgEFHtSrn0uv38+42/ueWS4ZSXHVnl0BShEWXOy5hdlU9Xx7m9jE5+I9VldHWcB1kYdkYma3+PPmZX8Z0JjbSQk+nYSVW1LDzK1fdrxeytyW0gbViUheTEmrKdNS6LB17YXf33nm0BvPRwHJW2muP6p8/b07lHCZMvSmXSLGP0h80Kb/y7Bz982vAkeUcrLLSUnFzHTp2qZeFhrkd4NEdoSCmXzdrGgoVDHToWhDgRYoP6IoJKyC5wbPRkF/hXrz9anSKN+VtumPoXydlBPPHRaAJ8LFw9cQOv3rSE2c/Oqn6/YyXCv5jMYsdyVy2L8nc9GsiZq0/ZhLVS8fNex47NftEZfHjpV9V/J+SEcOu3kykob4OrAC6UZnrgG+nYmK9aVprhuh43B1fSa3YREYPL8TBDxgYzez4KIHurmclfZjh0IBwLoWFl5GQ7qRPsy8LDndcJgYEWzObK6ni3Tlr7LXth4WUkJznGrAGBFk45JY21azock6v4zoRFVjiPCzKM/IRFOx9NEhhixAU5GY3EBQnNu4BTXmpi2RcRbF0bREmRBz36FzPzmjT+8/kObjm/v9OOhyMR1kg8FBbVSLkbi4cSnMd67TuXctb4bFb9FO50DrIHX97NKSPzAKiwKL7/pB0fvd7ZYbuWII1914KVUvW7lLXW2vWNZzUbHVJK/Q6MVkoFaa3r35z7MXC5UuoBrbW2v88EjGF/rm8grUUpFQXU72ZznO7SCW9vGxUWxwZu1TJvb+e9rWb78ooKx7SW8qq0znt3R4xJxctcyYpljj2a335WtwJcs6IDe3aGcN/jmzj3gkQ+/19PhzQtRZeDycl5V5mr1juviLS9LtD5moDH/fEeZyQwj/Yif04BpQtLXTb2dZmm8OFilLfC/4bWvbrtirdPY8eA8+/RbF/uLG39Y8DX1/g3N8ubx24fitbGyS4r3Yf7n9rKOZNSWfZ16/RiGvmodHqsVpR7VK93psEyWqrSujrO04zjfGnb9NxX8faupMLiWLlU2L8js6uy+zRUdvv361M37da/QnjomgH4B1oZfEYeXeOK8fat+/lUVipSD/mwcXUoq5ZGUmExcc6UDG54aD+5WWbWLm+9q3dms835OavC/l2aW2bY3DVzNpKWHsBPv7Te+UocF47b2OBo4gJnvL1sWKyODbmqZd5eDQ9NbQpfszGBlwZue/1cSi1GhbwnOYIFd3zNBcN38NaPjhOdtSYfTxsVNifltk+u5+3Z9HJPidvDBQN28+7fgzmUF+Kwfn9OGNd9eR6+nhUM7pDGGZ2T8PNqgxkJG2ArU3iYHWMhk7exzFbu+oJF7yvq3vLQeWIp4QMsrLk3nD0fBdBvXmHLZrYJvL2d1wlVy8yNxT/O6pPGYoOzk/AyV/Lb8i5HlOeW4O3jPC6ojt18XMUF9tjfaUyhGkzbkFU/hLPqh5pJjNf+HMbGVSE8+8lOLrk5hf8+7DiC4kgY5W4gZnVV7qo2j7NYuarcLmIpbx8b/3h5N5YyE++9EOt0m/eej2XxuxVEti9n3PQMvLwq8fDUVLTCHTxyz75rvwCZ9V7NeU7IdozPN9bJuo+AzkDVDGEXYdyP920z9n+T/T1qv75pSsLycg+8zI4HaNUyV/fQVv0wvLwc01b9KMrLnffwjpqQREG+F+vXNm1o2u8/x5CT5c3gU7Ia3/goKG/QTupVbala77wSU1XteE+jgV+93KQwjzVTmaGxpTl+TtqmKXykGFuijcB/+2OKbJufYHlZY8eA8+/RYl/uLG39Y6DqOFr9S3R1Q9/4ux1Wq6LPwLwjL0ATlJebnB6rXvbK2PVx3kAZzVVpXRznE5ON43xN44/2a03l5Sa8nARnXvbvyOKq7GUNld3+/ZbVTZuXbWbz2lD+WBbJa//qyV+/h/Hvd7YRGlFTY8269hCzrk3imXv78Ou30az6KZL/u60fOzYGcePD+zB5tN7VHYvFw/k5y8v+XVqOfnRJ716ZjD3nAPPfO6XOsS7c0vEcGxxxXOBMeYUHZk/HxkvVsvKKo79eVLWPP3Z0qW7oA+w4GE1ydiADuqYf9Xs0V5nVw+m8AWYPo5Ffbm1auYd2TOHxCStYndiJV/5wPultscXMukMx/HagKy+uPpOFGwbxyvk/0SuidWOf5vDw0dicNPQq7Q0eD+/mnb+7nleKT6SNtLVt8ySi8nLndULVMktj8Y+z+qSR2GD0mIMUFJhZ/1fb3d5XXuY8LqiO3cpcxQX22N9pTKEbTNtcO9YHEr85gCFntdwTm4xyNxCzuip3VZvHWaxcVW4nsZTJpHngxXg69yjh37f3JifD+XF+YHcAm9aEsuzLdjx0dX96DSji7qccH0PeEqSx79rNwPh6r8nNSF/VnekwS5PWegewlZrJeC4DvtFaN2dM3OtA/3qvaU1JmJvlTVi44xDmqmXOhukDFBaYsZSbnA7zD20gbWR0Cf0G5bD61w72x1E1TWaGLwFBrTtJjSnchM520ii3LzNFuGjsBykwgwpWDsPwTaFGGXWh436LnymhYk0FAf/wx2tY2z1HNzfLm7AIx6HcVctyMp2fnArzvezHgGPa0HppczKNYyE3u+6+KisVhXleBAS17tWL3Cwf52UMr8qnq+PcXkYnv5HqMjo9zkvpNziH1cvbN+s4bw25mWbCIh1/O1XLsl1UPoX5nljKFaENpHU2lK+2P5ZG4Odv44wxNcHq1EtT2fJnMGUldQOhP38LJyLaQnTH1pt7LCfXl7BQx2GZVcuyc45+dM21czayfVcUaekBREcWER1ZRHBQmf19SoiMaN6wX3FcO55jgyOOC5zJKvAj3MlQ/fCg4ur1R6tqHzmFjr/D3EJfAn0bfo57a8gq9ifS37HcVcsyihu/raBXRBavnv8j+7LCuGvJRGy6aXXCL/uMkY6T4/Y1suWx4xtpozTTsRFbtcw3qvmjo/zb2SjPb5t6MjfHhzAnQ/WrlmU7GeIPUFhoxmIxVce7ddKG2WNgJ0P8I6NK6Dcgi9W/x7RpbJCT6eU8LogyYrGcdOd1e2GeERc4G+7e1LigOTJTzQSGHP2ooSo5jcRDrvJeXe5mpr39//Zy2qgcXnigF1vWhTQpj9YKE+t+DeOsCdkuR5YcDRnG79pfTZiEpyFVN/S6GqP0EXC3UupF4CzgyebsXGudAWTUXqZU064oHdgbzMCh2fj6VdS5Hz6uX171eufvqUg8EEiP3o49bnH9cklN9nN6n/I541MwmXA6hN81TXT7Evbvcf38y5bg0dODik1WKot1nUn6KnZY7eud/0SUSeHZ0wPrbhu6QqO8atJWZtk7CurNwF/83xLKv7fgd7sv3uPb9p7eA3sCGXhKjsPkInH986vXO6O1InFfAD36ODkG+ueTmuRbfQzs2208Qikiqm7F6OlZSVBIBQW5rfsZHNgbxMBh2fj6V9SZpK/6ON/j/LGKWisS9wc6L2O/PFKTXBznE+zHeRsP4QfYvzuAgaclOX6/A43T0YHdzoNVrRWJe/zp2c9xtum4gQWkHvJpdC6CqiF//gE1FVZouAWTkxjH09PoHfdoxSv7+xPCGNR/F36+ljr30vfuZXRGHEgIc5W0ySIji2kXVcyi+V85rPvXQysoKvbigjmXHPX7iOPCcRsbHE1c4Mze5HCG9kjBz9tSZ5K+fl0y7OuP/vab+MPGKKjIYMcOsYjgEg5lhBz1ezTX7sxwTu2UjL/ZUmeSvgHtjFEGuzMaLndMcD5vzvye7BJfbvp6KqUVTe/YN3vY8DBpAo6j2fhDe1eQ/qc3FUWqzj32WVuMzya0T/M67rWGomQPwpqZrqXs3x/CwMGZjjFwb2NajAP7Q5ym01qRmBBMz16O02fE9c4hNcXf6f3454w+hMmEwyz8x9qBnf4MOqMAvwBrnUn64gYb9f3+Xc4777RWJMb70XOA42+09+AiUg96H/HkfM6061xOfk7LXQw7sNufQafn4edvrTNJX9wg4xS8f5fzyTar46H+jvFQ74GFRjxUb3K+a+5LYMIFGbz57678/n3zRnh6+1RiMhlPJnA1uuRIyZX91tMf4xm7CS7WfwxEAAuAbGDZMcoXf/zWHg9PzeRph6qXeXrZGDf1MLu3h1TPUB4ZXUJMl8J6aTsQ1zePHr3zqpd17FzEoKHZrP7V+URb54xPJiPNlx1bnAfVQSGOPfdTZx4kJNTCxnWtOxzaPNoMNij/piYP2qIp/8GCZ18PPKKNn4gtrRLbwbq9beax9rQ/1lTKulxTvsyCR6ypzhD90g/LKPu43Jip/6K2n3jnj+XRxjEws2bGcE+vSsadn8zubcHVM/FHtislJrbIIW1c/4I6jeGOXYoZdEoOq3+pGaK2dX0YudlmRk1OxavWfdHjzkvGw1Oz6c9wWtMfv7Yzyji93nF+Xv3jvJSYLvXK+Gt74vrlOx7nw7JZvdz50yTOmZhMRqovOza3/DNSm+uPZRF4eNY83x6M73f8jDR2bwmsnok/sn0ZMV3rXsFavSySuIGF9OxX89vvGFvCoNPzWLW05vcYFOL8MZkTLzQm4Nu7o6YCTU70ZchZuQQG1wR3JpNm5KRMSoo8SD3cer+JVWs74+GhmTJhb/UyL08bE0bvZ9eeiOqZ+CMjiunU8ciGDr78xhk89vQ5dV5ff288v/mt94fxzEsjjr4gwl0ct7FBfb9t6Yanh2bambuql3l52Jh6WjzbE6OqZ+KPDimkS1TuEb3HocwQ9iSHM7L/QYL9a662nhZ3mHahRfwVf+w7T3/e2x1Pk+bCATurl3l52JjeL54tqVHVM/G3Cyyka2jdcof7lfDWzCVUasUNX51Lbqnzq8SB3uV4mhyv4M3sb3zWO9Lb9law2jpPLEXbFHs/rekktlngwFd+hA8qr56JvzjFg/wDdRs/ZTmOzYy9H/tTnuNB+5HH/GmSAPyxMgYPD83kqQeql3l62Rg/MZHdu8KqZ+KPjCohplPdaTVWr4whrndunQZ/x5hCBg3JYNVK53MQjRpziIx0P3ZsP/ZPlqht9Y9hRlxwSc0jdL3MlYy/MJPdm/yrJ8SL7FBOTLdSh7Rxg4rpOaAmVurYtZRBZxaw6scj6zAPDnPs7Dl1VB69BhSz/veWu9C3+id7PHRxzaOhvbwqGT8znd2bA6tn4o9sX0ZMt3rx0NII4gYW0bN/rXioawmDzshj1U91v88LrkniwmuS+eSNGL5Z5Pq8FRzm2JHnH2hl+IRsMlK8yc9p+QthcmW/FSilOgPnAGu11k577+0T9fwBjALe0Fq33JiVRsTvDGXV8vZceeMugkPLSU32Z+zkw0S3L+Hlp86s3u6uf25m4NBspp51XvWy7xfHMvH8gzz2/J8s/qg7NquJ6ZfsJzfXm8UfO84026VbAd16FvDZoh64eu7me4t/YdXyjiTuD6TC4kHfgTmcPS6Z/XuC+PHr1p3MxKufJ+YxXpS8WUplbiUeMR6U/1hOZWolAQ/WNFaK/q8Y6yYr4X/UNOR8pntT/l05xS+UYDtkM2bjX2qhMr2SwGdq0pb/bqHk9VJMnUx4xJooX1q3c8PrVC9MYce23y1+ewirfo7mylv2EhxqIfWwH2PPTSG6Qykv/6tf9XZ3Pb6NgafkMnXYxOpl33/emYkzknjs5Y0s/l8sNqti+uUHyc0xs/h/sdXbWStMvPtyL+7+13aeWfAXv/3Qgch2ZZx/6UG2bwxlza+OjzNp0TLuCGXVL+258qZ4o4xJ/oydkkR0+1Je/r+BNWV8dDMDh+Uw9fSpNWX8sgsTpx3isRf/ZvGH3Yzj/NIDRhk/cpw0pku3Qrr1LOSzhd1xdZz7+Vdw3kWJAPQdaASI581KpKjQi+JCL5Z8EdtyZd8axKqfIph7RyIhYRWkHPJl3LR0ojuU8/LDvaq3u/upeAaels+UvmfXlP3j9kyalcpjb2xn8fsxWCsUM+Ymk5ttZvH7NRXY6PPSmXJxKmuXR5CW5IOvv41hw3MYOjyPdb+GseXPmt/KZ2934r5n43nx00389Fl7ystNnDMlk579i1j4ciw2a+sd//F7I1n5Rxeumr2J4KAyUtICGT/6ANFRRfzn9Zrz3b23/cGg/ulMnDmnepmfn4VpU4wnDfTrbQRI50+Jp6jYi+JiM9/+2BuAjVscOzoD/I1AZuuOaPbub92OLXFiON5jg/p2Hopm+eZu3HjuX4QGlpKcFcTkU/fQPqyIpz45p3q7f87+jaE9Ujnrzuurl/n7lDNr5A4ABnQ1guwLR26nqNSbwlIzX67uX73tK1+fyUs3fM+bt37L12v7EOBj4ZJRWzmYEcxXf9TUR8fKtrRolu7pzu3D/yTMr5TDecGc3zeeDkGFPPrzqOrtnpz4K6d2SmHAizdWL3tzxhI6hRTw7t+DGdohjaEdahoY2SW+rD1kPLr41JgUHhi1mp/3duNgXjBeHpUM7ZjKuB4H2J4WyZJdNefpthYxyELnSSVsfjGYshwPAjtbOfC1H0XJnoz9v5qG45r7w8j425vZu5Oql309ph1dJpcS0qsCD29NxgZvDv7gS2gfCz0vbpvbm+J3h7Pq9xjmXrONkJByUlICGDc+keh2xbz8winV2919/18MHJTJlHGzqpd9/213Jk05wGP/Xs3iz+OwWhUzLtxjxMCfxzm8V5fYfLp1z+ezj3vTUGxw/nSjM7pvP2Oez/Om7aO42IuiIjNLvunRMuXeEsDK78OYe+9hgsMrSD3ow9iZmUR3tPDS/TXx+z3P72fgGYVM7lYzz8SSD6KZdHEGj78Tz5cL2mOzKmZck0ZulheL3657AeT0Mbl07WM0mj09jcf2XXKzMa3JuuWhJO42OlNe+GIH+3f4s3ebP8WFHvToV8KEWZlkpJj59I2W6+SL3xrIyh8jmHvXQXu5fRk7I53ojuW89I+aCXXveWYPA08vYHJcTef8ko/aMWlWGo/P38mX73Y0yj03xYiH3q3J41njsrj2vkSSEnw4dMCP0efXGWDFpj9CyMs2GvFPLNhBVro38VsCycv2IqpDOeNnphMWZeHpO3u3WLlrk8Z+C1NKhWH0zHsA/25k84eB0cCnrZ2v+l54Yghz0uIZMymJgMAKEvYH8fi9p7Fjc8NBaWmJJw/cfBbzbt/BJXP3opRm26YIFrzcj4I8x/uAR00wfuANDeFfsSyGPv1zGD7KuAKckebHlx/24NOFPSkvb/1DNOBhf0qiSylfakEXajy6exD4XABegxseRqS8FUGvBlLyWinl31vQZRrPHkZa8+k1aW37jF7vysOVFP3L8T7AoFcDjnljH+CFRwYw58Z9jJmaQkCglYS9ATx+x1B2bGq4l7a0xJMH5p3GvLt3c8m1B4xjYEMYC16IoyCvbo/kr993xFphYtbcBK6+fQ/FhZ789GUnFr7W0+mjSFraC48PYk6aL2MmJxvH+b5AHr/r1KYd5zedwbw7dnLJVfuMMm4MZ8FLfZ0f55Psx/lS14+RCwiq4Iob6k6+MnO2cXEvPcW3RRv7AM8/0Js5tyUy5vwMAoIqSIgP4LGb+rF9Q0iD6UpLPLn/ykHMe2A/l1x/CGWCbX8F89Yz3evcerFzYzB9hxQwamoGIeEWbDZFUoIfbz3djW8/rPt7X7EkmoJcLy667jAXXJ2EX4CVpAQ/Xn2sBz9+1rqP3gN49pXhXHmpP2NHJRDoX07CwVAeeXIM23c23OEU6G9h7mVb6iy7cJpxtS8tw7+6sS9EY06U2KC+Jz4cTdrkv5l0yl4CfcvZnxLGvQsmsflAw7/bQF8L86b8XWfZZaO3ApCaE1Cnsb9xX0fuemsK8yb/zQ1T/qKswpOV22J57bsz6kzadyw99NMYbjnrL87rs4cg73L2ZIVzyzeT2ZDccLl7RxmNtatP3eyw7u/DHaob+3uywvgrqQOjuycS4V+CUprDeUG8ue4U3l8/GGtl6z2W9kic9UwOW14OJuFbPyz5JkLjKhj1RhbRpzZ8u0HseSVkbfLm0DJfKi0K/w5W+l5bSP/rC/H0PfaP3avy/NOnMeeq7YwZd5CAQAsJB4J57OERbN/W8IiK0lIv7r97FPNu3MIls3eiFGzbEslbbwymIN8xNhg91hhZuOJX10P4AwIsXHHVjjrLLrjIiBXS0/xarLEP8Pzd3bniriTGzsgiINhKwm4/Hr22F9v/dn5bY5XSYg/uv6wP8x4+xKW3pBgx0Z9BzP+/Lg5D7odPymH8hTVz9vToX0KP/kbsm5Vmrm7sr1wSzmmj8xg6Mh9vn0pyMr346dNIPnwlhryslv3dP39fL6644yBjz88wyh3vz6M39GX7+oZHEJQWe3L/nAHMe+gAl9542IiH/gxi/lPdyM+tyWPX3kbHVUzXMu57znGSvfvm9K9u7C/7MppzpmYxY24y/oE2igo82b0lkGfu7siODa1z67LSuu1+bMcjpdRc4D3gEZwPs1ujtT6glNLAz8AijO66IGAQMAvjnrx7tdYv1dpvrH1/92qtn2/g/d8HLtRaO7+JpOG89wO2D+94BYHmth0udKwFf3jsH99yvMi/sG1mtG1znidnX6UuPHmPdVvvtntsUVspKslg3Zb/AvS3T+Am2sCJGhtUxQUDJt+DX3DbzQTeFgo7n7x3qt57zWdtnYU28cnMMW2dhTahDxxqfCN35dV2k123lSJbLmuKv4YmxgUnZ7TcNP9ysfwqoOpGn6qZeCuBAowKeyHwltZ6p/PkQgghhDhBSWwghBDihCGN/Xq01u8D7zdhu2aNQdZaJ+Lqhp26280F5jZn30IIIYRoPRIbCCGEOBGdvGOchBBCCCGEEEIINyWNfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAz0tgXQgghhBBCCCHcjDT2hRBCCCGEEEIINyONfSGEEEIIIYQQws1IY18IIYQQQgghhHAznm2dAdHyKtOzsJmsbZ2NYypvWmBbZ6HN9Fqa1dZZaBO7bu7b1lloEx77Sts6C23GI//kK7tHWVlbZ0G4gcwzbZg7nlxxQdz88rbOQpsJmndynjdUQXFbZ6FtmM1tnYM2YysoaOssHHOVunnHuVzZF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNSGNfCCGEEEIIIYRwM9LYF0IIIYQQQggh3Iw09oUQQgghhBBCCDcjjX0hhBBCCCGEEMLNeDZnY6XU2UfyJlrrlUeSTrQeL3Mlc+5KZuzMbAKCrSTs8mPh8x3ZtDq40bTh0Rauf+QQQ0cWoEyarWuDmP+vTqQd9qmz3dTLMxh8VgFxg4uJ6mjh58/DeeGebi73O2R4PhffkkrP/iUokyY5wYfP32zHyiXhR13eKp5elcy5+QBjzk0jIMhK4t4AFr3ajU3rwhpNGx5Vzrx79zLkzBxMJs2Wv0NZ8GxP0pJ9XabpOySP5xduBOCSs0dQkGeuXvfej2uI7ljmNF3yQV+uO+/MZpaueSotmqw3K8n/XmMrBO8eEHmTiYAzmtYHWLCskpyPKinbC8oTvLtB5I0m/E+rSb9rmNVp2shbTERc1XZ9jV6eNq64dAtjzzlAgL+FhIMhLPx4MBu3dGgwXUyHfKZO3EPvntn06JaN2VzJFdfPID0zoMF07aMLeevlbzGbK7nl3ins3d9yx7Qrcqw3zNPLxpy5Oxgz7hABgRYSDwSz6L3+bNoQ3WC6jjGFTDlvP3F9cujRMw+zuZK5l00mI93/GOX8+CJxgXtTFZWEf5NC0NpsTCVWymP8yJ7egZJ+DccKARtzCf49E++kUkzFVmyBnpR1CyD7/A5YOtY9j0R+cgjfPUV4ZZWjrJqKMDNFp4aSM7Ed2sejNYsHGPXBnMu2MHZ0Qk198MFgNm1p32ja8LASrr9mPUMHp6JMsHVbNPPfGUZaemCd7UKCS7n6yk2cNiwZX18rh5OC+PSL/qxa06XOdmedcYipk/YS2yWPwMBy8vN92L0ngg8+HsjBQyEtWWyXbOXw18vh7PkmkPJ8E+FxFk67M5tOI0obTPf3K2Gsf9WxfvEwVzJvx4E6y7Z/GETyOj8ytnhTlOpF3IwCxjyb0aLlaIinl4051+9l9ORkAgIrSNwXyKI3e7H5r8hG04ZHlnHdnTsZcnoWJgVbN4Sx4MW+pKX4uUzTd1AOzy1YB8Cl48dRkF9TP7779W9Ed3D+2SYf8mPehaOaV7gGeHpVMue2g4yZlmHEBfH+LHq5C5vWhDaaNjyqnHkPHmDI8FxMJtjyZzALnupGWlLN7zmiXTkTLkjj1HNy6NCljMpKOLjXn0/e6MTmtXXfo/8p+cy8OonufYoIDqugqMCTA7sD+OT1Tuzc1HhbpK14mSu54t40xl6QS0CwjYRdvix8th0bVwY2nriNNKuxD6wAdDO2V/btW/9sLZrl7ucTGDEll6/fjSY5wZvxs7J44v293H9JHDvWuz5gffxsPPPJbvwDbXzyWntsVsWMa9J57rPd3DS5P4V5NYfURTek4htgI35LAGFRFQ3mZ/ysTO58NpFNq4J4/7mO2GyKmG5lRHawtFiZAe76v52MGJfJ1x92IuWgL+OmpfL4a1t44Noh7NwU4jKdj6+Vp9/eiF+glc/e6YK1QjF9zmGeeW8jt8w6jcJ8L4c0SmlufGAPpSUe+PrZHNa/9WxPfOotj+pQxpW3HmDT2sYbZEcr9bFKCn7RhF2mMHdW5H9XyeHbKukyX+E3RDWYNnO+jawFmsCxiujzFNoK5fs11kzHbf1PVwSfW3d/PnEN77+13X3rGkaeeZCvlvQhOTWQCaMP8MQ/fuW+RyawY3eUy3R94rKYNiWeQ0nBHEoKpke33Ca93/VXr8dmMwGVLVSCxsmx3rC77lvPiLOT+PrLnqQkBzBuYiKPP7maB+4+h53bI1ym69Mvm/Nn7OPwwSAOHwyie8+8Y5fp49MKJC5wW9HvJRK4IZfccVFURPkQtCaLjq/s4/A9vSjr6TpWMCeXYvPzIHdcFLYATzzzKwj6I5vO/97FoQd7Y+lU0zDySSyhtGcABcPD0V4mvA+VEPpjGn67Cjl8XxyYWre+uPv2NYw46xBff9eb5JQgxo/dzxOP/Mr9D49nxy7X9YGPTwXP/N/P+PtX8MkX/bHZTMw4fxfPPfkzN90xlcJCbwD8fC288PQyQkLK+Oa7OHLzfBk5/CD/uH8VT79QyYqVXav3Gdslj8IiM19/15uCAm9CQ0uZMHY/Lz//I3feN4mExMYbZUfr1/ujObA0gAFX5hESW8HuxYH8cF0Hzv9fMu1Pcd5pW9vZj2fg5V9T1ykn/fqbF4RiKTYRNbCMkszmNkWO3l2PbGX42DS++TiWlMP+jDs3icdfWs+DN57Ozi2u6yQfXytPvbEOP38rn73fHZvVxLRLE3h6/jpuvXwEhbUa8VWU0txwz07X9eOLffD1rVc/ti/lihv3sOlP13XRkbjr6T2MmJDF14s6GHHBjHQen7+DB64cwM6NrhvYPn42nl60Db8AK5/N74TVamL6lck887+t3DJjKIV5RlxwxthsLrw2iXXLw1n+dTQeHpox0zN48r3tvPhQT35e3K56nx1jS9GVih8+aU9ulpmAYCujz8vgmQ+28tj1/diwum1ig8bc/dJhRk7N46u3I0k+4M2Ei3N44n8HuG9Wd3b81fCFn7bS3F/Y6FbJxTGilJoLvFdrkQ1IB34G/qG1Tq63vQIuB64DBgJmYD/wOfCC1rrYxfvMAOYBpwJBQBawGnhTa/2rfZtRwG/ALK31F7XSmoHFwBTgWq31u0dTZmd6DSpi1LQcFvw7hi/fMnquf1kcwfxl27nmocPcNbOvy7Tnzskgpls5t53Xhz1bjYP67xXBzF+2nQuuS+P952Kqt7334t5kJJsBxVc7N7jcZ3RMOTc/cYhv34/izce7uNzuaPXqX8CoyRm8/UIPFi/sDMDy79rxxuK/uPrOfdxzxSku0557STIdY0u5/dJT2LsjCID1q8N5Y/FfzLzyEAtf6e6QZvKFKUS0K2fp4vZMvzzJYf3a3xx7kC+5LgGA375v57CuJZVu1xQs1UTdbiL8CqMmDp6qOHCRjYxXbMS+5/rUULpNk7VAE3WnifDZjV+dN3eB4CnHzx1DcT2yGD0ykQULh/LFN/0A+GVFd9566TuuvWIjdz40yWXadX/HcMGciykt8+LCaTua1NgfNjiFYYNT+Pzrfsyeta3FytEQOdYb1isuh1FjDvP2mwNY/HkcAMuXdeGNd5Zx9byt3HPbGJdp163pwB8rp1Fa6sXMWfHS2Je4wC3iAmd8DhQR9FcOmbNiyJ1o/E4LzgqnyyM7iPwiicMP9nGZNuc8x1FS+SMj6XbfVkJWZJIxp6auP/xAb4dtKyK9ifw8CZ+EYsq6t14A3atnFqPOPsiC94by5ddG7PPLb92Y/+p3XDN3I3fd77o+OHfyHmI6FnLb3ZPYs89olP29oQPzX13CBdN28v4HQwCYMmkvHTsUcv/D49iyzfgcl/zYi5ee/Yl5V21g9ZrOWK1G39dHnw50eJ+flvXgg3cXc+7kPbz6xuktWv760rd4s+/7QM68P4vB1+YB0GtGIZ9O6cTaZ8OZ+VlywzsAuk0qwjes4Y7taR8mE9DBilKwYJDrEZ+toVffPM6ZmMo7L/dm8YfGey//oSOvf7yKq2/dzT3XnuUy7dQLD9Kxcwl3XHkWe3eFALB+TSSvf7yKGZcl/D979x0eRbU+cPw7u9nd9F5JaAESCB3EQlG6gFhQsF2xl+u9er32cv15vXrtWK+99y42EMFGlSK9JoEktPTes3V+f0wKy+6mkB7fz/PkUc7MmZ3JTua875kzZ3j/lUSXOrPmHSY8qprl3/bmvEsOuizfsMq1Dbzo6gMArPwx9gSO0L2E4eVMPiufN5/sz+K3tVj9l2+ieOX7LVx9ZwZ3XDLKY925l2RpccH8UezfrXXybV4dwivfb+H8qzJ579l+AOzcGMSVU06mrKThpsDST2N48ZutXHbzIadkf/mX0Sz/0vnYl34cw1s//cG5V2R1yWQ/cVQVU84r4Y2HYvjyVa0j8OcvQ3j91xSuvT+bW88Z1Ml76F6LInBVVVedyE977XwrPAAsBP4KLENruFcpilI/Dl1RFD3wKfB+bdGDwD+B7cC/gQ2KojiN91Q076A1ylHAM7Wf8RIQD/yiKIrHq4iiKAbgS7QG/br2atAnzSnGboNlHzf0WFvNOpZ/Fk7S2ErCY8yN1k3Z7lef6AMcTfNh+7pATp9b5LRuXqYJ7SZO4+b8JQ+dTuX9Z7SLmnYHsCU3ippn4ow87DaFZV82BCFWi54VX8eQNKqM8CjPPdYTpueRsiugPvkBOHrQj+0bQ5g003XomX+glYU3pfPhy/2pLG9+n9rkOblkH/Vm3472HcJU9osD9BB8fsP3ozMpBJ+ro3onWHM8//6LPnbgFQahlyioqoqjqunvylGj4jC3/Xd6Iiaedgi7XeGHFQ0XZatVz4+/DCBpcD4RYW5jdQDKK0xU17je2fZEr3dw49V/8M2SwWTndNwQLznXGzfxjKPY7QrLljYEmVarnhXL+pM0tIjwiCqPdSvKjVRXN/8c6OkkLugZcYE7/luKUXVQenpDZ51q0FE6KRyftEq8ilo28s4e6IXDqENX5f7xrmNZw7W74rpq1zuhbWnS+MPatWD5wIbPtupZ/tNAkgYXEB7uuT2YNP4wKalh9Yk+wNHMILbvjOb0iYfqy4Yl5VFSYqpP9AFUVWH1ur6EhtYwfGjjw9dLSr0xm73w82vbkY7upP/oj6JXSbqotL7My6QyZEE5udt8qMhuxjVeBUu5gtpIkx8QqyX6nWHCtBytffymd32Z1aJnxXdxDBlRQnik58cVJkzNIWVPUH2iD3D0kD/bN4cxaXq2y/r+gRYW/jWVj15LoLKiBe3jzCxyMn3Yt6vtRnJMPLNAi/0/azgPrRYdK76KJml0OeHRnmP/CWcWkLLTvz7RBzia4cv2DcFMmtUwpPPwAT+nRB/AZtWxeXUoETEWfPwa/9s31+gpKzbgH9D0NaIzTJxbgt0GP3zY8Cim1azjx09CSTqpqs1HI7eVNrvdpihKjKIoIxVF6Q4PLi5TVfVDVVXfVFX1WmARMAA455h17gIuBBapqnq6qqrPqar6uqqqC4HzgCTg3eO2eztwJfAcMFZV1UdVVX1bVdVHVFU9CbgccHsG1zbonwNzgRtUVX2rbQ7V1YChVRzN8KaqwnkUZcoOLYEfkOT+QqcoKv0HV5G6y/W5pJQdfvTqZ8bHr+UN8+iJZRxN8+bkKaV8sGE73+zbyhc7tnH57UdRlLZLEAcMLifzkA/Vlc4X3JTdWlITP7jCbT1FUemfUMn+vYEuy1J3B9KrTzU+vs5f6+U3pVNcaGTZF83vlY0fXE6fAVWs+qHxZ4bbgjkFjH1A7+/c2voM0/5bk+r59165ScV7qELxpyr7p9lJmWQndaaNos/c9+SXfK+SMtFOyng7afNtlC7ruKHs7gyML+JoViBV1c7D7VL2awFbfP8id9VOyLy5+/D3t/DJl8PbbJvNIed64wYMLCHzqD/VVc5BSUqyFljFDyzphL3qeSQuALpJXOCO6XAVlihvHD7OsUJNf7/65U3RVdnQl1sxHq0i6r1D6KvtVA9xvb5gV9GVW9GXWPDdU0rY15nYvXXU9GvfU2eAx/ZAC+YH9Hc/ektRVPr3Kyb1gOv8KympYfSKqcDHR3t80WBwYLa4Jnpms/Z7HTSw0GWZn5+FoMAa+vUt5tabNuDnZ2X7jvYfBVWw10RwPyvGAOcYIHJETe1y12Hqx/toWj/eGjOAN0fF8/PtUVQVdK0ndgYklJJ52I/qSufrf+reYADiE8rc1lMUlf4Dyzmwz7WDOnVPML16V7m0jwtvSKW40MSyr/s0e//iE0rpE1/ByuWNzyHUUgOGVJB50E1cUHvzLn5II3FBYqVTol8ndWcAvfrWNJnEh4RbqKnSYa52PRd8/GwEBluJ61/FFbcepF9CFds3BDfzqDrWwGHVHE03ueZP27W8KH5o4/NadJZWPyijKMq5wBNA3W2yGcCviqKEow2D+4+qqt+09nPa2RrgbrSGHUVRfIA7gVTg3uNXVlX1e0VR3gOuUhTlVFVVN9TWuRdIBu5QVdc+TVVVP3D34YqieKHdLTgXuFFV1Tfa5rDcC420UpTnemeqriwsyn3PVECwDaO3SnGe68W+qLYsLMrC0XTPk3i5E9vPjMMBtz2VwRevxZC+z4cJs4q59B/Z6PUq7zzZu+mNNENIhIWiApPrvudrZWER7ns1A4KsGE0OivPdHHeBVhYaaSbzoPbn1G9QBbPnZ/HA30fgcDS/63rKWTlAxwxrthWoeIW77ltdmbtn7wHsZSr2EqjerlL1h0r4dToM0VpCn/ukA8ULQi5o6EP0GQmB03UYYrVtFn/uIOt+B44KCFnQOUP7Q0OqKSp2PUfrysJC2+ZiHRJczaULdvHGe2NcAsn2Jud640JCaygq9HYpLyqqPQfCmn4uVXgmcUH3iwvc8Sq1Yg9yjRXqyrxKG5+LB6DPo8kYc7S/J4dJR+HcGEonuj6H7H2wkj6PJdf/2xLtTdZNA3H4t+/z3KEh1fV/98dqaA/cd2gE+JsxGh0UF7u5jhxT92hmEEczAxk1IofIiAryjpnMdVhSXu16rm3Oc0/+SO84Lemsqvbi48+GsfzngS7rtbXKfD2+ka6Jm2+EVlaZ5/n7MAXaGbawhKhRNeiNKtmbfdjzURB5O03MX3zEpQOhs4SEmykqdNM+1raZoZ7ax0CtfXTXthbX1Q2vIfOw9h33G1jG7HlH+PetJ7WsfZyVBbTtEH6ojQvcte21ZWGRHmL/IBtGk+o+LsiviwssZGa4Pzdi+lQzfkYha38Md/t7uPe5ZE6apHWqWS0KP3wazScvN79zpCOFRtooynWTP+XW5U9dc0RCq66iiqKcjTY0bT3wMdqQNgBUVS1QFCUTuAr4pjWf0wH61f63rgt3IhACPK+qqqdv7n20Y5sLbKitEwo8p6pqS25vewGfAPOAv6uq+lpzKimKEgkc/yCs68O0bhi9HVgtromWpUapX+6pHoDF7PrHWldm9G75xdzbz45eD289FscXr2pzCKxbFkpAsJ1zr87j05d6UV3Z+p5hk8nu9ritZq3M43GbtHKr1c3vrLauydRQ96/3pLJ5XSjb1jd/xnVFUTljVh4H9vlzJKP9b4I5asDLTf6p1JapHkZzOWrjHnspxD6mI3CmdvwB01XSL7JT8JbDKdnv97bzJSb4XIWMv9jJe8lB0NkKOu+OH8dnNNrdf5dW7RwzGdtm2Og1C7eSk+vPjz93/DNccq43zmSyY7W6XlPqfmfGNjoH/owkLuiecYHb7VlVVC/Xa7Rq0P5OFEvTo7RyruqHrtqOId9M0LoCrY5DdZl0z9LLh6O3JaCY7fikVeK7twyduf1HgXlsDyz6+uVu65m0coub68jxdX9cMZA5Z+7nvrvW8NpbJ1FS4s3pEw4x/tQjAJhMrqfTMy+chq+vleioCmZOS8NotKPTqdjt7dtm2mt06I2u++Nl0mI7W43nzx9xZanTvwfMqiRyRA2/3B7N7o+DGHNDSZvu64kymdzHwNbakRYmU+PfufvzxbV9vOH2vWxeH8G2jU3P8F9HUVROn5HNgeRAjhxs27kqTB5i//q4wNR47G+1uIv9XY/b+TPt3PfcPiw1Ot55pp/bdd59uh9fvxNLeLSZ6fNy8TKo6L1UrF1wRLyWP3nOgUweYqvO1tpbaw8Aq1VVnYj2/Nnx1gOjW/kZ7SFIUZRwRVHiFEW5AO1ZOzOwpHZ53Qx1OxrZRt2yIcf9t6UzcD0OzAduUlX1lRbU+xuw+7ifb5tT0VKjw2B0PSHrEnVLjfvToq7caHJN6OvKLI00BI3tD8DK75wn41j5bSjePg4GDG16qGBzmM16t8dtqL1IeTzu2ouZweDmd1Zb11y7zuln5jJkVClvLmpZgjf8pBLCo8wddqdT5w2qmwtpXZni2nHtXO4FAdMavmtFpxA4Q4ctF6zZnjt8FINCyEU6HOVQs+8Ed76VLBa9++/SoDXkZkvrO5YGJ+Qz7Yx0XnvnJFS14zs05FxvnNmsx2BwDejqfmeWNjgH/sQkLuiGcYE7qkFBsblezxWr9neiGpsOIWsG+FM1LIjSKZEcvTWBwA2FhC92neTN4aOnKimQytEhFMyPo/jMKHq9eADjkbZp/z3x2B7UJuqergWW2sTQ6OY6cnzdjEMhPPHMBGKiK3j2ieW889q3nDs3mVff0iZKdTcHyL6UCLZs68XSHxP414NTmTo5g6sWbjuBI2wZvbcDu5tkxlabzHi18IZOwjkV+EbYOPq759fSdTSz2X0MbKhN5userzhe3Xfu/nxxbh8nTc9iyIhi3nzedfLJxgwfU0R4VA0rf2zbIfwAZg+xf31cYG489jcY3cX+zsd9LJ1O5e5nkukzsIpHbxlCUZ77wDI92Z9tv4fw0+Jo/nX1cBKGl3PbYynNO6gOpuVPnnMgs4fYqrO1dnzUMOC2RpbnAp7fW9J5fj7u3weBy1RVrZtGuu7BlPJGtlG3LPC4/zZWx50otOf1MlpY72W02X+PNYBmNOxFeQbCol0zvbrX4xXmuh9yXF7ihaVGIcTNUJ/Q2jJPdRtTmGsgLt5MSYFzg1dSqP3bP6hthsUU5xsJi3S9ZV03ZKsw3/2FqLzUgMWsIyTCzXGHa2V1F7GrbzvA2hWRWK0KkbXvTfWrnWgkPNqMl0GtH0p9rCln5WC3w6plHfMMs1e4gjXP9YJlK9DKvDx0ROuDtIRf5w+K3jkg8Krtq7GXg6GR1xMbag/RXqbSnAkc21pRsY/bYZOhIVpZoZshnS117cKt7N4XSU6uP1ER2nNwQYE1tZ9TRUS4N/kF7XdXW871xhUXeRMW7uYcqD0vCt0M8RfNJnFBN4wL3LEFGfAqcR2qr68dvm9zM8S/MQ4/L6oGBxK4sYiCCxt/PK9iTAiQQeCmIgp6t1+iWFTsQ1hYY+2B+88urzBhsegICXF95Mdd3bW/92XDpjji+xWj06kcSA9lxLBcADKzGp+8taLSxI6d0Uw9I4M33x3bvAM7QX4RdipzXVODutfj+bkZ4t8U/xgb5pKukwQVF5jcPsoWGq6VuWu3AMrLtPaxbr1jhdTVLdDajqv/kczaX2KwWXVExmgdVn7+te1jVDVeBkf9useaPCtTax9XtH2yX5xvJCzKXVxQG7+7eUQXoLzUC4tZcR8XRNTFBa51//Hwfk6eXMRTdyayY2Nws/bRZtWx8bcwFlx3BKPJXt/B0lUU5XkRFu16TQyNqsufOv41ks3R2r2qAhqLWOMB15lHOt/f0Z67CwKuBk5H68GvU9cwN3YFPr7hLzuuvLnuQpvN90tFUWaqqrquOZVUVc0DnKZwVZo5tWn6Xl9GnlaGr7/daZKJxFFaUpK2132yo6oKB1N8SBju2tOeOKqSrEOmExpuf2CXH3HxZsKiLOQcabj41c0dUFrUNn88aSkBjBhXgo+fzWmCksTh2leXnux+yJSqKhzc78egJNdJWxKHl5J9xJvqKm17kTFmIs/KZcpZuS7rvvj5H6Ql+3PzhSc7lXsZHIyfns+uzSEeG5m2ZkqAys1gr1CdJumr3q391zvB/bmk6BS8E6B6L6hWFcXQsJ4tX+so0Dcxeayl9qaOPqRzpuJNywhl5LB9+PpYnJ6lH5xQAEB6Rutf9xIRUUl0ZCXvv/a1y7KH7ltJRaWBCxZe3OrP8UTO9calHQhmxKh8fHytTpP0JQ7RJmdMPxDcSXvWI0hc0A3jAnfMfXzxTclFV213mqTPJ72yfnlL6ayOZs2wr1gdKGr7z8afnhHCyOG5Lu1BYoJ2iqZluG/QVFXh4KFgEtxMrpeYUEhWtr/LHXubTe80c//okdrcJdt2NNI7XstosuPr1/QcCa0VNsRM5kYfLOWK0zP2uTu02Cw8qWVjq1UVyo56EdHCeu0pPTWQEWMP4uNndZqkL3FoSf1yd1RV4WBaAAOHlLosSxxaQvZR34b2MbqGyFlZ9c/fH+t/H64jPTWAmy+b5FTuZbAzYUoOu7aGue0IaK20ZD9GnOImLhipXa7S9zUSF6T6MWiYa59l4shysg97u0z6d/Wd6cy8IJfXHoln1dKW9e0aTXZ0OvDx63rJftoeH0aOr3DJnwaP1vKi9D2tv1nUHlrb1fYbcEXtRDJOFEWJRnsP7YpWfkZ72KSq6s+qqn6FNtPubuBjRVHqzvS6AcauLzxtULdsb+1/62aWaem029lokxeVAksVRRnZwvottuaHEPReMPvShpjAYHQwc0EB+7b6UZCtBeERvczEDag+rm4oiaMqGTS84XU0cfHVjBpfxpqlJ/aKkFVLtOTqzIsL6ssURWXmggLKivUc2NU2d0DX/RSB3ktl9vyGi6+XwcGMc7NJ3hlIQa52cY2IriGun/Prdtb+FEni8HKnJCi2XyUjTy5hzYqGC9nDtwx3+Vm1TFu+6L4hvPGU65DncZMKCQi08dvSjrvTGThNB3YoWdzQmDssKiXfOfAeBoZoLUC0ZquYM5xHAATOrK37/TF1zSqly1SM8WCIqJ3kr9h15IC9UqXoYwf6YPDx/IrmdrVmfR/0epU5M/fXlxm87Mycksa+1HDyC7XzLSK8kt6xro16czz/yqk8+PgZTj/fLNXev/v6u2N54rmJrT+QRsi53rh1q2PR61Vmn5VeX+ZlsDPjzEMk7w2lIF9LYiIiq4jr7X5mZuGRxAXdMC5wp2JsCIoDglY3zNiqWB0EriugOt4PW6iWHHsVmjFkO8cK+jLXxNSrwIzPvjJq+jZ0EuiqbGBzHVoctEaLB9p7Nv41v/fVrgVnHqgvM3jZmTktjX0p4RQUNLQHcce1B2t+70tiQqHTbPpxsaWMGpHDmt/7Nvq5vWLKmDNrPxs2xZKZ1ZBcBgW5jhSIiqxg1Igc9ruZ+b+tDZhVgWpX2PtZw4zzdjOkfBVA5Mga/GO0u9PlWV4Upzl3ZlQXuqYUez4OpKbIi96ne36FYUdb92uM1j6ed6S+zMtgZ/rcoyTvCqYgT0vYIqKqietbcVzdaBKHljJwSEl9WWyfCkaeVMjaXxoeTXv4zjEuP6tWaJ06i/49kjeeTeJ44ybk4x9oa5ch/ADrlodrsf9FOfVlXgYHM+blkrw9gIKc2tg/poa4/s439dYuDydxRIVTwh/bv4qRp5Sw5kfnCTcvuPoo86/J5NNXe/PtB54nGQwKde0A8guwMWFmIXlZJkqLOnZi4+ZYsyQIvRfMuazhb95gdDDzoiL2bfElP6vr7TO0/s7+v9AmofkDbeiYCpypKMpU4Aa0Mbr/aeVntCtVVe2KotyLFqDchPas3FqgBLhUUZRHPEysc3ntf+ue51uLNpHPJYqiPNqSyXhUVU1XFOVMYBWwXFGUSaqq7m+q3olK2e7P6iUhXHVXJsFhNrIOmpg+v5CoOAvP3tW/fr07n8lgxGnlzOo7rr5syQeRzL4kn4feSeWrN6KxWRXOvzaX4gIDi99wfgb3lGklxCdpFwy9l0r/IdVccrOWfGz4KZiMZK3BX78imG1rA7nob9kEhdhI3+fLaTOLGXZyBc/f09fthCIndNy7glizPJIr/5FGcKiFrMM+TD8nh6heNTz/YMNzVbc/spcR40qYM2JqfdnSz2KZdUEWD760g8Xv9cFm0zFv4WGKCw0sfr9h1tD1v7mOf48frF0cN68No6zE9UIw5awcLGYd637uuJGtPsMVAqYr5L3owFasYuytULrEgTULej3Q0FuZ9W87VVtgyJaGS0Xw+Qol30DOEw4sh1UM0QqlPziw5kDvZxu+q+LPHZSvVPGfpGCIVrAVQOl32nq9HtI5jQroSCn7I1i9ri9X/WUbQYE1ZOUEMGNKOlGRFTzz8mn16935j3WMHJbLmecvrC/z9bVw7hwtfh86WAuAz5mTQkWlgcpKI98t086jrTtcG2v/2rsyO/dEsT+tfYM2Odcbl5IcxpqVcVx57W6CQ8xkZfozfeYhoqIreX5RwzDZ2+/exIhRBcyZNr++zNfPyjnnaYlB0jAtITn7vANUVhipqDCw5Nv2nzG7i5O4oBvGBe7UxPtTflII4Ysz0ZdZsUZ6E/h7AYZCC7lX9qtfL/qtDHxTK0h986T6sr7/3kPVkEDMvX1w+HlhyK0haG0Bil2l4IK4+vV8UsqJ/OQIFWNDsESaUOwqPvsr8N9aTE0/X8pObf1Iq8akpIazem0frlq4jeCgGrKyA5g+VWsPnv3fqfXr3fnPdYwYnsescy+rL1uyLIHZM/fz0P/9xlffDMFm03H+ufsoLvFm8TfOvdmvvfg9a9b1IT/fj+ioCs6alUpFuZH/vXKK03qvvrCE7TuiScsIoaLCSGyvcs6cfgAvvYO332//qS6iRpkZMLucjU+HUV2oJ6ivlZSvAyjPNDD50Ya5Fn69M4qsTT7cuL+hk+TDyf0YMKeCsEQLepOD7M0+HFjqT/gQM0kXO3eaHvzFl8JkLbl0WBUKU4xseUm7YdRvWiVhg9tvJEDKnmDW/BzNFX9PISjUQvYRX6adlUlUr2qef6ShL++2B3cwYmwRZ508p75s6Zd9OfPcIzz4zGYWfxSP3aZw3qUZFBcZWfxRQ/y8YZXrnDR1r/Tb8nsEZaWu7ePkM7O09vHX9pnPJmVnIGuWhXPlrQcJDrWSddib6eflERVr5vn7E+rXu/2JVEacXMqcwQ0jD5Z+EsOsBTk8+OoeFr8dh82mMO/KTIoLjSx+pyGhP216AdfclUHmQR+OpPky5WyngUZs+z2YkkLt2B96Yw8FOUZSdgZQWmgkIqaGGefnEhpp4fHbWjbXQUdJ2ebH6u+CuOrebILCbWRlmJhxYRFRvS08c3vbvDmsPbQq2VdVNUVRlInA88DDaI34nbWLV6LNInuwNZ/REVRVXakoyibgn4qiPKeqapWiKIuA/wKPAPccu76iKGehvTd3uaqqG2q3UaUoyhNoQcETiqLcefxrdhRFuQxIVVV1k5t92FW73Z+AnxRFmaCqqussNm3kqdviueL2TKadX4h/oI2MZF/+ffUgdm9qfLRhdaWeuy4azA0PHOaSm7JRdCo7NwTw2kN9KC1y7uWdOLuIGQsaer8GDqti4DAt+S/INtYn+6Dwn+sGcsUdmZxxdhHT5xeQme7NE7fE89s3bZsULfrXEBbe5M3UuTnacaf68eDNI9i9pfFRCdVVXtx9zWiuv3M/F193EEUHuzYH8/qTgygrPvGePB8/G+MmFfLHmjCqKjr2WZ9eD+nIf8VB6VIVR7mKaRD0fk6H75jGk3Cdt0KfV/XkPe+g9DsVR7WKKUGr6z/+2NfuKVTvgJJvVOylKjof8BmqEPOAgt/Jnfv83pMvTOCKS/yYNjmDAD8zGYdCeODRqeze2/gd5wA/C1de6jw/1/xztZt4OXl+9cl+VyDneuMWPT6OhVf5MnX6YfwDLGSkB/Hgvyawe1fjMyf7+1u4/Oo9TmUXXKjlYLk5vn/6ZF/igu4bF7iTc01/wr7JJHBDEbpKG5Y4HzJvHkh1QuOxQunkCPx2leK3uxSd2YE9wIvKoUEUzYnGEtdwZ98S60NVYgB+20sIKrWCqmKNMFE0N4aiWdHg1f5txVPPTeCKv2xn2uR0/P0tZBwM4d//ndJke1BdbeCuf83ghmu2cMmC3Vo8tCuK1946idIy52HYGRnBzJyWRnBwDWVlJlav68sHn4yktNR5vaXLBnHySZmcNCYLHx8rJaXebN0ew6dfDuPgoRMbPdlSU5/KY9OzNlK/DcBcqiNssIXZr2fT6+TGX0k66JxycrZ6k77cH7tFIaCXldHXlTDmxiIMPs4j/dKX+5PydcOIhoK93hTs1X4XftG2dk32AZ5+cCQLb0hl6uxM/AOsZBwI4D+3ncSebY13LlVXeXHPjadw/a37uPjqAyiKyq6tYbzx7BDKSk780TQfPyvjJuTxx7oIqioNTVc4QYvuTmThLQeZek4u/kE2MlL8ePDGoezeHNRovepKL+6+fATX35vOxTce1uKCTUG8/li8U1wQP1gbwRHbr5o7n3KdZO/uy4fXJ/s/fRXF6XPymXdFJn4BdirKvEjeEcCTd8SxZ0vj+9OZnrylD1dk5jDtgmICguxk7PPmgcv7s3tj2749oS0pbl77emIbUpQQYCDaowHpqqp6eFN351EU5UrgHWCcqqqbj1s2H+0uxI2qqr6qKIoe+Ay4AFgNfAVUo71K5zK0IX3TVFXNPWYbOuBdYCGwFfgSyAGigfOAk4HxqqquVxRlMtpdgwWqqn55zDZmAt8DacAkVVWb/WyjoihDgd2nec3BXxfc3Go9gi6opY9E9hwJy09sqHl3t+/vrsPg/gz0Bzo01u9aItr3Ll9XVFGTz7r0NwGGqaq6p6n1uxKJC7pOXBD90K0YYzv38ZmOlviah3fI/gn89WPX+WL+DN6YckZn70KnUMtaOgdoz2Ev+/M9alehlrKBn6CZcUGbdZmqqlqsquofqqpu7IoNejMsRmtI71AURV873O5CtHfm6tHuULwAjEUbgnjKsQ06gKqqDlVVL0d7ZU4BcAfwOnAz2qy6k1VVXd/YTqiqugItKEgElimK8ufNYoUQQnRbEhdIXCCEEKJztXospaIoEcDdwBygX23xQeAH4KnjG77OpKrqu2g97O6WOdDuQBxf5rFOI5/zFVqPf2PrrMTDe8dUVf0c+LwlnymEEEJ0BRIXuN2WxAVCCCE6XKvu7NcOD9uF9k7dUrThbl/U/v9twE5FUYa1dieFEEII0fVJXCCEEEJ0Ha29s/8S2lC2U1RV/ePYBYqinIzWi/8/YEorP0cIIYQQXZ/EBUIIIUQX0dpn9k8Gnj++QQeonVn2eeAUl1pCCCGE6IkkLhBCCCG6iNYm+3lAY+/iqKldRwghhBA9n8QFQgghRBfR2mT/OeBGRVGij1+gKEov4MbadYQQQgjR8z2HxAVCCCFEl9CiZ/YVRbnNTXEFcEBRlK+BA7Vlg9DeH3sADzPLCiGEEKJ7k7hACCGE6LpaOkHfokaW/cVN2YjaOs+28HOEEEII0fVJXCCEEEJ0US1N9vu3y14IIYQQojuSuEAIIYToolqU7Kuqeqi9dkQIIYQQ3YvEBUIIIUTX1doJ+oQQQgghhBBCCNHFtHQYvwtFUUYANwNjgCBcOxBUVVUHtPZzhBBCCNH1SVwghBBCdA2turOvKMpkYBMwF8gC4oH02v/vizYj7+pW7aEQQgghugWJC4QQQoiuo7XD+B9Ca8QTgatqyx5VVXUiMB6IAz5v5WcIIYQQonuQuEAIIYToIlqb7I8B3lJVtQyw15bpAVRV3Qi8Bjzcys8QQgghRPcgcYEQQgjRRbQ22bcB5bX/XwJYgchjlqcDSa38DCGEEEJ0DxIXCCGEEF1Ea5P9A8Ag0GbbAZKBeccsPwvIaeVnCCGEEKJ7kLhACCGE6CJam+z/AFyiKErdrP7PAOcrirJfUZT9wDloQ/aEEEII0fNJXCCEEEJ0Ea199d7DwPPUPpenqup7iqLYgQtqyx5RVfXdVn6GEEIIIboHiQuEEEKILqJVyb6qqlag8LiyD4EPW7NdIYQQQnQ/EhcIIYQQXUdrh/ELIYQQQgghhBCii2nRnX1FUX49gc9QVVWddgL1hBBCCNGFSVwghBBCdF0tHcavA9QW1lFauL4QQgghugeJC4QQQoguqkXJvqqqk9tpP0QbUm1WVMXS2bvRodSKys7ehU6z/f7Rnb0LneK5T17s7F3oFPcOOaOzd6HTOAoKm16ph7GrpZ29C42SuKB7GPB2Kf4mY2fvRofKnhnV2bvQaf71zuWdvQud4pIfTmSgUfe3dmxgZ++C6MLkmX0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYVr06j1PFEWJBU4HIoGvVFU9qiiKHggCSlVVtbfF5wghhBCi65O4QAghhOh8rbqzr2ieATKAj4BngITaxf7AQeDm1nyGEEIIIboHiQuEEEKIrqO1w/jvBG4BFgEzAKVugaqqpcBi4IJWfoYQQgghugeJC4QQQoguorXJ/nXA+6qq3gdsd7N8Jw09+kIIIYTo2SQuEEIIIbqI1ib7vYHfG1leCQS28jOEEEII0T1IXCCEEEJ0Ea1N9vPQGnZPxgKHW/kZQgghhOgeJC4QQgghuojWJvuLgb8qihJ/TJkKoCjKTOBK4ItWfoYQQgghugeJC4QQQoguorXJ/r+BbLTn8t5Ha9DvVhRlLbAM7dm8R1v5GUIIIYToHiQuEEIIIbqIViX7tTPrngo8CcQCNcAZQDDwH2CSqqpVrdxHIYQQQnQDEhcIIYQQXYdXazegqmo18N/aHyGEEEL8iUlcIIQQQnQNrR3GL4QQQgghhBBCiC6mVXf2FUV5uxmrqaqqXtOazxFCCCFE1ydxgRBCCNF1tHYY/1RqZ9k9hh6Iqf1vPto7dYUQQgjR80lcIIQQQnQRrUr2VVXt565cURQDcAPwT2BGaz5DCCGEEN2DxAVCCCFE19Euz+yrqmpVVfVFYAXwYnt8hhBCCCG6B4kLhBBCiI7X3hP07QBOb+fPEEIIIUT3IHGBEEII0UHaO9mfAcj7dIUQQggBEhcIIYQQHaa1s/E/4GFRMFrP/Rjg8dZ8hujaDEYHl9+Zw7QLivEPspOxz4f3noxm6+qAzt41twxGBwtvPcrU8wrwD7KRkezL+8/0ZtvaoCbrhkVZuP7+Q4yZVIpOUdmxIZDX/9uXnCPe9euEx5iZuSCfk6eU0KtfDQ67wqFUHz55KZbt65w/Y9T4UqacW0jSSeWER1sozjewY30g7z8TR3G+sc2P/XgGLztXnbeFmacdIMDXTNrRUN76eixb9sY1Wq93VAnnTE5mSHweCX0LMRrsXHzXReQUun7nPiYr18zbzBljMwgKqCE7P4CvfhnKdyuT2uuwmsVmVljxbBxbvw6nutSLmMFVzLz9CAmTyhqt9/jEURRnmtwuC+tXw12/7QBg85fhfHHnAI/bufjZA4w+r/DED6AZ5Fxvne52besqJC7ovrwMdhZetY+pMw/jH2DhYFoQ77+VxLYtUU3WDQuv5vq/72T0uDztmrEtgjdeGkFOtp/LusEhNVx21V5OPi2HwCALxUXebN8SwfNPjXVZ9/QpRzl3/gH6x5dis+s4fDCAD95KYse2yDY5Zk8Mejs3nr6JucNSCfA2sz8vjJdWnczGg70brTc1MZ2ZQw4wNCaPMP9qcsv8WHOgH6+vHUuF2bntmDnkAKcPOsjwXnn0CS1l86FeXPfRue15WM1i0Nm5+ZRNnD04lUCTmdSCMF7YeDLrjzR+7NPj05k16ADDIvMI960mp8KPVQf78eofYym3uG83AXoHlvLtpZ9h8rJz4ecXsCevfb9bTxwWOPSSF3lL9NjKwG+QSt+bbYSc5mjRdnZdb6Bkg56Yi20MvM9WX577rZ7U/zN4rJf4mIXIs1r2WS1lMDpYeFsm084v1OKCfb68tyi22XHBDQ8cZsykMhSdys71gbz2UG+nuADgrMvyGDW+jMRRlUTGWvjpizCeviPeZXuhkRbOvSqXwaMrGTS8El9/B3ddlMjODYFtdrztoTvGBq2djf9BD+XFQBrwV+CNVn6G6MJuf+4Ik84q4es3I8hMNzHzoiIe/iCduxYMYM8m/87ePRe3PZXOxFlFfPNONFkHvZl+QT4PvZXCPX8Zwp7Nnv9QvX3tPP7xPvwCbHz2ci9sNoV5V+fw5Cf7+PvcYZSXaBfw06YXs+CGbNb/FMLPi8PR62HavHwe+yCZZ+6K56cvI+q3edXdRwgIsrF2WSiZGd5E9zFzzsIcTp5awk1nDaO4oH2ToHuuXsUZYzP48udhHM0NYtaEVJ64ZTm3PnUWuw5Ee6w3dGAe50/fw6GsYA5lBzOoj/ukVac4ePLWZST2K+Cb35I4mhvIycMyuW3h7wT4Wvjoh1HtdGRN+/zOeHYtC2XiVTmE96th81cRvHN1Itd/vI/+4yo81jv7gUOYK50HRJVkmlj+dG8SJpbWl/U/uZyLnjngUn/t2zFk7/Nl4ITGOxXagpzrrdPdrm1dyIMeyiUu6OJuu2cLE8/I5JsvB5J11J/psw7xnyd+555bJ7F3V7jHet4+Nh5/dg2+flY+/zARm03hvAUHeOL51dx07VTKyxoSvfCIKha9uAqAZd/1p6DAh7DwGhIGF7ls9y9X7uWSy5NZtyqWn3/sg95LpV//MsLCa9r+4I/z0NxfmTY4nY//GM7homDOGZHM/y76ges/OoftR2M81rt/9iryK3z5YU8COaX+DIws4qKxu5gw4BCXvr0As60h7F4wZg9DovPZkx1BkE/7H1NzPTr9V2YMSOeDHcM5XBrMuYOTeWXuD1z9zTlszfZ87A9OWUVepS9LUhLIrvBnUFgRl47YxaS+h1jw2QLMdvcpx92T1mF3KO11OM2Wer+Bgp919PqLHZ++Krnf6tnzdwPD37QQNOb4F4y4V/CzjrId7gdNB451kPioxaU88wMvKlIVgk9p30Qf4PZFGUycU8w3b0eRmWFixoICHn53P3dfnNhkXPDEp8n4Bdj59KUY7DaFedfk8tTnyfxt9jDKSxq+2wv/mo2Pv52UHf6ERlo9bjMuvoaL/pbD0XQTB1N8SBrbPV7S0h1jg9bOxt/ejwG0mKIoVwLv1P5zkqqqa49brgCHgThgqaqqc2vLG/tLfg34FPitOfugqmr9VUtRlM+BBcCTqqre7WZ/J9dud4Gqql82Z/tdReKoKqacV8IbD8Xw5ataT+zPX4bw+q8pXHt/NreeM6iT99BZwogKJp9dyJuP9uGrN7UG6+fF4bz6406uvvswty8Y6rHu3Mtyietfwy3nDSV1p/bHvHllMK/+uJPzr83hvUVaj/eODYFcMXEUZcUNvbc/fBzJi0t2sfCfR50SoDf+24c9mwM45nRhy6ognvpsH2dfnsv7zzTei94ag/vnMe2UdF75/GQ+Wz4CgBW/D+SdhxZzw4JN3PTYOR7rrtveh1U3L6S6xshFZ+70mOxPGnuQ4YPyeOKdSSxbmwjAdyuT+M+NP3P52dtYuiaRknKftj+4JhzZ7seO78OZc+8hzrg+B4AxFxTw7Jkj+OHxPvz9q70e6w6dWexS9sv/egEw6ryC+rKwPmbC+pid1rPWKHzzQH8GnFZGQITnBrAtyLneOt3t2taVSFzgXlePCxIGFzF52lHefGUYiz9LAOCXFX145Z2fufqG3dxx02SPdeeem05s7wpuuWEy+1NCAdi8KZpX3vmZ8y/cz3tvDqtf9+bbt2G3K/zzr1OcOgGOl5hUxCWXJ/Pmy8P55suO/XsbGpPLrKEHeOaX0/hg4ygAluxK4IvrPuOfU9dz5fvne6x75+KZbDkc61S2LzuCh8/5lTlDU/l6R8Ootvu/m0ZeuR8qCl9c92m7HEtLDY/MZU7CAZ5adxrvbhsFwLfJCXx7yWfcNn49l33l+dhv/XEmf2Q6H/vevAgem/ErcxNT+Wqv64i+CX0OM6HPEd7eOpq/jtvSpsfSEuW7FPJ/1NP/NitxV9oBiDrbzpbzjWQ8a2DUB65J+vEcZkhf5EXvq20cesn1Dr5PnIpPnPMlxV4DBx5RCD7ZgdFzf1qbSBhZweRzi3jjkTi+er0hLnhtxW6uue8It53vecTl3IV5xMWb+cfZQ+rjgj9WBvHait1ccF0O7z7VMCL0zosGk5dpBBS+3uv5O92/y4/5I0ZTUerFxDlFJI1Na5sDbUfdNTY44UZZURQfRVGeURTl7LbcoTZUA1zqpvwMtAbd7GbZT8BCNz9vA/vclB8Fkt2UA6AoSiBwNnAQuKQ2oOgxJs4twW6DHz4Mqy+zmnX8+EkoSSdVEdGr6YtjR5o4uwi7DZZ92pCEWC06ln8RQdLYCsJj3J0SDXVTdvjVX+QAjqb7sP33IE6f05DsHt7v65T81H3GHyuDiehlwcfPXl+++49Ap+Snrqys2IveA6tP+Dib44yxGdjtCt+vGlxfZrF5sXRtAsMG5hER4vnudnmlN9U1Td+JHTFIS6R/3eQ8nP3XTQMwGe1MGH3oBPe+dXYtC0WnVznlkvz6MoNJZdyF+RzeGkBJVsvuMm//LpzQ3jX0G+v5dwaw9+cQzBV6Rh/TKdBe5Fxvne52besqJC7ovnHBxDMysdsVln3fv77MatGzYmk/koYVER7heZqFCWdkkrIvpD7RBzh6OIDtWyKYNCWzviyuTznjTs3lq08TKC8zYTDa0evd3808b/4Biou8+fargYCKt4/N7XrtYfrgdGwOhcXbGpIfi92Lb3cMYWRcLlEBnq/1xyf6AL+mar/T/uElTuW55f6odImvv97Mgdqxf7Hb+di/2jeE0TG5RPt7PvbjE32An9O1Y48PKXFZ5qWzc8+kdXy4YwRHSjt36HbBT3rQq0TPb2i3dCaInmenfIcOc07T2zjyjh5Uhdgr7E2vXKtolQ57pULknObXOVGT5hRrccHHDY9JWM06ln8WTtLYykbjgklziknZflxckObD9nWBnD7XeVROXqYJmnFeV1fqqSht7QDzjtVdY4MT/i2rqlqtKMoNgOfbYJ3rB2CBoij/UFX12FbiUmAL4K4PLVVV1Q8b2abTMkVR7gEKGqlzAaAHrgZ+RXtecVUz97/LGzismqPpJqoq9E7lKdt9AYgfWk1+CxOn9jRgaCWZGd5UVTif9qk7tIvXgCFVFGS73mlQFJX+g6tY8UWEy7KUHX6MPb0UHz871ZV6l+V1QiOs1FTpMFc33r/m7WvHx9dOWZHn57rawqA+hRzJDaLquKQ9OUM7xoF9Cskvbt1wJIOXA7tdwWZzPuYai/b7T+xbwNJWfcKJydzjR3j/GrwDnBvX3iO1ICZrry/BzbxgZ+7xJe+AD1P/ntnkutu/DcfgbWfYma7DVduanOut092ubV2FxAXdNy4YMKiUzCP+VFc5/z2mJIcAED+wlIJ8X5d6iqLSf0ApK37o67IsNTmEsSfn4eNjpbrawKixeQCUFJt49Ok1jBqbj92usG1zJC8+O4q8nIbn+0eNyWPv7jDOuSCNixcmExRkoajQxKcfDmbJ157nQ2kLg6MLOFwUTKXF+W98d7aWJCVGFZBb3vz2MdxP6ygpqfJuYs3ONzi8gEMlwVRanY99V25k/fKcihYcu6927MU1rse+cOROAk1mXv1jLDMGpLdir1uvIlnBp6+K13GH5j9MrV2uwxTteZh9TTYcfduLQf+xom/B15y3VI/OWyVsevsP4R8wtIqjGd6u7VpdXJBU3WhcsPwL18tjyg4/xp5R1mRc0FN019igtcPttgDDmlyrc3wChKHN/AuAoihGYD7wcQftw1+An1RV/Q3tDsBfOuhzO0RopI2iXNdAva4sLKrjeuKbIzTCSpGbycCK8rT9DY1yn+AFBNswmlSK8tzUrd1eaKTn5DCmbw3jzyxi7Y+hOJp4Lu28q3IwmFRWLw1tdL3WCguuprDUNXArLNHKwoNbP1n2kdwg9HqVpPg8p/K6O/7hwZ3zfFZ5voEAN99XQO2zZWVuvmdPtn2jNX6jmrhbX1WiJ2V1EEOmlWDyb/9GXc711ulu17YuRuKCxnXJuCAkrIaiQtcspa4sLNz9CJyAQAtGo4PiRuqG1j5jHxurdajefMc2bDYdjz14Mu+8PpSk4YU8+vRaTCbt78rf30JQsIWk4YUsvHovX3ycwGMPnkz6gWD+dssOZp/dvolhuH8l+RWu7WNBbVlEQMvaritP24bNofBzsuskZV1NhF8l+ZVujr22LMKvZcd+zRjt2FcccD72cN8q/jpuCy9uPNmlY6EzWPIVjOGuT+0YI9T65Y3JWGTAf7BK5Ozmt+/WUihepyP0DAdervNYtrnQSGt9DHCsurKwxuICb5Vid3FBbZmnuj1Nd40NWpvs/xO4WFGUaxVF6WpjMQ4C64FLjimbDQShPWfnjreiKOFuflp8JVIUpRcwBS24oPa/809kWx62H6koytBjf4D27e4+jtHbgdXiegG0mLUyk3f7JzUtYfK4v7r65e4Ya8vd1bU2cawmbzv/enE/lhod7zzZ+HPJw8aV8Zd/ZLJqSSg71jc9M2prGA02rFbXP3+LVeutNBlaP6Tslw0DqKgyctdVqxmbdJTosHLmnp7MuVO0m34mY/sPW3PHWqPDy+jaqHuZHPXLm8PhgB1Lwug1tJKogY1PrrTrh1DsFh2jz23/Ifwg53prdbdrWxfzTyQucKsrxwUmo91tm2C1aG2C0eThmlF7HbdaXe/qWWrrmkzaOnVD8YuLvPn3PeNZszKOxZ8l8MKi0fSKrWTy9CNO6wUFWXjhqTEs/iyBNSvj+Pc94zmUEcDFC1Oac0gnzORlx2pzPZ66yfVMXs0P6GclpTJvVDIfbBzJ4eLgttrFdmPysmOxuzn22sn1vFtw7GclpDJ/aDLvbRvJ4dJgp2W3jV/P0dJAvtwzpFX721YcZtC5+SvU1d7odjTSxJds0lHws474u1o2F0/BT3pUa8cM4Ye6ds1N3Fej1C/3VA8a2j+nuua6us2bwLC7666xQYuTfUVRTlcUpW6M53uAA22imjJFUfYrirLzuJ8dbbnDLfQxcJ6iKHWzgP0FWKWqapaH9a8B8t38eJ6RxLNL0J7/+7b2358CIcCcE9iWO38Ddh/3822jNdqYpUaHwU3SZDRpZeZmJk0dxexxfx31y92x1Ja7q2to5Fh1OpV7XjhAn4HVPPL3QW7vltaJi6/m/17dz6FUH56/t/17/y1WLwwG14uSsTbJN7sJ3FqqqMyX+/43A4PBwdO3/8inT37GXxds5IWPxwNQbe6c4dsGbwc2NxdrW20ibGjmxTpjYyBlOcZmJfDbvg3HN9hK4uTSJtdtC3Kut053u7Z1NokLmq3LxgVmi95tm2CoTebrOgqPV5fQG9x0ENd1BJjNeqd11/wW6zSHx9qVcdhsCkOGFjmtZ7UqrF3V8By4qiqs/i2OiMhqIiJbP/rME7NNj8HL9XjqkvxjZ9RvzOjeWfz7rJWsS+vNSytPadN9bC9mmx6j3s2x67Vjr2nmsY+JyeKhqStZe6g3z29wPvYRUTmcnZjKE2sndJk5C3Qm7dV7x3PUPsau8zA0X7VB2uNeRM51EDCsZQlv3lI9XkEqIRM7JkHU2jU3cV9tom5pIi6oa/+c6prq6naN77G9ddfY4ER63X8DLkPrkS4ECoD27WY9cZ8DzwFzFUX5EZgL/KOR9b8FXnRTvusEPvsvaLP6lgOoqrpfUZQtteXfnMD2jvcy8MVxZQPowIS/KM+LsGjXnszQKK2sMLdr3dQpyjcQ7maoUd2rQYpy3Sco5SVeWMyK2+HLoRFambvk5pbHMjh5aglP3jqg0buX4TFmHnk/mcpyPf93dWKHPPdUWOJDeIhrsBRWO3y/oMR1GN+J2Jkaw6V3X0h8XDHeJitpR8LqP+NITudMyBMQYaXMzXddXjuULbCRYerH2vZNGIpOZdQ57t9GUKc408jBPwI4+ZI89IaO6f2Wc711utu1rQuQuKB5umxcUFzo7XaofmiYdkuzsMD9m1PKy4xYLDpCwlxvfdbVLSrwrt2G9t+SYufngh0OhbIyI/4Blvptms06KisMLo8DlZZodf0DLOTntU07dbyCCj8i3QzVD/fX2q788qbHXCdEFvDc/GWk5Ydy5+IzsXe9l1S4lV/pR5S/m2OvnXcgv7LpY08MK+DFs5ZxoDCUW390Pfbbx29gS1YMR8sC6BWgvYY2uPbVgxG+VcT4l5Nd0bHvLDdGqJjz3NyxrR2+Xzec/3i53+upPqgw6AErNZnO9e2VCjWZCoZQFf1xfz412VC2VSF6vh1dB933KMozEBbtOS4obCwuqFEIcRcX1JZ5qtvTdNfY4ET2Sqn9QVXVyW26N21MVdV8RVF+Rpt8xxdtUpzGXmNzVFXVn1v7uYqiDAFGA+8rijLwmEUrgb8rihKoqmqrXrStqmoe4PQwdEdP6pu2x4eR4yvw9bc7TVYxeLTWKKTv6fjXqjUmfa8fI08tw9ff5jRxWeIo7TnCtH3uAwdVVTiY4sug4a4N4OBRFWQfMrkkLdfcc5iZC/J59aG+rPre8/tUAoKtPPJeMgajg3svG0qxm+es28OBI2GMHpyNr7fFaZK+If21GeoPHA7zVLXFHKqOA0catjc2SZvMbss+15l7O0KvpErSNwRSU653mqTv8Hb/2uVN3zGymRV2/xhK/KllBEY1PnRvx/dhqKrC6HMb7xRoS3Kut053u7Z1ARIXNKGrxwVpB4IYMTofH1+r0yR9iUO0u+3pB9x34qmqwsH0QAYllrgsSxxSTHamH9XV2vYOpGqT/YWFO3cMeHk5CAqy1CfyqqqQfiCYhMHFeHk5nCZ5retAqFu3PaTkhnFS30z8jBanSfqG9cqtXd74O9Ligkt58eKlFFX5cPPnZ1Ft7XqTkHqSXBDGyXGZ+BksTs/Sj4jKrV3e+LH3DizltXOWUlTtw1+/P4sqN8ceE1BBbGA5P13xkcuyl+Yuo8xs5LQ3rmnlkbSMX6JKyR86bBU4TdJXvkv7+/Ef7P7uuzlbQbUp7Ljc9XzM+15P3vd6hjxnIXyqc/38ZdrM/R01hB8gfa8vI08rc2nX6uOCve7bNS0u8CFhuGtslDiqkiw3cUFP1V1jg+7R1dg6H6M9k/dXYJmqqiUd8JmX1f73WWD/MT+3A95os/F2e2uWBKH3gjmXNSQxBqODmRcVsW+Lb5ebkXLtslD0XjD74mNeuWZ0MGN+Psnb/OpnIY3oZSYuvtqlbuLISgYNb3jtTGz/akaeVsaaZc4TjF1wXRbzr8/m05d68e270R73x+Rj56G3UwiPsvDA1YPJOthxM/Wu2twfvV7l7DOS68sMXnZmT0xlb1pE/Uz8kaEV9IkuabPPDfKv5pLZOzlwJJQtezsn2R8+uwiHXWHjJw0zztvMCpu/jKD3qIr6mfiLM43kpbn/TpJXBlNd5tWsBH77t2EE9zLTb1x52xxAM8i53jrd7domWkziguOsWxWLXq8y++yM+jIvg50Zsw+RvDekfib+iMgq4vo4X8vWroolcUgxgxKL68tie5czckw+a44Zhr9zezjFRSamTD9S/3gAwPRZh9DrVbZtbngl2Orf4tDrVaad2fCKVoPRzpTpRziUEUBRYfsF1T8nD8BLp3L+6IaXShj0ds4dkcLOzMj6mfijA8vpF1bsVDfMr4qXL1mCqir87dO5FFd1zeDfkxVp2rEvGHbMsevszBuSwo6cyPqZ+GP8y+kf7Hzs4b5VvH7uEhyqwvXfzaW4xv2xP/jbGdy8dJbTz4c7hgPw5NrTuHvF9HY6Os/CZ9jBrpDzZUMC57BA7rd6AoY7MNU2bzXZUJXR0IEWMdvOkOcsLj8AIZO0ZYHDXTsK8n/QY4pRCRzTcc+6r/khRIsLLm3oDzQYHcxcUMC+rcfFBQOqj6sbSuKoSqcbAXHx1YwaX8aapSEdcwBdQHeNDU50vEF3monha7RnB08FLmrvD6t9Z+6laMMaX3azyv+hDdl7p733pb2lbPNj9XdBXHVvNkHhNrIyTMy4sIio3haeub3xCbo6Q8oOf1YvDeXKO48QFGYl+5A3087PJyrWwnN3Nzw7fMeiNEacWs7s+IbnzJZ8GMWsi/L4z1spfPVGDHabwrxrciguMLD4zZj69cbPLOLae49wNMObwwd8mHLc89zb1gVRUqD1dN/1bBqDR1Wy/PMIeg+opvcxF9eaKh3rf2q/Wcr3ZUTy2x/9ue78PwgOqCYzL4gzx6cSHVbOk+9Oql/vvmtWMmpwDpOvuba+zM/HwvnT9gAwbKDW2z9v2l4qqoxUVBn5+teh9es+d9cS9qZFkpkXSGhQNXNPT8bH28a9z890ee96R+kzupLhcwr58aneVBYaCOtbw5bFERQfNTL/8YZZnj+/fQDpGwN5ImOjyza2fROOl9HBsFmNv0YvJ8WH7GQ/Jt+YRUcOvJFzvXW627Wti5C4wIPuEBek7AtlzW+xXHndHoKDzWRl+jP9zENERVfx/JNj69e7/b7NjBhVwJzJDVMWLP0mnllzD/LgY7+z+LNB2Ow65i3YT3GRicWfDapfz2bV89arw7jjvi08+fxqfl3Rh4ioKs694AC7d4Tx+5qGjoFl3/XnzLMO8rd/bie2dwX5ub5MnXmYyOgq/nPvae36u9idFcWKfQO4efJGQn2rOVIcxNnDU4gJKuc/SyfXr/fw2b9yUt8sRj96Y33ZSxcvoXdIGe+sH8XouBxGxzW8oL2w0oeNBxuuH2N6ZzGmTzYAIb41+BhsXDthCwBbD8ew9Uivdj1Od3blRvHj/gH889SNhPlUc7g0iHMHp9AroJz/+3Vy/XqPzviVk2OzGPpiw7G/dvYS+gSV8daWUYyJyWFMzDHHXu3D+iPasf9+xPUaGmjSHo7fnNWLPXmRLsvbW+AIlfCZdg6+4IW1SMG7j0red3rMWQoJDzYMX0/9l5HSzTom7dRGmPj2V/Ht7/7S5x2rutzRB6jcr1CZqiPuGlvHxgXb/Vm9JISr7sokOMxG1kET0+cXEhVn4dm7+tevd+czGYw4rZxZfcfVly35IJLZl+Tz0DupfPVGNDarwvnX5mpxwRvOHf2nTCshvnaEpN5Lpf+Qai65WZsSZcNPwWQkN4wsrCvvO0iLCaadX8jQcdqNhk/+1/Hnf1O6a2xwosn+h4qiNPbe2WOpqqp22kMMqqpWKIpyI9AP+L4DPnJC7Wc9oKqqy9BARVESgIcVRenVyIRA3caTt/Thiswcpl1QTECQnYx93jxweX92b2zdO9rby6LbB3D5bUeZNq8A/yAbGcm+/PvaBHb/0fjz49WVeu6+dAjX33+YS27KQlFUdm0M5LX/9qX0mPeE9x+iXeDi+tdw17NpLtu565Ih9QnQgCSth/TMC/M588J8p/VyjxrbPQF67M0zyJ3nz8zTDhDgZyHtSCj3vnAmO1NjGq0X4GvmmnlbnMouOlN7fDWnwN8p2U89FM4ZJ2UQEVJFZbWBzXtjefvrsWQXdM7z+nUueiaNFU/HsfXrcKpLvYgeXMWVb6YSf0rTd99ryvUk/xbM4Kkl+AQ2PgRv27e1r+Y7p2Nm4T+WnOut092ubV2AxAWedYu4YNFjJ7Ewdy9TZx7GP8BKRloQD947nt07Gx+6XV1t4O5/TuL6v+/i4oXJKDrYtT2c118aQVmp8/DmX1f0xWbTseDSVK65cRcVFQaWfd+f994Y6vR8vsWi595bJ3L1X3czc/YhvH1spB8I4t/3jGfrH1HtcvzH+r/vpvK3MzZx1vBUAr3N7M8L45bPZzeZgCdGaXf8rjptu8uyzYd6OSX74/pl8tdJm53W+fsZmwB4dc1JnZLsA9z781RuPmUTZyemEmgyk1oYxt+XzmZLVuP7MzhCO/Zrxm53WbYps1d9st9VJT5i5eCLXuQu0WMrA78ElaH/sxJ0Utv2Y+b9oI0eiJzd8W8keuq2eK64PZNp5xfiH1gbF1w9iN2bGp8jobpSz10XDeaGBw5zyU3ZKDqVnRsCeO2hPk5xAcDE2UXMWNBw53vgsCoGDqudDyrb6JTsX3FHplPdMy9qiJW6YrIP3TM2UFS1ZSexoigO4Ccgtbl1VFW9uYX7dcIURbkSrXd8nKqqmxtZ7yCwW1XVubX/VtGO6303q+eqqvqTm23sBgqOfUZRUZRXgOuASFVVXW77KYoyDG1in9tVVX1GUZTJaL39nwJ73Hz2e6qqHvF0HMdteyiw+1Rm4K90vddZtSedd9ceFtyeqqcM7+xd6BTPvexuzqye794hZ3T2LnQaR03jrzjsiSrUUjbwE8AwVVXdtRGdTuICp210ybhgQr+r8TdFNLl+T5I9s/07BboqS+f2p3eaSy7+tbN3oVOsHfsn/cIB1dq8SZV7kpbGBSfas/6eqqofn2DdrmxG7c/xVqE1+I1SFMUALAB+d9egA6iqultRlAy05/eeOWbRxR42uxJoVqMuhBBCdBKJC9yQuEAIIURn6prvCGgFVVXfBd5txnr9jvt3i5+cUVV12HH/tgKNj3fT1os/5v9XQhd50agQQgjRw0hcIIQQ4s/qzzAbvxBCCCGEEEII8aciyb4QQgghhBBCCNHDtHgYv6qq0kEghBBCCEDiAiGEEKKrkgZaCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB7Gq7N3QLQ9/cD+6L0jOns3OpQjNaOzd6HT+G5K6+xd6BT3JEzq7F3oFNft2dvZu9Bp3jpremfvQofTmwvgUGfvhejuxj+/l+hB/p29Gx1qxenxnb0LnaZs8qDO3oVOse7k4M7ehU6R8uLwzt6FTpNwwx+dvQtdntzZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKHkWRfCCGEEEIIIYToYSTZF0IIIYQQQgghehhJ9oUQQgghhBBCiB5Gkn0hhBBCCCGEEKKH8ersHRBdh5fBzsIrdjN1+iH8/a0cTA/i/XeHsW1rdKP1YuPKmDM3jcTBRQwcVIzR6ODKy84iL9fPZd3TzzjMyadmkTikiNjYCnbuiOCeO6a01yG5MBgdLLwtk2nnF+IfZCNjny/vLYpl29qgJuuGRVm44YHDjJlUhqJT2bk+kNce6k3OEW+n9c66LI9R48tIHFVJZKyFn74I4+k74l22N2N+Abc/neH2sy45aRTF+YYTO0g3vAwOFt6UwdS5OfgH2jiY6sf7L8azbX1ok3XDIs1cf9d+Rp9WjE6nsuOPEN54ciA5R3081kkaXcKi97cBcPGkCZSVGOuX/eXGDP7yt4MudSxmHeeddEbLD64Rf9bv2xO7BTY/H8r+b/0xl+oITbQw7tZi4iZUN1rv4ym9qch0v3+Bfa1c/NMRAGw1CuseCiNvhzcV2V6oDgjsbSVxfjlDLy1D1/6HqF3Hrt7H1JlH8A+wcDAtiPffSmLb5sgm64aFV3P9TbsYfVKedq5vC+eNF0eQk+18LQsOqeGqG/Yw7tQcfHxtHDkUwOcfJbJ2ZazTerG9y5lzTgaJScUMHFSC0eTgyotmkpfjem0UoiuyW2D//7zJ+t6ItUwhIMFOwj9qCB9va9F2Nl3rR+F6A30uMTP0fufrjbUc0l7zJvcXAzW5OoyhKuGnWRl4Yw0+vdS2PJxma+8202iyc+N9+0kcXkZEdA06PWQf8eanr2NY8lksdlvn3YszeNm5ds5mzjx5PwE+ZtKyQnl9yTg2p8Q1Wq93ZAnnTdxLUt98EnoXYDLYmf/vS8gpCnBZ94sHPyYmrMKl/Ju1Q1j02aQ2OxZPDEYHC289ytTzCrTYINmX95/p3ezY4Pr7DzFmUik6RWXHhkBe/29f19jgL7mMPK2MxFEVRPay8NOX4Txz1wCX7U2/IJ/bn0p3+1mXnjya4gKj22VtRbE6CPsuk8CNheiqbJhjfSk8N5aqpMZ/F/7biglanYcpsxpdpQ27vxc18f4Uzu2FJda3fj1dhY2gdfn47SzBmFODYlexRHtTPC2KinFh7Xps7cFgdHD5nTlMu6AY/yA7Gft8eO/JaLaudj3PuwpJ9kW92+7cxMRJR/lmcQJZmf5Mn3mQ/zyyhnvumMzePREe6w1JKuSc8w5w5HAgRw4HMmBgicd155ydxsBBxexPCSUwwNIOR9G42xdlMHFOMd+8HUVmhokZCwp4+N393H1xIns2e/5D9fa188SnyfgF2Pn0pRjsNoV51+Ty1OfJ/G32MMpLGv6ULvxrNj7+dlJ2+BMaaW1yn95/OpacI84X84oy/YkfpBu3/XcfE2fk882HcWQd9mX6udn856Wd3HPNKPZuC/ZYz9vHxuNvbcM3wMbnb/bBZtNx3sIjPPHONm6aP47yUtfsTVFUbrx3P9VVenx87R63/eJDCVRXNxynw6606hjd+bN+356svDuS9OV+DL+ilKC+VlK/DmDZddGc/X4W0SeZPdYbf18h1irn4LM8y4vNz4YSN6GqvsxWo1C830jvM6oIiLWh6FRyt3qz/lGtA2DaM3ntdmx1brt3KxPPyOSbLwZo17FZh/nPE79zzz8nsndXuMd63j42Hn9uDb5+Nj7/KEE71xcc4IkX1nDTNVMoLzMB4ONr5akXVxMSYubbLwdQXOTNpClHue8/m3jy4ZNY+XPv+m0OGVrEORekceRQIEcOBzBgUGm7H78QbWnXfb7k/GSg30Izvn0cZH5rZPONfpz8dgWhYz1f34+V85OBku3uw03VAX9c609Fmp4+F5vx6+eg6rCOQ5+ayF9n4PTvy/DqhL6x9m4zjSYHfQdUsnlNKLlZPqgOGDKqlOvuOkDiiDKevHtoBx2pq39dtpLJo9L5/LfhHM0PYvYpqSy6cRn/eOFsdqZ7vvkzrH8u88/Yw8GcYA7lBJPQu7DRz0k9Esanv45wKjuS33Sy3RZueyqdibOK+OadaLIOejP9gnweeiuFe/4ypMnY4PGP9+EXYOOzl3thsynMuzqHJz/Zx9/nDqO8pCEmWnBDFj5+DlJ2+BEa0YzY4Jk4co6YnMoqyto/TYt6L4OALcUUT4vCGmkicH0Bsf/bz5HbE6kZ6Pl3Ycyswu7rRfHUKOz+XniVWQlcV0Cfx/Zx+O4hWHprCb9PegXh32ZSOSyIojkxqDqFgG3F9HozncLsGgrPifX4GV3R7c8dYdJZJXz9ZgSZ6SZmXlTEwx+kc9eCAezZ5N/Zu+eWJPvHUBTlSuAdYJyqqpuPW7YJGAf8TVXVV9zUbU73839UVX1QUZR3gSuaWPeQqqr9mrPfbSEhsZDJU47w5msjWPzlYAB++akfr7yxnKuv28kd/5zmse6G9b1YN+88qqsNnD8/udFkf9ETp1BY4IOqKrz8+o9tfRiNShhZweRzi3jjkTi+ej0GgJ8Xh/Pait1cc98Rbjs/yWPduQvziIs384+zh5C6U/tj/mNlEK+t2M0F1+Xw7lMNPd53XjSYvEwjoPD13i1N7tcfvwWxf1f7RTMJw8qYPCePNxcNYPF7fQD45bsoXvn6D66+LY07Fo71WHfuxZnE9qvmlovHsn9PIACb14byyuI/OP+Kw7z3gmsv9ez5WYRHm1n+VQznLTzqcdtrf4pwuuPf1v6s37cneTtMpC3155S7Cxl5jZZ0DppXwZdnxbHxqTDO/SzLY91+M6pcyra+HAzAwHMa7s54Bzs47wvn7SRdUo4xwMGeD4M47d5CfCOalyCciITBRUyedpQ3Xx7G4s8GAfDL8j688s4vXP3XPdzxd88jR+ael05s70puuWEy+5NDANi8MYpX3vmF8y86wHtvaMH3nHMyiI2r5N5/TmTHNq0TdOm3/XnmlVVc+7ddrF0Zi632rtyGdTGsO2uudm28aL8k+93QnzkuKNmpJ3uZkcQ7qom/SusMjD3XwtpzA0h5xofTPnK9M3s8uxmSn/Im/poa9r/oOhqsZIee0t1eJP2rir6XNtwA8OvvYNf9vhSsNxA9velEqS11RJtZUWbgtsuct/PDF7FUVnhxzqWZvPHkQIoLTS7bb29D+uYxfWwaL319Cp/8OhKAHzcN4v37vuTGczdy47Pneqy7dldfZt11BdVmI5dM3dFksp9f6seKzYPadP+bI2FEBZPPLuTNR/vw1ZsNscGrP+7k6rsPc/sCzx0tcy/LJa5/DbecN7Q+Nti8MphXf9zJ+dfm8N6ihs7euy5OIi9Liw0W7/qjyf3avCqI/bs6Nln0zqgg8I8i8i+Io3im9rsoOy2cvv/ZTcRXRzhyt+c4qWiua5JeOjGC+Lt3ELw6j7y/9APA3MuHjIeHYwtrOJ9LJ0cS92wKIcuzKTozGtXUMTc8WitxVBVTzivhjYdi+PJVbbTgz1+G8PqvKVx7fza3ntPx53NzyDP7zaAoyiC0Bv0g8BcPqy1s5Cetdp2Ntf99rZF1361dZ0MbHkKTJk46it2usOyHhuTNatWz4sf+JA0tJDzCNdivU1Fuorq6eeNzC/J9UdW2v4PbHJPmFGO3wbKPG4bzWs06ln8WTtLYSsJjPN/ZnDSnmJTtfvUXd4CjaT5sXxfI6XOLnNbNyzQBLTtGHz87Ol37DFecOCMPu01h2Ze96susFj0rFseQNKqM8Kgaj3UnzMgnZVdAfdACcDTDj+0bg5l0Zr7L+v6BVhbenMGHL/WnsryJvkQFfPxsQPsc95/1+/Ykfbkfil5lyEVl9WVeJpXE+eXkbvOmIrtlje2B7/0JiLMSPcbz77FOQKw25NdS1r5NzsTJWdq5/n2/+jKrRc+KH/qSNKyo0evYhDOySNkXUp/oAxw9HMD2rRFMmpxZXzZ0RCElxcb6RB9AVRXW/BZLaJiZ4aMK6ssryo3NvjaK7uXPEBfkrDCg6FV6L2j4G9ebIO4CCyXbvajObvq6l/6WCdWh0P8q99cJW4W2DWOY8/XQFO6o/byOH8bfkW3m8XIztaHgfoEte0yirUwelY7NrvDt70Pqyyw2L5asT2R4fC6RwZ47eMqrvKk2t6wD30tvx9vYsZ05E2cXabHBpw3XcKtFx/IvIkgaW9FobDBxdhEpO46LDdJ92P57EKfPce7cyMvq+rGB/9ZiVB2UTmqIk1SDjtIJ4fikV+JV1HT7fix7gBcOow5dVUOnvi3c5JToA6AoVIwKQWdTMRS07DM608S5Jdht8MOHDY8fWM06fvwklKSTqojo1fEjlptD7uw3z2VAHnA78KWiKP1UVT147Aqqqn7orqKiKNcCA4D/qaq6rHbd9cB6N+vGAM8Ah4Ab2/IAmjJgYAmZRwOornIOTFNStOfT4geUUJDv665qtzFgaBVHM7ypqnBOalJ2aBftAUnVFGS79qQrikr/wVUs/8J1CHDKDj/GnlGGj5+d6soT65l84tNkfP0dWMwKW1cH8fp/e5N10Lvpis00YEgFmYd8qK50/nNP2a0Nz4ofXEFBruvnKYpK/4RKVnztOmwvdXcgYycU4+Nro7qqYbuX35xBcYGRZV/04pIbDja6X28v24Cvn53qKj3rfw3nzUUDKSlsuzv9f9bv25PCvUaC+lkx+jsHEpEjtMC1cJ8J/xjPyfCxCvYaKUkzMvrGYrfL7RawVuiwmRXyd5nY8XYQ/rFWAvu2b1A3YFAJmUf9Xa9j+7QEPn5QqdvrmKKo9I8vZcWyvi7LUveFMPbkPHx8rFRXGzAYHFjMrt+9ubZsYEJxs+YHEN1ej48LypL1+PZ1YDjuZmPQcHv9cp8Yz0lpdZZC+lveDH+4Cr2HS1zQMDt6H5X9L3pjDFLx62+n8rCOlGd8CBpmI+y0jk96O7LN9PJy4Otvw2hyMGhoORdceYTcTG+yDnueE6c9JcQVciQviKoa57Z43yHtmjYorpC8kra5+zw2IZOfn34bL71KdqE/n/82nC9WDW+TbTdmwNBKMjO8qapw/n5T62KDIVWNxgYrvnB9rDVlhx9jTy9tVWzw+Ef78PV3YDUrbFkTxBuP9m332MB0pApLlDcOH+d9runnX7u8Glto4yNMdFU2FLuKvsxKyC+56GvsVA8ObLQOgL5Miwfs/t0nFR04rJqj6SbXuHK7FlfED60mP6t951g4Ed3nN9y5LgW+BJYApbX/frSpSoqiDAVeALYBdzaxrg74CAgBzlNV1X0U3U5CQqspKnK9qBQVamVhYY1P4NUdhEZaKcpzvctWVxYW5b5HLiDYhtFbpTjP9Q+4qLYsLMrC0fSWNc411TpWfB7OjvUBVFXoGTS8kvOvzeWZxfu46awkt43NiQgJt1CU72bf87Xth0W671UNCLJiNDkoLnDdj7q6oZEWMg9ql5F+CRXMnp/FA38bgcPhuTe7osyL7z6OJXlHEFaLwtAxpcy9OJPEYWX84+KTXAKsE/Vn/b49qcr3cjuE3jdSK6vMa36AcuA7LRAYeLb7uzwZK/z49bao+n9HDKvhjMfy0bVzixMSWlN/zTpWw3XM/R25gECLdq67q1t7XQwNryHziIGjR/wZNTaPyKgq8nIbOg6GjtDu6oRFeL7rJ3qUHh8XmPN1eEc4XMrr7rqb8xsfqZP8lA+Bg+30muO5k88YojLq6Up2/9uXTdc0JJHhE6yMfray3a8Z7nRUmwkwfno+9zy1t/7fqbsDeO6BwTjsnTPwNiywisIy1w7RurLwoMo2+Zy0rFB2pkVzOC+YIL8aZp+Syi3z1xMeVMUr353SJp/hSWiE1f33WxsbhDYWG5jU+jjAqW7t9kIjLWRmtCw2MFfrWPFlODvXB1JVoWfgsErOvyaHZ77Yw03nDGvX2MCr1Io90DVOsgcZapc3fae6z+P7MOZq7Z7DpKNwTgylEzzPjwOgq7QRtDafqoH+2IO6XnLsSWikjaJcN3Flbl1c2TkjcpoiyX4TFEU5BRgIXKWqqkVRlMVoQ/YabdQVRfEFPgfswMWqqjY1TuX/gCnAv1RV/b0Z+xUJHN+96PoAdTOZTHasVtfGxWrREgCjsf2es+0oRm8HVovrMVpqlPrlnuoBWMyuCWxdmdG75cOu1iwNZc3Shpl9168IYcuqIJ76IplLbsrmf//q1+JtumPytmO1ujYWdb8Lo8nDcdeWWy3ujlurazI1nBd/vWc/m9eGNjlb8bcf9Xb697qfI0ndHchdT+xl7sWZfPGW693VE/Fn/b49sdUo6I2u+11XZq9p3nBD1QFpS/0JSzITMtB9EN/r1BrmvJONpVxH5nofipKNWKvbP3g1mRyNX8dM7q9jddc3d3UtFudzffmSfsw5J4N7H9zE6y8Op7jYxOlTMhk/UZurwNQDrpWicX+WuMBuBp2bOFxf25w0ds0o3OhFzk8GTvuk6ef6jSEqgUPshFxqxn+gnbJkPRlve7Prfl9GP9u80UZtqaPaTICdf4Rw33Uj8QuwMeqUYvonVmDy6bxriMlgw2pz7fi1WGuvoYa22bd7Xp/l9O+lGxJ5+sZlXDR1J1+uHkp+G40ecMfk7Wj8O2oiNnBX11obG3iq25g1P4Sx5oeGYeHrfwpl65pgnvx0Lxf/PYsX7+/f4m02l2JxoBpc2z3VoNQvb0rOFf3R1dgxFJgJ+r0AxeoAVcXjIwwOlZi30tFV28m7uG3ivY5i9HjunPj33xHkmf2mXQYcAdbV/vtTIElRlFFN1PsfkAT8XVXV1MZWVBTlDLRG/Rfg8Wbu19+A3cf9fNvMui7MZj0Gg+tJaqgNXC2W7jF5RmMsNToMRtdjrEvcLDXu/xzqyo1unh2sK7M0M1Fqyp7NAaRs92P0xLKmV24mc42n77YuqfVw3LXlBjcJYl1QUzd0+fQzcxkyqpQ3Fw08oX1c+UMURflGRp3adjeu/qzftyde3ip2N41UXZm+mR0Y2Zu8qcz1YpCHu/oAvuF24iZUEz+rkkn/KaDP5Cp+uCqGqvz2vY6YzbrGr2Nuht9Dw/XNXV2j0flcP5gexJMPjyO6VyVPv7yatz/5iXMuSOP1F7VZpaurpQ/9T+BPERfoTeBwc2PPXttF4ema4bDB3sd8iD3bSvDwxpPDqiM6Nl3tT9w8CwOuNxM11cagv5lJur+KnBVG8td0/N9TR7SZdUoKjWzfEMq6nyJ56b+JbFoVxiOv7yAkrHOeYzZbvTB4uX5ndUl+XdLf9hQ++204XnqV0QOz2+kzNOYaXePfUROxgbu6htrYwFPdltJiA39Gj2/fSV1Vo05Lzo+jWNX65U2pGeBP1dAgSs+I5Og/EgjcWEj4154nZ4789DB+e0rJXdivfsb+7sLi8dxp2++/rXXNveoiFEXxAi4CPlNVte7b/RXtOT1PE/KgKMqlwNXAB6qqvt/EZ4QDHwOFwGWqqja3W+hlYNhxP56nSW1CcZEPoaGuw09Da4e9FhZ2zvNjbakoz+D21Wh1ZYW57ocSlZd4YalRCIl0jXpCa8s81T0R+VlGAoLbbihQcYGR0Ag3+x6hBROFee6HiJWXGrCYdYSEuwYddXXrhrNdfXsaa1dEYrUqRPaqJrJXNX4B2jGER5vr129Mfo6JgMC2e6b7z/p9e+IbYXObbFfVDt/3i2zeHZv93/mj6FQGzG36jl2d/rMqsVbqOPhL+zbsxUXe9desYzVcx9w//1heZtTOdXd1a6+LRQUNddetimXhBbO55YbJ3HrjGVx54Syys7RjyzzaNV+9I9rGnykuMEU4qHEzVN9coKtf7k7md0YqM3T0vtBMVaau/gfAXqlQlanDXvtk4NFvjNjNEDHZ+VodNUW7JhZv7fhkvyPaTE/W/RSJr5+dU6cWNLpeeyks8yUs0HU0RV1ZQWn7vUmmbi6AQL/27egoyje4/35rY4OixmIDs1IfBzjVrd1eU99vS+Rnt39sYAsy1D87fyx9qbV2ecuOx+HnRVViIIEbi9wuD/0+k+BVeeTPi6P81MaH+ndFRXlehEa5iSuj6uLKrtnZ3zX3quuYiTYkbpOiKMfesvwNuERRlLuPb4RrZ+h9FUhF62X3SFEUBXgfiAFmq6qa09wdU1U1Dy24OHZ7za3uIi0tmBGj8vDxtTpNbpU4WHsONT0t+IS33VWk7/Vl5Gll+PrbnSbXSBylJS1pe913aKiqwsEUHxKGuzaAiaMqyTpkOuEJWdyJ7mOmtLDtZvBOS/ZnxLgSfPxsTs/DJw7X7ianJ7tPTlRV4eB+PwYNLXdZlji8jOwj3vUTDUXGmIk8K5cpZ+W6rPviF5tJS/bn5gXjGtlLlaheNaR52JcT8Wf9vj0JG2Iha6MPlgrFaZK+vB21z7MPaTrAslu05/FjTq7BL6r5wznrhvtaytu3fzltfxAjRhW4XseStBEj6fvdv8NZVRUOZgQyKLHEZVliUjHZmX4us+rbbDqnmftHn6TNtL19s+vkTaJH+dPEBYGD7RRt8sJagdMkfaU79fXL3anJ1qHaFDZc5vqO7szvjGR+Z2TMC5VETbNiKVS0F7IctylHbY6jdsKI9o5oMz2pu7vs5985z/7uPxrG6EFZ+HpbnEGH0JoAAEmcSURBVCbpS+qXV7+8vfQK036/JRXtOyld+l4/Rp5ahq+/zWmSvvrYYJ/7TmktNvBl0HDXeQsGj6oguz1ig6L2jQ3Mcb74ppShq7Y7TdLnk6H9Lsy9W36jT2d1oKt2/cMN+i2X8CVZFE+LonhWzInvdCdK2+PDyPEVLnHl4NFavJi+p2veGJU7+42r66X/HNh/zM9FQCzg9NJmRVFMwGeAEe15vKZufd0BzAYWqaq6vA33u8XWrYlDr1eZPSetvszLYGfGmQdJ3hdaP4N1REQlcb3bf8hxe1jzQwh6L5h9aUMsZDA6mLmggH1b/eonQYnoZSZuQPVxdUNJHFXpdJGPi69m1Pgy1iwN4UQEhbr2Do6bUkLCiCo2r2p6JtPmWvdTBHovldnzG95/7mVwMOO8HJJ3BNbPKhwRXUNcf+dGbO1PESQOL2dQUsN3HtuvipEnl7BmRcOM4w/fMszlZ9Uybfmie4fwxpMNMXFgiGuv+FkXZREcZmXLurYLJP6s37cn8bMqUe0K+z5r+Cy7BVIWBxA5sgb/GK1xrsjSU5LmPsA4vNIXS5megee4v7TVFOlQ3YzsTf5CC/ojhrXvHZt1q2K1c/3sg/VlXgY7M2YfInlPSMN1LLKKuD7OAfnalbEkDilmUGLDoySxvcsZOTqfNSt70ZhesRXMOSeDjb9Hk3nUNcERPcqfJi6InmlFtSsc+aLhTrbdAke/NhI0woZPjPbHXp2lUJHeEE7GzLYw5oVKlx+AiNOtjHmhkqARWjLr188BqkL2j853ELN/0K5BgUM6PtvviDYzMNiCu9fOnnmB9pnHvrqvI63cHo+XXuXc8fvqywxeduacksKejMj6u+9RIRX0iSo5oc8I8K1BpziPCtHrHFw2YzsWq46tqY1fb1tr7bJQLTa4uOFViAajgxnz80nedlxsEF/tUjdxZCWDhjf8Gcf2r2bkaWWsWdb4fEWeuI0NJpeQMLySzavcd1C3lYqxISgOCFrTECcpVgeB6wuo7u9XPxO/V5EZQ47z78LdiACvAjM+yWXU9HXuMPH/o5DIzw5TdnIo+Qt6u9TrLtYsCULvBXMua3jNosHoYOZFRezb4tslZ+IHubPvkaIofmjD3z5Dm3H3eC+gNfq/HVO2CBgN3KKq6rYmtn8K8AjaO3b/1Rb73BopyWGsWRXHldfsIjjYTFaWP9NnHiQqqpLnn264I3v73ZsYMTKfOTMurC/z9bVwznkHAEgaqg09O/vc/VRWGKmoNLDk20H16w4bns+w4doFNijYjLe3nYsv1Wai3b0rgt272u+uWMp2f1YvCeGquzIJDrORddDE9PmFRMVZePauhglQ7nwmgxGnlTOrb8NxL/kgktmX5PPQO6l89UY0NqvC+dfmUlxgYPEbzq/ZOWVaCfFJWi+f3kul/5BqLrlZa8A3/BRMRrJ2EXxm8T7S9viSutOPqnI9A4dVMfPCAvIyjXz6Uts1dim7glizPIIrb0knONRC1hFfpp+TTVSvGp7/9+D69W5/dB8jxpUwZ/iU+rKln8Yy64JsHnx5J4vf7YPNpjDv8iMUFxpY/F7DBXv9r67fW3yi1hhuXhtKWUnDBfDd5etZszySg/v9sJj1DB1Twumz8kjb58+yL9rwuP+k37cnkSPNxM+uYNPToVQX6gnqYyX1mwDKM70449GGoOe3uyLJ3uTD9anpLts48L0/eqOD+DPd5yv7v/Nn7yeB9JteRWBvK9ZKHUfW+pC5zpc+UyuJPa19Z6pP2RfKmt9iufL6PQSHmMnK9GP6mYeJiq7i+SfG1K93+31bGDG6gDlnzKsvW/pNf2bNPciDj69n8WcDsdl0zLvwAMXFJhZ/Nsjpc15972fWrIwlP9eH6Jgq5pybTnmZkRefHuW0nq+flXPO1zpQk4ZrwxrPnpdOZYWBigoDS74+4bnTRCf4s8UFwSPsRJ9pIfU5byyFCr59HGR+a6Q6S8fwhxuuATvv86PoDy9m7ykBwD/egX+8+yH+PrEOoqY1JAmx51nIeMfE7v/4UJasx3+AnbJ9eo5+ZcR/oN1p3Y7SEW3mlLm5zLkwi/W/hpNz1AcfXxtjJxQxZnwxG34LY8emE+tUbq29hyL5dWs8N5yzieCAajLzg5h1SioxYeU8/nFDP9b9C39j9KBsJt58fX2Zn7eF+WfsBmB4vDbK74LT91BRbaS82sji1cMAmDj8EFecuY2V2/uTXRhAgK+ZGScdYECvYl79bhxF5e37uFfKDn9WLw3lyjuPEBRmJfuQN9POzycq1sJzd8fXr3fHojRGnFrO7PiGtwMs+TCKWRfl8Z+3UvjqjRjsNoV51+RoscGbznerT5laTP8hWmzg5aW9tu/iv2cCsOGXEA7WxgZPf7mHtD1+7N/lR2W5noFDq5i5IJ+8LCOfvRLbrr+Lmv7+lI8NIfzrTPTlNqwRJgI3FGIosJC7sCFOin4nA9/UclJfa4iT+j60m6rBgZh7++Lw9cKQV0PQunwUu0rB+XH163lnVBD9bgZ2fy+qBgcSsLHQeR8G+GONaP/XD7eFlG1+rP4uiKvuzSYo3EZWhokZFxYR1dvCM7d33U4MSfY9mwf4AS+pqrrm+IWKoswEFiiK8ndVVc2KoswDbgK+U1X1hcY2rChKMNqEPlXAJaqqdnxr5saiJ05h4ZW7mTr9EP4BFjLSg3nw/yY1mYD7B1i5/KrdTmUXLNDmHsrN8XVK9keOyuUvl+89Zk1zfd2P3k9q12Qf4Knb4rni9kymnV+If6CNjGRf/n31IHZvavxuXHWlnrsuGswNDxzmkpuyUXQqOzcE8NpDfVyGWU2cXcSMBQ0Xs4HDqhg4rPZ5t2xjffK3ekko46aWMmZSGSYfB0V5BpZ9Gs5Hz8VSUtC2Q7cW3TeEhTdlMPXsXO24U/148Kbh7N4S3PhxV3lx99WjuP6uA1x8/UEUHez6I5jXnxxIWfGJ9WCuXBrFkFGlTJiej8HkIC/Lmy/f6cNnr/fFXNO2k//8Wb9vTyY/mY//czb2f+uPpVRHaKKFWa/lEDOu6STcUqFweKUvvSdXYwxwPzFX9Ngacrd5k7bUj+oCPYoXBPe3cuq9hQxb2L4TDdVZ9OhYFl7tw9SZh/H3t5KRHsSD95zG7p2NPx9YXW3g7n9O4vqbdnLxwhTtXN8ezusvDqes1PkZ3fS0IGbMPkRIiJnSUiNrVsbx4dtDKC1xXs8/wMLl1+5zKrvgYq1jNDfbV5L97udPFxeMeKyK/f/zJut7I9YyhYAEO2NfqiT0pLa5424MVhn/eTn7X/Qmb6UXhz8zYgxWiZtnIeGfNW7fBtAR2rvN3Ls1iKRRpUyenUtwmBW7XeHoQR9ef3Ig333cvgleU/77wWSuLfLnzHH7CfC1kJYVyl2vzmJHWuNDrwN8zVw3d7NT2SXTdgKQXehfn+ynZ4VyMCeYmScdINi/Gptdz/7MMP7vren8tj3eZbvtYdHtA7j8tqNMm1eAf1BtbHBtArv/aHxERXWlnrsvHcL19x/mkpuyUBSVXRsDee2/fV1igwmzipgxv2HuBafYIMdYn+yvXhLGyVNKGDOpFJO3g6J8Az9+FsFHL8R1SGyQc1U8YaGZBG4oRFdlwxLnS+ZNg6hOaDxOKj0jEr9dJfjtKUVX48Ae6EVlUhBFs2OwxDZ02Biza9DZVHTlNqLfP+j6+Vf07zbJPsCTt/Thiswcpl1QTECQnYx93jxweX92b+y68/Uoqrsxl39SiqJcCbwDjAMerv1vlKq6PjWmKMpc4HvgAmA9sAcIBG4D3M9MAWmqqq5XFOVTaif4QXtHr1uqqn7Ywv0fCuyeMPB6/L3/XM+NOlIzOnsXOo0usOteYNqTo6z5E8T1JNftSe7sXeg0b501vbN3ocNVmAtYd+htgGGqqu7p7P35s+kpccGd355K9KA/V1ux4vSOSRy7orLJg5peqQcKWLqjs3ehUyQ/P7yzd6HTJNzwR2fvQoerUEvZwE/QzLhA7uw7q5vJRg9MBz5x16DX+gWtB/4ytEa8bszV841s/z20AODU2n9fVPvjSYsadSGEEEK0KYkLhBBCdFuS7DurG7NSoKpqo2NnVFWtRhvOV6fZU96qqtqv5bsmhBBCiA4mcYEQQohuS2bjdzYOqAQOdfaOCCGEEKLTSVwghBCi25I7+4CiKBcAk9Fm0X1TVdXOecGpEEIIITqdxAVCCCF6Akn2NYvQhuq9BdzayfsihBBCiM4lcYEQQohuT5J9QFXV/k2vJYQQQog/A4kLhBBC9ATyzL4QQgghhBBCCNHDSLIvhBBCCCGEEEL0MJLsCyGEEEIIIYQQPYwk+0IIIYQQQgghRA8jyb4QQgghhBBCCNHDSLIvhBBCCCGEEEL0MJLsCyGEEEIIIYQQPYwk+0IIIYQQQgghRA8jyb4QQgghhBBCCNHDSLIvhBBCCCGEEEL0MJLsCyGEEEIIIYQQPYwk+0IIIYQQQgghRA8jyb4QQgghhBBCCNHDSLIvhBBCCCGEEEL0MJLsCyGEEEIIIYQQPYwk+0IIIYQQQgghRA8jyb4QQgghhBBCCNHDSLIvhBBCCCGEEEL0MJLsCyGEEEIIIYQQPYxXZ++AaHv2AxnYlaLO3o0O5RXfr7N3odOoxaWdvQudQrVaOnsXOsXzd13c2bvQaU7/Yn1n70KHyz9QxroLOnsvRHe3MCiToSGmzt6NDrWsMLizd6HTGMvtnb0LncJRU9PZu9ApgncZOnsXOo1uVFJn70KH01XnQfJPzV+/HfdFCCGEEEIIIYQQnUCSfSGEEEIIIYQQooeRZF8IIYQQQgghhOhhJNkXQgghhBBCCCF6GEn2hRBCCCGEEEKIHkaSfSGEEEIIIYQQooeRZF8IIYQQQgghhOhhJNkXQgghhBBCCCF6GEn2hRBCCCGEEEKIHkaSfSGEEEIIIYQQooeRZF8IIYQQQgghhOhhJNkXQgghhBBCCCF6GEn2hRBCCCGEEEKIHkaSfSGEEEIIIYQQooeRZF8IIYQQQgghhOhhJNkXQgghhBBCCCF6GEn2hRBCCCGEEEKIHkaSfSGEEEIIIYQQooeRZF8IIYQQQgghhOhhJNkXQgghhBBCCCF6GEn2hRBCCCGEEEKIHkaSfSGEEEIIIYQQooeRZF8IIYQQQgghhOhhvDp7B0T3ZjA6uPzOHKZdUIx/kJ2MfT6892Q0W1cHdPauueVlsLPw2mSmnHkE/wArB9MCef/1IWzfHNlk3bDwaq77x25Gj8tDp4OdW8N543/DyMnyc1rP18/KRZenctrp2YRHVlNabGL75gg+fieR/Fzf+vVOOz2L2ecepN+AMgIDrZSWGEneE8LHbw/mUEZgGx+3g4U3ZzD17Fz8A20cTPXj/Rf6s219aNPHHWnm+rsPMHp8ETod7NgUzBtPDCTnqI/HOkljSlj0wXYALp4wnrISY/2y8dPzOX1WHoOGlRMSbqEgx8SmVWF88mpfKssNrT7W9tLdznV3DF52rpm7mZknHyDA10xaZihvfn8Sm5PjGq13+qgMpo5NZ3DffEIDq8gr9mf9rj68t2w0FdUmp3Wnjk1j/PDDJPXLIy6yjG2pMdzy3Nz2PKwmOSyQ+bJC4VIFWxn4DoLYvzsIOq159QuXK+R+pFCdCooXeMdD3E0OAk/Wlhd8q5Dxb8995/GPOAg7S22DIxGiY1nMCu8/Fc0vX4VSUaqn/5Bqrrgrm7FnVDRa74NF0Xz4TLRLucHkYEnGTqeyyjIdnzwfxbofgynINhAcZmP0pHIuuy2HyDhrmx5Pe+sp7cSV87YwY3waAX5m0o+E8vbisWzZE9tovd7RJZw9JZkh8fkM6leI0WDnkjsuJLfA+dgD/WqYfXoqp406TJ+YUry8HBzODuLL5cNYuSm+PQ+tzfWI71tv58bTNzF3WCoB3mb254Xx0qqT2Xiwd6P1piamM3PIAYbG5BHmX01umR9rDvTj9bVjqTA7xwUzhxzg9EEHGd4rjz6hpWw+1IvrPjq3PQ/LicHLzsKFu5g69SD+/hYyDgbz/vvD2bYtpsm6YWFVXH/9VsaMzkGnU9mxI4rX3xhDTo6/03q+vhYuvngP4087Snh4NSWlJrZvi+ajj4eRn9+QJ4w/7Qhz5hygX79SAgPNlJaaSE4O58OPhnHoUHBbHzogd/ZFK93+3BHOvz6fX78O4ZUHYnE44OEP0hl6cuOBQGe57V/bOO+iNFau6M3rzw/HYVf4z6INJI0obLSet4+Nx/63jmGjCvn8gwQ+emsw8QmlPP6/tQQEWurXUxSV/z77O2fNy2D96hhefXYEq36OZeKULBa9sgYfn4bApV98ORXlRr77YgAvPz2CH77px4CEUp55YzX9B5a27XE/msy8y4/y25IoXnt8IHa7wn9e2UXSmJLGj9vXxuPvbGfYSSV8/kZfPnypHwOGVPDEu9sJCHIfhCmKyo33HaC6yv3l5eYHU+gdX6Xty2MD2bI2lLMvzeTpj7ZhNNlbe6jtprud6+7cu3AVF07bxU9/DOSFL07DoSo8+fcfGT4gp9F6d1y6hr7RJazYNJDnPx/Ppr1xzDtjD6/c+R1Gg81p3XMn7WPiiEPkFftRVmnysMWOlfGAQu6HCmGzVfrcqYIO9t+so3xb03UzX1FIv0fBGKXS+w6V2JtUfBNULHlK/Tr+Y1X6P+Jw+fEdooJeJfAUSfRF9/T0P/uw+PVIps4r5saHMtHp4P8WDmD3Rr+mKwM3P36Eu/53qP7n9mcOOy13OOCeiwfw/XvhTJhVwt8ePsrk84pZsySYW88dRFVF9wpTe0I7cfe1q1lw5m5+2TCAFz86FYdD4bFblzNsUOPtRNLAPObN2IuPt5VDWUGNrnf1BVsoqzTx4fcjeeursZjNXjzwt9+44rytbX047aonfN8Pzf2Vy07eyQ97BvHUTxNxqAr/u+gHRsVlN1rv/tmr6B9ezA97EnhqxQR+T+/DRWN38d4VizF5OccFC8bsYfKgg+SU+VFa3fFxwW23bWDevGR++60vr702Bodd4aH/rGJoUn6j9by9rTz++K8MH5bHZ58n8cGHwxkwoJgnn/iFgABz/XqKovLoI78x96wD/L4+jldeHcuqlX2ZNOkwzzz9k3Ps36+Uigoj336bwIsvncTSpYMYMKCY555dQf/+xe1y/HJnvxkURbkSeOeYIjNwGFgBPKyqau4x6/YB7gNmATFAKfA78JSqquuO2+5k4LdjimzAEWAt8KCqqultfChtKnFUFVPOK+GNh2L48lXtzvjPX4bw+q8pXHt/NreeM6iT99BZwpBizpieyVsvDWXxJwMB+OXH3rz8/m9cfeMe7rjxdI91z5qXQWzvSv557ensTw4BYPOGSF5+/zfmXXyA919PAmDw0GISk0p4+ZnhLF3c0EN99LA/t963nVHj8lm/uhcAn7yb6PI5y7/vy3tfr2DOeQd5adHItjnu4WVMnpPHm0/Fs/jdPtpxfxvFK9/+wdW3pXPHZWM81p17cRax/aq55aIx7N+tjTbYvCaUV775g/OvPMJ7z7v2ws9ekEV4dA3Lv4rhvIWZLssfvXUou/4IcSrbvzeAOx5LZsrcXJZ/1as1h9suutu57s6QvnlMH5fGy4tP4dOfRwCwfOMg3r3/K26ct5G/LfLcy/7AG9PZvt/5e0k5HM6/rljFjHEHWPr74PryR96bTH6JH6qq8O79X7bLsbRExS4o+lFH3K0OYq7Qku7ws1V2z9dx5FkdSe87PNfdCVmvK/S+TSV6oeeE3TsOvOOclztq4NCjCoHjwBDeNsciuo4/Q1yQvM2Xld+GcO3/ZbLgRi0onj6/iOunDubN//biue/3N7mNSWeVEBTmuRN33xZfUrf78fdHjnLOVQX15XEDzDxzWx+2rQlgwuy27fxuLz2hnRjcP5+pp6bz6qcn8/mPwwFY8ftA3v7vYm648A9ufuRsj3V/39aXc/7Wj+oaIxfO2sWgvpvcrncwM4TL755PbmHD3e9vfxnCoruWcclZO/nsh+HUWLruKL86PeH7HhqTy6yhB3jml9P4YOMoAJbsSuCL6z7jn1PXc+X753use+fimWw57DzaY192BA+f8ytzhqby9Y6k+vL7v5tGXrkfKgpfXPdpuxyLJwkJhUyefJg33xzFV4uHAPDzL/159ZUfuPrq7dx+xwyPdefO3U9cbDm33DKT1P1hAGze3ItXX/mB889P5r33tDh98OACEhOLeOnlsSxZklBf/2hmILfdupHRo3L4fb02UuLjT4a5fM6Py+P54P1vOeusA7z44rg2O/Y63avLtPM9ACwEbkJrqG8E1iuK4gugKMoEYBdwCfAV8DfgeWAosEZRlJs9bPeF2u1eDywFLgL+UBSl62U9x5g4twS7DX74MKy+zGrW8eMnoSSdVEVEL0sjtTvehMlZ2G0Ky77tW19mtehZsaQPQ4YXEx5Z3WjdlL3B9Yk+wNHDAWzfEs6kqVn1Zb5+Wu9dSZG3U/3iQu3fFrO+0X0sKTZhrtHj5992QxcnzszHboNlXzScTlaLnhVfxZA0uozw6BqPdSfMzCdlV0B9og9wNMOP7RtDmDQrz2V9/yArC/+RwYcv9qeyzH1f4vGJPsD6n7VsqHd8VbOPqyN1t3PdnTPGZGCzK3y3tiExt9i8WLo+kWHxeUSGeL4TcXyiD7B6ez8A+kWXOJXnFfujqorL+p2l+GcF9CqRFzQk4zoThJ+nUrlTwdzIzarcjxQM4RD1FxVVBXsLTs+SVQqOSoWwOXJXv4frsXHB2iVB6PQqcy5rGPlm9FaZdUkh+7b4kZfZdEKmApXlOlQPfwZVFVqbGBLh3OaFRllrP89zZ1xX0xPaidPHZWC3KyxZ2XAzwmr14ofViQwdlEdEqOd2orzSRHWN0ePyOjkFAU6JvkZh3da+GA12YiLLT3T3O1RP+L6nD07H5lBYvK0hMbfYvfh2xxBGxuUSFeD5+z4+0Qf4NbU/AP3DS5zKc8v9UemcuGDixMPY7QrLlg2sL7Na9SxfEU9SUgHh4ZWe6044QkpKaH2iD3D0aCDbt0dx+qSGUUq+vrWxf7Fz7F9UmwuYLU3E/iXemM1e+Pu1zzkjyX7LLFNV9UNVVd9UVfVK4DmgP3CuoighwJdANTBGVdXbVVV9S1XVR4ARaL3yzymKMt7NdtfUbvcdVVVvBu4AQoErOuCYTtjAYdUcTTfVN9Z1UrZrz6XHD/WcPHeGAQmlZB7xo7rKOUBJ3acln/GD3N89UBSV/gPKOJAS7LIsdV8IveIq64fo7E8OprpKz8Jr9zFiTD5h4dUMG1XAVTfuJWVvMNs2R7hsw8/fSmCwmb7xZdxyz3b8/G3s2NJ2twIHDK4g85Av1ZXOyXfKLi2Bjx/s/mKuKCr9EyrYv8f12bPUXYH06lODj6/zUK3Lb86guMDIss9bFo+GhGsXuLLirtmb393OdXcGxRVyNC+IquOCsX0HtXNyYFzjj7IcLyxQO+aSSu8m1uxcVckK3n1B7/x4Hf7DtOyjOsVz3bJNCn5DIfdjhe1TdGwdr2f7dB25nzYdtBQuU9B5q4RMk2S/h+uxccGB3b7ExZvxC3BOuBNHab1e6Xs8z9tS58pTkzg/cQTnDRrOEzf1oTjfuR1KGFGFt6+d956MYftafwqyDexc78db/+1FwqhKxkzqHokf9Ix2YmCfQo7kuLYTyem17USfonb77JAg7fdTWt6125Q6PeH7HhxdwOGiYCotzt/37mxtpEJiVIG7ah6F+2nXhpKqrvMdDhhQTGZmAFXVx8X+KVoCPyC+xG09RVHp37+E/ftd57ZKSQ2jV6+Khth/fxjV1V4sXLiLkSNzCAurYviwPK65ejspKaFs2+Y6f4mfn4WgwBr69Svhn7dsws/PyvbtUa08WvdkGH/r/Archtaw3wBEA5erqpp27EqqqlYrinIFsB/tLsCsZmyX2u12WaGRNopyXZOzurKwKJvLss4UElZDUaHrBaioUHt+KDTc/R3ugEALRpODogLXunV37EPDa8g8YqCs1MQT/z6Jm+/ezmMv/F6/3paNkTx6/zgcdtf+tadfW03vvlrCXVWl55N3E1ixpK/LeicqJMJMUb5rb3tRgVYWFuG+JzEgyIrRpFLsrm5tWWikhcyD2mWkX0IFsxdk8cCNI3A4WtaDu+Caw9htsHaFa2dIV9DdznV3woKqKCz1dSmvKwsPatmoiktn7sBmV1i1tUtfprAWuB9GX1dmyVfQ7j86s5WBrVihYrtK2SaFXjeomKJVCr5TOPy4DsXLQeR894m8rRRK10HwFBV98x5tFj1Hj4kLivK86u+wH6uurNDNNbGOf7CNc67KZ8jYSgwmld0b/fn+3XBStvvyv2Wp9R0IQWF27nv1EM/d2Zu7L2y48zZ2chn/98ZB9N0oSu0R7URwFUWlrp04dWVhwe0z+i7Az8yc01PYmRJFkZt2qivqCd93uH8l+RWuv++C2rKIAM93vd258rRt2BwKPyd3nYkWQ0NqKCpyc07XloWGue+UCQiwYDQ6KCpupG5oNZmZBsrKTDz2+Hhu+ccfPP5Yw1NYmzdH88ijE3E4XGP/Z59ZQe/eWmdmVZUXH38ylOUrBrT8AJuhG11Gu6S6b6UQuByoAT53t6KqqhmKoqwFpiqK4qOqamNdfsdu1y1FUSKB4zOj9jlLPDB6O7BaXJM6i1krM3Wx4Xcmkx2r1fUPzlo7vMZkdP9codGkHYe7uhaLrnbbDcdaWmIiPTWYJV+FcjgjgP6DSpl/6QFuvW8bj/2f67M4zz06Gl8/G9G9Kpk+5zAmkx2dTsVub5shTyaTA6vFzXGbtTKjt4fjrv3+3NW11NY1HVP3r/fuZ/PaMLb93vQM/8eafFYuZ87P4Yu3epN1uGs28t3tXHfHZLBhtbkOJbNY9fXLm2v6SQeYOyGFj1eM4Gi+54mYugKHGXRuchKldo4gh4enWOqG7NtKFOKfcBB2ppbYh8zQnvfPekPxmOwX/aSgWhXC5nT980K0uR4TF1hqdBiMrue40aSVmWs8Dw6dd63zHcFJZ5WSOKqSJ27qx5J3w7no5obHwILCbAwcVkXSVZX0TaghfY8Pn78cydO39uH+1w+e6O53uB7RThjtWK2NtBPGtk9gFUXlvhtW4u9r4YUPm/mKlC6gR3zfXna3cYHZ5lW7vPnf96ykVOaNSuad9aM4XBzcVrvYap5i/6bOaWNtufu8oS72b4iBS0u9SUsL4fvvB3HocBDx8cUsmL+P227dyKOPTXTZxjPPnoqvr5WY6ApmzEjHZGzb2P9Ykuy3TJCiKOGANzABrTe+GlgCPA6kqKpqbqT+DuAMYCDaM3x1Amq3awBGoz3Pp6I93+fJ34B/n+BxtInWBAKdwWzWYzC4XnwNtUm+p2dq6hJbd3WNRkfttrV1ontV8tgL63j6v2P4fZU2lH3D2hjysn257f5tjD01ly0bnIfpJO9pSI5X/xLLqx9qN3Deesl1Eo8TYTbrMBjdHHdtB4WlxsNx135/7urWdYCYa+uePiuPIaPL+Nu5LZtYZOiYEm55KIXNa0N47/mue4e4u53r7pitXhi8XDt2jAZ7/fLmGDEgm7svW83GPXG88V3bTyTT1nQmcLiZAqPuSq3zMNpQV9sZoHiphE5v+O4VHYSeqZL1ig5zNpjcvLmnaJmCPkglaEIrd150Bz02LmjrZGbq+SW88ZCVrWsC6pP97ENG7po/gDtfOMyks7RH6cbPKiOqt4VF/+zLH78GMG5q9xjK3yPaCYseg6GRdsLS9mnDzZet55QRR3ns9dNJPxLWdIUuokd83za927igLsmvS/qbMrp3Fv8+ayXr0nrz0spT2nQfW8tT7N/UOW2pLXefN9TF/loMHB1dwROP/8Kip09j3TptIr4NG+LIy/Xj9ts3ctJPWWze7Px4a3Jyw5DDVav78tqrSwF4863RLTq+5uj6Z2LX8jOQjzYz7qdABTBPVdVMIABoqkWqW378S9Tfrt1uFtpEPH7AFaqqbm5kWy8Dw4776biXVtKcIX5dqy+puNCb0DDX23ihYVoc5m6YPkB5mRGLWed2mH9I7fbq6k6ffRiD0c6m350T+o3rtOd1koY3/rxbRbmRHVvDmTzjaBNH03zF+SZC3QzVD619Tr7QzTB9gPJSAxazQoi7urVlRXla3avvSGPt8gisVoXIXtVE9qrGL1BrLMKjzYRGuMa6/RMreODF3Rw64Mejtw51+4hDV9HdznV3Ckt9CXMzVL+urKAZQycHxBby2I0rSM8O4YE3p2N3MzStqzGEa0P5j1dXZoxwf3feKwgUk4pXMCjH9YcZavvn7GWu9czZUL4VQmeobkcUiB6nx8YFTQ9TbvlEsuG9LFSUNPxBrfgsFKtZxynTnf+YTp2p/XvPH93nOZge0U6U+BIa5DrApK6ssKRtR99dfu5Wzpu2j9c/P4mffu/6s9cfqyd83wUVfkT4u8YF4bVl+eVN//0lRBbw3PxlpOWHcufiM7GrXSsuKCr2JjTUzTldW1ZU6H7ukfJyIxaLjtCQRurWDuefMT0dg8HBpo3OCf2GjXEAJCX9f3t3Hl9Fdf9//PWBJBAIEGTfFEQERVCoa9WKGwhuxaVFkYqttXUrPqp1+X5tS+3qT9u6tXX7VrStWKtWLWBdQUGpqFAWFVmDyE4IJDFhC+f3x5lLbm7m3qzkJpP38/GYx01mzpw5c2fuzOfMnDmTuu+D4uIsFi7qxumn56VemVpq/Hti43I9sAz/KpxN+Cv2sUs+RfgTeyqx6Ykn/7uA2UAZsBX41DmXsu2Mc24zUKE7dLOG7ely5cfZHP3VYtrklFXooGTQsOp33tOQVi3vwNBhW8lus6dCJ30DjyzYPz2Mc0beqvYcNnB7pWkDjyxgw7o2lAYdf+QetAszaNnCEb8BW7Z0wWfVd0KyWpXRJqf+msqtXJrD0OMLyG67t0InfQOH+mBq1dKc0PmcM/KW5zBgcOVYdeCQQjZ83prSEp9f1x676HreZk4/r3IP/Q89/xErl7blxovL7wJ371PKzx9ZxI5tmfzk+0PYWdK4D0VNbV8Ps+KLTgw7fD1tWu+u0PnSkX0375+eSs/Ohdx7wysUFGVz6x/OoXRX06jJthnoKPzQKCuu2Elf8WJ/vMyu/AZMwN/BbzMQvvzYtwyIr7jvCV7Nm1H5xRJs+7eBUxP+ZiSycUH/waUsfC+HL4taVOikb+mC2nVA5hxsWpvFYUeVz7d9awbOwb6Em4tle63CZ1MQhfPEyrWdGHbEhkrniSP6B+eJz2v2mF4qF575CRPHLuC5VwfzzIz6edVwQ4rC9v5sUyeOPWQdbbN2V+ik76iem4LpqTuL7p27g4fGTWdbSTY3PnsupXsaX1ywamVHjh66mTbZeyp00jdwoH8iauWq3ND5nDPy8nIZMKDyTbpBA/PZsCGnPPbP3YmZo0VLR3zwH4v5W7aoOh5olVW2v1f/+ta4Lr80fvOcc28452Y55z6NO6EDfAoMNIs9CRpqKLAH3yFPvMVBvjOdc4urOqE3FrOndaBlBhVey5OZtY+R39zGpx+1Ycv6ql/B0pDendWDlhmO0Reu2T8uI7OMs8Z8ztKPO7J1sz8wd+lWQu+DixLm7cnAI7dz2MCC/eN69Sni6OFbmTOz/EreurU5tGhBhdfxAZwW3KlfuSx3/7gOuZXvdnftXsIxX9nKiqW5labV1ruvdaFlBoy+tLxMGZn7OHvsRpYubMfWjb5VQpceO+ndr2JnLHNe68LAIUUMGFx+16VX3xKOPqGA2XGd6f38xsGVhrdn+On33j6Ix+4u73ipY+dd/PLRhezbB3deM5TCgsa1n4Rpavt6mFkL+pHR0nHBKUv3j8vMKGPMScv4eHVXNhf4mnDXjsUc3G17hXkPal/Cb2+cwT5n3PLgaHYUN/4gJqbj2Q7KjM3Pl1ca9u2GrS8ZbYc4WgWd5O7aAKWrK8570Eg/b/7LcfPugvwZRutDHVldKy8v/xUjq4cjp/5b4knjFNm44NTztrOvzCq8Wmz3LuO1v3di0PAv6drLB6abv8jk8+UVV3F7fuXHw6Y92Ykd+Zkce3r5+bXXobtwznjnXxWvnM18MReA/kfV7IJCOkXhPPH2B31p2dJx3ojy15RkZpRxzinL+WRlF7ZsC84TBxXTp8f2Wi9nxPGruGH8f3j9vf78cWrjavZdXVHY3m8s7U9GC8dFwz7ZPy6zZRkXDv2MReu6sqnIb+/u7Yvo26mgwryd2pbwx8um4Zxx3TPnUVDSOOOCOe/2oWVLx+jRK/aPy8wo4+yzV7F0aSe2bvWtF7p0+ZLevSu2MJozpw8DB25jwIDybdyrVyFHH72J2bP77B+3bl07H/vHvY4PYMQIX99Yuar8+NahQ+VWwl27FnPMMRtZvqL+LqbFa9y305qWacBJwKXAXxMnmllf4FTgjSo64WkyPlvQlnde7sBVd2ygQ+e9rF/dirO/sY1ufXbzu5v7VJ1BA/vsk4OY/VZPrvzeJ3TI3cWGdW0585y1dOtRwv2/OWZ/uh/eOZ+hw/I595Ty1o/TX+jLqPPXMPme93lhan/K9rbg6+NWUlDQiheeKa/IvjHjYC4at4IbfrSQQw/fweer29H/8B2MOm8NeavaMfed8gd8//DUTBZ+1JlVyztQXJRJz95fMvK8NbTM2MeUh8vfeVrn9V7cntn/7sLEm1aT22kP6z/P5qwLN9Kt507u/3H51fSbf/UpQ4/fwZjBI8rXe2pPzrlkPZP/uJgXpvRh715j7JVfUJCfxQtTyrfx3Lcq96Ife6Xfh7MPonB7+UnvrkcW0ePgnfzj//owePgOBg8vf+Xh9vwsFsw9MAe7umhq+3qYT/O68tZH/bjmwnnktitl3eb2nHPicrp3KuLuv35tf7r/vXIWww7fwNeu++7+cfdc/wq9uhTx9GtDGXLYRoZQ/nL6gsJsPlzae///Rx+2gaMP2wBAbs5OsrP28K1z5gOwcEUPFq4Iecj9AMoZAh3P3se6B42926BVH8j/l7F7A/SbXF4vW31nC4o+Mo77b/ktxq6XOLb+07Hm18bONZDVA/KnGbs2wID7K1+pL1kBpcuM7t/eRwM3tJLGqUnHBYOGl3Dq+QU88eue7NiaQc9+u3n92Y5sWpvFD39bHtTeM+kQFs3N4dX1/90/7lvHDeZrFxTQ74idZLXax5J5Obz9Ui79B5cw5oryJq0jv7GN5x/uygO39WblkmwOGbiT5Yuz+ffTnThkYCknjw5/JW5jFIXzxNJVXZk1rx9XX/IBue1LWbepPaNOWU73zkXc++fyTsZuv+Ztjhm0kTMmfmf/uLbZuxl71scADB7gWwKMPfMTikuyKC5pxYtv+rhmUL8t3P7dtyksbsWCT3py1kkVXlTBxyu6smFL4lMtjU8UtveS9d147dP+3DjifQ5qU8ragg6cP+QzenQo4mfTR+xP9/Pz3+LYQ9Yz7FfX7h/3h3HT6NOxkCfmHsOw3hsZ1rs8Lsj/Mpv388q/g+F91jP8YB8XdGyzk+zMvVx98kcAzP+8B/PX1ux1zTXx2WedeWd2HyZOXEiH3J1sWN+OM89aTbduX3Lf/eUXmm65+T8MHbqZ0WMu2z9u2vQBnHPOSn42+W2ef+EIyvYaY8d+RkFBa154YdD+dK+/cSgXX7yUH9z4Af37F/D5mg70P6yAc0atJC+vA++9Vx4j/emPM/jvwu6sWpVLcVEWPXsVMWrkKlq2dDzxxIFp4aLKfv15BJgE3GNm7znnVsUmmFlr4AnA8E3zIuP/TTqYK9dt5MyLC2jXoYzVn7bmJ9/qx5L3w5uGp9tvfzGcCVcv5YxRa8lpt4fVK9vzs1tP5OOFqZsqlZZmcvuNJ3PND5Yw7splWAvH4gWdeeyBoyjcXn5Ho6gwi5uuPo0rrl7KCSdvZMyFeRQWZvL6jIN58pEj2Lu3vDHNjBf7ctxJm/jKCZvJbrOX7QWtWPBBV/7+1OGsWVW/J7p77xjEhBvzOOP8TeS038PqZTlMvn4ISz7KTb3eJRncNvEYrrltJeO+twZrAYs/yOXRu/vX+o58/0G+9cCl31lbadqieR0aZWUfmt6+HuZXT45g07aPGHX8cnLa7GbVuoO47Y+jqqyAD+jjm7FdPnJRpWkLlvWoUNkfPnA9V507v0Kaqy/wJ/Unpg9v8Mo+wKG/cKz7A+RPN/YWQpsBMOCBfbT7Sur5WrSGgY/tY+3vjS0vGftKfdP+wx/cR4eQN6Pnz/A1/E6jw/sBkGanyccFt97/OU/22sObzx9E0Y6W9DuilLueWsWQE1O/kuv0iwr45MM2vDsjl927jK6993DpdZu5bNImWrcp/320P6iMB19ZxlP3dOc/r7dn+l860a5jGaPG5XPV7RtCO0BrzKJwnvj1Y1/j2xflcPZXV9Cu7W5Wre3I/9w3kkXLUh+7c9ru4tsXVzz2f2P0EgA2bs3ZX9k/pFcBWZn7yMrcya1Xz66Uz92Pn9okKvsQje3945fP4LrT5nHukGW0b72L5Zs7MenZ0VVWwAd283e7rzrpv5WmfbimZ4XK/nF91/H9Uyt2N3L9afMAeHj2sQe0sg9w770n8a0JizjzjDxycnazenUuP518GkuWhDTPi1Namsltt53JNdfM57JxH2PmWLy4K488OpwdheX9fBUVteIHk0Yx4YrFnHD8Os4ds4LCwla89tqhTHnyaPbGvfFg+owBHH/ceo79ygays/ewfXtr5s/vzt+fHUxeXu4BWX9zrmkdSNPBzCbiT8rHpeocx8xOxXeksw94HPgE/47difiedic55x6MSz8CmAlc6px7rh7KORhYciJnk2ON+3VY9S3j0L7pLkLauIKmc+ejPpUVFFSdKIJKv358uouQNl+bPDfdRWhwW1YU8vjFbwIc5Zz7ON3lEa+pxQWLZvVh8MBUTxNEz6iex6S7CGmzZ+Sx6S5CWmS+lqr/yujafEPI1edmovuc7ekuQoMrLt3Me0sfhmrGBbqzX4+cc7PNbCjwP/hmez2AHcB7wLedc3PSWT4RERFpOIoLREQknVTZrwbn3BRgSjXT5gHXVDPtLHwTPhEREWkiFBeIiEhToN74RURERERERCJGlX0RERERERGRiFFlX0RERERERCRiVNkXERERERERiRhV9kVEREREREQiRpV9ERERERERkYhRZV9EREREREQkYlTZFxEREREREYkYVfZFREREREREIkaVfREREREREZGIUWVfREREREREJGJU2RcRERERERGJGFX2RURERERERCJGlX0RERERERGRiFFlX0RERERERCRiVNkXERERERERiRhV9kVEREREREQiRpV9ERERERERkYhRZV9EREREREQkYlTZFxEREREREYkYVfZFREREREREIiYj3QWQepUFUEIxuHQXpWG13L013UVIn71F6S5BWpS5wnQXIS12FW5MdxHSZsuK5rfNCz4vjv2Zlc5ySJOVBbBi9Z50l6PBFbsd6S5C2uwt3pTuIqRFRjPd5jvzm29cUFza/OKCkl3bYn9WKy4w55pZrTDCzOwC4KV0l0NEROrdhc65l9NdCGlaFBeIiERWteICVfYjxMw6AKcBa4HdDbz4/viA4kJgZQMvO52a63pD8113rbfWuyFlAX2At51rpretpNYUF6RNc113rbfWu7lI57rXKC5QM/4ICTZ4Wu78mFnsz5XOuY/TUYZ0aK7rDc133bXeWu80WJCm5UoTp7ggPZrrumu9td7NRSNY92rHBeqgT0RERERERCRiVNkXERERERERiRhV9kVEREREREQiRpV9qS9bgJ8Fn81Jc11vaL7rrvVuXprreovUVXP+7TTXddd6Ny/Ndb2hCa27euMXERERERERiRjd2RcRERERERGJGFX2RURERERERCJGlX0RERERERGRiFFlX0RERERERCRiVNkXERERERERiRhV9iPIzK4zM2dm76dI48zsoSrymWVmS2qx/BFB/rGhzMw2m9lzZnZEivnGBOnXm1novmlmeQl5bzaz2WY2tqblDPKbmJBf4nBikC5+3F4z22ZmH5nZ/WZ2ZEi+fePS35lk2X8LphfXpux1XM+9ZrbOzKaYWa+Q9GZmE8zsHTPbbmYlZrbYzH5iZm1TLGesmb1iZlvNbHewLZ81szPi0sT2j0sS5s0ys2lmts/Mvl0P63lKkvVaG0yfFjc+1T7wcMg+nXRIWN6zwfi7k5Q39Luob3Hfy7Eh0+YF065NMm911ntykHZKNdLmHch1TSbkN7DTzJaZ2UNm1i0h7cHBds8zs13mjzMvmtnJIfkm7ht7zGyVmT1lZoc23BqKpGaKDapbTsUFEYoLQtZVsQGKC+LWJfKxQUZDLkwazHggDzjezA5zzq1IUzkeAD4AMoGhwPeBEWZ2lHNuY0j6WLn7AmcAbyTJ97/Ab4O/ewLfA14ws2udcw/Xsqw/AVaHjI//7l4HngIM6AAcDVwJXGdmtznnfhcy/07gMuAX8SODE+OFwfSGFFvP1sCJwETglGCb7AzK1hJ4GvgGMBuYDJQApwI/BS41s7Occ5timZqZAX8O8lsA/A7YCPQAxgJvmtnJzrn3wgplZpnAc8AY4LvOuT/XcT13ApcDcxLGnwb0BnaFzBPbvomWAWuACQnjfw0UA78MK4CZtQfOx+/Tl5nZ7a6RvevUzAYAx+HLOB74U0iyxPWONxnoD8QqD4+Q/Hd7Jn7/+E/NS1qv4n8DpwDXAmOC30BJcNKeEaR9HPgE6I4v+2wzm+ScezAk3/jj3XDgGuBcMxvinFt/IFdIpJoUG9SM4oJoxQWg2KBKzTQugCjHBs45DREagH6Awx9INwM/TZLOAQ9VkdcsYEktyjAiyP+ShPHfD8bfGjJPW/zB8UZgPvBEkrzzgGkJ47oH835Wi7JODMp0bBXpQr8voBPwXjB9TNz4vsG454PPoxPmuxzYDbwMFDfAfhG6nsBvgvHfiBt3RzDunpB8zgfKgFcSxt8SzPN7wELmmwAcH7Z/4A+A/wT24U/o9bGezwNbgIyE6Y8CHybuR9X5PYQsawkwK8X0q4JtfHqQ/2khaUJ/Kw24/X8GbAIuCr7/vjXI8+ogzweqkbYH/niUB3Q80Pt7Db+D3wbjLwM6AhvwAWn/hHTZwDvB/v/VqrYh/ljmgDvSsb4aNMQPKDaoSTlDjxXV/a5QXBAb3yjigoR1VWxQ9fZvNnFBFd9DZGIDNeOPnvFAATAdf0V0fHqLU8Hs4LN/yLSx+B/MP4BngIvMrHV1MnX+TsCn+GCmQTnn8oFxwF7gf0OSzMVfKbw8Yfx44N/AtgNawKpV2CZmlg38CH/F+o7ExM65fwFPAudYeVPG7CDtUuAWFxzNEub7i3NuXuJ4M8vAb+8LgWudc4/Vx0oBU/EB19lxy8oCLsHfnWgI44HXnXMz8ftnY/otxlyOP05MA3ZQeT8NZWaD8VerF+D3l1RpWwB/w58sL3fOFdSlwAfAW8FnP/ydwO7Aj5xzK+MTOedK8XfsHP4OQE3yFUk3xQYNRHFBo40LQLFBdSgu8CITG6iyHz3jgRecc7vxB7UBZnZcmssU0zf4DPtRjwdmBifnZ4B2+KvFVQqaevUB8utQtg5m1jlh6FSdGZ1znwNvAycGzbMSTQXGBU3aMLPOwEga7sSSSt/gM7ZNTsEffJ92zu1NMk+sOdt5cfMcFMxTVoNlZ+C/m7HA9c65R2owb1Xy8AHVZXHjRuObWT6TZJ7WIftA5yAQqBEz64m/aj81GDUVuKQ2eR0oZnYCcBgwNThevEA1gg4zawM8i7+KPc45F9bsMd6P8d/FT12S5pppFqtg5OOPOTvx61eJc241vvnnGUEwW918RdJNsUHNKS7wohIXgGKDlBQXVBCZ2ECV/Qgxs68Agyg/YM0BviB9Vw3bBQfEHmY2CriP8mZU+5lZV+AsgnIHJ8m5JC93ZtzBdij+JNMNf+W/tt7AN+2KH9bVYP4l+N9T35BpTwMHA7EOPL6BP2i8XMuy1kUseOltZhfjn7Xbhb+CCxDrVGhhijxi045I+Fxcw7L8Bn81/QbnXNgzYXX1NPD1uAPveOBtl/wZqe9QeR/Ygm/KVlOX4b/Xl4L/n8EHS2NqkdeBcgWwFng3+P8Z4EgzO6aK+R7E7yfXO+eWpUpoZqfhT+pv4rd3YxD/G/gm/kp8Kf43cCS+yW+qQGUhvonpYQnj4493Y4D7CTneiTQ0xQa1jg0UF3hRigtAsUEqzTUugAjHBuqgL1rG45+zmQngnHNm9nfgCjO7uYZXV+tDYmcqW4AJzrkPEsaPwz8XFL/jTwV+a2YdQ5r3jAzyiikD/gLcVoeyXo9vohavJt9XrOfcdokTnHMfm9ki/EF+Dr5J1EvOd/hRm7LWRWInKXnAFc65L4L/Y+UvSpFHbFr7hM9U84Tphm/muLqG81XXs/gg8jwz+zf+jsMPUqR/CQjrhbqmwQr43+J051wRgHNuuZl9FIx/sRb51augmeQ3gSfjmle+hX9+bjy+o6uw+S4Hvg38xTkX1mFRfNrO+KAqH7+P7auf0tdZ4m9gDTDeObfOzNpR9X6cuP/HhB3vrnTOfVi7YorUG8UGtaO4wItSXACKDUI187gAIhwbqLIfEeZ7Sh2HP5n3iztZvA/cjO/x8rUGLtZd+Ge/cvBNsmIn7kRXAPOATnFN5BYAWcCl+I5T4r0P3Im/MlYCfOqc217Hss6r4w8vJ/hMdjB4GrjZzH4PfBX4VR2WVRex4KUD/uD8NSr2Phsrf6XgJE7iib+wGvOEuRW4CXjOzEY6596tIn2NOOe2mNkb+CCqDdAS/xxaMl8455L1GFtt5l8hNQx4yszir/DOAq43s/bOucLQmRvOSKALMC+hjDPxvQPflngSNt9D78P4/ee6VJkHTVOfwnfAM9qF97CdLrHfwF58BeizuHUtour9OFngGzvelQFb8celZE1eRRqEYoM6xQaKC7zIxAWg2CCF5hwXQIRjA1X2o+MM/A9oXDAkGk/Dn9AXxx0gXwye6XnMzOY459ZChVd8ACwPyWM8lU/oW+vjwFvPjsL/kJNdjZ6Kfx3LY/grmg29LWL2By9m9iL+jsLTZjbQOVeM7ywG/OuQXkySx9Dg85Pgc2nwOSTFPGE24DvJmQNMN7PTnHOpmgnWxtP477w7vqfg7fWcf5grgs/fB0Oii4EnGqAcqcSawYY+f4Z/DdHM2D9m1gr4Oz7IHhfsK6ncgn8O8h7n3Kt1LGt9SxXAfwoMM7NWKZrrDQX2UPl4tbgRHpdEFBukj+KCxhkXgGKDMM05LoAIxwZ6Zj86xuOb2lwaMkwFxlaj04gD7Xb8+yvje6cdj/9xjKNyue8HTjWzgxu4nDUSlO80YG6saVai4FnDd/Gv4vhHY7jjFzTdvAP/PuIbgtFzgO3A5cEdoTDfCj5jz/PNwXfkc1mKeZKVYRUwCn9X59UgwKtPsVf3nEgDdHwUXLm+HH9CDPstLiLNPe9a+buc/054GTdQuYz34u9I3OqcW1BF/ifg3y/8PuE9UTdm0/DHqEvDJppZX/x7pd8KeuAVaewUG6SB4oJGHReAYoPE8ikuSK1Jxwa6sx8BwYn6IvzJolJTJDNbj38u7AL8DzktnHMrzex5YKKZTQ6a8IwHZjvnKpXLzObin6O6DLi7YUtbPWZ2ED5gaok/kKVyJ7730bRtg0TOuVlmNg+4yczuC54XvBf4BX59bo9Pb2bn4t9J+qpz7j9BHiVmdje+o5W7zexHcc97xea7AljmQl6z45xbHOT7OvC6mZ3snKtJJ0ip1q/YzK7Fd5D0r/rIswonB8v6SZLf4uHAz82sZ4rOgA60sfh3V//BOTc7caKZjQQuNbPrnXO7zGwsPuh72Tn3QKqMzSwX36FPCXCZc25PvZf+wHoEmATcY2bvBUEnAOZf9/UEYPhmeSKNmmKD9FBc0LjjgiB/xQYVKS5IrUnHBqrsR8MF+GdFkvXi+h98hxDjqXhCOdbM7gxJP8s5Nyf4u0uSNKudc3+rRVnvwfc6e5OZ/RPfa2VYxycEnWLMD8p9oE/oo81sUMj4+B/14cHJyfAdcByNv8qXA/zQOffvVAtwzr2NfxVPY3MPvrfiifhnr36Dv1p7m5mdhO8cqRT/Kp0r8M2ZrgzJYzD+GdDTzew5YCO+idzXgePxzySGcs7NNbOL8Cfd183sVOffVVxnzrknq5k0tn0TbXLOvV7NPMbjm21OTzL9ZXywNA74Xdz4i5Psf0/GmrXWo/H4JqPJXnfzMvBd4NwgqP4//Dq9meT7AVjpnJuL33/64o8zJ5vZyWGJnXN/rX3xDxznXL6ZXYLffvPN7HF8s9Tu+N/HYcAk13hfFSQST7FB3SguiGhcEOSv2KBi+RQXJNHkYwPnnIYmPuB/hKVAmxRpngB2A52C/12K4c4gzawUad5IsawRQZpLkkyfCewIyuSAQ1Pk9dMgzdDg/zxgWj1+dxOr+C4mhnxfZfjmafPxPboeGZJv3yDtLVUsfwpQ3AD7SGw9jw2Z1gJYEQwt48ZNxDfF2xHsX0vwryJpm2I5FwOv4k8ae4D1+Cu6p1Vn/8AHe2X4Tpna1ed6JqSrsB9VsQ/MSpLHkvhp+FeubAXeqWLZq4D5Cd9FsuGUetr+VwX5nRBsl6dSpM0GvsS/X7eq8sWGKXHfa5XpD/T+Xpd9I0jbF/888Br8cXMLvkfmStsj1f6sQUM6BxQb1PZ7m5hi/RQXNLG4oKp1TUhXYT+qYj+YlSSPJhEboLigRvtGkLYvTTA2sKBAIiISUWb2A/xzroc551amuzwiIiKSPooLmg910CciEn3H4a/Kr0l3QURERCTtFBc0E3pmX0QkoszsYnxTsvHA464R9PYsIiIi6aG4oPlRM34RkYgys9X4Drr+CdzknPsyzUUSERGRNFFc0Pyosi8iIiIiIiISMXpmX0RERERERCRiVNkXERERERERiRhV9kVEREREREQiRpV9ERERERERkYhRZV9EREREREQkYlTZFxEREREREYkYVfZFpF6YWZ6ZTYn7f4SZOTMbkbZCJUgsY4p0zswm1yL/icG8x9amfEnynGxmekeqiIg0KYoLFBdI+qmyLxIBcSeT2LDTzJaZ2UNm1i3d5asJMxtTmxOqiIiIeIoLRAQgI90FEJF69RNgNdAaOAW4FhhjZkc550oauCzvANnA7hrONwa4Hphc3wUSERFpZhQXiDRjquyLRMsrzrkPg78fN7N84IfAhcDUsBnMrK1z7sv6Lohzbh+ws77zFRERkWpTXCDSjKkZv0i0vRV89gMwsylmVmxm/c1shpkVAX8LprUws5vM7OOgud8mM3vEzDrGZ2jenWb2hZmVmNlMMxucuOBkz+aZ2QnBsgvM7EszW2Rmk2Llw1+9jz0f5+KfS6vvMlaXmR1iZn80s8/MrNTM8s3sH2bWN8ksbYJy5ZtZoZk9lVjGIN/RZjY7+B6KzGx6XcopIiJSBcUFigukGdGdfZFo6x985seNywBeBeYAtwCxZnyPABOBJ4AH8IHADcAwMzvZObcnSHcXcCcwIxiGA68BWVUVxszOBqYBG4D7gY3AEcB5wf+PAD2Bs4EJIVkc8DImcRzwVeAZ4AugL74p5CwzOzKkKeRDwHZ8k8OBQdpDzGyEc84F38UE4En8trgNaBOkm2Nmw5xzebUsq4iISDKKCxQXSHPinNOgQUMTH/AnOgecCXQGegPfBLbiT9q9gnRTgnS/Tpj/lGD85QnjR8WPB7oAu/AnZotL98sg3ZS4cSOCcSOC/1sCq4A8IDdhOfF5PeQPTZXWsd7LmOL7dMDkuP+zQ9KcGKSbELIdPgQy48b/KBh/QfB/DlAAPJqQZzd8MPBo3LjJYd+HBg0aNGjQkGxQXKC4QIMG55ya8YtEzBvAFmAt/mpzMTDWObcuId2fEv6/FNgBvG5mnWMD8FGQx+lBurPwV8EfdM7Fv/blvmqUbRj+ivt9zrnt8RMS8kqmIcoYyjlXGvvbzDLNrBOwAn8CHh4yy6Ou/G4C+O97L76TIfB3KHKBqQnrUga8H7cuIiIidaG4QHGBNGNqxi8SLdcDy/AnkE3AZ853iBNvL77JWbwBQAdgc5J8uwafhwSfy+MnOue2mFlBFWWLNR1cUkW6ZBqijKHMLBu4A7gK6AVY3OQOIbMkLrvYzDbgm/mBXxcof3YyUWFtyikiIpJAcYHiAmnGVNkXiZZ5rrzX3WR2hZzoW+BPluOTzLOlziWru3SW8UH8Cf0+YC7+ToLD3yWpTQup2DwT8M8nJtpbizxFREQSKS44MBQXSJOgyr6IAKzEN3N7N75pWog1wecA/HN2AJhZF6BSr7IhywA4Ct+sMJlkTfcaoozJXAI86Zy7OS6/1vgmd2EGADPj0uYAPfCdAkH5d7HZOZfquxAREUkHxQWpKS6QJkHP7IsIwLP4jnJ+nDjBzDLMLDf49w1gD3CjmcU3WbupGsuYD6wGborLL7aM+Ly+DMZVSNNAZUymjIpN9ABuDMoT5hozy4z7/1r8xdVXgv9fxTfJ+5+EdMD+AERERCRdFBekprhAmgTd2RcRnHNvm9kjwB1mdgz+dTR78FeiLwUmAc8Fz7fdi39ObZqZzcB3sDMa38NvqmXsM7NrgX8B/zWzJ/Cv2hkEDMb3ngu+Yx2AB8zsVaDMOfdMQ5QxhWnABDPbAXwCnIS/m5CfJH0W8KaZPYt/xc51+FcavRx8F4XBd/EXYL6ZPYNvbngwcC7wLv7VQSIiIg1OcUGVFBdIk6DKvogA4Jz7vpl9BHwP+BX++bA84K/4k0zMncBO4Pv43mHfB0YC06uxjFfN7HTgp8DN+NZFK4HH4pK9gH8WbhxwBf7K+TMNVcYkJuGv4o8HWgfLOgt/JT7MDUHau4BMYCrwg/hegJ1zT5vZeuB2/Ct4WgHrgNn49wWLiIikjeKClBQXSJNg1XuzhYiIiIiIiIg0FXpmX0RERERERCRiVNkXERERERERiRhV9kVEREREREQiRpV9ERERERERkYhRZV9EREREREQkYlTZFxEREREREYkYVfZFREREREREIkaVfREREREREZGIUWVfREREREREJGJU2RcRERERERGJGFX2RURERERERCJGlX0RERERERGRiFFlX0RERERERCRiVNkXERERERERiZj/D4uznUqOOyeqAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x960 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(nrows=2, ncols=2)\n",
|
|
"fig.set_figwidth(9)\n",
|
|
"fig.set_figheight(8)\n",
|
|
"\n",
|
|
"plot_confusion_matrix(lclf, data_test, labels_test, ax=ax[0][0], **args)\n",
|
|
"ax[0][0].set_title('Linear Weighted SVM')\n",
|
|
"\n",
|
|
"plot_confusion_matrix(pclf, data_test, labels_test, ax=ax[0][1], **args)\n",
|
|
"ax[0][1].set_title('Poly Weighted SVM')\n",
|
|
"\n",
|
|
"plot_confusion_matrix(wclf, data_test, labels_test, ax=ax[1][0], **args)\n",
|
|
"ax[1][0].set_title('RBF Weighted SVM')\n",
|
|
"\n",
|
|
"plot_confusion_matrix(sclf, data_test, labels_test, ax=ax[1][1], **args)\n",
|
|
"ax[1][1].set_title('Sigmoid Weighted SVM')\n",
|
|
"\n",
|
|
"fig.tight_layout()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Other Tests\n",
|
|
"\n",
|
|
"Take a handful of other tracks which I don't listen to and aren't in any playlists to see if they can also be classified"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Top Of The World (Five Finger Death Punch) could be ROCK ✓\n",
|
|
"Aston Martin Music (Rick Ross) could be ALL RAP ✗\n",
|
|
"On The Sunny Side Of The Street (Dizzy Gillespie) could be JAZZ ✓\n",
|
|
"Vibez (ZAYN) could be ALL RAP ✗\n",
|
|
"Shot In The Dark (AC/DC) could be ROCK ✓\n",
|
|
"To Hell and Back (Sabaton) could be ROCK ✗\n",
|
|
"Withstand The Fall Of Time (Immortal) could be METAL ✓\n",
|
|
"Alone Together - Rudy Van Gelder Remaster (Kenny Dorham) could be JAZZ ✓\n",
|
|
"Feel No Ways (Drake) could be ALL RAP ✗\n",
|
|
"BO$$ (Fifth Harmony) could be EDM ✗\n",
|
|
"\n",
|
|
"50.00% Accurate\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"### PREPARE ###\n",
|
|
"test_uris = [\"spotify:track:53yqxU2EKKzbuQZEUEVtxc\",\n",
|
|
" \"spotify:track:5W7xC99N2Zzfh69r7I7zWK\",\n",
|
|
" \"spotify:track:38R2EViAkYOFG8ZkG3GLtW\",\n",
|
|
" \"spotify:track:6T6D9CIrHkALcHPafDFA6L\",\n",
|
|
" \"spotify:track:0sfdiwck2xr4PteGOdyOfz\",\n",
|
|
" \"spotify:track:1BrgjqSg9du0lj3TUMLluL\",\n",
|
|
" \"spotify:track:5nCnSnLtotQ8eB4E189U91\",\n",
|
|
" \"spotify:track:3GOZbK2epuHzCt5YvvVFHO\",\n",
|
|
" \"spotify:track:3cjF2OFRmip8spwZYQRKxP\",\n",
|
|
" \"spotify:track:1COvXs6jaykXC73h9OSBVM\"]\n",
|
|
"# inferring what playlists these would go in\n",
|
|
"test_labels = [\"ROCK\", \"RAP\", \"JAZZ\", \"POP\", \"ROCK\", \"METAL\", \"METAL\", \"JAZZ\", \"RAP\", \"POP\"] \n",
|
|
"\n",
|
|
"test_tracks = spotnet.tracks(uris=test_uris)\n",
|
|
"spotnet.populate_track_audio_features(tracks=test_tracks)\n",
|
|
"\n",
|
|
"test_features = [ {j: k for j, k in i.audio_features.to_dict().items() \n",
|
|
" if j in headers} \n",
|
|
" for i in test_tracks] # filter down to descriptor columns\n",
|
|
"\n",
|
|
"### PREDICT ###\n",
|
|
"predictable_frame = pd.DataFrame(test_features)\n",
|
|
"\n",
|
|
"predicted_labels = clf.predict(predictable_frame)\n",
|
|
"# predicted_labels = wclf.predict(predictable_frame)\n",
|
|
"labels_correct = [i == playlist_names[predicted_labels[idx]] for idx, i in enumerate(test_labels)]\n",
|
|
"\n",
|
|
"### EVALUATE ###\n",
|
|
"for track, label, correct in zip(test_tracks, predicted_labels, labels_correct):\n",
|
|
" print(f'{track.name} ({track.artists[0].name}) could be {playlist_names[label]} {\"✓\" if correct else \"✗\"}')\n",
|
|
"\n",
|
|
"correct = sum(labels_correct) / len(labels_correct)\n",
|
|
"print(f'\\n{correct*100:.2f}% Accurate')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# SVM Cross-Validation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# %matplotlib widget\n",
|
|
"\n",
|
|
"sigma = [0.01, 0.03, 0.1, 0.3, 1, 3, 10, 15, 20, 30, 38, 45]\n",
|
|
"C = [0.01, 0.03, 0.1, 0.3, 1, 2, 4, 6, 8, 10, 20, 30]\n",
|
|
"# sigma = [0.01, 0.03]\n",
|
|
"# C = [0.01, 0.03, 2]\n",
|
|
"\n",
|
|
"scores = np.zeros((len(sigma), len(C)))\n",
|
|
"param_pairs = list()\n",
|
|
"\n",
|
|
"for x, s in enumerate(sigma):\n",
|
|
" for y, c in enumerate(C):\n",
|
|
" clf = svm.SVC(kernel='rbf', gamma = 1/(2*(s**2)), C=c, class_weight='balanced')\n",
|
|
" clf.fit(data_train, labels_train)\n",
|
|
" scores[x, y] = clf.score(data_test, labels_test)\n",
|
|
" param_pairs.append((s, c))\n",
|
|
"# print(scores[x, y], s, c)\n",
|
|
" \n",
|
|
"# print(scores)\n",
|
|
" \n",
|
|
"index = np.argmax(scores)\n",
|
|
"sig_max, c_max = param_pairs[index]\n",
|
|
"\n",
|
|
"X, Y = np.meshgrid(C, sigma)\n",
|
|
"\n",
|
|
"fig = plt.figure()\n",
|
|
"ax = plt.axes(projection='3d')\n",
|
|
"surf = ax.plot_surface(X, Y, scores, cmap=mpl.cm.coolwarm)\n",
|
|
"ax.set_title('Regularisation & Gamma Cross-validation')\n",
|
|
"ax.set_xlabel('C')\n",
|
|
"ax.set_ylabel('Sigma')\n",
|
|
"ax.set_zlabel('Score')\n",
|
|
"ax.view_init(50, -140)\n",
|
|
"\n",
|
|
"# fig.colorbar(surf, shrink=0.3, aspect=6)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Imports & Setup"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from datetime import datetime\n",
|
|
"\n",
|
|
"from google.cloud import bigquery\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import matplotlib as mpl\n",
|
|
"mpl.rcParams['figure.dpi'] = 120\n",
|
|
"\n",
|
|
"from analysis.net import get_spotnet, get_playlist, track_frame\n",
|
|
"from analysis.query import *\n",
|
|
"from analysis import spotify_descriptor_headers, float_headers, days_since\n",
|
|
"\n",
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"from sklearn import svm\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from sklearn.metrics import plot_confusion_matrix\n",
|
|
"\n",
|
|
"client = bigquery.Client()\n",
|
|
"spotnet = get_spotnet()\n",
|
|
"cache = 'query.csv'\n",
|
|
"first_day = datetime(year=2017, month=11, day=3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Read Scrobble Frame"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"scrobbles = get_query(cache=cache)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Write Scrobble Frame"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"scrobbles.reset_index().to_csv(cache, sep='\\t')"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|