From 61fbdb10592dc2978aee666a558d572bb9c4d9af Mon Sep 17 00:00:00 2001 From: Anne Lorenz Date: Wed, 7 Nov 2018 11:51:54 +0100 Subject: [PATCH] improved NER.py --- NER.py | 64 +- VisualizerNews.py | 173 +- obj/dict_organizations.pkl | Bin 7251 -> 412609 bytes obj/num_mentions_companies.pkl | Bin 216 -> 20034 bytes visualization/TextLength_2018-11-05.pdf | Bin 15876 -> 0 bytes visualization/TextLength_2018-11-05.pgf | 4354 ----------------------- 6 files changed, 150 insertions(+), 4441 deletions(-) delete mode 100644 visualization/TextLength_2018-11-05.pdf delete mode 100644 visualization/TextLength_2018-11-05.pgf diff --git a/NER.py b/NER.py index 29c32a5..0658be3 100644 --- a/NER.py +++ b/NER.py @@ -5,10 +5,7 @@ Named Entity Recognition (NER) Stanford NER takes a text as input and returns a list of entities like persons, organizations and countries, e.g. ''' - -# toDo: complete list legal entity types -# 'Amazon' not recognized as organization - +from collections import OrderedDict import csv import os @@ -21,26 +18,24 @@ import re class NER: + # common company abbreviations to be stripped company_abbrevs = ['Inc.', 'Inc', 'Corp', '& Co', 'Co', 'Ltd.', 'Ltd', - 'AG', 'LP', 'Limited', 'Tbk', 'Group', 'U.S.', 'BRIEF-', + 'AG', 'LP', 'Limited', 'Tbk', 'Group', 'Co.', 'Groups' 'LLC', 'LBO', 'IPO', 'HQ', 'CIO', 'NGO', 'AB', 'Plc', - 's.r.l.', 'Holding', 'Holdings'] + 's.r.l.', 'Holding', 'Holdings', 'GmbH', 'plc', 'Incs', + 'Plcs', 'PLC', 'Ltds', 'SA', 'Incs', 'S.A.R.L', 'LLC' + 'Company', '& Co.', 'Corporation', 'Pte', 'Pty', 'LLP'] - # some entities and misc that are not companies - misc = ['Reuters', 'Financial Times', 'Bloomberg', 'The Economist', 'Cnn', - 'EU', 'Staff', 'Min', 'Read', 'SRF', 'New York Stock Exchange', - 'NYSE', 'DAX' 'ECB', 'Federal Reserve', 'Muslim', 'JPMorgan', - 'Standard & Poor', 'International Monetary Fund', 'Morgan Stanley', - 'Hongkong', 'Whitehall Street', 'Fitch Australia Pty', 'AFS', - 'FT House & Home', 'Fitch Rates Autonomous Community of Asturias', - 'Autonomous Community of Asturias', 'Fitch Ratings Espana', - 'Barcelona', 'Fitch Ratings ', 'Congress', 'Fed', 'OPEC', 'U.N.', - 'National Federation of Independent Business', 'Barclays', - 'McKinsey', 'Moody', 'Fitch Ratings Ltd.'] - - regex = r'European.*|.*Reuters.*|.*(B|b)ank.*|.*Ministry.*|.*Trump.*|.*Banca.*|\ - .*Department.*|.*House.*|Wall (Street|Str).*|.*Congress.*|\ - .*Republican.*|Goldman( Sachs)?|.*Chamber.*|.*Department.*' + # organizations that are no companies + regex = r'.*Reuters.*|.*Ministry.*|.*Trump.*|.*Commission.*|.*BRIEF.*|\ + |.*Department.*|.*House.*|.*Congress.*|.*IMF.*|.*Senate.*|.*OPEC.*|\ + |.*Republican.|.*Chamber.*|.*Court.*|.*Committee.*|.*Stock.*|\ + |.*Financial Times.*|.*Bloomberg.*|.*The Economist.*|\ + |.*Cnn.*|.*EU.*|.*Staff.*|.*Min.*|.*Read.*|.*SRF.*|.*Eikon.*|\ + |.*NYSE.*|.*DAX.*|.*ECB.*|.*NAFTA.*|.*Treasury.*|.*Federation.*|\ + |.*Federal.*|.*Muslim.*|.*Fund.*|.*FT House.*|.*Hongkong.*|\ + |.*Street.*|.*Str.*|.*St.*|.*AFS.*|.*Barcelona.*|.*Fed.*|\ + |.*U.N.*|.*European.*|.*U.S.*|.*Community.*' def tag_words(text): # path to Stanford NER @@ -75,10 +70,6 @@ class NER: '''param: article text where organizations must be indentified returns: list of identified organisations as strings ''' - # print(text) - # print() - # print('# examining article...') - # print() # set paths java_path = "C:\\Program Files (x86)\\Java\\jre1.8.0_181" os.environ['JAVAHOME'] = java_path @@ -93,15 +84,13 @@ class NER: #print(nes_coherent) for tuple in nes_coherent: # check if company and not already in list - if (tuple[0] not in NER.misc) and (tuple[0] not in seen)\ - and (not re.search(NER.regex, tuple[0])): + if (tuple[0] not in seen) and (re.search(NER.regex, tuple[0]) is None): organizations.append(tuple[0]) seen.add(tuple[0]) print('# recognized the following organizations:') print() print(organizations) print() - print() return organizations def count_companies(texts): @@ -147,6 +136,22 @@ class NER: # print(max(dict_com, key=dict_com.get)) return list(dict_com.values()) + def show_most_common_companies(n_commons=50): + # load pickle object + with open('obj/dict_organizations.pkl', 'rb') as input: + dict = pickle.load(input) + # sort dict by value + o_dict = OrderedDict(sorted(dict.items(), key=lambda t: t[1],\ + reverse=True)) + # return n higest values as dict (word => count) + n_dict = {} + + for i in range(n_commons): + # next highest score + next_highest = o_dict.popitem(last=False) + n_dict[next_highest[0]] = next_highest[1] + print(n_dict) + if __name__ == '__main__': print('# starting NER...') print() @@ -163,4 +168,5 @@ if __name__ == '__main__': quotechar='\'') #print(df) texts = df[1] + '. ' + df[2] - NER.count_companies(texts) \ No newline at end of file + NER.count_companies(texts) + # NER.show_most_common_companies() \ No newline at end of file diff --git a/VisualizerNews.py b/VisualizerNews.py index 2f53f92..2660e23 100644 --- a/VisualizerNews.py +++ b/VisualizerNews.py @@ -7,6 +7,7 @@ Generating a square wordcloud with most common words of input data set. from BagOfWords import BagOfWords from NER import NER +from collections import OrderedDict import csv from datetime import datetime from os import path @@ -41,7 +42,7 @@ class VisualizerNews: quotechar='\'') corpus = df_dataset[1] + '. ' + df_dataset[2] - stemming = False + stemming = True rel_freq = True # find most common words in dataset @@ -52,8 +53,8 @@ class VisualizerNews: dict = BagOfWords.make_dict_common_words(matrix, 200, rel_freq, stemming) # save dict object - with open('obj/'+ 'dict_200_most_common_words' + '.pkl', 'wb') as f: - pickle.dump(n_dict, f, pickle.HIGHEST_PROTOCOL) + with open('obj/'+ 'dict_200_most_common_words_stemmed' + '.pkl', 'wb') as f: + pickle.dump(dict, f, pickle.HIGHEST_PROTOCOL) wordcloud = WordCloud(background_color='white', width=2400, @@ -80,38 +81,52 @@ class VisualizerNews: ''' print('# preparing histogram of company mentions...') print() - # read data set - file = 'data\\cleaned_data_set_without_header.csv' - df = pd.read_csv(file, - delimiter='|', - header=None, - index_col=None, - engine='python', - usecols=[1,2], - #nrows=10, - quoting=csv.QUOTE_NONNUMERIC, - quotechar='\'') + # # read data set + # file = 'data\\cleaned_data_set_without_header.csv' + # df = pd.read_csv(file, + # delimiter='|', + # header=None, + # index_col=None, + # engine='python', + # usecols=[1,2], + # #nrows=10, + # quoting=csv.QUOTE_NONNUMERIC, + # quotechar='\'') - # # only articles with label==1 - # df_hits = df[df['Label'] == 1] - # texts = df_hits['Title'] + '. ' + df_hits['Text'] - texts = df[1] + '. ' + df[2] + # # # only articles with label==1 + # # df_hits = df[df['Label'] == 1] + # # texts = df_hits['Title'] + '. ' + df_hits['Text'] + # texts = df[1] + '. ' + df[2] - # list: count articles with company names - count_names = NER.count_companies(texts) - + # # list: count articles with company names + # count_names = NER.count_companies(texts) + + # # sort list in descending order + # count_names.sort(reverse=True) + # # convert list to array + # names = np.asarray(count_names) + + # load pickle object + with open('obj/dict_organizations.pkl', 'rb') as input: + dict = pickle.load(input) + # make list of dict's values + count_companies = list(dict.values()) # sort list in descending order - count_names.sort(reverse=True) + count_companies.sort(reverse=True) # convert list to array - names = np.asarray(count_names) - #plt.title('Company mentions in News Articles') + names = np.asarray(count_companies) + plt.xlabel('Count of articles that mention a company') # Number of companies with this number of mentions plt.ylabel('Number of companies with this number of articles') - num_bins = 50 + num_bins = 400 n, bins, patches = plt.hist(names, num_bins, facecolor='darkred', alpha=0.5) - plt.axis([0, 50, 0, 1000]) + plt.axis([1, 14, 0, 14000]) + + # format axis labels for thousends (e.g. '10,000') + plt.gca().yaxis.set_major_formatter(matplotlib.ticker\ + .FuncFormatter(lambda x, p: format(int(x), ','))) # save to file plt.savefig('visualization\\NER_{}.eps' @@ -163,7 +178,6 @@ class VisualizerNews: n, bins, patches = plt.hist(names, num_bins, facecolor='darkslategrey', alpha=0.5) # [xmin, xmax, ymin, ymax] of axis - #plt.axis([format(300, ','),format(10000, ','), 0, 500]) plt.axis([300,10000,0,500]) # format axis labels for thousends (e.g. '10,000') plt.gca().xaxis.set_major_formatter(matplotlib.ticker\ @@ -188,7 +202,7 @@ class VisualizerNews: #usecols=[3], #column 'Site' index_col=None, engine='python', - nrows=10, + #nrows=10, quoting=csv.QUOTE_NONNUMERIC, quotechar='\'') # find all different sites, group by 'Site' @@ -221,44 +235,58 @@ class VisualizerNews: def plot_hist_most_common_words(n_commons = 10): print('# preparing histogram of most common words...') print() - # load data set - filepath = 'data\\cleaned_data_set_without_header.csv' - df_dataset = pd.read_csv(filepath, - delimiter='|', - header=None, - usecols=[1,2], - index_col=None, - engine='python', - #nrows=1000, - quoting=csv.QUOTE_NONNUMERIC, - quotechar='\'') + # # load data set + # filepath = 'data\\cleaned_data_set_without_header.csv' + # df_dataset = pd.read_csv(filepath, + # delimiter='|', + # header=None, + # usecols=[1,2], + # index_col=None, + # engine='python', + # #nrows=1000, + # quoting=csv.QUOTE_NONNUMERIC, + # quotechar='\'') - corpus = df_dataset[1] + '. ' + df_dataset[2] + # corpus = df_dataset[1] + '. ' + df_dataset[2] - stemming = False - rel_freq = True + # stemming = False + # rel_freq = True - # find most common words in dataset - extracted_words = BagOfWords.extract_all_words(corpus, stemming) - vocab = BagOfWords.make_vocab(extracted_words, stemming) - matrix = BagOfWords.make_matrix(extracted_words, vocab, rel_freq, - stemming) - dict = BagOfWords.make_dict_common_words(matrix, n_commons, rel_freq, - stemming) - # save dict object - with open('obj/'+ 'dict_10_most_common_words' + '.pkl', 'wb') as f: - pickle.dump(n_dict, f, pickle.HIGHEST_PROTOCOL) + # # find most common words in dataset + # extracted_words = BagOfWords.extract_all_words(corpus, stemming) + # vocab = BagOfWords.make_vocab(extracted_words, stemming) + # matrix = BagOfWords.make_matrix(extracted_words, vocab, rel_freq, + # stemming) + # dict = BagOfWords.make_dict_common_words(matrix, n_commons, rel_freq, + # stemming) + # # save dict object + # with open('obj/'+ 'dict_10_most_common_words' + '.pkl', 'wb') as f: + # pickle.dump(n_dict, f, pickle.HIGHEST_PROTOCOL) - plt.xlabel('Most common words in textual corpus') + # load pickle object + with open ('obj/'+ 'dict_200_most_common_words' + '.pkl', 'rb') as i: + dict = pickle.load(i) + # sort dict by value + o_dict = OrderedDict(sorted(dict.items(), key=lambda t: t[1],\ + reverse=True)) + # return n higest values as dict (word => count) + n_dict = {} + + for i in range(n_commons): + # next highest score + next_highest = o_dict.popitem(last=False) + n_dict[next_highest[0]] = next_highest[1] + + #plt.xlabel('Most common words in textual corpus') plt.ylabel('Relative frequency') - labels = list(dict.keys()) - numbers = list(dict.values()) + labels = list(n_dict.keys()) + numbers = list(n_dict.values()) nbars = n_commons plt.bar(np.arange(nbars), height=numbers, tick_label=labels, - facecolor='darkorange') + facecolor='royalblue') plt.savefig('visualization\\10_most_common_words_{}.eps' .format(VisualizerNews.datestring)) plt.savefig('visualization\\10_most_common_words_{}.png' @@ -269,10 +297,39 @@ class VisualizerNews: ''' open pkl file of dict, plot histogram of number of different company names per article. ''' - + # list of number of different companies per article (int) + list = [] + with open('obj/num_mentions_companies.pkl', 'rb') as input: + list = pickle.load(input) + + # sort list in descending order + list.sort(reverse=True) + + # convert list to array + names = np.asarray(list) + + plt.xlabel('Number of different company names in news article') + plt.ylabel('Number of articles with this number of company names') + num_bins = 100 + n, bins, patches = plt.hist(names, num_bins, + facecolor='darkgreen', alpha=0.5) + plt.axis([0, 30, 0, 1500]) + + # format axis labels for thousends (e.g. '10,000') + plt.gca().yaxis.set_major_formatter(matplotlib.ticker\ + .FuncFormatter(lambda x, p: format(int(x), ','))) + + # save to file + plt.savefig('visualization\\NER_2_{}.eps' + .format(VisualizerNews.datestring)) + plt.savefig('visualization\\NER_2_{}.png' + .format(VisualizerNews.datestring)) + plt.show() + if __name__ == '__main__': VisualizerNews.plot_wordcloud_dataset() # 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.285691in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.346722in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.346722in}{3.100416in}}% -\pgfpathlineto{\pgfqpoint{1.285691in}{3.100416in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.346722in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.407753in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.407753in}{2.797344in}}% -\pgfpathlineto{\pgfqpoint{1.346722in}{2.797344in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.407753in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.468784in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.468784in}{2.849088in}}% -\pgfpathlineto{\pgfqpoint{1.407753in}{2.849088in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.468784in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.529815in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.529815in}{2.546016in}}% -\pgfpathlineto{\pgfqpoint{1.468784in}{2.546016in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.529815in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.590846in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.590846in}{2.642112in}}% -\pgfpathlineto{\pgfqpoint{1.529815in}{2.642112in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.590846in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.651877in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.651877in}{2.930400in}}% -\pgfpathlineto{\pgfqpoint{1.590846in}{2.930400in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.651877in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.712908in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.712908in}{2.538624in}}% -\pgfpathlineto{\pgfqpoint{1.651877in}{2.538624in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.712908in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.773939in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.773939in}{2.597760in}}% -\pgfpathlineto{\pgfqpoint{1.712908in}{2.597760in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.773939in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.834970in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.834970in}{2.627328in}}% -\pgfpathlineto{\pgfqpoint{1.773939in}{2.627328in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.834970in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.896001in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.896001in}{2.575584in}}% -\pgfpathlineto{\pgfqpoint{1.834970in}{2.575584in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.896001in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.957032in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{1.957032in}{2.789952in}}% -\pgfpathlineto{\pgfqpoint{1.896001in}{2.789952in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{1.957032in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.018064in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.018064in}{2.923008in}}% -\pgfpathlineto{\pgfqpoint{1.957032in}{2.923008in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.018064in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.079095in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.079095in}{3.011712in}}% -\pgfpathlineto{\pgfqpoint{2.018064in}{3.011712in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.079095in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.140126in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.140126in}{2.568192in}}% -\pgfpathlineto{\pgfqpoint{2.079095in}{2.568192in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.140126in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.201157in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.201157in}{2.346432in}}% -\pgfpathlineto{\pgfqpoint{2.140126in}{2.346432in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.201157in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.262188in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.262188in}{1.932480in}}% -\pgfpathlineto{\pgfqpoint{2.201157in}{1.932480in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% 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-\pgfpathmoveto{\pgfqpoint{2.323219in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.384250in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.384250in}{1.851168in}}% -\pgfpathlineto{\pgfqpoint{2.323219in}{1.851168in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.384250in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.445281in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.445281in}{1.651584in}}% -\pgfpathlineto{\pgfqpoint{2.384250in}{1.651584in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.506312in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.567343in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.567343in}{1.688544in}}% -\pgfpathlineto{\pgfqpoint{2.506312in}{1.688544in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.750436in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.811467in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.811467in}{1.407648in}}% -\pgfpathlineto{\pgfqpoint{2.750436in}{1.407648in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.811467in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.872498in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.872498in}{1.259808in}}% -\pgfpathlineto{\pgfqpoint{2.811467in}{1.259808in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.872498in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.933529in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{2.933529in}{1.171104in}}% -\pgfpathlineto{\pgfqpoint{2.872498in}{1.171104in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{2.994560in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.055591in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.055591in}{1.126752in}}% -\pgfpathlineto{\pgfqpoint{2.994560in}{1.126752in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.055591in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.116622in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.116622in}{1.082400in}}% -\pgfpathlineto{\pgfqpoint{3.055591in}{1.082400in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.116622in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.177653in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.177653in}{1.045440in}}% -\pgfpathlineto{\pgfqpoint{3.116622in}{1.045440in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.177653in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.238684in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.238684in}{0.956736in}}% -\pgfpathlineto{\pgfqpoint{3.177653in}{0.956736in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.238684in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.299715in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.299715in}{0.904992in}}% -\pgfpathlineto{\pgfqpoint{3.238684in}{0.904992in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.299715in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.360746in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.360746in}{0.890208in}}% -\pgfpathlineto{\pgfqpoint{3.299715in}{0.890208in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.360746in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.421777in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.421777in}{0.838464in}}% -\pgfpathlineto{\pgfqpoint{3.360746in}{0.838464in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.421777in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.482808in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.482808in}{0.919776in}}% -\pgfpathlineto{\pgfqpoint{3.421777in}{0.919776in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.482808in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.543839in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.543839in}{0.808896in}}% -\pgfpathlineto{\pgfqpoint{3.482808in}{0.808896in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.543839in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.604870in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.604870in}{0.779328in}}% -\pgfpathlineto{\pgfqpoint{3.543839in}{0.779328in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.604870in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.665901in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.665901in}{0.831072in}}% -\pgfpathlineto{\pgfqpoint{3.604870in}{0.831072in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.726932in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.787963in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.787963in}{0.794112in}}% -\pgfpathlineto{\pgfqpoint{3.726932in}{0.794112in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.787963in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.848994in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.848994in}{0.771936in}}% -\pgfpathlineto{\pgfqpoint{3.787963in}{0.771936in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.848994in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.910025in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{3.910025in}{0.727584in}}% -\pgfpathlineto{\pgfqpoint{3.848994in}{0.727584in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{3.971056in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.032087in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.032087in}{0.705408in}}% -\pgfpathlineto{\pgfqpoint{3.971056in}{0.705408in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.032087in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.093118in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.093118in}{0.661056in}}% -\pgfpathlineto{\pgfqpoint{4.032087in}{0.661056in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.093118in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.154149in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.154149in}{0.675840in}}% -\pgfpathlineto{\pgfqpoint{4.093118in}{0.675840in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfpathmoveto{\pgfqpoint{4.276211in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.337242in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.337242in}{0.646272in}}% -\pgfpathlineto{\pgfqpoint{4.276211in}{0.646272in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.337242in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.398273in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.398273in}{0.564960in}}% -\pgfpathlineto{\pgfqpoint{4.337242in}{0.564960in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.459304in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.520335in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.520335in}{0.557568in}}% -\pgfpathlineto{\pgfqpoint{4.459304in}{0.557568in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% 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-\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.642397in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.703428in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.703428in}{0.579744in}}% -\pgfpathlineto{\pgfqpoint{4.642397in}{0.579744in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.703428in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.764459in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.764459in}{0.579744in}}% -\pgfpathlineto{\pgfqpoint{4.703428in}{0.579744in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.764459in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.825490in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.825490in}{0.550176in}}% -\pgfpathlineto{\pgfqpoint{4.764459in}{0.550176in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.825490in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.886521in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{4.886521in}{0.572352in}}% -\pgfpathlineto{\pgfqpoint{4.825490in}{0.572352in}}% -\pgfpathclose% -\pgfusepath{fill}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{4.947552in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{5.008583in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{5.008583in}{0.564960in}}% -\pgfpathlineto{\pgfqpoint{4.947552in}{0.564960in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% 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-\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% -\pgfpathmoveto{\pgfqpoint{12.271273in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{12.332304in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{12.332304in}{0.528000in}}% -\pgfpathlineto{\pgfqpoint{12.271273in}{0.528000in}}% -\pgfpathclose% -\pgfusepath{fill}% -\end{pgfscope}% -\begin{pgfscope}% -\pgfpathrectangle{\pgfqpoint{0.800000in}{0.528000in}}{\pgfqpoint{4.960000in}{3.696000in}} % -\pgfusepath{clip}% -\pgfsetbuttcap% -\pgfsetmiterjoin% -\definecolor{currentfill}{rgb}{0.184314,0.309804,0.309804}% -\pgfsetfillcolor{currentfill}% -\pgfsetfillopacity{0.500000}% -\pgfsetlinewidth{0.000000pt}% -\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% -\pgfsetstrokecolor{currentstroke}% -\pgfsetstrokeopacity{0.500000}% -\pgfsetdash{}{0pt}% 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