diff --git a/consolidate.py b/consolidate.py index 794f2b34..3ad696df 100755 --- a/consolidate.py +++ b/consolidate.py @@ -123,9 +123,12 @@ def main(year, doctype): namedict['name_last'] = name_last rawloc = ri.rawlocation if rawloc: - loc = rawloc.location + if rawloc.location: + loc = rawloc.location + else: + loc = primloc else: - loc = None + loc = primloc namedict['state'] = loc.state if loc else ''# if loc else rawloc.state if rawloc else primloc.state if primloc else '' namedict['country'] = loc.country if loc else ''# if loc else rawloc.country if rawloc else primloc.country if primloc else '' namedict['city'] = loc.city if loc else ''# if loc else rawloc.city if rawloc else primloc.city if primloc else '' @@ -144,29 +147,29 @@ def main(year, doctype): print e continue -def join(oldfile, newfile): +def join(newfile): """ Does a JOIN on the rawinventor uuid field to associate rawinventors in this round with inventor_ids they were assigned in the previous round of disambiguation. This improves the runtime of the inventor disambiguator """ - new = pd.read_csv(newfile,delimiter='\t',header=None) - old = pd.read_csv(oldfile,delimiter='\t',header=None) + new = pd.read_csv(newfile,delimiter='\t',header=None, error_bad_lines=False) + new[0] = new[0].astype(str) + ses_gen = alchemy.session_generator(dbtype='grant') + s = ses_gen() + old = s.execute('select uuid, inventor_id from rawinventor where inventor_id != "";') + old = pd.DataFrame.from_records(old.fetchall()) + old[0] = old[0].astype(str) merged = pd.merge(new,old,on=0,how='left') merged.to_csv('disambiguator_{0}.tsv'.format(datetime.now().strftime('%B_%d')), index=False, header=None, sep='\t') if __name__ == '__main__': - if len(sys.argv) < 2: - print "Provide path to previous disambiguation output" - pritn "USAGE: python consolidate.py " - sys.exit(1) - prev_output = sys.argv[1] for year in range(1975, datetime.today().year+1): - print 'Running year',year,datetime.now(),'for grant' - main(year, 'grant') + print 'Running year',year,datetime.now(),'for grant' + main(year, 'grant') for year in range(2001, datetime.today().year+1): - print 'Running year',year,datetime.now(),'for application' - main(year, 'application') + print 'Running year',year,datetime.now(),'for application' + main(year, 'application') # join files - join(prev_output, 'disambiguator.csv') + join('disambiguator.csv') diff --git a/integrate.py b/integrate.py index 5b03a049..e27c8a44 100644 --- a/integrate.py +++ b/integrate.py @@ -38,7 +38,7 @@ import lib.alchemy as alchemy from lib.util.csv_reader import read_file from lib.alchemy import is_mysql -from lib.alchemy.schema import Inventor, RawInventor, patentinventor +from lib.alchemy.schema import Inventor, RawInventor, patentinventor, App_Inventor, App_RawInventor, applicationinventor, appmetadata from lib.handlers.xml_util import normalize_document_identifier from collections import defaultdict import cPickle as pickle @@ -66,32 +66,37 @@ def integrate(disambig_input_file, disambig_output_file): just have to populate the fields of the disambiguated inventor object: inventor id, first name, last name, nationality (?) """ - #disambig_input = pd.read_csv(disambig_input_file,header=None,delimiter='\t',encoding='utf-8',skiprows=[1991872]) - #disambig_output = pd.read_csv(disambig_output_file,header=None,delimiter='\t',encoding='utf-8',skiprows=[1991872]) - disambig_input = pd.read_csv(disambig_input_file,header=None,delimiter='\t',encoding='utf-8',skiprows=[1991872]) - disambig_output = pd.read_csv(disambig_output_file,header=None,delimiter='\t',encoding='utf-8',skiprows=[1991872]) - #disambig_input[0] = disambig_input[0].apply(str) - #disambig_output[0] = disambig_output[0].apply(str) + disambig_input = pd.read_csv(disambig_input_file,header=None,delimiter='\t',encoding='utf-8') + disambig_output = pd.read_csv(disambig_output_file,header=None,delimiter='\t',encoding='utf-8') + disambig_input[0] = disambig_input[0].apply(str) + disambig_output[0] = disambig_output[0].apply(str) print 'finished loading csvs' merged = pd.merge(disambig_input, disambig_output, on=0) - import IPython - d = locals() - d.update(globals()) - IPython.embed(user_ns=d) + merged.columns = ['rawinventor_uuid','isgrant','granted','name_first','name_middle','name_last','patent_id','mainclass','subclass','city','state','country','assignee','rawassignee','prev_inventorid','current_inventorid'] print 'finished merging' - #inventor_attributes = merged[[0,'1_y','1_x',2,3,4]] # rawinventor uuid, inventor id, first name, middle name, last name, patent_id - inventor_attributes = inventor_attributes.dropna(subset=[0],how='all') - inventor_attributes[2] = inventor_attributes[2].fillna('') - inventor_attributes[3] = inventor_attributes[3].fillna('') - inventor_attributes['1_x'] = inventor_attributes['1_x'].fillna('') + apps = merged[merged['isgrant'] == 0] + + + inventor_attributes = merged[['isgrant','rawinventor_uuid','current_inventorid','name_first','name_middle','name_last','patent_id']] # rawinventor uuid, inventor id, first name, middle name, last name, patent_id + inventor_attributes = inventor_attributes.dropna(subset=['rawinventor_uuid'],how='all') + inventor_attributes['name_first'] = inventor_attributes['name_first'].fillna('') + inventor_attributes['name_middle'] = inventor_attributes['name_middle'].fillna('') + inventor_attributes['name_last'] = inventor_attributes['name_last'].fillna('') + + grants = inventor_attributes[inventor_attributes['isgrant'] == 1] + apps = inventor_attributes[inventor_attributes['isgrant'] == 0] + del grants['isgrant'] + del apps['isgrant'] + + ####### DO GRANTS ####### rawinventors = defaultdict(list) inventor_inserts = [] rawinventor_updates = [] patentinventor_inserts = [] - for row in inventor_attributes.iterrows(): - uuid = row[1]['1_y'] + for row in grants.iterrows(): + uuid = row[1]['current_inventorid'] rawinventors[uuid].append(row[1]) - patentinventor_inserts.append({'inventor_id': uuid, 'patent_id': row[1][4]}) + patentinventor_inserts.append({'inventor_id': uuid, 'patent_id': row[1]['patent_id']}) print 'finished associating ids' i = 0 for inventor_id in rawinventors.iterkeys(): @@ -102,7 +107,7 @@ def integrate(disambig_input_file, disambig_output_file): names = [] for raw in rawinventors[inventor_id]: rawuuids.append(raw[0]) - name = ' '.join(x for x in (raw['1_x'], raw[2], raw[3]) if x) + name = ' '.join(x for x in (raw['name_first'], raw['name_middle'], raw['name_last']) if x) freq['name'][name] += 1 for k,v in raw.iteritems(): freq[k][v] += 1 @@ -120,7 +125,7 @@ def integrate(disambig_input_file, disambig_output_file): if i % 100000 == 0: print i, datetime.now(), rawuuids[0] print 'finished voting' - session_generator = alchemy.session_generator() + session_generator = alchemy.session_generator(dbtype='grant') session = session_generator() if alchemy.is_mysql(): session.execute('truncate inventor; truncate patent_inventor;') @@ -128,43 +133,179 @@ def integrate(disambig_input_file, disambig_output_file): session.execute('delete from inventor; delete from patent_inventor;') from lib.tasks import bulk_commit_inserts, bulk_commit_updates - bulk_commit_inserts(inventor_inserts, Inventor.__table__, is_mysql(), 20000) - bulk_commit_inserts(patentinventor_inserts, patentinventor, is_mysql(), 20000) - bulk_commit_updates('inventor_id', rawinventor_updates, RawInventor.__table__, is_mysql(), 20000) + bulk_commit_inserts(inventor_inserts, Inventor.__table__, is_mysql(), 20000,'grant') + bulk_commit_inserts(patentinventor_inserts, patentinventor, is_mysql(), 20000,'grant') + bulk_commit_updates('inventor_id', rawinventor_updates, RawInventor.__table__, is_mysql(), 20000,'grant') + + + ###### DO APPLICATIONS ###### + rawinventors = defaultdict(list) + inventor_inserts = [] + rawinventor_updates = [] + patentinventor_inserts = [] + for row in apps.iterrows(): + uuid = row[1]['current_inventorid'] + rawinventors[uuid].append(row[1]) + patentinventor_inserts.append({'inventor_id': uuid, 'patent_id': row[1]['patent_id']}) + print 'finished associating ids' + i = 0 + for inventor_id in rawinventors.iterkeys(): + i += 1 + freq = defaultdict(Counter) + param = {} + rawuuids = [] + names = [] + for raw in rawinventors[inventor_id]: + rawuuids.append(raw[0]) + name = ' '.join(x for x in (raw['name_first'], raw['name_middle'], raw['name_last']) if x) + freq['name'][name] += 1 + for k,v in raw.iteritems(): + freq[k][v] += 1 + param['id'] = inventor_id + name = freq['name'].most_common(1)[0][0] + name_first = unidecode(' '.join(name.split(' ')[:-1])) + name_last = unidecode(name.split(' ')[-1]) + param['name_first'] = name_first + param['name_last'] = name_last + param['nationality'] = '' + assert set(param.keys()) == {'id','name_first','name_last','nationality'} + inventor_inserts.append(param) + for rawuuid in rawuuids: + rawinventor_updates.append({'pk': rawuuid, 'update': param['id']}) + if i % 100000 == 0: + print i, datetime.now(), rawuuids[0] + print 'finished voting' + session_generator = alchemy.session_generator(dbtype='application') + session = session_generator() + if alchemy.is_mysql(): + session.execute('truncate inventor; truncate application_inventor;') + else: + session.execute('delete from inventor; delete from application_inventor;') + from lib.tasks import bulk_commit_inserts, bulk_commit_updates + bulk_commit_inserts(inventor_inserts, App_Inventor.__table__, is_mysql(), 20000,'application') + bulk_commit_inserts(patentinventor_inserts, applicationinventor, is_mysql(), 20000,'application') + bulk_commit_updates('inventor_id', rawinventor_updates, App_RawInventor.__table__, is_mysql(), 20000,'application') + + + session_generator = alchemy.session_generator(dbtype='grant') + session = session_generator() + gsession = session doctype = 'grant' - res = session.execute('select location.id, assignee.id from assignee \ - inner join rawassignee on rawassignee.assignee_id = assignee.id \ - inner join rawlocation on rawlocation.id = rawassignee.rawlocation_id \ - inner join location on location.id = rawlocation.location_id;') + session.execute('truncate location_assignee;') + res = session.execute('select location_id, assignee_id from patent \ + left join rawassignee on rawassignee.patent_id = patent.id \ + left join rawlocation on rawlocation.id = rawassignee.rawlocation_id \ + where assignee_id != "" and location_id != "";') assigneelocation = pd.DataFrame.from_records(res.fetchall()) - print assigneelocation.info() - assigneelocation = assigneelocation[assigneelocation[0].notnull()] - assigneelocation = assigneelocation[assigneelocation[1].notnull()] assigneelocation.columns = ['location_id','assignee_id'] + assigneelocation = assigneelocation.sort('assignee_id') + print assigneelocation.info() locationassignee_inserts = [row[1].to_dict() for row in assigneelocation.iterrows()] - if doctype == 'grant': - bulk_commit_inserts(locationassignee_inserts, alchemy.schema.locationassignee, alchemy.is_mysql(), 20000, 'grant') - elif doctype == 'application': - bulk_commit_inserts(locationassignee_inserts, alchemy.schema.app_locationassignee, alchemy.is_mysql(), 20000, 'application') + bulk_commit_inserts(locationassignee_inserts, alchemy.schema.locationassignee, alchemy.is_mysql(), 20000, 'grant') session.execute('truncate location_inventor;') - res = session.execute('select location.id, inventor.id from inventor \ - left join rawinventor on rawinventor.inventor_id = inventor.id \ - right join rawlocation on rawlocation.id = rawinventor.rawlocation_id \ - right join location on location.id = rawlocation.location_id;') + res = session.execute('select location_id, inventor_id from patent \ + left join rawinventor on rawinventor.patent_id = patent.id \ + left join rawlocation on rawlocation.id = rawinventor.rawlocation_id \ + where inventor_id != "" and location_id != "";') inventorlocation = pd.DataFrame.from_records(res.fetchall()) + inventorlocation.columns = ['location_id','inventor_id'] + inventorlocation = inventorlocation.sort('inventor_id') print inventorlocation.info() - inventorlocation = inventorlocation[inventorlocation[0].notnull()] - inventorlocation = inventorlocation[inventorlocation[1].notnull()] + locationinventor_inserts = [row[1].to_dict() for row in inventorlocation.iterrows()] + bulk_commit_inserts(locationinventor_inserts, alchemy.schema.locationinventor, alchemy.is_mysql(), 20000, 'grant') + + doctype = 'application' + session_generator = alchemy.session_generator(dbtype='application') + session = session_generator() + asession = session + session.execute('truncate location_assignee;') + res = session.execute('select location_id, assignee_id from application \ + left join rawassignee on rawassignee.application_id = application.id \ + left join rawlocation on rawlocation.id = rawassignee.rawlocation_id \ + where assignee_id != "" and location_id != "";') + assigneelocation = pd.DataFrame.from_records(res.fetchall()) + assigneelocation.columns = ['location_id','assignee_id'] + assigneelocation = assigneelocation.sort('assignee_id') + print assigneelocation.info() + locationassignee_inserts = [row[1].to_dict() for row in assigneelocation.iterrows()] + bulk_commit_inserts(locationassignee_inserts, alchemy.schema.app_locationassignee, alchemy.is_mysql(), 20000, 'application') + + session.execute('truncate location_inventor;') + res = session.execute('select location_id, inventor_id from application \ + left join rawinventor on rawinventor.application_id = application.id \ + left join rawlocation on rawlocation.id = rawinventor.rawlocation_id \ + where inventor_id != "" and location_id != "";') + inventorlocation = pd.DataFrame.from_records(res.fetchall()) inventorlocation.columns = ['location_id','inventor_id'] - inventorlocation = inventorlocation.drop_duplicates(cols=['location_id','inventor_id']) + inventorlocation = inventorlocation.sort('inventor_id') + print inventorlocation.info() locationinventor_inserts = [row[1].to_dict() for row in inventorlocation.iterrows()] - if doctype == 'grant': - bulk_commit_inserts(locationinventor_inserts, alchemy.schema.locationinventor, alchemy.is_mysql(), 20000, 'grant') - elif doctype == 'application': - bulk_commit_inserts(locationinventor_inserts, alchemy.schema.app_locationinventor, alchemy.is_mysql(), 20000, 'application') + bulk_commit_inserts(locationinventor_inserts, alchemy.schema.app_locationinventor, alchemy.is_mysql(), 20000, 'application') + + + + #grantsessiongen = alchemy.session_generator(dbtype='grant') + #appsessiongen = alchemy.session_generator(dbtype='application') + #grantsession = grantsessiongen() + #appsession = appsessiongen() + + grantedapps = disambig_input[(disambig_input[2] == 1) & (disambig_input[1] == 0)][[0, 6]] # rawinventor_id, application_id + + print grantedapps + + inserts = [{'pk': x[0], 'update': x[1]} for x in grantedapps.values] + + asession.execute('truncate temporary_update;') + asession.commit() + bulk_commit_inserts(inserts, alchemy.schema.app_temporary_update, alchemy.is_mysql(), 20000, 'application') + + res = session.execute('select id, number from application right join temporary_update on application.id = temporary_update.update;') + short_ids = res.fetchall() + + inserts = [{'pk': x[1], 'update': 0} for x in short_ids] + + short_ids = pd.DataFrame.from_records(short_ids).drop_duplicates() + grantedapps = pd.merge(grantedapps, short_ids, left_on=6, right_on=0) + print grantedapps.head(5) + + #session_generator = alchemy.session_generator(dbtype='grant') + #session = session_generator() + + gsession.execute('truncate temporary_update;') + gsession.commit() + bulk_commit_inserts(inserts, alchemy.schema.temporary_update, alchemy.is_mysql(), 20000, 'grant') + + res = gsession.execute('select id, application.patent_id, rawinventor.inventor_id, rawinventor.sequence from application right join temporary_update on temporary_update.pk = application.id left join rawinventor on rawinventor.patent_id = application.patent_id') + + patentpairs = res.fetchall() + + patentpairs = pd.DataFrame.from_records(patentpairs) + + updates = [] + + grantedapps_groups = grantedapps.groupby(1).groups + patentpairs_groups = patentpairs.sort(3).groupby(0).groups + common = set(grantedapps_groups.keys()).intersection(set(patentpairs_groups.keys())) + num = len(grantedapps_groups) + i = 0 + for key in common: + i += 1 + if i % 100000 == 0: + print i, datetime.now() + app_rawinventors = list(grantedapps.iloc[grantedapps_groups[key]]['0_x']) + inventor_ids = list(patentpairs.iloc[patentpairs_groups[key]][2]) + less = min(len(app_rawinventors), len(inventor_ids)) + pairs = zip(app_rawinventors[:less], inventor_ids[:less]) + updates.extend([{'pk': x[0], 'update': x[1]} for x in pairs]) + + pd.DataFrame.from_records(updates).to_csv('updates.tsv',sep='\t',index=False) + gsession.close() + asession.close() + bulk_commit_updates('inventor_id', updates, App_RawInventor.__table__, alchemy.is_mysql(), 20000, 'application') + def main(): if len(sys.argv) <= 2: diff --git a/lib/alchemy/__init__.py b/lib/alchemy/__init__.py index b75ecc64..265ea241 100755 --- a/lib/alchemy/__init__.py +++ b/lib/alchemy/__init__.py @@ -39,11 +39,19 @@ from collections import defaultdict import schema from match import * +import uuid from sqlalchemy import exc from sqlalchemy import event from sqlalchemy.pool import Pool +def fixid(x): + if 'id' in x: + x['id'] = str(uuid.uuid1()) + elif 'uuid' in x: + x['uuid'] = str(uuid.uuid1()) + return x + @event.listens_for(Pool, "checkout") def ping_connection(dbapi_connection, connection_record, connection_proxy): """ @@ -220,7 +228,7 @@ def add_grant(obj, override=True, temp=False): grantsession.execute('set foreign_key_checks = 0;') grantsession.execute('set unique_checks = 0;') - grantsession.commit() + #grantsession.commit() grantsession.merge(pat) @@ -238,6 +246,8 @@ def add_all_fields(obj, pat): def add_asg(obj, pat): for asg, loc in obj.assignee_list: + asg = fixid(asg) + loc = fixid(loc) asg = schema.RawAssignee(**asg) loc = schema.RawLocation(**loc) grantsession.merge(loc) @@ -247,6 +257,8 @@ def add_asg(obj, pat): def add_inv(obj, pat): for inv, loc in obj.inventor_list: + inv = fixid(inv) + loc = fixid(loc) inv = schema.RawInventor(**inv) loc = schema.RawLocation(**loc) grantsession.merge(loc) @@ -256,12 +268,14 @@ def add_inv(obj, pat): def add_law(obj, pat): for law in obj.lawyer_list: + law = fixid(law) law = schema.RawLawyer(**law) pat.rawlawyers.append(law) def add_usreldoc(obj, pat): for usr in obj.us_relation_list: + usr = fixid(usr) usr["rel_id"] = usr["number"] usr = schema.USRelDoc(**usr) pat.usreldocs.append(usr) @@ -269,6 +283,7 @@ def add_usreldoc(obj, pat): def add_classes(obj, pat): for uspc, mc, sc in obj.us_classifications: + uspc = fixid(uspc) uspc = schema.USPC(**uspc) mc = schema.MainClass(**mc) sc = schema.SubClass(**sc) @@ -292,24 +307,29 @@ def add_citations(obj, pat): # granted patent doc number if re.match(r'^[A-Z]*\d+$', cit['number']): cit['citation_id'] = cit['number'] + cit = fixid(cit) cit = schema.USPatentCitation(**cit) pat.uspatentcitations.append(cit) # if not above, it's probably an application else: cit['application_id'] = cit['number'] + cit = fixid(cit) cit = schema.USApplicationCitation(**cit) pat.usapplicationcitations.append(cit) # if not US, then foreign citation else: + cit = fixid(cit) cit = schema.ForeignCitation(**cit) pat.foreigncitations.append(cit) for ref in refs: + ref = fixid(ref) ref = schema.OtherReference(**ref) pat.otherreferences.append(ref) def add_claims(obj, pat): claims = obj.claims for claim in claims: + claim = fixid(claim) clm = schema.Claim(**claim) pat.claims.append(clm) @@ -361,14 +381,14 @@ def add_application(obj, override=True, temp=False): def add_all_app_fields(obj, app): add_app_asg(obj, app) add_app_inv(obj, app) - add_app_usreldoc(obj, app) add_app_classes(obj, app) - add_app_ipcr(obj, app) add_app_claims(obj, app) def add_app_asg(obj, app): for asg, loc in obj.assignee_list: + loc = fixid(loc) + asg = fixid(asg) asg = schema.App_RawAssignee(**asg) loc = schema.App_RawLocation(**loc) appsession.merge(loc) @@ -378,6 +398,8 @@ def add_app_asg(obj, app): def add_app_inv(obj, app): for inv, loc in obj.inventor_list: + loc = fixid(loc) + inv = fixid(inv) inv = schema.App_RawInventor(**inv) loc = schema.App_RawLocation(**loc) appsession.merge(loc) @@ -385,15 +407,9 @@ def add_app_inv(obj, app): app.rawinventors.append(inv) -def add_app_usreldoc(obj, app): - for usr in obj.us_relation_list: - usr["rel_id"] = usr["number"] - usr = schema.App_USRelDoc(**usr) - app.usreldocs.append(usr) - - def add_app_classes(obj, app): for uspc, mc, sc in obj.us_classifications: + uspc = fixid(uspc) uspc = schema.App_USPC(**uspc) mc = schema.App_MainClass(**mc) sc = schema.App_SubClass(**sc) @@ -413,6 +429,7 @@ def add_app_ipcr(obj, app): def add_app_claims(obj, app): claims = obj.claims for claim in claims: + claim = fixid(claim) clm = schema.App_Claim(**claim) app.claims.append(clm) diff --git a/lib/alchemy/schema.py b/lib/alchemy/schema.py index 6e78c071..4a746c76 100755 --- a/lib/alchemy/schema.py +++ b/lib/alchemy/schema.py @@ -198,7 +198,7 @@ class RawLocation(GrantBase): id = Column(Unicode(256), primary_key=True) location_id = Column(Unicode(256), ForeignKey("location.id")) city = Column(Unicode(128)) - state = Column(Unicode(10), index=True) + state = Column(Unicode(20), index=True) country = Column(Unicode(10), index=True) rawinventors = relationship("RawInventor", backref="rawlocation") rawassignees = relationship("RawAssignee", backref="rawlocation") @@ -265,7 +265,7 @@ class Location(GrantBase): __tablename__ = "location" id = Column(Unicode(256), primary_key=True) city = Column(Unicode(128)) - state = Column(Unicode(10), index=True) + state = Column(Unicode(20), index=True) country = Column(Unicode(10), index=True) latitude = Column(Float) longitude = Column(Float) @@ -442,7 +442,6 @@ class RawInventor(GrantBase): rawlocation_id = Column(Unicode(256), ForeignKey("rawlocation.id")) name_first = Column(Unicode(64)) name_last = Column(Unicode(64)) - nationality = Column(Unicode(10)) sequence = Column(Integer, index=True) # -- Functions for Disambiguation -- @@ -451,8 +450,7 @@ class RawInventor(GrantBase): def summarize(self): return { "name_first": self.name_first, - "name_last": self.name_last, - "nationality": self.nationality} + "name_last": self.name_last} @hybrid_property def __clean__(self): @@ -659,7 +657,6 @@ class Inventor(GrantBase): id = Column(Unicode(36), primary_key=True) name_first = Column(Unicode(64)) name_last = Column(Unicode(64)) - nationality = Column(Unicode(10)) rawinventors = relationship("RawInventor", backref="inventor") @hybrid_property @@ -675,8 +672,7 @@ def summarize(self): return { "id": self.id, "name_first": self.name_first, - "name_last": self.name_last, - "nationality": self.nationality} + "name_last": self.name_last} @hybrid_property def __raw__(self): @@ -723,8 +719,6 @@ def update(self, **kwargs): self.name_first = kwargs["name_first"] if "name_last" in kwargs: self.name_last = kwargs["name_last"] - if "nationality" in kwargs: - self.nationality = kwargs["nationality"] @classmethod def fetch(self, session, default={}): @@ -932,7 +926,6 @@ class ForeignCitation(GrantBase): uuid = Column(Unicode(36), primary_key=True) patent_id = Column(Unicode(20), ForeignKey("patent.id")) date = Column(Date) - name = Column(Unicode(64)) kind = Column(Unicode(10)) number = Column(Unicode(64)) country = Column(Unicode(10)) @@ -982,43 +975,6 @@ class Claim(GrantBase): def __repr__(self): return "".format(self.text) -class FutureCitationRank(GrantBase): - """ - This table contains the rank of each patent by number of future citations - in each year. A row in this table will read something like "Patent Number - X got Y future citations in year Z. It was the Nth most cited patent that - year" - """ - __tablename__ = "futurecitationrank" - uuid = Column(Unicode(36), primary_key=True) - patent_id = Column(Unicode(20), ForeignKey('patent.id')) - num_citations = Column(Integer) - year = Column(Integer) - rank = Column(Integer) - -class InventorRank(GrantBase): - """ - This table contains the rank of each inventor by how many patents they - have been granted in a given year. - """ - __tablename__ = "inventorrank" - uuid = Column(Unicode(36), primary_key=True) - inventor_id = Column(Unicode(36), ForeignKey('inventor.id')) - num_patents = Column(Integer) - year = Column(Integer) - rank = Column(Integer) - -class CitedBy(GrantBase): - """ - Table contains direct mapping of patent_id to all citation_ids that cite that patent. - Takes place of the much slower foreign key relation in the Patent table - """ - __tablename__ = "citedby" - uuid = Column(Unicode(36), primary_key=True) - patent_id = Column(Unicode(20)) - citation_id = Column(Unicode(36)) - year = Column(Integer) - ## Application Tables # ASSOCIATION ---------------------- @@ -1062,20 +1018,10 @@ class App_Application(ApplicationBase): ) classes = relationship("App_USPC", backref="application", cascade=cascade) - ipcrs = relationship("App_IPCR", backref="application", cascade=cascade) rawassignees = relationship("App_RawAssignee", backref="application", cascade=cascade) rawinventors = relationship("App_RawInventor", backref="application", cascade=cascade) claims = relationship("App_Claim", backref="application", cascade=cascade) - usreldocs = relationship( - "App_USRelDoc", - primaryjoin="App_Application.id == App_USRelDoc.application_id", - backref="application", cascade=cascade) - relpatents = relationship( - "App_USRelDoc", - primaryjoin="App_Application.id == App_USRelDoc.rel_id", - foreign_keys="App_USRelDoc.rel_id", - backref="relpatent", cascade=cascade) assignees = relationship("App_Assignee", secondary=applicationassignee, backref="applications") inventors = relationship("App_Inventor", secondary=applicationinventor, backref="applications") @@ -1115,7 +1061,7 @@ class App_RawLocation(ApplicationBase): id = Column(Unicode(256), primary_key=True) location_id = Column(Unicode(256), ForeignKey("location.id")) city = Column(Unicode(128)) - state = Column(Unicode(10), index=True) + state = Column(Unicode(20), index=True) country = Column(Unicode(10), index=True) rawinventors = relationship("App_RawInventor", backref="rawlocation") rawassignees = relationship("App_RawAssignee", backref="rawlocation") @@ -1182,7 +1128,7 @@ class App_Location(ApplicationBase): __tablename__ = "location" id = Column(Unicode(256), primary_key=True) city = Column(Unicode(128)) - state = Column(Unicode(10), index=True) + state = Column(Unicode(20), index=True) country = Column(Unicode(10), index=True) latitude = Column(Float) longitude = Column(Float) @@ -1359,7 +1305,6 @@ class App_RawInventor(ApplicationBase): rawlocation_id = Column(Unicode(256), ForeignKey("rawlocation.id")) name_first = Column(Unicode(64)) name_last = Column(Unicode(64)) - nationality = Column(Unicode(10)) sequence = Column(Integer, index=True) # -- Functions for Disambiguation -- @@ -1368,8 +1313,7 @@ class App_RawInventor(ApplicationBase): def summarize(self): return { "name_first": self.name_first, - "name_last": self.name_last, - "nationality": self.nationality} + "name_last": self.name_last} @hybrid_property def __clean__(self): @@ -1609,24 +1553,6 @@ def __repr__(self): return "".format(self.subclass_id) -class App_IPCR(ApplicationBase): - __tablename__ = "ipcr" - uuid = Column(Unicode(36), primary_key=True) - application_id = Column(Unicode(20), ForeignKey("application.id")) - classification_level = Column(Unicode(20)) - section = Column(Unicode(20)) - subclass = Column(Unicode(20)) - main_group = Column(Unicode(20)) - subgroup = Column(Unicode(20)) - symbol_position = Column(Unicode(20)) - classification_value = Column(Unicode(20)) - classification_status = Column(Unicode(20)) - classification_data_source = Column(Unicode(20)) - action_date = Column(Date, index=True) - ipc_version_indicator = Column(Date, index=True) - sequence = Column(Integer, index=True) - - class App_MainClass(ApplicationBase): __tablename__ = "mainclass" id = Column(Unicode(20), primary_key=True) @@ -1651,23 +1577,6 @@ def __repr__(self): # REFERENCES ----------------------- -class App_USRelDoc(ApplicationBase): - __tablename__ = "usreldoc" - uuid = Column(Unicode(36), primary_key=True) - application_id = Column(Unicode(20), ForeignKey("application.id")) - rel_id = Column(Unicode(20), index=True) - doctype = Column(Unicode(64), index=True) - status = Column(Unicode(20)) - date = Column(Date, index=True) - number = Column(Unicode(64), index=True) - kind = Column(Unicode(10)) - country = Column(Unicode(20), index=True) - relationship = Column(Unicode(64)) - sequence = Column(Integer, index=True) - - def __repr__(self): - return "".format(self.number, self.date) - class App_Claim(ApplicationBase): __tablename__ = "claim" uuid = Column(Unicode(36), primary_key=True) @@ -1678,29 +1587,3 @@ class App_Claim(ApplicationBase): def __repr__(self): return "".format(self.text) - -class App_FutureCitationRank(ApplicationBase): - """ - This table contains the rank of each patent by number of future citations - in each year. A row in this table will read something like "Patent Number - X got Y future citations in year Z. It was the Nth most cited application that - year" - """ - __tablename__ = "futurecitationrank" - uuid = Column(Unicode(36), primary_key=True) - application_id = Column(Unicode(20), ForeignKey('application.id')) - num_citations = Column(Integer) - year = Column(Integer) - rank = Column(Integer) - -class App_InventorRank(ApplicationBase): - """ - This table contains the rank of each inventor by how many applications they - have been granted in a given year. - """ - __tablename__ = "inventorrank" - uuid = Column(Unicode(36), primary_key=True) - inventor_id = Column(Unicode(36), ForeignKey('inventor.id')) - num_applications = Column(Integer) - year = Column(Integer) - rank = Column(Integer) diff --git a/lib/assignee_disambiguation.py b/lib/assignee_disambiguation.py index a89fca75..99214af2 100644 --- a/lib/assignee_disambiguation.py +++ b/lib/assignee_disambiguation.py @@ -49,9 +49,9 @@ from unidecode import unidecode from tasks import bulk_commit_inserts, bulk_commit_updates import multiprocessing -from joblib import Parallel, delayed import itertools import sys +import json config = get_config() @@ -69,6 +69,7 @@ nodigits = re.compile(r'[a-z ]') stoplist = ['the','of','and','a','an','at'] +substitutions = json.load(open('nber_substitutions.json')) def isgrant(obj): """ @@ -98,6 +99,8 @@ def get_cleanid(obj): x not in stoplist, cleanid.split())) cleanid = ''.join(nodigits.findall(cleanid)).strip() + for pair in substitutions: + cleanid = cleanid.replace(pair[0], pair[1]) return cleanid def get_similarity(uuid1, uuid2): diff --git a/lib/config_parser.py b/lib/config_parser.py index 5105fac6..5bea9ac2 100755 --- a/lib/config_parser.py +++ b/lib/config_parser.py @@ -50,8 +50,6 @@ def extract_process_options(handler, config_section): result['parse'] = handler.get('process','parse') result['clean'] = handler.get('process','clean') == 'True' result['consolidate'] = handler.get('process','consolidate') == 'True' - result['outputdir'] = handler.get('process','outputdir') - result['lowmemory'] = handler.get('process','lowmemory') == 'True' result['doctype'] = handler.get(config_section,'doctype') return result diff --git a/lib/geoalchemy.py b/lib/geoalchemy.py index 40d34b65..715ed41f 100644 --- a/lib/geoalchemy.py +++ b/lib/geoalchemy.py @@ -440,10 +440,8 @@ def find_difficult_locations_from_file(inputfilename, outputfilename): print datetime.datetime.now()-t if __name__=='__main__': - doctype = 'grant' - schema = alchemy.schema.RawLocation - if len(sys.argv) > 1: - doctype = sys.argv[1] - schema = schema if doctype == 'grant' else alchemy.schema.App_RawLocation - numlocs = alchemy.fetch_session(dbtype=doctype).query(schema).count() - main(doctype=doctype) + global doctype + doctype='grant' + main(doctype='grant') + doctype = 'application' + main(doctype='application') diff --git a/lib/handlers/application_handler_v41.py b/lib/handlers/application_handler_v41.py index f90ec133..72aaf29a 100644 --- a/lib/handlers/application_handler_v41.py +++ b/lib/handlers/application_handler_v41.py @@ -62,7 +62,7 @@ def __init__(self, xml_string, is_string=False): parser.parse(xml_string) self.attributes = ['app','application','assignee_list','inventor_list', - 'us_relation_list','us_classifications','ipcr_classifications', + 'us_classifications', 'claims'] self.xml = xh.root.patent_application_publication @@ -193,7 +193,6 @@ def inventor_list(self): applicant: name_last name_first - nationality sequence location: id @@ -217,6 +216,7 @@ def inventor_list(self): loc['country'] = app['nationality'] #this is created because of MySQL foreign key case sensitivities loc['id'] = unidecode("|".join([loc['city'], loc['state'], loc['country']]).lower()) + del app['nationality'] if any(app.values()) or any(loc.values()): app['sequence'] = i app['uuid'] = str(uuid.uuid1()) @@ -239,53 +239,6 @@ def _get_doc_info(self, root): root.contents_of('doc_number')[0]) return res - @property - def us_relation_list(self): - """ - returns list of dictionaries for us reldoc: - usreldoc: - doctype - status (parent status) - date - number - kind - country - relationship - sequence - """ - root = self.xml.continuations - if not root: - return [] - root = root[0] - res = [] - i = 0 - for reldoc in root.children: - if reldoc._name == 'non_provisional_of_provisional': - data = {'doctype': 'us_provisional_application'} - data.update(self._get_doc_info(reldoc)) - data['date'] = self._fix_date(data['date']) - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - i = i + 1 - res.append(data) - for relation in reldoc.parent_child: - for relationship in ['parent', 'child']: - data = {'doctype': u'relation'} - doc = getattr(relation, relationship) - if not doc: - continue - data.update(self._get_doc_info(doc[0])) - data['date'] = self._fix_date(data['date']) - data['status'] = relation.contents_of('parent_status', as_string=True) - data['relationship'] = relationship # parent/child - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - i = i + 1 - res.append(data) - return res - @property def us_classifications(self): """ @@ -318,44 +271,6 @@ def us_classifications(self): i = i + 1 return classes - @property - def ipcr_classifications(self): - """ - Returns list of dictionaries representing ipcr classifications - ipcr: - ipc_version_indicator - classification_level - section - class - subclass - main_group - subgroup - symbol_position - classification_value - action_date - classification_status - classification_data_source - sequence - """ - ipcr_classifications = self.xml.classification_ipc - if not ipcr_classifications: - return [] - res = [] - # we can safely use [0] because there is only one ipcr_classifications tag - for i, ipcr in enumerate(ipcr_classifications.classification_ipc_primary + - ipcr_classifications.classification_ipc_secondary): - data = {} - data['classification_level'] = ipcr.contents_of('ipc', as_string=True)[0] - data['class'] = ipcr.contents_of('ipc', as_string=True)[1:3] - data['subclass'] = ipcr.contents_of('ipc', as_string=True)[3] - data['main_group'] = ipcr.contents_of('ipc', as_string=True)[4:7] - data['subgroup'] = ipcr.contents_of('ipc', as_string=True).split('/')[1] - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - res.append(data) - return res - @property def claims(self): """ diff --git a/lib/handlers/application_handler_v42.py b/lib/handlers/application_handler_v42.py index 695aae5b..104422dc 100644 --- a/lib/handlers/application_handler_v42.py +++ b/lib/handlers/application_handler_v42.py @@ -62,7 +62,7 @@ def __init__(self, xml_string, is_string=False): parser.parse(xml_string) self.attributes = ['app','application','assignee_list','inventor_list', - 'us_relation_list','us_classifications','ipcr_classifications', + 'us_classifications', 'claims'] self.xml = xh.root.us_patent_application @@ -184,7 +184,6 @@ def inventor_list(self): applicant: name_last name_first - nationality sequence location: id @@ -207,6 +206,7 @@ def inventor_list(self): loc[tag] = applicant.addressbook.contents_of(tag, as_string=True, upper=False) #this is created because of MySQL foreign key case sensitivities loc['id'] = unidecode("|".join([loc['city'], loc['state'], loc['country']]).lower()) + del app['nationality'] if any(app.values()) or any(loc.values()): app['sequence'] = i app['uuid'] = str(uuid.uuid1()) @@ -226,55 +226,6 @@ def _get_doc_info(self, root): root.contents_of('doc_number')[0]) return res - @property - def us_relation_list(self): - """ - returns list of dictionaries for us reldoc: - usreldoc: - doctype - status (parent status) - date - number - kind - country - relationship - sequence - """ - root = self.xml.us_related_documents - if not root: - return [] - root = root[0] - res = [] - i = 0 - for reldoc in root.children: - if reldoc._name == 'related_publication' or \ - reldoc._name == 'us_provisional_application': - data = {'doctype': reldoc._name} - data.update(self._get_doc_info(reldoc)) - data['date'] = self._fix_date(data['date']) - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - i = i + 1 - res.append(data) - for relation in reldoc.relation: - for relationship in ['parent_doc', 'parent_grant_document', - 'parent_pct_document', 'child_doc']: - data = {'doctype': reldoc._name} - doc = getattr(relation, relationship) - if not doc: - continue - data.update(self._get_doc_info(doc[0])) - data['date'] = self._fix_date(data['date']) - data['status'] = doc[0].contents_of('parent_status', as_string=True) - data['relationship'] = relationship # parent/child - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - i = i + 1 - res.append(data) - return res - @property def us_classifications(self): """ @@ -307,45 +258,6 @@ def us_classifications(self): i = i + 1 return classes - @property - def ipcr_classifications(self): - """ - Returns list of dictionaries representing ipcr classifications - ipcr: - ipc_version_indicator - classification_level - section - class - subclass - main_group - subgroup - symbol_position - classification_value - action_date - classification_status - classification_data_source - sequence - """ - ipcr_classifications = self.xml.classifications_ipcr - if not ipcr_classifications: - return [] - res = [] - # we can safely use [0] because there is only one ipcr_classifications tag - for i, ipcr in enumerate(ipcr_classifications.classification_ipcr): - data = {} - for tag in ['classification_level', 'section', - 'class', 'subclass', 'main_group', 'subgroup', 'symbol_position', - 'classification_value', 'classification_status', - 'classification_data_source']: - data[tag] = ipcr.contents_of(tag, as_string=True) - data['ipc_version_indicator'] = self._fix_date(ipcr.ipc_version_indicator.contents_of('date', as_string=True)) - data['action_date'] = self._fix_date(ipcr.action_date.contents_of('date', as_string=True)) - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - res.append(data) - return res - @property def claims(self): """ diff --git a/lib/handlers/application_handler_v43.py b/lib/handlers/application_handler_v43.py index e9f026d1..550fa104 100644 --- a/lib/handlers/application_handler_v43.py +++ b/lib/handlers/application_handler_v43.py @@ -62,7 +62,7 @@ def __init__(self, xml_string, is_string=False): parser.parse(xml_string) self.attributes = ['app','application','assignee_list','inventor_list', - 'us_relation_list','us_classifications','ipcr_classifications', + 'us_classifications', 'claims'] self.xml = xh.root.us_patent_application @@ -184,7 +184,6 @@ def inventor_list(self): inventor: name_last name_first - nationality sequence location: id @@ -207,6 +206,7 @@ def inventor_list(self): loc[tag] = inventor.contents_of(tag, as_string=True, upper=False) #this is created because of MySQL foreign key case sensitivities loc['id'] = unidecode("|".join([loc['city'], loc['state'], loc['country']]).lower()) + del inv['nationality'] if any(inv.values()) or any(loc.values()): inv['sequence'] = i inv['uuid'] = str(uuid.uuid1()) @@ -226,55 +226,6 @@ def _get_doc_info(self, root): root.contents_of('doc_number')[0]) return res - @property - def us_relation_list(self): - """ - returns list of dictionaries for us reldoc: - usreldoc: - doctype - status (parent status) - date - number - kind - country - relationship - sequence - """ - root = self.xml.us_related_documents - if not root: - return [] - root = root[0] - res = [] - i = 0 - for reldoc in root.children: - if reldoc._name == 'related_publication' or \ - reldoc._name == 'us_provisional_application': - data = {'doctype': reldoc._name} - data.update(self._get_doc_info(reldoc)) - data['date'] = self._fix_date(data['date']) - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - i = i + 1 - res.append(data) - for relation in reldoc.relation: - for relationship in ['parent_doc', 'parent_grant_document', - 'parent_pct_document', 'child_doc']: - data = {'doctype': reldoc._name} - doc = getattr(relation, relationship) - if not doc: - continue - data.update(self._get_doc_info(doc[0])) - data['date'] = self._fix_date(data['date']) - data['status'] = doc[0].contents_of('parent_status', as_string=True) - data['relationship'] = relationship # parent/child - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - i = i + 1 - res.append(data) - return res - @property def us_classifications(self): """ @@ -307,45 +258,6 @@ def us_classifications(self): i = i + 1 return classes - @property - def ipcr_classifications(self): - """ - Returns list of dictionaries representing ipcr classifications - ipcr: - ipc_version_indicator - classification_level - section - class - subclass - main_group - subgroup - symbol_position - classification_value - action_date - classification_status - classification_data_source - sequence - """ - ipcr_classifications = self.xml.classifications_ipcr - if not ipcr_classifications: - return [] - res = [] - # we can safely use [0] because there is only one ipcr_classifications tag - for i, ipcr in enumerate(ipcr_classifications.classification_ipcr): - data = {} - for tag in ['classification_level', 'section', - 'class', 'subclass', 'main_group', 'subgroup', 'symbol_position', - 'classification_value', 'classification_status', - 'classification_data_source']: - data[tag] = ipcr.contents_of(tag, as_string=True) - data['ipc_version_indicator'] = self._fix_date(ipcr.ipc_version_indicator.contents_of('date', as_string=True)) - data['action_date'] = self._fix_date(ipcr.action_date.contents_of('date', as_string=True)) - if any(data.values()): - data['sequence'] = i - data['uuid'] = str(uuid.uuid1()) - res.append(data) - return res - @property def claims(self): """ diff --git a/lib/handlers/grant_handler_v42.py b/lib/handlers/grant_handler_v42.py index d596988d..c7ef3eab 100644 --- a/lib/handlers/grant_handler_v42.py +++ b/lib/handlers/grant_handler_v42.py @@ -223,7 +223,7 @@ def citation_list(self): other_cits.append(data) ocnt += 1 else: - for tag in ['name', 'kind', 'category']: + for tag in ['kind', 'category']: data[tag] = citation.contents_of(tag, as_string=True, upper=False) data['date'] = self._fix_date(citation.contents_of('date', as_string=True)) data['country'] = citation.contents_of('country', default=[''])[0] @@ -243,7 +243,6 @@ def inventor_list(self): inventor: name_last name_first - nationality sequence location: id @@ -259,7 +258,6 @@ def inventor_list(self): # add inventor data inv = {} inv.update(self._name_helper_dict(inventor.addressbook)) - inv['nationality'] = inventor.nationality.contents_of('country', as_string=True) # add location data for inventor loc = {} for tag in ['city', 'state', 'country']: diff --git a/lib/handlers/grant_handler_v44.py b/lib/handlers/grant_handler_v44.py index 1e17ae01..ea9fa518 100644 --- a/lib/handlers/grant_handler_v44.py +++ b/lib/handlers/grant_handler_v44.py @@ -223,7 +223,7 @@ def citation_list(self): other_cits.append(data) ocnt += 1 else: - for tag in ['name', 'kind', 'category']: + for tag in ['kind', 'category']: data[tag] = citation.contents_of(tag, as_string=True, upper=False) data['date'] = self._fix_date(citation.contents_of('date', as_string=True)) data['country'] = citation.contents_of('country', default=[''])[0] @@ -243,7 +243,6 @@ def inventor_list(self): inventor: name_last name_first - nationality sequence location: id @@ -259,7 +258,6 @@ def inventor_list(self): # add inventor data inv = {} inv.update(self._name_helper_dict(inventor.addressbook)) - inv['nationality'] = inventor.nationality.contents_of('country', as_string=True) # add location data for inventor loc = {} for tag in ['city', 'state', 'country']: diff --git a/lib/nber_substitutions.json b/lib/nber_substitutions.json new file mode 100644 index 00000000..e15cec6c --- /dev/null +++ b/lib/nber_substitutions.json @@ -0,0 +1 @@ +[[" A B ", " AB "], [" A CALIFORNIA CORP ", " CORP "], [" A DELAWARE CORP ", " CORP "], [" AKTIEBOLAGET ", " AB "], [" AKTIEBOLAG ", " AB "], [" ACADEMY ", " ACAD "], [" ACTIEN GESELLSCHAFT ", " AG "], [" ACTIENGESELLSCHAFT ", " AG "], [" AKTIEN GESELLSCHAFT ", " AG "], [" AKTIENGESELLSCHAFT ", " AG "], [" AGRICOLAS ", " AGRIC "], [" AGRICOLA ", " AGRIC "], [" AGRICOLES ", " AGRIC "], [" AGRICOLE ", " AGRIC "], [" AGRICOLI ", " AGRIC "], [" AGRICOLTURE ", " AGRIC "], [" AGRICULTURA ", " AGRIC "], [" AGRICULTURAL ", " AGRIC "], [" AGRICULTURE ", " AGRIC "], [" AKADEMIA ", " AKAD "], [" AKADEMIEI ", " AKAD "], [" AKADEMIE ", " AKAD "], [" AKADEMII ", " AKAD "], [" AKADEMIJA ", " AKAD "], [" AKADEMIYA ", " AKAD "], [" AKADEMIYAKH ", " AKAD "], [" AKADEMIYAM ", " AKAD "], [" AKADEMIYAMI ", " AKAD "], [" AKADEMIYU ", " AKAD "], [" AKADEMI ", " AKAD "], [" ALLGEMEINER ", " ALLG "], [" ALLGEMEINE ", " ALLG "], [" ANTREPRIZA ", " ANTR "], [" APARARII ", " APAR "], [" APARATELOR ", " APAR "], [" APPARATEBAU ", " APP "], [" APPARATUS ", " APP "], [" APPARECHHI ", " APP "], [" APPAREILLAGES ", " APP "], [" APPAREILLAGE ", " APP "], [" APPAREILS ", " APP "], [" APPAREIL ", " APP "], [" APARATE ", " APAR "], [" APPARATE ", " APP "], [" APPLICATIONS ", " APPL "], [" APPLICATION ", " APPL "], [" APPLICAZIONE ", " APPL "], [" APPLICAZIONI ", " APPL "], [" ANPARTSSELSKABET ", " APS "], [" ANPARTSSELSKAB ", " APS "], [" A/S ", " AS "], [" AKTIESELSKABET ", " AS "], [" AKTIESELSKAB ", " AS "], [" ASSOCIACAO ", " ASSOC "], [" ASSOCIATED ", " ASSOC "], [" ASSOCIATES ", " ASSOCIATES "], [" ASSOCIATE ", " ASSOCIATES "], [" ASSOCIATION ", " ASSOC "], [" BETEILIGUNGSGESELLSCHAFT MBH ", " BET GMBH "], [" BETEILIGUNGS GESELLSCHAFT MIT ", " BET GMBH "], [" BETEILIGUNGSGESELLSCHAFT ", " BET GES "], [" BESCHRANKTER HAFTUNG ", " BET GMBH "], [" BROEDERNA ", " BRDR "], [" BROEDRENE ", " BRDR "], [" BRODERNA ", " BRDR "], [" BRODRENE ", " BRDR "], [" BROTHERS ", " BROS "], [" BESLOTEN VENNOOTSCHAP MET ", " BV "], [" BESLOTEN VENNOOTSCHAP ", " BV "], [" BEPERKTE AANSPRAKELIJKHEID ", " BV "], [" CLOSE CORPORATION ", " CC "], [" CENTER ", " CENT "], [" CENTRAAL ", " CENT "], [" CENTRALA ", " CENT "], [" CENTRALES ", " CENT "], [" CENTRALE ", " CENT "], [" CENTRAL ", " CENT "], [" CENTRAUX ", " CENT "], [" CENTRE ", " CENT "], [" CENTRO ", " CENT "], [" CENTRUL ", " CENT "], [" CENTRUM ", " CENT "], [" CERCETARE ", " CERC "], [" CERCETARI ", " CERC "], [" CHEMICALS ", " CHEM "], [" CHEMICAL ", " CHEM "], [" CHEMICKEJ ", " CHEM "], [" CHEMICKE ", " CHEM "], [" CHEMICKYCH ", " CHEM "], [" CHEMICKY ", " CHEM "], [" CHEMICZNE ", " CHEM "], [" CHEMICZNY ", " CHEM "], [" CHEMIE ", " CHEM "], [" CHEMII ", " CHEM "], [" CHEMISCHE ", " CHEM "], [" CHEMISCH ", " CHEM "], [" CHEMISKEJ ", " CHEM "], [" CHEMISTRY ", " CHEM "], [" CHIMICA ", " CHIM "], [" CHIMICE ", " CHIM "], [" CHIMICI ", " CHIM "], [" CHIMICO ", " CHIM "], [" CHIMIC ", " CHIM 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PHARM "], [" PHARMACEUTIQUE ", " PHARM "], [" PHARMAZEUTIKA ", " PHARM "], [" PHARMAZEUTISCHEN ", " PHARM "], [" PHARMAZEUTISCHE ", " PHARM "], [" PHARMAZEUTISCH ", " PHARM "], [" PHARMAZIE ", " PHARM "], [" PUBLIC LIMITED COMPANY ", " PLC "], [" PRELUCRAREA ", " PRELUC "], [" PRELUCRARE ", " PRELUC "], [" PRODOTTI ", " PROD "], [" PRODUCE ", " PROD "], [" PRODUCTS ", " PROD "], [" PRODUCT ", " PROD "], [" PRODUCTAS ", " PROD "], [" PRODUCTA ", " PROD "], [" PRODUCTIE ", " PROD "], [" PRODUCTOS ", " PROD "], [" PRODUCTO ", " PROD "], [" PRODUCTORES ", " PROD "], [" PRODUITS ", " PROD "], [" PRODUIT ", " PROD "], [" PRODUKCJI ", " PROD "], [" PRODUKTER ", " PROD "], [" PRODUKTE ", " PROD "], [" PRODUKT ", " PROD "], [" PRODUSE ", " PROD "], [" PRODUTOS ", " PROD "], [" PRODUIT CHIMIQUES ", " PROD CHIM "], [" PRODUIT CHIMIQUE ", " PROD CHIM "], [" PRODUCTIONS ", " PRODN "], [" PRODUCTION ", " PRODN "], [" PRODUKTIONS ", " PRODN "], [" PRODUKTION ", " PRODN "], [" PRODUZIONI ", " PRODN "], [" PROIECTARE ", " PROI "], [" PROIECTARI ", " PROI "], [" PRZEDSIEBIOSTWO ", " PRZEDSIEB "], [" PRZEMYSLU ", " PRZEYM "], [" PROPRIETARY ", " PTY "], [" PERSONENVENNOOTSCHAP MET ", " PVBA "], [" BEPERKTE AANSPRAKELIJKHEID ", " PVBA "], [" REALISATIONS ", " REAL "], [" REALISATION ", " REAL "], [" RECHERCHES ", " RECH "], [" RECHERCHE ", " RECH "], [" RECHERCHES ET DEVELOPMENTS ", " RECH & DEV "], [" RECHERCHE ET DEVELOPMENT ", " RECH & DEV "], [" RECHERCHES ET DEVELOPPEMENTS ", " RECH & DEV "], [" RECHERCHE ET DEVELOPPEMENT ", " RECH & DEV "], [" RESEARCH & DEVELOPMENT ", " RES & DEV "], [" RESEARCH AND DEVELOPMENT ", " RES & DEV "], [" RESEARCH ", " RES "], [" RIJKSUNIVERSITEIT ", " RIJKSUNIV "], [" SECRETATY ", " SECRETARY "], [" SECRETRY ", " SECRETARY "], [" SECREATRY ", " SECRETARY "], [" SOCIEDAD ANONIMA ", " SA "], [" SOCIETE ANONYME DITE ", " SA "], [" SOCIETE ANONYME ", " SA "], [" SOCIETE A RESPONSABILITE LIMITEE ", " SARL "], [" SOCIETE A RESPONSIBILITE LIMITEE ", " SARL "], [" SOCIETA IN ACCOMANDITA SEMPLICE ", " SAS "], [" SCHWEIZERISCHES ", " SCHWEIZ "], [" SCHWEIZERISCHER ", " SCHWEIZ "], [" SCHWEIZERISCHE ", " SCHWEIZ "], [" SCHWEIZERISCH ", " SCHWEIZ "], [" SCHWEIZER ", " SCHWEIZ "], [" SCIENCES ", " SCI "], [" SCIENCE ", " SCI "], [" SCIENTIFICA ", " SCI "], [" SCIENTIFIC ", " SCI "], [" SCIENTIFIQUES ", " SCI "], [" SCIENTIFIQUE ", " SCI "], [" SHADAN HOJIN ", " SH "], [" SIDERURGICAS ", " SIDER "], [" SIDERURGICA ", " SIDER "], [" SIDERURGIC ", " SIDER "], [" SIDERURGIE ", " SIDER "], [" SIDERURGIQUE ", " SIDER "], [" SOCIETA IN NOME COLLECTIVO ", " SNC "], [" SOCIETE EN NOM COLLECTIF ", " SNC "], [" SOCIETE ALSACIENNE ", " SOC ALSAC "], [" SOCIETE APPLICATION ", " SOC APPL "], [" SOCIETA APPLICAZIONE ", " SOC APPL "], [" SOCIETE AUXILIAIRE ", " SOC AUX "], [" SOCIETE CHIMIQUE ", " SOC CHIM "], [" SOCIEDAD CIVIL ", " SOC CIV "], [" SOCIETE CIVILE ", " SOC CIV "], [" SOCIETE COMMERCIALES ", " SOC COMML "], [" SOCIETE COMMERCIALE ", " SOC 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[" GESELLSCHAFT ", " GES "], [" GEWERKSCHAFT ", " GEW "], [" GAKKO HOJIN ", " GH "], [" GAKKO HOUJIN ", " GH "], [" GUTEHOFFNUNGSCHUETTE ", " GHH "], [" GUTEHOFFNUNGSCHUTTE ", " GHH "], [" GOMEI GAISHA ", " GK "], [" GOMEI KAISHA ", " GK "], [" GOSHI KAISHA ", " GK "], [" GOUSHI GAISHA ", " GK "], [" GESELLSCHAFT MBH ", " GMBH "], [" GESELLSCHAFT MIT BESCHRANKTER HAFTUNG ", " GMBH "], [" GROUPEMENT ", " GRP "], [" GROUPMENT ", " GRP "], [" HANDELSMAATSCHAPPIJ ", " HANDL "], [" HANDELSMIJ ", " HANDL "], [" HANDELS BOLAGET ", " HB "], [" HANDELSBOLAGET ", " HB "], [" HER MAJESTY THE QUEEN IN RIGHT OF CANADA AS REPRESENTED BY THE MINISTER OF ", " CANADA MIN OF "], [" HER MAJESTY THE QUEEN ", " UK "], [" INDUSTRIAS ", " IND "], [" INDUSTRIALS ", " IND "], [" INDUSTRIAL ", " IND "], [" INDUSTRIALA ", " IND "], [" INDUSTRIALE ", " IND "], [" INDUSTRIALIZARE ", " IND "], [" INDUSTRIALIZAREA ", " IND "], [" INDUSTRIALI ", " IND "], [" INDUSTRIEELE ", " IND "], [" INDUSTRIEI ", " IND "], [" 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FRANCAISE ", " INST FR "], [" INSTITUT FRANCAIS ", " INST FR "], [" INSTITUTE NATIONALE ", " INST NAT "], [" INSTITUT NATIONAL ", " INST NAT "], [" INSTITUTAMI ", " INST "], [" INSTITUTAMKH ", " INST "], [" INSTITUTAM ", " INST "], [" INSTITUTA ", " INST "], [" INSTITUTES ", " INST "], [" INSTITUTET ", " INST "], [" INSTITUTE ", " INST "], [" INSTITUTOM ", " INST "], [" INSTITUTOV ", " INST "], [" INSTITUTO ", " INST "], [" INSTITUTT ", " INST "], [" INSTITUTUL ", " INST "], [" INSTITUTU ", " INST "], [" INSTITUTY ", " INST "], [" INSTITUT ", " INST "], [" INSTITUUT ", " INST "], [" INSTITZHT ", " INST "], [" INSTYTUT ", " INST "], [" INSINOORITOMISTO ", " INSTMSTO "], [" INSTRUMENTS ", " INSTR "], [" INSTRUMENTATION ", " INSTR "], [" INSTRUMENTE ", " INSTR "], [" INSTRUMENT ", " INSTR "], [" INTERNATL ", " INT "], [" INTERNACIONAL ", " INT "], [" INTERNATIONAL ", " INT "], [" INTERNATIONALEN ", " INT "], [" INTERNATIONALE ", " INT "], [" INTERNATIONAUX ", " INT "], [" INTERNATIONELLA ", " INT "], [" INTERNAZIONALE ", " INT "], [" INTL ", " INT "], [" INTREPRINDEREA ", " INTR "], [" ISTITUTO ", " IST "], [" ITALIANA ", " ITAL "], [" ITALIANE ", " ITAL "], [" ITALIANI ", " ITAL "], [" ITALIANO ", " ITAL "], [" ITALIENNE ", " ITAL "], [" ITALIEN ", " ITAL "], [" ITALIAN ", " ITAL "], [" ITALIA ", " ITAL "], [" ITALI ", " ITAL "], [" ITALO ", " ITAL "], [" ITALY ", " ITAL "], [" JUNIOR ", " JR "], [" KOMMANDIT BOLAG ", " KB "], [" KOMMANDIT BOLAGET ", " KB "], [" KOMMANDITBOLAGET ", " KB "], [" KOMMANDITBOLAG ", " KB "], [" KOMMANDIT GESELLSCHAFT ", " KG "], [" KOMMANDITGESELLSCHAFT ", " KG "], [" KOMMANDIT GESELLSCHAFT AUF AKTIEN ", " KGAA "], [" KOMMANDITGESELLSCHAFT AUF AKTIEN ", " KGAA "], [" KUTATO INTEZETE ", " KI "], [" KUTATO INTEZET ", " KI "], [" KUTATOINTEZETE ", " KI "], [" KUTATOINTEZET ", " KI "], [" KABUSHIKI GAISHA ", " KK "], [" KABUSHIKI KAISHA ", " KK "], [" KABUSHIKI GAISYA ", " KK "], [" KABUSHIKI KAISYA ", " KK "], [" KABUSHIKIGAISHA ", " KK "], [" KABUSHIKIKAISHA ", " KK "], [" KABUSHIKIGAISYA ", " KK "], [" KABUSHIKIKAISYA ", " KK "], [" KOMBINATU ", " KOMB "], [" KOMBINATY ", " KOMB "], [" KOMBINAT ", " KOMB "], [" KONINKLIJKE ", " KONINK "], [" KONCERNOVY PODNIK ", " KP "], [" KUNSTSTOFFTECHNIK ", " KUNST "], [" KUNSTSTOFF ", " KUNST "], [" LABORATOIRES ", " LAB "], [" LABORATOIRE ", " LAB "], [" LABORATOIR ", " LAB "], [" LABORATORIEI ", " LAB "], [" LABORATORIES ", " LAB "], [" LABORATORII ", " LAB "], [" LABORATORIJ ", " LAB "], [" LABORATORIOS ", " LAB "], [" LABORATORIO ", " LAB "], [" LABORATORIUM ", " LAB "], [" LABORATORI ", " LAB "], [" LABORATORY ", " LAB "], [" LABORTORI ", " LAB "], [" LAVORAZA ", " LAVORAZ "], [" LAVORAZIONE ", " LAVORAZ "], [" LAVORAZIONI ", " LAVORAZ "], [" LAVORAZIO ", " LAVORAZ "], [" LAVORAZI ", " LAVORAZ "], [" LIMITED PARTNERSHIP ", " LP "], [" LIMITED ", " LTD "], [" LTD LTEE ", " LTD "], [" MASCHINENVERTRIEB ", " MASCH "], [" MASCHINENBAUANSTALT ", " MASCHBAU "], [" MASCHINENBAU ", " MASCHBAU "], [" MASCHINENFABRIEK ", " MASCHFAB "], [" MASCHINENFABRIKEN ", " MASCHFAB "], [" MASCHINENFABRIK ", " MASCHFAB "], [" MASCHINENFAB ", " MASCHFAB "], [" MASCHINEN ", " MASCH "], [" MASCHIN ", " MASCH "], [" MIT BESCHRANKTER HAFTUNG ", " MBH "], [" MANUFACTURINGS ", " MFG "], [" MANUFACTURING ", " MFG "], [" MANIFATTURAS ", " MFR "], [" MANIFATTURA ", " MFR "], [" MANIFATTURE ", " MFR "], [" MANUFACTURAS ", " MFR "], [" MANUFACTURERS ", " MFR "], [" MANUFACTURER ", " MFR "], [" MANUFACTURES ", " MFR "], [" MANUFACTURE ", " MFR "], [" MANUFATURA ", " MFR "], [" MAATSCHAPPIJ ", " MIJ "], [" MEDICAL ", " MED "], [" MINISTERE ", " MIN "], [" MINISTERIUM ", " MIN "], [" MINISTERO ", " MIN "], [" MINISTERSTVAKH ", " MIN "], [" MINISTERSTVAM ", " MIN "], [" MINISTERSTVAMI ", " MIN "], [" MINISTERSTVA ", " MIN "], [" MINISTERSTVE ", " MIN "], [" MINISTERSTVO ", " MIN "], [" MINISTERSTVOM ", " MIN "], [" MINISTERSTVU ", " MIN "], [" MINISTERSTV ", " MIN "], [" MINISTERSTWO ", " MIN "], [" MINISTERUL ", " MIN "], [" MINISTRE ", " MIN "], [" MINISTRY ", " MIN "], [" MINISTER ", " MIN "], [" MAGYAR TUDOMANYOS AKADEMIA ", " MTA "], [" NATIONAAL ", " NAT "], [" NATIONAL ", " NAT "], [" NATIONALE ", " NAT "], [" NATIONAUX ", " NAT "], [" NATL ", " NAT "], [" NAZIONALE ", " NAZ "], [" NAZIONALI ", " NAZ "], [" NORDDEUTSCH ", " NORDDEUT "], [" NORDDEUTSCHE ", " NORDDEUT "], [" NORDDEUTSCHER ", " NORDDEUT "], [" NORDDEUTSCHES ", " NORDDEUT "], [" NARODNI PODNIK ", " NP "], [" NARODNIJ PODNIK ", " NP "], [" NARODNY PODNIK ", " NP "], [" NAAMLOOSE VENOOTSCHAP ", " NV "], [" NAAMLOZE VENNOOTSCHAP ", " NV "], [" N V ", " NV "], [" OESTERREICHISCHES ", " OESTERR "], [" OESTERREICHISCHE ", " OESTERR "], [" OESTERREICHISCH ", " OESTERR "], [" OESTERREICH ", " OESTERR "], [" OSTERREICHISCHES ", " OESTERR "], [" OSTERREICHISCHE ", " OESTERR "], [" OSTERREICHISCH ", " OESTERR "], [" OSTERREICH ", " OESTERR "], [" OFFICINE MECCANICA ", " OFF MEC "], [" OFFICINE MECCANICHE ", " OFF MEC "], [" OFFICINE NATIONALE ", " OFF NAT "], [" OFFENE HANDELSGESELLSCHAFT ", " OHG "], [" ONTWIKKELINGSBUREAU ", " ONTWIK "], [" ONTWIKKELINGS ", " ONTWIK "], [" OBOROVY PODNIK ", " OP "], [" ORGANISATIE ", " ORG "], [" ORGANISATIONS ", " ORG "], [" ORGANISATION ", " ORG "], [" ORGANIZATIONS ", " ORG "], [" ORGANIZATION ", " ORG "], [" ORGANIZZAZIONE ", " ORG "], [" OSAKEYHTIO ", " OY "], [" PHARMACEUTICALS ", " PHARM "], [" PHARMACEUTICAL ", " PHARM "], [" PHARMACEUTICA ", " PHARM "], [" PHARMACEUTIQUES ", " PHARM "], [" PHARMACEUTIQUE ", " PHARM "], [" PHARMAZEUTIKA ", " PHARM "], [" PHARMAZEUTISCHEN ", " PHARM "], [" PHARMAZEUTISCHE ", " PHARM "], [" PHARMAZEUTISCH ", " PHARM "], [" PHARMAZIE ", " PHARM "], [" PUBLIC LIMITED COMPANY ", " PLC "], [" PRELUCRAREA ", " PRELUC "], [" PRELUCRARE ", " PRELUC "], [" PRODOTTI ", " PROD "], [" PRODUCE ", " PROD "], [" PRODUCTS ", " PROD "], [" PRODUCT ", " PROD "], [" PRODUCTAS ", " PROD "], [" PRODUCTA ", " PROD "], [" PRODUCTIE ", " PROD "], [" PRODUCTOS ", " PROD "], [" PRODUCTO ", " PROD "], [" PRODUCTORES ", " PROD "], [" PRODUITS ", " PROD "], [" PRODUIT ", " PROD "], [" PRODUKCJI ", " PROD "], [" PRODUKTER ", " PROD "], [" PRODUKTE ", " PROD "], [" PRODUKT ", " PROD "], [" PRODUSE ", " PROD "], [" PRODUTOS ", " PROD "], [" PRODUIT CHIMIQUES ", " PROD CHIM "], [" PRODUIT CHIMIQUE ", " PROD CHIM "], [" PRODUCTIONS ", " PRODN "], [" PRODUCTION ", " PRODN "], [" PRODUKTIONS ", " PRODN "], [" PRODUKTION ", " PRODN "], [" PRODUZIONI ", " PRODN "], [" PROIECTARE ", " PROI "], [" PROIECTARI ", " PROI "], [" PRZEDSIEBIOSTWO ", " PRZEDSIEB "], [" PRZEMYSLU ", " PRZEYM "], [" PROPRIETARY ", " PTY "], [" PERSONENVENNOOTSCHAP MET ", " PVBA "], [" BEPERKTE AANSPRAKELIJKHEID ", " PVBA "], [" REALISATIONS ", " REAL "], [" REALISATION ", " REAL "], [" RECHERCHES ", " RECH "], [" RECHERCHE ", " RECH "], [" RECHERCHES ET DEVELOPMENTS ", " RECH & DEV "], [" RECHERCHE ET DEVELOPMENT ", " RECH & DEV "], [" RECHERCHES ET DEVELOPPEMENTS ", " RECH & DEV "], [" RECHERCHE ET DEVELOPPEMENT ", " RECH & DEV "], [" RESEARCH & DEVELOPMENT ", " RES & DEV "], [" RESEARCH AND DEVELOPMENT ", " RES & DEV "], [" RESEARCH ", " RES "], [" RIJKSUNIVERSITEIT ", " RIJKSUNIV "], [" SECRETATY ", " SECRETARY "], [" SECRETRY ", " SECRETARY "], [" SECREATRY ", " SECRETARY "], [" SOCIEDAD ANONIMA ", " SA "], [" SOCIETE ANONYME DITE ", " SA "], [" SOCIETE ANONYME ", " SA "], [" SOCIETE A RESPONSABILITE LIMITEE ", " SARL "], [" SOCIETE A RESPONSIBILITE LIMITEE ", " SARL "], [" SOCIETA IN ACCOMANDITA SEMPLICE ", " SAS "], [" SCHWEIZERISCHES ", " SCHWEIZ "], [" SCHWEIZERISCHER ", " SCHWEIZ "], [" SCHWEIZERISCHE ", " SCHWEIZ "], [" SCHWEIZERISCH ", " SCHWEIZ "], [" SCHWEIZER ", " SCHWEIZ "], [" SCIENCES ", " SCI "], [" SCIENCE ", " SCI "], [" SCIENTIFICA ", " SCI "], [" SCIENTIFIC ", " SCI "], [" SCIENTIFIQUES ", " SCI "], [" SCIENTIFIQUE ", " SCI "], [" SHADAN HOJIN ", " SH "], [" SIDERURGICAS ", " SIDER "], [" SIDERURGICA ", " SIDER "], [" SIDERURGIC ", " SIDER "], [" SIDERURGIE ", " SIDER "], [" SIDERURGIQUE ", " SIDER "], [" SOCIETA IN NOME COLLECTIVO ", " SNC "], [" SOCIETE EN NOM COLLECTIF ", " SNC "], [" SOCIETE ALSACIENNE ", " SOC ALSAC "], [" SOCIETE APPLICATION ", " SOC APPL "], [" SOCIETA APPLICAZIONE ", " SOC APPL "], [" SOCIETE AUXILIAIRE ", " SOC AUX "], [" SOCIETE CHIMIQUE ", " SOC CHIM "], [" SOCIEDAD CIVIL ", " SOC CIV "], [" SOCIETE CIVILE ", " SOC CIV "], [" SOCIETE COMMERCIALES ", " SOC COMML "], [" SOCIETE COMMERCIALE ", " SOC COMML "], [" SOCIEDAD ESPANOLA ", " SOC ESPAN "], [" SOCIETE ETUDES ", " SOC ETUD "], [" SOCIETE ETUDE ", " SOC ETUD "], [" SOCIETE EXPLOITATION ", " SOC EXPL "], [" SOCIETE GENERALE ", " SOC GEN "], [" SOCIETE INDUSTRIELLES ", " SOC IND "], [" SOCIETE INDUSTRIELLE ", " SOC IND "], [" SOCIETE MECANIQUES ", " SOC MEC "], [" SOCIETE MECANIQUE ", " SOC MEC "], [" SOCIETE NATIONALE ", " SOC NAT "], [" SOCIETE NOUVELLE ", " SOC NOUV "], [" SOCIETE PARISIENNE ", " SOC PARIS "], [" SOCIETE PARISIENN ", " SOC PARIS "], [" SOCIETE PARISIEN ", " SOC PARIS "], [" SOCIETE TECHNIQUES ", " SOC TECH "], [" SOCIETE TECHNIQUE ", " SOC TECH "], [" SDRUZENI PODNIKU ", " SP "], [" SDRUZENI PODNIK ", " SP "], [" SOCIETA PER AZIONI ", " SPA "], [" SPITALUL ", " SPITAL "], [" SOCIETE PRIVEE A RESPONSABILITE LIMITEE ", " SPRL "], [" SOCIEDAD DE RESPONSABILIDAD LIMITADA ", " SRL "], [" STIINTIFICA ", " STIINT "], [" SUDDEUTSCHES ", " SUDDEUT "], [" SUDDEUTSCHER ", " SUDDEUT "], [" SUDDEUTSCHE ", " SUDDEUT "], [" SUDDEUTSCH ", " SUDDEUT "], [" SOCIEDADE ", " SOC "], [" SOCIEDAD ", " SOC "], [" SOCIETA ", " SOC "], [" SOCIETE ", " SOC "], [" SOCIETY ", " SOC "], [" SA DITE ", " SA "], [" TECHNICAL ", " TECH "], [" TECHNICO ", " TECH "], [" TECHNICZNY ", " TECH "], [" TECHNIKAI ", " TECH "], [" TECHNIKI ", " TECH "], [" TECHNIK ", " TECH "], [" TECHNIQUES ", " TECH "], [" TECHNIQUE ", " TECH "], [" TECHNISCHES ", " TECH "], [" TECHNISCHE ", " TECH "], [" TECHNISCH ", " TECH "], [" TECHNOLOGY ", " TECH "], [" TECHNOLOGIES ", " TECH "], [" TELECOMMUNICATIONS ", " TELECOM "], [" TELECOMMUNICACION ", " TELECOM "], [" TELECOMMUNICATION ", " TELECOM "], [" TELECOMMUNICAZIONI ", " TELECOM "], [" TELECOMUNICAZIONI ", " TELECOM "], [" TRUSTUL ", " TRUST "], [" UNITED KINGDOM ", " UK "], [" SECRETARY OF STATE FOR ", " UK SEC FOR "], [" UNIVERSIDADE ", " UNIV "], [" UNIVERSIDAD ", " UNIV "], [" UNIVERSITA DEGLI STUDI ", " UNIV "], [" UNIVERSITAET ", " UNIV "], [" UNIVERSITAIRE ", " UNIV "], [" UNIVERSITAIR ", " UNIV "], [" UNIVERSITATEA ", " UNIV "], [" UNIVERSITEIT ", " UNIV "], [" UNIVERSITETAMI ", " UNIV "], [" UNIVERSITETAM ", " UNIV "], [" UNIVERSITETE ", " UNIV "], [" UNIVERSITETOM ", " UNIV "], [" UNIVERSITETOV ", " UNIV "], [" UNIVERSITETU ", " UNIV "], [" UNIVERSITETY ", " UNIV "], [" UNIVERSITETA ", " UNIV "], [" UNIVERSITAT ", " UNIV "], [" UNIVERSITET ", " UNIV "], [" UNIVERSITE ", " UNIV "], [" UNIVERSITY ", " UNIV "], [" UNIVERSITA ", " UNIV "], [" UNIWERSYTET ", " UNIV "], [" UNITED STATES OF AMERICA ADMINISTRATOR ", " US ADMIN "], [" UNITED STATES OF AMERICA AS REPRESENTED BY THE ADMINISTRATOR ", " US ADMIN "], [" UNITED STATES OF AMERICA AS REPRESENTED BY THE DEPT ", " US DEPT "], [" UNITED STATES OF AMERICA AS REPRESENTED BY THE UNITED STATES DEPT ", " US DEPT "], [" UNITED STATES OF AMERICAN AS REPRESENTED BY THE UNITED STATES DEPT ", " US DEPT "], [" UNITED STATES GOVERNMENT AS REPRESENTED BY THE SECRETARY OF ", " US SEC "], [" UNITED STATES OF AMERICA REPRESENTED BY THE SECRETARY ", " US SEC "], [" UNITED STATES OF AMERICA AS REPRESENTED BY THE SECRETARY ", " US SEC "], [" UNITED STATES OF AMERICAS AS REPRESENTED BY THE SECRETARY ", " US SEC "], [" UNITES STATES OF AMERICA AS REPRESENTED BY THE SECRETARY ", " US SEC "], [" UNITED STATES OF AMERICA SECRETARY OF ", " US SEC "], [" UNITED STATES OF AMERICA ", " USA "], [" UNITED STATES ", " USA "], [" UTILAJE ", " UTIL "], [" UTILAJ ", " UTIL "], [" UTILISATIONS VOLKSEIGENER BETRIEBE ", " VEB "], [" UTILISATION VOLKSEIGENER BETRIEBE ", " VEB "], [" VEB KOMBINAT ", " VEB KOMB "], [" VEREENIGDE ", " VER "], [" VEREINIGTES VEREINIGUNG ", " VER "], [" VEREINIGTE VEREINIGUNG ", " VER "], [" VEREIN ", " VER "], [" VERENIGING ", " VER "], [" VERWALTUNGEN ", " VERW "], [" VERWALTUNGS ", " VERW "], [" VERWERTUNGS ", " VERW "], [" VERWALTUNGSGESELLSCHAFT ", " VERW GES "], [" VYZK USTAV ", " VU "], [" VYZKUMNY USTAV ", " VU "], [" VYZKUMNYUSTAV ", " VU "], [" VEREINIGUNG VOLKSEIGENER BETRIEBUNG ", " VVB "], [" VYZK VYVOJOVY USTAV ", " VVU "], [" VYZKUMNY VYVOJOVY USTAV ", " VVU "], [" WERKZEUGMASCHINENKOMBINAT ", " WERKZ MASCH KOMB "], [" WERKZEUGMASCHINENFABRIK ", " WERKZ MASCHFAB "], [" WESTDEUTSCHES ", " WESTDEUT "], [" WESTDEUTSCHER ", " WESTDEUT "], [" WESTDEUTSCHE ", " WESTDEUT "], [" WESTDEUTSCH ", " WESTDEUT "], [" WISSENSCHAFTLICHE(S) ", " WISS "], [" WISSENSCHAFTLICHES TECHNISCHES ZENTRUM ", " WTZ "], [" YUGEN KAISHA ", " YG YUGEN GAISHA "], [" YUUGEN GAISHA ", " YG YUGEN GAISHA "], [" YUUGEN KAISHA ", " YG YUGEN GAISHA "], [" YUUGEN KAISYA ", " YG YUGEN GAISHA "], [" ZAVODU ", " ZAVOD "], [" ZAVODY ", " ZAVOD "], [" ZENTRALES ", " ZENT "], [" ZENTRALE ", " ZENT "], [" ZENTRALEN ", " ZENT "], [" ZENTRALNA ", " ZENT "], [" ZENTRUM ", " ZENT "], [" ZENTRALINSTITUT ", " ZENT INST "], [" ZENTRALLABORATORIUM ", " ZENT LAB "], [" ZAIDAN HOJIN ", " ZH "], [" ZAIDAN HOUJIN ", " ZH "], [" LIMITED ", " LTD "], [" LIMITADA ", " LTDA "], [" SECRETARY ", " SEC "], [" ACCPTNCE ", " ACCEPTANCE "], [" BANCORPORATION ", " BANCORP "], [" BANCORPORTN ", " BANCORP "], [" BANCRP ", " BANCORP "], [" BNCSHRS ", " BANCSHARES "], [" BRWG ", " BREWING "], [" CHEVRONTEXACO ", " CHEVRON TEXACO "], [" CHSE ", " CHASE "], [" COMMN ", " COMMUNICATION "], [" COMMUN ", " COMMUNICATION "], [" COMMUNICATNS ", " COMMUNICATION "], [" COMMUNICATIONS ", " COMMUNICATION "], [" DPT STS ", " DEPT STORES "], [" DPT ", " DEPT "], [" ENRGY ", " ENERGY "], [" FINL ", " FINANCIAL "], [" FNCL ", " FINANCIAL "], [" GRP ", " GROUP "], [" HLDGS ", " HOLDINGS "], [" HLDG ", " HOLDING "], [" HLT NTWK ", " HEALTH NETWORK "], [" HTLS RES ", " HOTELS & RESORTS "], [" HLTH ", " HEALTH "], [" INTRTECHNLGY ", " INTERTECHNOLOGY "], [" JPMORGAN ", " J P MORGAN "], [" MED OPTIC ", " MEDICAL OPTICS "], [" MINNESOTA MINING AND MANUFACTURING COMPANY ", " 3M COMPANY "], [" NAT RES ", " NATURAL RESOURCES "], [" NETWRKS ", " NETWORK "], [" PHARMACTICALS ", " PHARM "], [" PHARMACT ", " PHARM "], [" PPTYS TST ", " PROPERTIES TRUST "], [" PPTY ", " PROPERTY "], [" PROPERTY TR ", " PROPERTY TRUST "], [" PAC RAILWY ", " PACIFIC RAILWAY "], [" SEMICONDTR ", " SEMICONDUCTOR "], [" SOLU ", " SOLUTIONS "], [" ST & ALMN ", " STEEL & ALUMINUM "], [" STD ", " STANDARD "], [" TECHNOLGS ", " TECH "], [" TECHNOL ", " TECH "], [" TRANSPORTATN ", " TRANSPORTATION "], [" ADVERTSG ", " ADVERTISING "], [" ADVNTGE ", " ADVANTAGE "], [" AIRLN ", " AIRLINES "], [" AIRLS ", " AIRLINES "], [" AM ", " AMERICA "], [" AMER ", " AMERICAN "], [" APPLIAN ", " APPLIANCES "], [" APPLICTN ", " APPLICATIONS "], [" ARCHTCTS ", " ARCHITECTS "], [" ASSD ", " ASSOCIATED "], [" ASSOC ", " ASSOCIATES "], [" ASSOCS ", " ASSOCIATES "], [" ATOMC ", " ATOMIC "], [" BANCSH ", " BANCSHARES "], [" BANCSHR ", " BANCSHARES "], [" BCSHS ", " BANCSHARES "], [" BK ", " BANK "], [" BLDGS ", " BUILDINGS "], [" BROADCASTG ", " BROADCASTING "], [" BTLNG ", " BOTTLING "], [" CBLVISION ", " CABLEVISION "], [" CENTRS ", " CENTERS "], [" CHAMPNSHIP ", " CHAMPIONSHIP "], [" CMMNCTNS ", " COMMUNICATIONS "], [" CNVRSION ", " CONVERSION "], [" COFF ", " COFFEE "], [" COMM ", " COMMUNICATIONS "], [" COMMUN ", " COMMUNICATIONS "], [" COMMUNCTN ", " COMMUNICATIONS "], [" COMMUNICTNS ", " COMMUNICATIONS "], [" COMP ", " COMPUTERS "], [" COMPUTR ", " COMPUTER "], [" CONFERENCG ", " CONFERENCING "], [" CONSTRN ", " CONSTR "], [" CONTL ", " CONTINENTAL "], [" CONTNT ", " CONTINENTAL "], [" CONTRL ", " CONTROL "], [" CONTRL ", " CONTROL "], [" CTR ", " CENTER "], [" CTRS ", " CENTERS "], [" CVRGS ", " COVERINGS "], [" DEV ", " DEVELOPMENT "], [" DEVL ", " DEVELOPMENT "], [" DEVLP ", " DEVELOPMENT "], [" DISTR ", " DISTRIBUTION "], [" DISTRIBUT ", " DISTRIBUTION "], [" DISTRIBUTN ", " DISTRIBUTION "], [" ELCTRNCS ", " ELECTRONICS "], [" ELECTR ", " ELECTRONICS "], [" ENGNRD ", " ENGINEERED "], [" ENMT ", " ENTERTAINMENT "], [" ENTERTAIN ", " ENTERTAINMENT "], [" ENTERTNMNT ", " ENTERTAINMENT "], [" ENTMNT ", " ENTERTAINMENT "], [" ENTMT ", " ENTERTAINMENT "], [" ENTRPR ", " ENTERPRISES "], [" ENTRPRISE ", " ENTERPRISES "], [" ENTRPRS ", " ENTERPRISES "], [" ENVIR ", " ENVIRONMENTAL "], [" ENVIRNMNTL ", " ENVIRONMENTAL "], [" ENVR ", " ENVIRONMENTAL "], [" EQUIPMT ", " EQUIPMENT "], [" EXCHG ", " EXCHANGE "], [" EXPLOR ", " EXPLORATION "], [" FNDG ", " FUNDING "], [" GLD ", " GOLD "], [" GP ", " GROUP "], [" HLDS ", " HLDGS "], [" HLTHCARE ", " HEALTHCARE "], [" HLTHCR ", " HEALTHCARE "], [" HOMEMDE ", " HOMEMADE "], [" HSPTL ", " HOSPITAL "], [" ILLUM ", " ILLUMINATION "], [" INDL ", " INDUSTRIAL "], [" INDPT ", " INDEPENDENT "], [" INDTY ", " INDEMNITY "], [" INFORMATN ", " INFO "], [" INSTNS ", " INSTITUTIONS "], [" INSTRUMEN ", " INSTRUMENTS "], [" INSTRUMNT ", " INSTRUMENTS "], [" INTEGRATRS ", " INTEGRATORS "], [" INTERNATIONL ", " INT "], [" INVS ", " INVESTMENTS "], [" INVT ", " INVESTMENT "], [" MANAGEMNT ", " MANAGEMENT "], [" MANAGMNT ", " MANAGEMENT "], [" MANHATN ", " MANHATTAN "], [" MANUF ", " MFG "], [" MDSE ", " MERCHANDISING "], [" MEASURMNT ", " MEASUREMENT "], [" MERCHNDSNG ", " MERCHANDISING "], [" MGMT ", " MANAGEMENT "], [" MGRS ", " MANAGERS "], [" MGT ", " MANAGEMENT "], [" MICROWAV ", " MICROWAVE "], [" MKTS ", " MARKETS "], [" MLTIMEDIA ", " MULTIMEDIA "], [" MTG ", " MORTGAGE "], [" MTNS ", " MOUTAINS "], [" MTRS ", " MOTORS "], [" NETWRK ", " NETWORK "], [" NOWEST ", " NORTHWEST "], [" NTWRK ", " NETWORK "], [" OFFSHRE ", " OFFSHORE "], [" ORGANIZTN ", " ORG "], [" PBLG ", " PUBLISHING "], [" PHARMACEUTICL ", " PHARM "], [" PLAST ", " PLASTICS "], [" PPTYS ", " PROPERTIES "], [" PRODS ", " PROD "], [" PRODTN ", " PRODN "], [" PRODUCTN ", " PRODN "], [" PRPANE ", " PROPANE "], [" PTS ", " PARTS "], [" PUBLISH ", " PUBLISHING "], [" PUBLSHING ", " PUBLISHING "], [" PUBN ", " PUBLICATIONS "], [" PUBNS ", " PUBLICATIONS "], [" PWR ", " POWER "], [" RAILRD ", " RAILROAD "], [" RECREATN ", " RECREATION "], [" RECYCL ", " RECYCLING "], [" REFIN ", " REFINING "], [" REFNG ", " REFINING "], [" RESTR ", " RESTAURANT "], [" RESTS ", " RESTAURANTS "], [" RETAILNG ", " RETAILING "], [" RLTY ", " REALTY "], [" RR ", " RAILROAD "], [" RSCH ", " RESEARCH "], [" RTNG ", " RATING "], [" SCIENTIF ", " SCIENTIFIC "], [" SERV ", " SERVICES "], [" SLTNS ", " SOLUTIONS "], [" SOFTWRE ", " SOFTWARE "], [" SOLTNS ", " SOLUTIONS "], [" SOLUT ", " SOLUTIONS "], [" SRVC ", " SERVICES "], [" SRVCS ", " SERVICES "], [" STEAKHSE ", " STEAKHOUSE "], [" STHWST ", " SOUTHWEST "], [" STL ", " STEEL "], [" STRS ", " STORES "], [" SUP ", " SUPPLY "], [" SUPERMKTS ", " SUPERMARKETS "], [" SUPP ", " SUPPLIES "], [" SURVYS ", " SURVEYS "], [" SVC ", " SERVICES "], [" SVCS ", " SERVICES "], [" SVSC ", " SERVICES "], [" SYS ", " SYSTEMS "], [" SYSTM ", " SYSTEMS "], [" TCHNLGY ", " TECH "], [" TECHNGS ", " TECHNOLOGIES "], [" TECHNL ", " TECH "], [" TECHNLGIES ", " TECHNOLOGIES "], [" TEL ", " TELEPHONE "], [" TELE-COMM ", " TELECOMMUNICATIONS "], [" TELE-COMMUN ", " TELECOMMUNICATIONS "], [" TELECOMMS ", " TELECOMMUNICATIONS "], [" TELECONFERENC ", " TELECONFERENCING "], [" TELEG ", " TELEGRAPH "], [" TELEGR ", " TELEGRAPH "], [" TELVSN ", " TELEVISION "], [" TR ", " TRUST "], [" TRANSN ", " TRANSPORTATION "], [" TRANSPORTN ", " TRANSPORTATION "], [" TRNSACTN ", " TRANSACTION "], [" UTD ", " UNITED "], [" WSTN ", " WESTERN "], [" WTR ", " WATER "]] \ No newline at end of file diff --git a/notebooks/MySQL.ipynb b/notebooks/MySQL.ipynb index 2a7f23c7..8a347889 100644 --- a/notebooks/MySQL.ipynb +++ b/notebooks/MySQL.ipynb @@ -18,6 +18,7 @@ "from scipy.stats import mode\n", "import pandas as pd\n", "from unidecode import unidecode\n", + "from lib.alchemy.schema import GrantBase, ApplicationBase\n", "from lib.alchemy import session_generator\n", "sessiongen = session_generator(dbtype='grant')\n", "session = sessiongen()" @@ -25,7 +26,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 12 + "prompt_number": 1 }, { "cell_type": "code", @@ -42,7 +43,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 10 }, { "cell_type": "heading", @@ -58,6 +59,7 @@ "input": [ "counts =[]\n", "tablekeys = []\n", + "tables = GrantBase.metadata.tables\n", "rawtables = tables.keys()\n", "for table in rawtables:\n", " res = session.execute('select count(*) from {0}'.format(table)).fetchone()[0]\n", @@ -76,21 +78,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 3, + "prompt_number": 12, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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5Ztxzzz0REbH77rvHKaecEgcffHBpVwhYdxahAADUxXrPhEZEHHzwwXH99dfH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\nbpRQAAAA6kYJBQAAoG6UUAAAAOrmP872G4wGctmoAAAAAElFTkSuQmCC\n", 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ffvpUggAAniibUIB+nvAXJnrTm95Uz3/+8+uSSy6pd77znZMfiZyvXlxSS1VW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LxKn1uhNpQGrq6usLe3h5eXFwghOHDgAGbOnElNDytkZmaqLAyMGTOG6u975syZUFdXh5+fnxgU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\n", "text": [ - "" + "" ] } ], - "prompt_number": 3 + "prompt_number": 12 }, { "cell_type": "code", @@ -148,13 +150,13 @@ " 2\n", " inventor\n", " 11546565\n", - " 3748139\n", + " 3780422\n", " \n", " \n", " 3\n", " assignee\n", " 6738097\n", - " 429301\n", + " 368684\n", " \n", " \n", " 4\n", @@ -179,8 +181,8 @@ " labels raw disambig\n", "0 patent 5072245 \n", "1 application 5002322\n", - "2 inventor 11546565 3748139\n", - "3 assignee 6738097 429301\n", + "2 inventor 11546565 3780422\n", + "3 assignee 6738097 368684\n", "4 lawyer 3648399 121268\n", "5 location 403853 69640" ] @@ -251,7 +253,14 @@ "stream": "stdout", "text": [ "1.67215348567\n", - "min 1\n", + "min " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1\n", "max " ] }, @@ -260,7 +269,14 @@ "stream": "stdout", "text": [ "76\n", - "Total: 11546565\n" + "Total: " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "11546565\n" ] }, { @@ -268,17 +284,17 @@ "output_type": "display_data", "png": 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bfxLYl9bLly9LMmjb7hds+/PkPrT+ebbrC++Xdd9dbz/WV/Zjbb23rE8++eQ+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\nli01d+5c9evXT+FwWE8//bSeeeaZW14/q2Vfud+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"text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ - "# inventors per patent\n", + "# patents per inventor\n", "session = sessiongen()\n", "res = session.execute('select count(*) from patent_inventor group by inventor_id;')\n", "patent_counts = [x[0] for x in res.fetchall()]\n", @@ -297,7 +313,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "mean 3.03327162532\n", + "mean 3.01963405144\n", "median " ] }, @@ -314,29 +330,36 @@ "stream": "stdout", "text": [ "1.0\n", - "std 7.5714863379\n", - "min " + "std " ] }, { "output_type": "stream", "stream": "stdout", "text": [ - "1\n", - "max 4646\n", + "7.50657935128\n", + "min 1\n", + "max " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "4582\n", "Total: 11546565\n" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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evm3gX8EsF5Qhe1CG7EF19Hph/vjHP56BAwe+7fiuIvyLHn300Vx44YXp379/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\nCMxAcma5IA29B2noPSgOgRkAAAAyCMx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BGbIHZcgeVEevF+aPf/zjGTBgwNuO7yzCP+/hhx/O+eefn379+qW9vT3HHHNM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\nYAYAAIAMAjOQnFkuSEPvQRp6D4pDYAY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"text": [ - "" + "" ] } ], - "prompt_number": 17 + "prompt_number": 14 }, { "cell_type": "heading", @@ -395,11 +418,11 @@ "output_type": "display_data", "png": 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0qV544QXNnj1bkZGRvs1tWlqapk2bpi5dumjAgAHavHmzJCk7O1urVq3S008/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"text": [ - "" + "" ] } ], - "prompt_number": 18 + "prompt_number": 15 }, { "cell_type": "heading", @@ -481,7 +504,7 @@ "output_type": "display_data", "png": 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amaXTzCydZmaZsQUAAAAAOI8ZW1iBGVsAAADAXczYAgAAAAACzamNrU1n1F06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8vJUrV6pNmzbKycnRypUrK7w/JyenPlsGAAAAADisXhe1ffr00cSJEyVJEydO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98sVco/ENjV6vQUPZGqqwBw0aytZQhT1o0FDkeg0aytZgBhgAAADawQwwScwA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QMbfrEanHoWNcj4qPQ7geZY9DnP78RfJx+e51mR86Vts+Uuhx9mEeZ1fz/bK8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\n9tel7a9L21+XdiRugAEAAAAASYEzwBGP87p5222Lm622LW622ra42Wr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AAAAAAABbYAYYAAAAQFgKxAxwMDftgpdBAgAAAADYHhvgYqF+bTvN8GqaXUeT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\nlJQUvf/++yoqKtLevXuVmZmpvn371vlL0bZtWx04cEBbtmwJHe/iZiQ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"text": [ - "" + "" ] } ], - "prompt_number": 10 + "prompt_number": 19 }, { "cell_type": "heading", @@ -703,9 +726,9 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 11, + "prompt_number": 20, "text": [ - "" + "" ] }, { @@ -713,11 +736,11 @@ "output_type": "display_data", "png": 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wwZDDOMatLsZTXYyn8zHBEBFRp+AcTDtxDoaIehrOwRARUbfCBEMO4xi3uhhP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\n8Xr16oXQ0FAMHToUEydOxMmTJ1XZ7uu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"text": [ - "" + "" ] } ], - "prompt_number": 11 + "prompt_number": 20 }, { "cell_type": "heading", @@ -766,9 +789,9 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 12, + "prompt_number": 21, "text": [ - "" + "" ] }, { @@ -776,11 +799,11 @@ "output_type": "display_data", "png": 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j/PjxXTE26iZ4nb5czFMu5qk9i4Xk2rVrmD9/Pvr164fQ0FC8++67PBohIiKV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\nSvziyG7jo48+El5eXsLDw0O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"text": [ - "" + "" ] } ], - "prompt_number": 12 + "prompt_number": 21 }, { "cell_type": "heading", @@ -893,7 +916,7 @@ ] } ], - "prompt_number": 13 + "prompt_number": 22 }, { "cell_type": "heading", @@ -927,14 +950,7 @@ "text": [ "Forward Citation Stats\n", "mean 7.96402179982\n", - "median " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "4.0\n", + "median 4.0\n", "mode " ] }, @@ -984,7 +1000,7 @@ ] } ], - "prompt_number": 14 + "prompt_number": 23 }, { "cell_type": "heading", @@ -1028,7 +1044,7 @@ ] } ], - "prompt_number": 15 + "prompt_number": 24 }, { "cell_type": "heading", @@ -1072,16 +1088,631 @@ ] } ], - "prompt_number": 16 + "prompt_number": 25 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Application Data" + ] }, { "cell_type": "code", "collapsed": false, - "input": [], + "input": [ + "sessiongen = session_generator(dbtype='application')\n", + "session = sessiongen()" + ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": "*" + "prompt_number": 2 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Table Counts" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "counts =[]\n", + "tablekeys = []\n", + "tables = ApplicationBase.metadata.tables\n", + "rawtables = tables.keys()\n", + "for table in rawtables:\n", + " res = session.execute('select count(*) from {0}'.format(table)).fetchone()[0]\n", + " if res:\n", + " counts.append(res)\n", + " tablekeys.append(table)\n", + "d = pd.DataFrame.from_dict({'tables': tablekeys, 'counts': map(lambda x: int(x), counts)})\n", + "d.index = d['tables']\n", + "h = d.plot(kind='bar',figsize=(16,10))\n", + "h.set_xlabel('Table')\n", + "h.set_ylabel('Record Count')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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AgMaYCS2cmVAAAKBJZkIBAADoDIfQPpV4F7t+VdsL6Dz7KKdRTqPe9MlplNMop1FOo5xG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\n3LlzK10jep5Ro0ZVOtLH3d0dsbGxghKpB7vFRESkNuyEEpFwNjY2iIu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+ "text": [ + "" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "patent_count = session.execute('select count(*) from application;').fetchone()[0]\n", + "\n", + "rawinventor_count = session.execute('select count(*) from rawinventor;').fetchone()[0]\n", + "disambiginventor_count = session.execute('select count(*) from inventor;').fetchone()[0]\n", + "\n", + "rawassignee_count = session.execute('select count(*) from rawassignee;').fetchone()[0]\n", + "disambigassignee_count = session.execute('select count(*) from assignee;').fetchone()[0]\n", + "\n", + "rawlocation_count = session.execute('select count(*) from rawlocation;').fetchone()[0]\n", + "disambiglocation_count = session.execute('select count(*) from location;').fetchone()[0]\n", + "\n", + "d = pd.DataFrame.from_dict({'raw': [patent_count,rawinventor_count,rawassignee_count,rawlocation_count],\n", + " 'disambig': ['N/A',disambiginventor_count, disambigassignee_count, disambiglocation_count],\n", + " 'labels': ['application','inventor','assignee','location']})\n", + "d[['labels','raw','disambig']]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
labelsrawdisambig
0 application 3422423 N/A
1 inventor 9009611 4392105
2 assignee 1925136 368685
3 location 222423 121331
\n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": [ + " labels raw disambig\n", + "0 application 3422423 N/A\n", + "1 inventor 9009611 4392105\n", + "2 assignee 1925136 368685\n", + "3 location 222423 121331" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Inventor" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# inventors per patent\n", + "res = session.execute('select count(*) from rawinventor group by application_id;')\n", + "inventor_counts = [x[0] for x in res.fetchall()]\n", + "d = pd.DataFrame.from_dict({'counts': inventor_counts})\n", + "h = d[d['counts'] < 20].hist(bins=20, figsize=(16,10))[0][0]\n", + "h.set_xlabel('Number of Inventors')\n", + "h.set_ylabel('Application Count')\n", + "h.set_title('Inventors per Application')\n", + "printstats(d['counts'])\n", + "print 'Total:', session.execute('select count(*) from rawinventor;').fetchone()[0]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "mean 2.63268640283\n", + "median " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "2.0\n", + "mode " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1.0\n", + "std " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1.93344233411\n", + "min 1\n", + "max " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "100\n", + "Total: 9009611\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Nufjiiyv7t27dmrPOOivNzc0ZNWpUnn766crXZs+enaFDh2bo0KG54YYbOuYF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\nISFJp061mI4BAABc4npmvjiHsgAAuo122TzYt7Z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+ "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# patents per inventor\n", + "session = sessiongen()\n", + "res = session.execute('select count(*) from application_inventor group by inventor_id;')\n", + "patent_counts = [x[0] for x in res.fetchall()]\n", + "d = pd.DataFrame.from_dict({'counts': patent_counts})\n", + "h = d[d['counts'] < 20].hist(bins=20, figsize=(16,10))[0][0]\n", + "h.set_xlabel('Applications')\n", + "h.set_ylabel('Inventors')\n", + "h.set_title('Applications per Inventor')\n", + "printstats(d['counts'])\n", + "print 'Total:', session.execute('select count(*) from rawinventor;').fetchone()[0]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "mean 1.01828553734\n", + "median " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1.0\n", + "mode " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1.0\n", + "std " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.822763437723\n", + "min 1\n", + "max " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "990\n", + "Total: 9009611\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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GhsQl8O9+97u88cYbRCIRLr30Up588kkA8vLyGDFiBHl5ebRs2ZJZs2Yljpk1axZFRUXs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\nAwYM4N133+WHP/whc+fOPe6cR686f/TRR/z85z/nhRdeoKa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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Location" + ] + }, + { + "cell_type": "heading", + "level": 4, + "metadata": {}, + "source": [ + "RawLocation" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "res = session.execute('select location.state, count(*) from rawinventor \\\n", + " left join rawlocation on rawinventor.rawlocation_id = rawlocation.id \\\n", + " left join location on location.id = rawlocation.location_id \\\n", + " where location.country = \"US\" and length(location.state) = 2 group by location.state ')\n", + "data = res.fetchall()\n", + "inventor_counts = [int(x[1]) for x in data]\n", + "inventor_states = [unidecode(x[0]) for x in data]\n", + "d = pd.DataFrame.from_dict({'counts': inventor_counts, 'states': inventor_states})\n", + "d.index = d['states']\n", + "h = d.plot(kind='bar',figsize=(16,10))\n", + "h.set_xlabel('U.S. States')\n", + "h.set_ylabel('Raw Inventors')\n", + "h.set_title('Raw Inventors per Reported State')\n", + "printstats(d['counts'])\n", + "print len(d['states']), 'identified states'" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "mean 72594.862069\n", + "median 24226.5\n", + "mode 15.0\n", + "std 150918.82239\n", + "min 1\n", + "max 1074626\n", + "58 identified states\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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kyBBlZWWVuS8tLU3du3fXF198obvvvltpaWmSpB07dmjx4sXasWOHsrKyNGLE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+ "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "heading", + "level": 4, + "metadata": {}, + "source": [ + "Disambiguated Location" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# cities by state\n", + "res = session.execute('select rawlocation.state, count(distinct rawlocation.city) from rawlocation \\\n", + " where rawlocation.country = \"US\" and length(rawlocation.state) = 2 \\\n", + " group by rawlocation.state')\n", + "data = res.fetchall()\n", + "d = pd.DataFrame.from_records(data)\n", + "d.columns = ['state','count']\n", + "d.index = d['state']\n", + "h = d.plot(kind='bar',figsize=(16,10))\n", + "h.set_xlabel('U.S. State')\n", + "h.set_ylabel('Number of Unique Cities')\n", + "h.set_title('Cities per State (raw)')\n", + "print \"Raw Locations\"\n", + "printstats(d['count'])\n", + "print sum(d['count']), 'raw total cities'\n", + "# disambiguated\n", + "res = session.execute('select location.state, count(distinct location.city) from location \\\n", + " where location.country = \"US\" and length(location.state) = 2 \\\n", + " group by location.state')\n", + "data = res.fetchall()\n", + "d = pd.DataFrame.from_records(data)\n", + "d.columns = ['state','count']\n", + "d.index = d['state']\n", + "h = d[['count','state']].plot(kind='bar',figsize=(16,10))\n", + "h.set_xlabel('U.S. State')\n", + "h.set_ylabel('Number of Unique Cities')\n", + "h.set_title('Cities per State (disambig)')\n", + "print \"Disambiguated Locations:\"\n", + "printstats(d['count'])\n", + "print sum(d['count']), 'total cities'" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Raw Locations\n", + "mean 390.46875\n", + "median 5.0\n", + "mode 1.0\n", + "std 813.071051292\n", + "min 1\n", + "max 5636\n", + "49980 raw total cities\n", + "Disambiguated Locations:" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n", + "mean 424.93220339\n", + "median 308.0\n", + "mode 2.0\n", + "std 412.873649555\n", + "min 1\n", + "max 1724\n", + "25071 total cities\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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3klnpEUTGjK2bmZUeZGR+ZVZ6kJH5lVnpQUbmV2alR9gzL84ubAEAAAAA4cCM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JWdte/207Xq4lsl7L+lkzqQUAAAAAeA89tZajvwQAAPvQU+u4t/HHC3gNPbUA\nAAAAAE+yZlJr4hpxemrJkjU762ZtsmTJul/bxKxtr/+2HS/XElmvZf2smdQCAAAAALyHnlrL0V8C\nAIB96Kl13Nv44wW8hp5aAAAAAIAnWTOpNXGNOD21ZMmanXWzNlmyZN2vbWLWttd/246Xa4ms17J+\n1kxqAQAAAADeQ0+t5egvAQDAPvTUOu5t/PECXkNPLQAAAADAk6yZ1Jq4RpyeWrJkzc66WZssWbLu\n1zYxa9vrv23Hy7VE1mtZv6hNaocOHapmzZopMzOz0u8ef/xxJSYmat++fYHb8vLylJ6ervbt22v5\n8uWB2zdu3KjMzEylp6dr9OjR0RouAAAAAMBAUeupXb16tRo2bKhBgwZp8+bNgdt37NihX/3qV/rk\nk0+0ceNGpaSkqKCgQAMHDtT69eu1a9cudevWTYWFhUpISFBWVpaeffZZZWVlqXfv3rr99tvVs2fP\nigdBT23Y6C8BAMA+9NQ67m388QJeE2rOVztaRS+77DIVFRVVuv3OO+/Uo48+qp///OeB2xYtWqTc\n3FzVqVNHaWlpatu2rdauXas2bdqotLRUWVlZkqRBgwZp4cKFlSa1kjRkyBClpaVJkho3bqwOHToo\nOztb0g9vabNd9fYPS2+cthUX42WbbbbZZptttmP5+h8f4438eP3HVPXxee142Wbb9O38/HwVFxdL\nUpXzygp8UbR9+3bfBRdcENheuHChb8yYMT6fz+dLS0vz7d271+fz+XwjR470zZkzJ7DfsGHDfK+9\n9ppvw4YNvm7dugVuf++993zXXnttpTrVOYwVK1aEexhGZqubl+STfFX8rKjituo9XUx8vMiSjUbW\nzdpkyZJ1v3Y8Z0/t9d8b/9aq+pi9e7w1nXWzNlmyPl/o6zJq79Se7ODBg3r44Yf19ttvnzihjlV5\nAAAAAIAHRfV7aouKipSTk6PNmzdr8+bN6tatmxo0aCBJ2rlzp1JTU7V27VrNmDFDkjR+/HhJUs+e\nPTVp0iS1adNGV1xxhT7++GNJ0ssvv6xVq1bpz3/+c8WDoKc2bPSXAABgH3pqHfc2/ngBr4mL76nN\nzMzUl19+qe3bt2v79u1q1aqVPvjgAzVr1kx9+vTRvHnzVFZWpu3bt6uwsFBZWVlq3ry5kpOTtXbt\nWvl8Ps2ePVt9+/aN1ZABAAAAAHEuapPa3NxcXXLJJdq6datat24deDfWr/z/LSuXkZGhAQMGKCMj\nQ7169dKOgBDOAAAgAElEQVTUqVMDv586daqGDx+u9PR0tW3btsoPiaoOf/OxLdnI8+FnTXy8yJKN\nRtbN2mTJknW/tolZ217/bTteriWyXsv6Ra2n9uWXXw75+23btlXYnjhxoiZOnFhpv86dO1f4SiAA\nAAAAAPyi2lMbK/TUho/+EgAA7ENPrePexh8v4DVx0VMLAAAAAEBNs2ZSa+IacXpqyZI1O+tmbbJk\nybpf28Ssba//th0v1xJZr2X9rJnUAgAAAAC8h55ay9FfAgCAfeipddzb+OMFvIaeWgAAAACAJ1kz\nqTVxjTg9tWTJmp11szZZsmTdr21i1rbXf9uOl2uJrNeyftZMagEAAAAA3kNPreXoLwEAwD701Dru\nbfzxAl5DTy0AAAAAwJOsmdSauEacnlqyZM3OulmbLFmy7tc2MWvb679tx8u1RNZrWT9rJrUAAAAA\nAO+hp9Zy9JcAAGAfemod9zb+eAGvoacWAAAAAOBJ1kxqTVwjTk8tWbJmZ92sTZYsWfdrm5i17fXf\ntuPlWiLrtayfNZNaAAAAAID30FNrOfpLAACwDz21jnsbf7yA19BTCwAAAADwJGsmtSauEaenlixZ\ns7Nu1iZLlqz7tU3M2vb6b9vxci2R9VrWz5pJLQAAAADAe+iptRz9JQAA2IeeWse9jT9ewGvoqQUA\nAAAAeJI1k1oT14jTU0uWrNlZN2uTJUvW/domZm17/bfteLmWyHot62fNpBYAAAAA4D301FqO/hIA\nAOxDT63j3sYfL+A19NQCAAAAADzJmkmtiWvE6aklS9bsrJu1yZIl635tE7O2vf7bdrxcS2S9lvWz\nZlILAAAAAPAeemotR38JAAD2oafWcW/jjxfwGnpqAQAAAACeZM2k1sQ14vTUkiVrdtbN2mTJknW/\ntolZ217/bTteriWyXsv6WTOpBQAAAAB4Dz21lqO/BAAA+9BT67i38ccLeA09tQAAAAAAT7JmUmvi\nGnF6asmSNTvrZm2yZMm6X9vErG2v/7YdL9cSWa9l/ayZ1AIAAAAAvIeeWsvRXwIAgH3oqXXc2/jj\nBbyGnloAAAAAgCdZM6k1cY04PbVkyZqddbM2WbJk3a9tYta213/bjpdriazXsn7WTGoBAAAAAN5D\nT63l6C8BAMA+9NQ67m388QJeQ08tAAAAAMCTrJnUmrhGnJ5asmTNzrpZmyxZsu7XNjFr2+u/bcfL\ntUTWa1k/aya1AAAAAADvoafWcvSXAABgH3pqHfc2/ngBr6GnFgAAAADgSdZMak1cI05PLVmyZmfd\nrE2WLFn3a5uYte3137bj5Voi67WsnzWTWgAAAACA99BTazn6SwAAsA89tY57G3+8gNfQUwsAAAAA\n8CRrJrUmrhGnp5YsWbOzbtYmS5as+7VNzNr2+m/b8XItkfVa1s+aSS0AAAAAwHvoqbUc/SUAANiH\nnlrHvY0/XhMlJ6eotHR/tfZNSmqikpJ9UR4R4okrPbVDhw5Vs2bNlJmZGbjt7rvv1nnnnacLL7xQ\n/fr104EDBwK/y8vLU3p6utq3b6/ly5cHbt+4caMyMzOVnp6u0aNHR2u4AAAAAFxUPqH1VeunupNf\n2CFqk9pbbrlFy5Ytq3Bbjx499NFHH+lf//qX2rVrp7y8PElSQUGBXnnlFRUUFGjZsmUaMWJEYBZ+\n6623avr06SosLFRhYWGl+6wuE9eI01NLlqzZWTdrkyVL1v3aJmZte/237XhNvZY4T2Sd1I74HoK4\n7LLLVFRUVOG27t27B/774osv1oIFCyRJixYtUm5ururUqaO0tDS1bdtWa9euVZs2bVRaWqqsrCxJ\n0qBBg7Rw4UL17NmzUr0hQ4YoLS1NktS4cWN16NBB2dnZksofqPz8/Arbkqq9nZ+ff0r719S2X7Tz\nP/yhOHE7/6Tt6t+fiY+Xbc8Pjjd2x8vjxfFyvOa8Htr2eFX/9b969eP/eP3HdOLxefd4a/r5HKvr\n4YQj/O//ZgfZLs/E6+Nl2/MjGsebn5+v4uJiSao0rzxZVHtqi4qKlJOTo82bN1f6XU5OjnJzczVw\n4ECNGjVKXbt21Y033ihJGj58uHr16qW0tDSNHz9eb7/9tiRp9erVevTRR7VkyZKKB0FPbdjoLwEA\nwD701DrubfzxmohzhFDi7ntqH3roIdWtW1cDBw50ozwAAAAAwCNiPqmdOXOmli5dqrlz5wZuS01N\n1Y4dOwLbO3fuVKtWrZSamqqdO3dWuD01NTWsupWXNHg7G3k+/KyJjxdZstHIulmbLFmy7tc2MWvb\n679tx2vqtcR5IuskppPaZcuW6Y9//KMWLVqkevXqBW7v06eP5s2bp7KyMm3fvl2FhYXKyspS8+bN\nlZycrLVr18rn82n27Nnq27dvLIcMAAAAAIhjUeupzc3N1apVq/TNN9+oWbNmmjRpkvLy8lRWVqaU\nlBRJ0k9/+lNNnTpVkvTwww/rxRdfVO3atfX000/r6quvllT+lT5DhgzRoUOH1Lt3b02ZMqXyQdBT\nGzZ6FwAAsA89tY57G3+8JuIcIZRQc76oflBUrDCpDR9/PAAAsA+TWse9jT9eE3GOEErcfVCUG0xc\nI05PLVmyZmfdrE2WLFn3a5uYte3137bjNfVa4jyRdWLNpBYAAAAA4D0sP7YcyzwAALAPy48d9zb+\neE3EOUIoLD8GAAAAAHiSNZNaE9eI01NLlqzZWTdrkyVL1v3aJmZte/237XhNvZY4T2SdWDOpBQAA\nAAB4Dz21lqN3AV6TnJyi0tL91do3KamJSkr2RXlEABB/6Kl13Nv44zUR5wih8D21CIo/HvAantMA\n4IxJrePexh+viThHCIUPipKZa8TpqSVLtmaybj2fI82TJUs28qybtU3M2vb6b9vxmnotcZ7IOrFm\nUgsAAAAA8B6WH1uOZR7wGp7TAOCM5ceOext/vCbiHCEUlh8DAAAAADzJmkmtiWvE6aklS7ZmsvTU\nkiVrb9bN2iZmbXv9t+14Tb2WOE9knVgzqQUAAAAAeA89tZajdwFew3MaAJzRU+u4t/HHayLOEUKh\npxYAAAAA4EnWTGpNXCNOTy1ZsjWTpaeWLFl7s27WNjFr2+u/bcdr6rXEeSLrxJpJLQAAAADAe+ip\ntRy9C/AantMA4IyeWse9jT9eE3GOEAo9tQAAAAAAT7JmUmviGnF6asmSrZksPbVkydqbdbO2iVnb\nXv9tO15TryXOE1kn1kxqAQAAAADeQ0+t5ehdgNfwnAYAZ/TUOu5t/PGaiHOEUOipBQAAAAB4kjWT\nWhPXiNNTS5ZszWTpqSVL1t6sm7VNzFbn72VycooSEhKq/ZOcnBLVMZv4+mBi1t3a7tQlG/9ZP2sm\ntQAAAIhcael+lS8RPflnRZW3l+8PANFDT63l6F2A1/CcBgBnkfTUmtqPy+tD/OMcIRR6agEAAAAA\nnuQ4qX3qqad04MAB+Xw+DRs2TB07dtTf/va3WIytRpm4RpyeWrJkayZLTy1ZsvZm3axtYjaSv5cm\n/tvBxDHbeC1xnsg6cZzUvvjii2rUqJGWL1+uffv2afbs2Ro/fnzEhQEAAAAAiJRjT21mZqY2b96s\n22+/XdnZ2erXr586duyoTZs2xWqMjuipDR+9C/AantMA4IyeWse942LMtuEcIZSIemo7d+6sHj16\naOnSperZs6dKSkqUmEgrLgAAAADAfY6z0+nTp2vy5MnasGGDGjRooCNHjmjGjBmxGFuNMnGNOD21\nZMnWTJaeWrJk7c26WdvELD21salrYtbd2u7UJRv/WT/HSW1CQoI++ugjTZkyRZL03Xff6fDhwxEX\nBgAAAAAgUo49tb/97W9Vq1YtvfPOO9qyZYv27dunHj16aMOGDbEaoyN6asNH7wK8huc0ADijp9Zx\n77gYs204Rwgl1JyvtlN47dq12rRpkzp27ChJSklJ0ZEjR2p2hAAAAAAAhMFx+XHdunV17NixwPbX\nX39t5AdFmbhGnJ5asmRrJktPLVmy9mbdrG1ilp7a2NQ1MetubXfqko3/rJ/j7HTUqFG67rrr9NVX\nX2nixIm69NJLNWHChIgLAwAAAAAQKceeWkn6+OOP9c4770iSrrrqKp133nlRH9ipoKc2fPQuwGt4\nTgOAM3pqHfeOizHbhnOEUELN+YJOaktKSpScnKx9+/ZJ0kl/yMp7a+MFk9rw8ccDXsNzGgCcMal1\n3DsuxmwbzhFCCTXnC7r8ODc3V5LUqVMnde7cWV26dFGXLl3UuXNnde7cOTojjSIT14jTU0uWbM1k\n6aklS9berJu1TczSUxubuiZm3a3tTl2y8Z/1C/rpx2+++aYkqaioKOIiAAAAAABEg2NP7VVXXRXo\npw11m5tYfhw+lnnAa3hOA4Azlh877h0XY7YN5wihhPU9tYcOHdLBgwf19ddfB/pqpfJe2127dtX8\nKAEAAAAAOEVBe2qff/55denSRZ988kmgj7Zz587q06ePRo4cGcsx1ggT14jTU0uWbM1k6aklS9be\nrJu1TczSUxubuiZm3a3tTl2y8Z/1C/pO7ZgxYzRmzBg988wzGjVqVMSFAAAAAACoaUF7at99911d\neeWVWrBgQeBrfE7Ur1+/qA+uuuipDR+9C/AantMA4IyeWse942LMtuEcIZSwempXrVqlK6+8UkuW\nLIn7SS0AAAAAwE5Be2onTZokSZo5c6ZmzJhR6cc0Jq4Rp6eWLNmaydJTS5asvVk3a5uYpac2NnVN\nzLpb2526ZOM/6xd0Uvv444/rhRdeqHT79OnT9dRTT0VcGAAAAACASAXtqe3UqZPWrFmjunXrVri9\nrKxMnTt31ubNm2MywOqgpzZ89C7Aa3hOA4Azemod946LMduGc4RQQs35gr5Te/To0UoTWkmqW7cu\nTyAAAAAAQFwIOqn1+Xz64osvKt3+5ZdfVvnBUfHOxDXi9NSSJVszWXpqyZK1N+tmbROz9NTGpq6J\nWXdru1OXbPxn/YJOau+++25dc801WrlypUpLS1VaWqoVK1bommuu0dixYx3veOjQoWrWrJkyMzMD\nt+3bt0/du3dXu3bt1KNHDxUXFwd+l5eXp/T0dLVv317Lly8P3L5x40ZlZmYqPT1do0ePDvc4AQAA\nAAAeFLSnVpLeeust5eXl6aOPPpIknX/++ZowYYJ69erleMerV69Ww4YNNWjQoED/7bhx49S0aVON\nGzdOjzzyiPbv36/JkyeroKBAAwcO1Pr167Vr1y5169ZNhYWFSkhIUFZWlp599lllZWWpd+/euv32\n29WzZ8+KB0FPbdjoXYDX8JwGAGf01DruHRdjtg3nCKGE9T21ktSrV69qTWCrctlll6moqKjCbYsX\nL9aqVaskSYMHD1Z2drYmT56sRYsWKTc3V3Xq1FFaWpratm2rtWvXqk2bNiotLVVWVpYkadCgQVq4\ncGGlSa0kDRkyRGlpaZKkxo0bq0OHDsrOzpb0w1vabFe9/cOSDqdtxcV42WY71Ha5lXJ+PsfHeNlm\nm2223dqu/ut/xfwPqptXVMZ/6sfrH5PTeN0ZH9vl2z/wb2cH2S7PuD1etqO3nZ+fH1jZe/K8shJf\nFG3fvt13wQUXBLYbN24c+O/jx48HtkeOHOmbM2dO4HfDhg3zvfbaa74NGzb4unXrFrj9vffe8117\n7bWV6lTnMFasWBHOIRibrW5ekk/yVfGzoorbqvd0MfHxIuudbNXP6aqez9H/2xFpnixZspFn3awd\nz9lTe/2v+Pcykqxbxxt83PE95njKxqI2/y4lG0qoc54YesobPQkJCUZ+4BQAAAAAIH6E7KmNVFFR\nkXJycgI9te3bt9fKlSvVvHlz7dmzR1dccYW2bNmiyZMnS5LGjx8vSerZs6cmTZqkNm3a6IorrtDH\nH38sSXr55Ze1atUq/fnPf654EPTUho3eBXgNz2kAcEZPrePecTFm23COEEpY31Pr98UXX2jYsGGB\nPtaCggJNnz49rIH06dNHs2bNkiTNmjVLffv2Ddw+b948lZWVafv27SosLFRWVpaaN2+u5ORkrV27\nVj6fT7Nnzw5kAAAAAABwnNQOGTJEPXr00O7duyVJ6enpevLJJx3vODc3V5dccok++eQTtW7dWjNm\nzND48eP19ttvq127dnr33XcD78xmZGRowIABysjIUK9evTR16tTA0uSpU6dq+PDhSk9PV9u2bav8\nkKjqqNx87u1s5PnwsyY+XmS9nXXr+RxpnixZspFn3axtYjaSv5cm/tvBxDHbeC1xnsg6Cfnpx5L0\nzTff6Je//GVgiXCdOnVUu7ZjTC+//HKVt//973+v8vaJEydq4sSJlW7v3LlzYPkyAAAAAAAncuyp\nzc7O1oIFC9StWzdt2rRJa9as0T333BP4ap54QE9t+OhdgNfwnAYAZ/TUOu4dF2O2DecIoYT9PbWS\n9PjjjysnJ0fbtm3TJZdcoq+//lqvvfZajQ8SAAAAAIBT5dhT27lzZ61atUrvv/++pk2bpoKCAl14\n4YWxGFuNMnGNOD21ZMnWTJaeWrJk7c26WdvELD21salrYtbd2u7UJRv/WT/Hd2pnzZpV4a3eDz74\nQJI0aNCgiIsDAAAAABAJx57akSNHBj6J+PDhw3rnnXfUqVOnuFqCTE9t+OhdgNfwnAYAZ/TUOu4d\nF2O2DecIoYSa8zlOak9WXFysX/7yl/rb3/5WI4OrCUxqw8cfD3gNz2kAcMak1nHvuBizbThHCCXU\nnM+xp/ZkDRo00Pbt2yMeVKyZuEacnlqyZGsmS08tWbL2Zt2sbWKWntrY1DUx625td+qSjf+sn2NP\nbU5OTuC/jx8/roKCAg0YMCDiwgAAAAAARMpx+fGJM+fatWurTZs2at26dbTHdUpYfhw+lnnAa3hO\nA4Azlh877h0XY7YN5wih1GhPbTxiUhs+/njAa3hOA4AzJrWOe8fFmG3DOUIoEfXUJiUlBf1JTk6u\n8cFGi4lrxOmpJUu2ZrL01JKVpOTkFCUkJFT7Jzk5xfUxk40862ZtE7P01MamrolZd2u7U5ds/Gf9\nHHtqR48erZYtW+qmm26SJM2dO1e7d+/WAw88EHFxAABipbR0v6p+B2ClpOwq9k+I7oAAAECNcFx+\n/JOf/EQffvih421uYvlx+FjmAa/hOY1gTF0yCUQDy48d946LMduGc4RQIlp+fPrpp2vOnDk6duyY\njh07prlz56phw4Y1PkgAAAAAAE6V46T2pZde0quvvqpmzZqpWbNmevXVV/XSSy/FYmw1ysQ14vTU\nkiVbM1l6ask6pF2pSzY2WTdrm5ilpzY2dU3Mulvbnbpk4z/r59hTe84552jx4sURFwIAAAAAoKYF\n7al95JFHdM8992jUqFGVQwkJmjJlStQHV1301IaP3gV4Dc9pBGNqHyAQDfTUOu4dF2O2DecIoYSa\n8wV9pzYjI0OS1Llz5yrvEAAAAAAAtwXtqc3JyZEkDRkypNLP4MGDYzbAmmLiGnF6asmSrZksPbVk\nHdKu1CUbm6ybtU3M0lMbm7omZt2t7U5dsvGf9XPsqf3kk0/02GOPqaioSEePHpVU/k7tu+++G3Fx\nAAAAAAAiUa3vqb311lvVqVMn1apVqzyUkFDlsmS30FMbPnoX4DU8pxGMqX2AQDTQU+u4d1yM2Tac\nI4QSVk+tX506dXTrrbfW+KAAAAAAAIiU4/fU5uTk6LnnntOePXu0b9++wI9pTFwjTk8tWbI1k6Wn\nlqxD2pW6ZGOTdbO2iVl6amNT18Ssu7XdqUs2/rN+ju/Uzpw5UwkJCXrssccCtyUkJGjbtm0RFwcA\nAAAAIBKOPbUmoKc2fPQuwGt4TiMYU/sAgWigp9Zx77gYs204RwglrJ7aBQsWVPg+2oSEBDVt2lQd\nOnRQUlJSzY8SAAAAAIBTFLSndsmSJRV+Fi9erMcee0yZmZl65513YjnGGmHiGnF6asmSrZksPbVk\nHdKu1CUbm6ybtU3M0lMbm7omZt2t7U5dsvGf9Qv6Tu3MmTOrvP2zzz5T//79tW7duoiLAwAAAAAQ\nibB6ajt27KhNmzZFYzxhoac2fPQuwGt4TiMYU/sAgWigp9Zx77gYs204Rwgl1JzP8St9TrZlyxbV\nq1cv4kEBAAAAABCpoJPanJycSj8/+9nP1Lt3bz3++OOxHGONMHGNOD21ZMnWTJaeWrIOaVfqko1N\n1s3aJmbpqY1NXROz7tZ2py7Z+M/6Be2pHTt2bIVt/6cft23bVqeddlrEhQEAAAAAiBTfU2s5ehfg\nNTynEYypfYBANNBT67h3XIzZNpwjhFKjPbUAAAAAAMQLaya1Jq4Rp6eWLNmaydJTS9Yh7UpdsrHJ\nulnbxCw9tbGpa2LW3dru1CUb/1m/oJPaq666SpI0bty4iIsAAAAAABANQXtqMzIy9MILL2jo0KF6\n6aWX5PP5/rvOvVynTp1iNkgn9NSGj94FeA3PaQRjah8gEA301DruHRdjtg3nCKGEmvMFndTOnz9f\n06dP1/vvv68uXbpU+v2KFStqdpQRYFIbPv54wGt4TiMYU/8hDkQDk1rHveNizLbhHCGUsD4oqn//\n/lq2bJnuvvturVixotKPaUxcI05PLVmyNZOlp5asQ9qVumRjk3WztolZempjU9fErLu13alLNv6z\nfkG/p9bvvvvu06JFi/Tee+8pISFBl19+uXJyciIuDAAAAABApBy/p3b8+PFav369brzxRvl8Ps2b\nN09dunRRXl5erMboiOXH4WOZB7yG5zSCMXXJJBANLD923DsuxmwbzhFCCaun1i8zM1P5+fmqVauW\nJOnYsWPq0KGDNm/eXPMjDROT2vDxxwNew3MawZj6D3EgGpjUOu4dF2O2DecIoYTVU3tiuLi4OLBd\nXFxc4VOQTWHiGnF6asmSrZksPbVkHdKu1CUbm6ybtU3M0lMbm7omZt2t7U5dsvGf9XPsqZ0wYYI6\ndeqkK664Qj6fT6tWrdLkyZMjLgwAAAAAQKQclx9L0u7du7V+/XolJCTooosuUosWLWIxtmpj+XH4\nWOYBr+E5jWBMXTIJRAPLjx33josx24ZzhFAi6qk1AZPa8PHHA17DcxrBmPoPcSAamNQ67h0XY7YN\n5wihRNRT6xUmrhGnp5Ys2ZrJ0lNL1iHtSl2yscm6WdvELD21salrYtbd2u7UJRv/WT9rJrUAAAAA\nAO8Jufz46NGjOv/88/XJJ5/EckynjOXH4WOZB7yG5zSCMXXJJBANLD923DsuxmwbzhFCCXv5ce3a\ntdW+fXt99tlnURkYAAAAAACRcFx+vG/fPp1//vm68sorlZOTo5ycHPXp0ycWY6tRJq4Rp6eWLNma\nydJTS9Yh7UpdsrHJulnbxCw9tbGpa2LW3dru1CUb/1k/x++pfeCBByrdVr40AAAAAAAAd1XrK32K\nior0n//8R926ddPBgwd19OhRJScnx2J81UJPbfjoXYDX8JxGMKb2AQLRQE+t495xMWbbcI4QSkRf\n6TNt2jT1799fv/nNbyRJO3fu1HXXXRfRgPLy8nT++ecrMzNTAwcO1Pfff699+/ape/fuateunXr0\n6KHi4uIK+6enp6t9+/Zavnx5RLUBAAAAAN7hOKl97rnn9I9//CPwzmy7du301VdfhV2wqKhIf/nL\nX/TBBx9o8+bNOnbsmObNm6fJkyere/fu2rp1q6666ipNnjxZklRQUKBXXnlFBQUFWrZsmUaMGKHj\nx4+fcl0T14jTU0uWbM1k6akl65B2pS7Z2GTdrG1ilp7a2NQ1MetubXfqko3/rJ9jT+1pp52m0047\nLbB99OjRiHpqk5OTVadOHR08eFC1atXSwYMH1bJlS+Xl5WnVqlWSpMGDBys7O1uTJ0/WokWLlJub\nqzp16igtLU1t27bVunXr1LVr1wr3O2TIEKWlpUmSGjdurA4dOig7O1tS+QOVn59fYVtStbfz8/NP\naf+a2vaLdv6HPxQnbueftF39+zPx8bLt+eHl4/3vXnJ+PlevfqTHG++Pl33PD//+J2679/zg/Eb/\neCPNe/nxCvd6OKHCSfn8Ku6v+uOJ/vH6x3Ti+Lj+4+16OOEI//u/2UG2yzPx+njZ9vyIxvHm5+cH\nVu8WFRUpFMee2rvvvluNGzfWX//6Vz377LOaOnWqMjIy9NBDD4W841CmTZumsWPHqn79+rr66qs1\ne/ZsNWnSRPv375ck+Xw+paSkaP/+/Ro1apS6du2qG2+8UZI0fPhw9erVS9dff/0PB0FPbdjoXYDX\n8JxGMKb2AQLRQE+t495xMWbbcI4QSkQ9tZMnT9aZZ56pzMxMPf/88+rdu7cefPDBsAfz6aef6qmn\nnlJRUZF2796tb7/9VnPmzKk04FDvBvPpywAAAAAAqRqT2lq1amnw4MG69957dd9992nw4MERTSo3\nbNigSy65RGeccYZq166tfv366Z///KeaN2+uL774QpK0Z88enXXWWZKk1NRU7dixI5DfuXOnUlNT\nT7lu5SUN3s5Gng8/a+LjRdbbWbeez5HmycYmy987b2fdrG1iNpLrwcRrycQx23gtcZ7IOnGc1L75\n5ptq27atbr/9do0aNUo//vGPtXTp0rALtm/fXmvWrNGhQ4fk8/n097//XRkZGcrJydGsWbMkSbNm\nzVLfvn0lSX369NG8efNUVlam7du3q7CwUFlZWWHXBwAAAAB4h2NP7bnnnhuY2Erly4d79+6tTz75\nJOyijz76qGbNmqXExER16tRJL7zwgkpLSzVgwAB9/vnnSktL06uvvqrGjRtLkh5++GG9+OKLql27\ntp5++mldffXVFQ+Cntqw0bsAr+E5jWBM7QMEooGeWse942LMtuEcIZRQcz7HSe1FF12k9evXB7Z9\nPp+ysrIq3OY2JrXh448HvIbnNIIx9R/iQDQwqXXcOy7GbBvOEUIJ64OiFixYoAULFqhLly7q3bu3\nZs6cqZkzZ+raa69Vly5dojbYaDFxjTg9tWTJ1kyWnlqyDmlX6pKNTdbN2iZm6amNTV0Ts+7Wdqcu\n2VNsfzsAACAASURBVPjP+gX9ntolS5YEPhDqrLPOCnyH7JlnnqnDhw9HXBgAAAAAgEg5Lj82AcuP\nw8cyD3gNz2kEY+qSSSAaWH7suHdcjNk2nCOEEmrOF/SdWr9t27bpmWeeUVFRkY4ePRq4w8WLF9fs\nKAEAAAAAOEWOX+nTt29fnXPOORo1apTGjh0b+DGNiWvE6aklS7ZmsvTUknVIu1KXbGyybtY2MUtP\nbWzqmph1t7Y7dcnGf9bP8Z3aevXq6fbbb4+4EAAAAAAANc2xp3b27Nn69NNPdfXVV+u0004L3N6p\nU6eoD6666KkNH70L8Bqe0wjG1D5AIBroqXXcOy7GbBvOEUKJqKf2o48+0uzZs7VixQolJv6wWnnF\nihU1N0IAAOJYcnKKSkv3V3v/pKQmKinZF8URAQAAP8ee2vnz52v79u1atWqVVqxYEfgxjYlrxOmp\nJUu2ZrL01JJ1SDvuUT6h9VXxs6LK26szATbxsTIx62ZtE7P01MamrolZd2u7U5ds/Gf9HCe1mZmZ\n2r+/+v/vNAAAAAAAseLYU3v55Zfrww8/1EUXXRToqY23r/ShpzZ89C7Aa3hOIxgbewiBYGy8Hnh9\niH+cI4QSUU/tpEmTanxAAAAAAADUBMflx9nZ2VX+mMbENeL01JIlWzNZemrJOqRdyZr4WJmYdbO2\niVnbrgcTx2zjtcR5IuvE8Z3ahg0b/ncpgFRWVqYjR46oYcOGKikpibg4AAAAAACRcOypPdHx48e1\nePFirVmzRpMnT47muE4JPbXho3cBXsNzGsHY2EMIBGPj9cDrQ/zjHCGUUHO+U5rU+nXo0EH5+fkR\nD6ymMKkNH3884DU8pxGMjf+IB4Kx8Xrg9SH+cY4QSqg5n2NP7YIFCwI/8+fP1/jx41W/fv0aH2S0\nmbhGnJ5asmRrJktPLVmHtCtZEx8rE7Nu1jYxa9v1YOKYbbyWOE9knTj21C5ZsiTQU1u7dm2lpaVp\n0aJFERcGgHiTnJyi0tLqfS93UlITlZTsi/KIAAAA4CSs5cfxhuXH4WOZB7wmkuc014O32bjcEgjG\nxuuBv/Hxj3OEUML6ntpg30/rf9f2vvvuq4GhAQAAAAAQvqA9taeffroaNmxY4SchIUHTp0/XI488\nEssx1ggT14jTU0uWbM1k3eoRk8x8vGzL2tZDaFvWzdomZm27Hkwcs43XEueJrJOg79Teddddgf8u\nKSnRlClTNGPGDN1www0aO3ZsxIUBAAC8gH58AHBXyJ7avXv36sknn9TcuXM1aNAgjRkzRk2aNInl\n+KqFntrw0bsAr6GnFsHY2EPoFtsmeSb+7bDxejDxPNmGc4RQwuqpveuuu/T666/r17/+tT788EMl\nJSVFbYAAAMA7yie01fvHZmlpQnQHAwDwvKA9tU888YR27dqlBx98UC1btlRSUlLgJzk5OZZjrBEm\nrhGnp5Ys2ZrJ0lNL1iHtStbEx8rE15VI8yYeM9fDKaVdqWti1t3a7tQlG/9Zv6Dv1B4/fjziOwcA\nAAAAIJr4nlrL0bsAr6GnFsHY2EPoFtuuJROP18brwcTzZBvOEUIJNecLuvwYAAAAAIB4Z82k1sQ1\n4vTUxlc2OTlFCQkJ1f5JTk5xfcxkA2mXsmY+XrZlbeshNPFxpg8wdlnbrgcTx2zqvy05T2SjkfWz\nZlILROqHT/M8+WdFlbdX9+ssAAAAAISPnlrL0btQfab2ENmGnloEY2MPoVtsu5ZMPF4brwcTz5Nt\nOEexcSrfJS7Fz/eJh/U9tQAAAAAAbzmV7xIv3z/+v0/cmuXHJq4Rp6fWjCyPVfxn6akl65B2JWvi\nY2Xi38pI8yYeM9fDKaVdqWti1t3a7tS1LWvi4+xnzaQWAAAAAOA99NRajt6F6jO1h8g29NQiGBt7\nCN1i27Vk4vHaeD2YeJ5s49Y5OpUe03jpL42EydcwPbUAAAAAcJJT6TE1ob/URtYsPzZxXTs9tWZk\neaziP0tPLVmHtCtZEx8rE/9WRpo38Zi5Hk4p7UpdE7Pu1rarrm2Pc0301PJOLQAAUWbb0jYAAGKJ\nnlrL0V9Sfab2H9iGnloE42YPoW3PLY435N5xcbz01DruHRdjto1b58i254bJ13CwcViz/BgAAAAA\n4D3WTGpNXNdOT60ZWR6r+M/SU0vWIW1c1rbHmT7A2GVte06bOGZT/21p4nmy7flh4vH6WTOpBQAA\nAAB4Dz21lrOthyASpvYf2IaeWgRDT23scLwh946L46Wn1nHvuBizbeipjQ2Tr2F6agEAAAAAnmPN\npNbEde301JqR5bGK/yw9tWQd0sZlbXuc6QOMXda257SJYzb135Ymnifbnh8mHq+fNZNaAAAAAID3\n0FNrOdt6CCJhav+BbeipRTD01MYOxxty77g4XnpqHfeOizHbhp7a2DD5GqanFgAAAADgOdZMak1c\n105PrRlZHqv4z9JTS9YhbVzWtseZPsDYZW17Tps4ZlP/bWniebLt+WHi8fpZM6kFAAAAAHgPPbWW\ns62HIBKm9h/Yhp5aBENPbexwvCH3jovjpafWce+4GLNt6KmNDZOvYXpqAQAAAACeY82k1sR17fTU\nmpHlsYr/LD21ZB3SxmVte5zpA4xd1rbntIljNvXfliaeJ9ueHyYer58rk9ri4mL94he/0HnnnaeM\njAytXbtW+/btU/fu3dWuXTv16NFDxcXFgf3z8vKUnp6u9u3ba/ny5W4MGQAAAAAQh1zpqR08eLAu\nv/xyDR06VEePHtV3332nhx56SE2bNtW4ceP0yCOPaP/+/Zo8ebIKCgo0cOBArV+/Xrt27VK3bt20\ndetWJSb+MB+npzZ8tvUQRMLU/gO3JCenqLR0f7X2TUpqopKSfTVSl55aBENPbexwvCH3jovjpafW\nce+4GLNt6KmNDZOv4WDjqB3jsejAgQNavXq1Zs2aVT6A2rXVqFEjLV68WKtWrZJUPunNzs7W5MmT\ntWjRIuXm5qpOnTpKS0tT27ZttW7dOnXt2rXC/Q4ZMkRpaWmSpMaNG6tDhw7Kzs6W9MNb2mxXvf3D\nUgOnbcXFeN3a/oF/O9thW3E1/lhvl09ofarO41VaeoX8In8++2sEr3fiNteDXdvVP78V8z+obl41\nmo+Xx4+/l1Vvn3AEQY7v5G3Fxfjduh7cO17/mJzG68742C7f/oF/OzvIdnkm9tfDD7Ujqef2drjX\nfyzHm5+fH1i9W1RUpJB8MbZp0yZfVlaWb8iQIb6OHTv6hg8f7vv22299jRs3Duxz/PjxwPbIkSN9\nc+bMCfxu2LBhvtdee63CfVbnMFasWBH2mE3MVjcvySf5qvhZUcVt1Xu6mPh41fxjxfOy6scr+o9V\nJHVresynMm6y8X0NR3r9u3U9uJWNp+ONNO/V11I3rwc3jjf4uON7zPGUjUVtt64lE6/hSLImX8PB\nJIae8ta8o0eP6oMPPtCIESP0wQcf6PTTT9fkyZMr7JOQkPDft8WrFup3AAAAAAB7xLyn9osvvtBP\nf/pTbd++XZL0j3/8Q3l5edq2bZtWrFih5s2ba8+ePbriiiu0ZcuWwIR3/PjxkqSePXtq0qRJuvji\ni384CHpqw2ZbD0EkTO0/cIuJfTFcD95GT23scLwh946L46Wn1nHvuBizbUz8t4OJTL6Gg40j5u/U\nNm/eXK1bt9bWrVslSX//+991/vnnKycnJ9BnO2vWLPXt21eS1KdPH82bN09lZWXavn37/2/vzuOb\nqNb/gX/CIqBQsAqCZWmhIJQCLTuIXpbLdllUkGL1IggCiqAo4A/Bq+AGXDZBUUHL8r1oWwRkkx2K\nXAQFBGRXhCKLLEKBtrKWnt8fvQ1Nm0wmmTaTJ/N5v155QZN55syZOSczJznPBEeOHEHjxo19vdlE\nRERERETkh3w+qAWAjz76CM888wzq1auHvXv3YvTo0Rg5ciTWrVuHGjVqYOPGjfZvZiMiIhATE4OI\niAh07NgRn3zyiVfTj/Mmnwd2rPF472Ml7i/uK9/EmrWvjJRrLFbmcbJarHntw/tYq+1nM8+HEuss\nsT9IrK/Efsi+JKNcq+1no+0SMOHuxwBQr1497NixI8/z69evd7r8qFGjMGrUqILeLCIiIiIiIhLG\nlN+pzW/MqfWe1XIIjJCaf2AWiXkx7A+BjTm1vsP6ai7tF/VlTq3bpf1im61G4rWDRJL7sN/k1BIR\nERERERHlF8sMaiXOa2dOrYzYgt5XQUHB9p+50vMICgrOl3ILIlZiTgxzagM/ljm1vollTq3vypXY\nHyTWV2I/ZF+SUa7V9nN+5NRaZlBLJFVa2iVkTRHJ/Uhy+nzW8kRERERE1sCcWouzWg6BEWblH0jO\ne5CWF8P+ENiYU+s7rK/m0n5RX+bUul3aL7bZaiReO0gkuQ8zp5aIiIiIiIgCjmUGtRLntTOnVkYs\n8zw8ihZXLnNqAz+WObW+iWVOre/KldgfJNZXYj9kX5JRrtX2M3NqiYiIiIiIyNKYU2txVsshMII5\ntZ6RmBfD/hDYmFPrO6yv5tJ+UV/m1Lpd2i+22WokXjtIJLkPM6eWiIiIiIiIAo5lBrUS57Uzp1ZG\nLPM8PIoWVy5zagM/ljm1vollTq3vypXYHyTWV2I/ZF+SUa7V9jNzaomIiIiIiMjSmFObS1BQMNLS\nLulatlSpe5GampIv5ZrFajkERjCn1jMS82LYHwIbc2p9h/XVXNov6sucWrdL+8U2W43EaweJJPdh\nV9tRxMfb4veyBrT6Dlpamq1gN4aIiIiIiIg0WWb6sRXnl1utzlbLP5B4jCTuK+bUBn4sc2p9E8uc\nWt+VK7E/SKyvxH7IviSjXKvtZ+bUEhERERERkaUxp9bJujin3uXS4utrBHNqPSMxL4b9QT+J9x9g\nTq3vsL6aS/tFfZlT63Zpv9hmq5F47SCR5D7MnFoiIso3vP8AERER+QvLTD+24vxyq9XZavkHEo+R\nxH3FnFqPo00pV2b78D6WbcN38RLrLLE/SKyvxH7IviSjXKvtZ+bUEhERERERkaUxp9bJujin3uXS\n4utrBHNqPSMxL4b9QT+J+4o5tb7D+mou7Rf1ZU6t26X9YputRuK1g0SS+7Cr7eA3tURERERERCSW\nZQa1VpxfbrU6Wy3/QOIxkrivmFPrcbQp5cpsH97Hsm34Ll5inSX2B4n1ldgP2ZdklGu1/cycWiIi\nIiIiIrI05tQ6WRfn1LtcWnx9jWBOrWck5sWwP+gncV8xp9Z3WF/Npf2ivsypdbu0X2yz1Ui8dpBI\nch9mTi0REREREREFHMsMaq04v9xqdbZa/oHEYyRxXzGn1uNoU8qV2T68j2Xb8F28xDpL7A8S6yux\nH/qiLwUFBcNms+l6BAUF6y25QLfZ38plf/CcZQa1RERERERUsNLSLiFramvuR1Ke57KWJTKOObVO\n1sU59S6XFl9fI5hT6xmJeTHsD/pJ3FfMqfUd1ldzab+oL3Nq3S7tF9sskcTzsNXahuQ+zJxaIiJy\nUDBTxIiIiIh8yzKDWivOL7dana2WfyDxGEncV4GcU1swU8Tcl+syUmC7tFr+ocz+b706S+wPEusr\nsR9KvbaUeP0g8xibUy5zaomIiIiIiMjSmFPrZF2cU+9yafH1NYI5tZ6RmBdjtf5gtX3FnFrfYX01\nl/aL+jKn1u3SfrHNEkk8t1itbUjuw8ypJSIiIiIiooBjmUGtFeeXW63OVss/kHiMJO6rQM6p1Yg2\nJdZq9ZW4r2T2f+vVWWJ/kFhfif1Q6rWlxOsHmcfYnHKZU0tERERERESWxpxaJ+vinHqXS4uvrxHM\nqfWMxLwYq/UHq+0r5tT6DuurubRf1Jc5tW6X9ottlkjiucVqbUNyH2ZOLREREREREQUcywxqrTi/\n3Gp1tlr+gcRjJHFfMafWd7FWq6/EfSWz/1uvzhL7g8T6SuyHUq8tJV4/FPRxCgoKhs1m0/0ICgrW\nU3KBbnNBxGazzKCWiIiIiIgoEKSlXULWFOLcjySnz2ctH7iYU+tkXZxT73Jp8fU1gjm1npGYF2O1\n/mC1fcWcWt9hfTWX9ov6MqfW7dJ+sc0SSTy3SGwbVu3DzKklIiIiIiKigGOZQW2gzqcvuHjvYyXm\niUjcVxKPkcR9xZxa38Varb4S95XM/m+9OkvsDxLrK7EfSr22lHj9ILFNy6xvFssMaomIiIiIiCjw\nMKfWybqkzak3wmr1NYI5tZ6RmBdjtf5gtX3FnFrfYX01l/aL+lo1H0/acZJI4rlFYtuwah9mTi0R\nEREREREFHMsMaq03n956dZaYuyCxXInbzJxaj6NNibVafSXuK5n933p1ltgfJNZXYj+Uem0p8fpB\nYpuWWd8slhnUEhERERERUeBhTq2TdUmbU2+E1eprBHNqPSMxL8Zq/cFq+4o5tb7D+mou7Rf1tWo+\nnrTjJJHEc4vEtmHVPsycWiIiIiIiIgo4lhnUWm8+vfXqLDF3QWK5ErfZ33Nqg4KCYbPZdD2CgoLz\nrVyNaFNiJbZLq+0rmf3fenWW2B8k1ldiP5R6bSnx+kFim5ZZ3yyWGdQSEfmrtLRLyJoGlPuRlOe5\nrGWJiIiIKBtzap2sS9qceiOsVl8jmFPrGYl5MRK32axyJb53MKfWd1hfzaX9or5WzceTdpwkknhu\nkdg2rNqH/Sqn9vbt24iOjkaXLl0AACkpKWjbti1q1KiBdu3a4fLly/Zlx40bh+rVq6NmzZpYu3at\nGZtLREREREREfsqUQe20adMQERHxv08JgPHjx6Nt27b49ddf0aZNG4wfPx4AcPDgQSQmJuLgwYNY\nvXo1Bg0ahMzMTK/KtN58euvVWWLugsRyJW6zv+fUFkTZEveXxHZptX0lsz1br84S+4PE+krsh1Kv\nLSWeDyW2aZn1zVLE8Bo8dOrUKaxcuRKjR4/GlClTAADLli3Dd999BwDo3bs3WrZsifHjx2Pp0qWI\njY1F0aJFERoaivDwcGzfvh1NmzbNs94+ffogNDQUAFCmTBlERUWhZcuWALJ21J49exz+BuDy7zsH\nNPvvPbn+zn4dutbn7d9G1683Pm99NyGrzrlf17e+PXv2eLW9Zu4vPe0jRwn/+7fl//4t2PZxZ53O\n1593e7LWYbS+Ro+v6+1z9fedbddan3f7y1l7dhWfe/uMHd/831/uj68n2+dt/3e9vf79fqm/vs7X\n7219Xce7+tsx3tfvd1L7v9XOD1L7g3n1zd6mnNun//zgbX8wq7753f991R9cx+f+2z/Oh2a1jzvb\n5Hz73O0vb/u/L+u7Z88e+wze48ePQ4vPc2p79OiBUaNGITU1FZMmTcLy5ctx77334tKlrJufKKUQ\nHByMS5cuYciQIWjatCmeeeYZAMDzzz+Pjh07onv37o6VYE6t16xWXyOYU+sZiXkxErfZrHIlvncw\np9Z3WF/Npf2ivlbNx5N2nCSSeG6R2Das2of9Iqd2xYoVKFeuHKKjo11uUPbPVrii9RoRERERERFZ\ni08HtVu3bsWyZcsQFhaG2NhYbNy4Eb169cIDDzyAs2fPAgDOnDmDcuXKAQBCQkJw8uRJe/ypU6cQ\nEhLiVdl5pzR4FO19pIFyjW2z9eps3r62VrkSt9lIucZiub88ihTYLq22r2S2Z+vVWWJ/kFhfif1Q\n6rWlxPOhxDYts75ZfDqo/eCDD3Dy5EkkJycjISEBrVu3xn/+8x907doV8+bNAwDMmzcPjz/+OACg\na9euSEhIwM2bN5GcnIwjR46gcePGvtxkIiIiIiIi8mOm/U7td999h8mTJ2PZsmVISUlBTEwMTpw4\ngdDQUCxYsABlypQBkDUQnj17NooUKYJp06ahffv2edbFnFrvWa2+RjCn1jMS82IkbrNZ5Up872BO\nre+wvppL+0V9rZqPJ+04SSTx3CKxbVi1D7tMYTVrUJufOKj1ntXqawQHtZ6ReGKSuM1mlSvxvYOD\nWt9hfTWX9ov6WvWCWNpxkkjiuUVi27BqH/aLG0WZyXrz6a1XZ4m5CxLLlbjNzKn1XblWa5dW21cy\n27P16iyxP0isr8R+KPXaUuL5UGKbllnfLJYZ1BIREREREVHg4fRjJ+uSNv3ACKvV1whOP/aMxClE\nErfZrHIlvndw+rHvsL6aS/tFfa06dVHacZJI4rlFYtuwah+2/PRjIiIiIiIiCjyWGdRabz699eos\nMXdBYrkSt5k5tb4r12rt0mr7SmZ7tl6dJfYHifWV2A+lXltKPB9KbNMy65vFMoNaIiIiIiIiCjzM\nqXWyLmlz6o2wWn2NYE6tZyTmxUjcZrPKlfjewZxa32F9NZf2i/paNR9P2nGSSOK5RWLbsGofZk4t\nEVEBCgoKhs1m0/UICgo2e3OJiIiIAoZlBrXWm09vvTpLzF2QWK7EbfZFfkla2iVkfeqZ+5GU57ms\nZfOvbKeRfr6/nEYKbJdW21cy+7/16iyxP0isr8R+KPXaUuL5UGKbllnfLJYZ1BIREREREVHgYU6t\nk3V5O6c+KChY9zcwpUrdi9TUFM83MJ9Zrb5GMKfWMxLzYiTGGiFxm41gTq3vsL6aS/tFfa2ajyft\nOEkk8dwisW1YtQ+72o4iPt6WgHZn+qGeZW0FuzE+YLX6EhERERGR/7HM9GOrzU03Hm9OrMwcE2uV\nK3GbzfydWol9SeI2S6yvxH0ls/9br84S+4PE+krsh7y2lFGu1fYzc2qJiIiIiIjI0phT62Rd0vIA\njLBafY1gTq1nJObFSIw1QuI2G8GcWt9hfTWX9ov6WjUfT9pxkkjiuUVi27BqH+bv1BIREREREVHA\nscyg1mpz043HmxMrM8fEWuVK3Gbm1PquXD2xQUHBsNlsuh9BQcHuS/Xj+hZELN8rfRcvsc4S+4PE\n+krsh7y2lFGu1fYzc2qJiEicO3dOz/1Icvq83p8OIyIiImtiTq2TdUnLAzDCavU1gjm1npGYFyMx\n1ggZ9c0b7y3m1PoO66u5tF/U16r5eNKOkxFBQcG6PxQsVepepKam5Eu5VjsfmsWqfZg5tUREAciT\nqbx6pvESEVFgcD0rhjNiKPBYZlBrtbnpxuPNiZWZY2KtciVucyDn1HoylVf/RYv7cv0tVmb78D6W\n75W+i5dYZ4n9QWJ9rdYPzS3b+1irtQ+J+5k5tURERERERGRpzKl1si5peQBGWK2+RkjMAzSTxLwY\nxvpjbN54bzGn1ndYX82l/aK+ZvUHT/I8Af/J9ZTIaudhIyS2DebUOuI3tURERETkE57keeZOmyiI\nnwMjosBgmUGt1eamG483J9Zq+SkSy5W4zYGcU8vY/0WKbB/ex/K90nfxEuscqP2hYH4OzH25LiMt\n1g/NLdv7WPZh38Qyp5aIiIiIiIjIS8ypdbIuaXkARlitvkZIzAM0k8S8GMb6Y2zeeG8xp9Z3WF/N\npf2ivmb1B/ZD37HaedgIiW2DObWO+E0tERERERERiWWZQa3V5qYbjzcn1mr5KRLLlbjNzKkN/FiZ\n7cP7WL5X+i5eYp2t1h/YDz2KNhArs22xD/smljm1RERERERERF5iTq2TdUnLAzDCavU1QmIeoJkk\n5sUw1h9j88Z7i7l8vsP6ai7tF/WVmBfLfugZq52HjZDYNphT64jf1BIREREREZFYlhnUWm1uuvF4\nc2Ktlp8isVyJ28yc2sCPldk+vI/le6Xv4iXW2Wr9gf3Qo2gDsTLbFvuwb2KZU0tERERERETkJebU\nOlmXtDwAI6xWXyMk5gGaSWJeDGP9MTZvvLeYy+c7rK/m0n5RX4l5seyHnrHaedgIiW2DObWO+E0t\nERERERERiWWZQa3V5qYbjzcn1mr5KRLLlbjNzKkN/FiZ7cP7WL5X+i5eYp2t1h/YDz2KNhDr320r\nKCgYNptN1yMoKLjAt1nmMfY+ljm1REREREREBqSlXULWlNrcj6Q8z2UtS4GEObVO1iUtD8AIq9XX\nCIl5gGaSmBfDWH+MzRvvLeby+Q7rq7m0X9RXYl4s+6FneB72TaxZmFPriN/UEhERERERkVueTPP2\nbKq3MZYZ1FptbrrxeHNirZafIrFcidvMnNrAj5XZPryP1Vvf/M4xk9n/9cUzH88ezVi9kRa7ZjG3\nbHmxMo+x+1hPpnnrneqdHzm1RQyvgYiIiPzSnYuPnDYBaOlkWVvBb1ABCwoK1p0rV6rUvUhNTbH/\n7XxfAc72VyDsKyKiQMKcWifr4nx8l0uLr68REvMAzcRcHsbmT2zeeG9ZMZeP5eov12rnQ4l5sVL7\noVnYD30Taxap/dAI5tQSERERERFRQLLMoNaf56a7jGROrYhYiXmA3Fe+ijWzbGvFymwf3sdarR8a\nz7cyEm9OrMT3aavFWu2axdyy5cXKPMbmxDKnlsQykvdERERERESUjTm1TtbF+fgul2bugrA8QDMx\nl4ex+RObN95bVszlY7n6y+U5zW2E6fl4UvuhWdgPfRNrFqn90Ajm1Aa4gvkZAiIiIiIiIv9nmUGt\nxLnperfZk9+L0jvl12rz8WXmiZlTrsRtZk5t4MfKbB/ex1qtHzKn1nexEveV1Y4Rc2plxMo8xubE\n5kdOrWUGtURERERERBR4mFPrZF3S5uNLzD+wWu6CxHKNMnKMjdxITGKbZqxn8d6yYi4fy9VfLs9p\nbiNMz8eT2g/Nwn7om1izSO2HRmiN+Xj3YyLyO3em1OtZ1lawG0NEREREfs0y048lzk23Yg6R1XIX\nJJYrsS8xpzbwY63WLiW+d/B86GEk36f9PpY5tb4sW16szGNsTqzInNqTJ0+iVatWqF27NiIjIzF9\n+nQAQEpKCtq2bYsaNWqgXbt2uHz5sj1m3LhxqF69OmrWrIm1a9f6epOJiIiIiIjylatfMGnVqhV/\nxcRDPs+pPXv2LM6ePYuoqCikp6ejQYMGWLJkCebMmYP7778fr7/+OiZMmIBLly5h/PjxOHjwIJ5+\n+mns2LEDp0+fxt///nf8+uuvKFToznicObXy8g+slrsgsVyjJLYtxvpjbN54b1kxl4/l6i+XFT1M\nyAAAIABJREFU5zS3Eabn40nth2ZhP/RNrBES+xJzav+nfPnyKF++PACgZMmSqFWrFk6fPo1ly5bh\nu+++AwD07t0bLVu2xPjx47F06VLExsaiaNGiCA0NRXh4OLZv346mTZs6rLdPnz4IDQ0FAJQpUwZR\nUVFo2bIlgDtfaev9+87X5+7+hkN8jme8ivd+e7PX6a48V/Heba9j2QUZnxXj7f7Jr7/1b6/j8r4+\nvtnrkL6/9Mc71vfOMu7Ka+lQntT+cGcZd+W1dChPTn2dxxf8+7tjvNHtNRpv1vkh0N8v/aU/mPV+\nLa0/3HnO3fLZf+fv+6W0v+/UyXn9/LX/64/3j/OhWfvrznPuls/+O/f+0lteS3ts3rL1xN8pG/Bs\n/+zZs8c+e/f48ePQpEyUnJysKleurFJTU1WZMmXsz2dmZtr/Hjx4sJo/f779tX79+qmFCxc6rEdP\nNZKSknRtEwAFqFyPJCfP5S3XSGz+b7OrsvVss3/HGt1f3sZ6ts35d4zNKtdorFl9yb9i/bsvyYj1\nj75kdJv96/xgtXL9rU27r68ndfY21qz+YMV+aFZsftdXb9kS+6FZfVhiXzLzulRrXYW0h7wFJz09\nHd27d8e0adNQqlQph9ey5427ovUaERERERERWYcpv1N769YtdO7cGR07dsTQoUMBADVr1sSmTZtQ\nvnx5nDlzBq1atcLhw4cxfvx4AMDIkSMBAB06dMDYsWPRpEmTO5VgTq3X5UqMNYvEPEAzSWxbjPXH\n2Lzx3rJiLh/L1V8uz2luI/KlP1ixH5qF/dA3sUZI7Ev+mlPr829qlVLo168fIiIi7ANaAOjatSvm\nzZsHAJg3bx4ef/xx+/MJCQm4efMmkpOTceTIETRu3NjXm01ERESU71zd/ZR3PiUi0s/ng9rvv/8e\n8+fPR1JSEqKjoxEdHY3Vq1dj5MiRWLduHWrUqIGNGzfav5mNiIhATEwMIiIi0LFjR3zyySdeTT/O\nm9zsUbQpsca22VjZEmON7C+z2ofEciX2JfNizSzbWrFWa5cS3zt4PnQuLe0Ssr71yP1IyvNc1rI6\nSrVYf5DYD2Weh9m2PIrkvtIfafg93oS7H7do0QKZmZlOX1u/fr3T50eNGoVRo0YV5GYRERERERGR\nQKbk1OY35tTKyz+QmNciMQ/QTBLbFmP9MTZvvLesmMvHcvWXKzHWCIn5eFL7oVlktC3/6Esy9pVj\n2RJjjfKrnFoiIiIiIiKi/GKZQa3Eee2BnENUELES81MkliuxLzGnNvBjrdYufVHf/L+BkffbzPOh\nh5EW6w8S97PM8zDblkeR3Ff6I/Mhp9Yyg1oiIiLSz/kNjPLevMiTGxgREREVBObUOllXYM/H94/8\nA4l5LRLzAM0ksW0x1h9j88Z7y4q5fDKOsbXrK2NfOZYtMdbzeP84lxoho235R1+Ssa8cy5YYaxRz\naomIiIiIiCggWWZQK3FeO3OIPIwUmJ8isVyJfYk5tYEfa7V2yfr6rmyJsVZrHxL3s8zzMNuWR5Hc\nV/ojmVNLREREREREVsacWifrCuz5+P6RfyAxr0ViHqCZJLYtxvpjbN54b1kxl0/GMbZ2fWXsK8ey\nJcZ6Hu8f51IjjNQ3KChY9w3gSpW6F6mpKflSrsRYIyT2JX/NqS2SLyUQEREREVFAuHP3cz3L2gp2\nY4h0sMz0Y4nz2plD5GGkwPwUieVK7EvMqQ38WKu1S9bXd2VLjLVa+5C4n2Weh43GWyuW/dCDyHzI\nqeU3tUREROQ3jEx7JCIia2JOrZN1BfZ8fP/IPzBrX3lysQQ4XjBJzAM0k8S2xVh/jM0b7y0r5vLJ\nOMaM9f+24Vi2xFjP4/3jXGqExDYtMdYIiX2JObVEfsCTHJGs5ZknQkRERETkz5hTqy/alFjmEHkY\nabljbE65Evczc2oDP9Zq7dJq9WU/9DCS7cMnscypZaxmJPuh/kj+Ti0RERERERFZGXNqnawrsOfj\n+0f+gYx95Vi2xDxAM0lsW4z1x9i88d6yYi6fjGPMWP9vG45lS4z1PN4/zqVGSGzTEmONkNiX/DWn\nlt/UEhERERERkViWGdRKnNfOnFoPIy13jM0pV+J+Zi5f4MdarV1arb7shx5Gsn34JJY5tYzVjGQ/\n1B/JnFoiIiIiIiKyMubUOllXYM/H94/8Axn7yrFsiXmAZpLYthjrj7F5471lxVw+GceYsf7fNhzL\nlhjrebx/nEuNkNimJcYaIbEvMaeWiIiIiIiIKJ9ZZlArcV47c2o9jLTcMTanXIn7mbl8gR9rtXZp\ntfqyH3oYyfbhk1jm1DJWM5L9UH8kc2qJiIiIiIjIyphT62RdgT0f3z/yD2TsK8eyJeYBmkli22Ks\nP8bmjfeWFXP5ZBxjxvp/23AsW2Ks5/H+cS41QmKblhhrhMS+xJxaIiIiIiIionxmmUGtxHntzKn1\nMNJyx9icciXuZ+byBX6s1dql1erLfuhhJNuHT2KZU8tYzUj2Q6eCgoJhs9l0PYKCgnWXXsTLrSYi\nCwgKCkZa2iVdy5YqdS9SU1MKeIuIiIiISKqs68rcU4g3AWjpZFmb7vUyp9bJugJ7Pr5/5B/I2FeO\nZUvMA/Rt2f7RPhgbaLF5471lxVw+GceYsf7fNhzLlhjreTxzahmrL9YIiX3JzH7InFoiIiIiIiIK\nSJYZ1Eqc186cWg8jLXeM5ZVrvVgzy7ZWrNXatNXqy37oYSTbh09imVPLWM1I9kMfxWZhTi0RERGR\nQLzvARFRFubUOllXYM/H94/8Axn7yrFsiXmAvi3bP9oHYwMtNm+8t6TmEBkh4xgz1v9jHeMlxnoe\nz5xaxuqLNUJiX2JOLREREREREVE+C8hBbf7//tEmA1vjfSxzaj2MFJi7wJzaQI81s2xrxVqtTVut\nvuyHjPXHWObUMlYzku/TPorNEpCD2ju/f5TzkeTkOaU7F4WIiIiIiIj8T0Dm1HI+vv5yJcYawZza\ngizbP9oHYwMtNm+8t6TmEBkh4xgz1v9jHeMlxnoez5xaxuqLNUJiX2JOLREREREREVE+s9CgdpO4\nWObUehgpMHeBObWBHmtm2daKtVqbtlp92Q8Z64+xvsiL9a/7xBiNt1Ys36d9FZuFv1NLRERERKTB\nrN8EvnOfmJw2AWjpZFlbvpRJJBFzai03H98/6itjXzmWLTEP0Ldl+0f7YGygxeaN95bUHCIjZBxj\nxvp/rGO8xFjP49mHGasv1giJfcnsfsicWiIiIiIiIgo4FhrUbhIXy5xaDyMF5i4wpzbQY80s21qx\nVmvTVqsv+yFjAy1WZh82s2x5sTKPscTYLBYa1BIREREREVGgYU6t5ebj+0d9Zewrx7Il5gH6tmz/\naB+MDbTYvPHekppDZISMY8xY/491jJcY63k8+zBj9cUaIbEvmd0PmVNLREREREREAcdCg9pN4mKZ\nU+thpMDcBebUBnqsmWVbK9Zqbdpq9WU/ZGygxcrsw2aWLS9W5jGWGJvFQoNaIiIiIiIiCjTMqbXc\nfHz/qK+MfeVYtsQ8QN+W7R/tg7GBFps33ltSc4iMkHGMGev/sY7xEmM9j2cfZqy+WCMk9iWz+yFz\naomIiIiIiCjgWGhQu0lcLHNqPYwUmLvAnNpAjzWzbGvFWq1NW62+7IeMDbRYmX3YzLLlxco8xhJj\ns1hoULtHXOyePUbKNVa2xFhj+8ta2yxxX8mMNbNsa8VarU1brb7sh4wNtFiZfdjMsuXFyjzGEmOz\nWGhQe1lc7OXLRso1VrbEWGP7y1rbLHFfyYw1s2xrxVqtTVutvuyHjA20WJl92Myy5cXKPMYSY7OI\nGNSuXr0aNWvWRPXq1TFhwgSzN4dIjKCgYNhstjyPsWPHOn0+KCjY7E0mIiIiIvKI3w9qb9++jcGD\nB2P16tU4ePAg4uPjcejQIS/WdNzAVpgTe/y4kXKNle3PsZ4M1PQP0gp2m11GGjrG7mPT0i4h6w5z\nuR+9nT6ftbzxchnrD2VbK7ag+5K/xVqtvuyHjA20WJl92Myy5cXKPMYSY7P4/U/6bNu2DWPHjsXq\n1asBAOPHjwcAjBw50r5M1q2hiYiIiIiIKFC5GroW8fF2eOz06dOoVKmS/e+KFSvixx9/dFjGz8fl\nREREREREVED8fvoxv4UlIiIiIiIiV/x+UBsSEoKTJ0/a/z558iQqVqxo4hYRERERERGRv/D7QW3D\nhg1x5MgRHD9+HDdv3kRiYiK6du1q9mYRERERERGRH/D7nNoiRYrg448/Rvv27XH79m3069cPtWrV\nMnuziIiIiIiIyA/4/d2PSY709HQAQMmSJQu8rGvXriEtLQ3lypVzeP78+fMoVaoUSpQo4TJ248aN\naN26NQAgOTkZYWFh9tcWL16Mbt26ebVNP/74I5o0aeLy9cmTJ8Nmszm9sZnNZsNrr73mVbl6/PTT\nTw756TabDffff7/DTdhcmTx5ssvXvN3uEydOIDExESNGjPA41qhFixahe/fuLl+fN2+e0+ez99+z\nzz6ru6ybN2/iwIEDCAkJydNWc7t9+zYKFy6se916XLt2DStWrECPHj28it+xYwcaNWqkuczhw4cx\na9YsHD58GAAQERGB/v3746GHHnIbV7NmTQDA9evXUbx4cftrP/zwA5o2beoyNnd7zq1+/fqaZQ8Z\nMsTlazabDdOnT3f5+okTJzTXXblyZc3Xjfjzzz/x+++/Izw8HGXKlPF6PRcuXMDmzZtRpUoVNGjQ\nQHPZUaNG4YMPPvC6LCMuXLiAr776yqFtxcbG4r777tOMu3LlCkqXLu30tRMnTmgeo5SUFM11Bwc7\n/5k4rffJYsWKITw8HO3atUOhQs4nyO3atQtA1o0vnbVtrTZ99uxZlC9fXmuzXXLX16zm1q1bKFq0\nqMdxSiksWLAAPXv2dLnM1KlT8fDDD6N+/fooUsTvv1NysHfvXhw+fBg2mw21atVCZGSk25ixY8c6\nfT67fb/11lsuY7X66X//+1888sgjLmONXMeRbAE7qNU6qe3cuRMNGzb0ar3uLoi1bN++HY0bN3b5\n+vHjx1GmTBn7xcrGjRuxZMkShIaGYvDgwbjrrrtcxv7yyy8uLyK///57PPzwwx5vr96BxyeffILx\n48c7DGr/3//7f3jppZc049q1a4e1a9d6vF0A0L9/f3To0CHPsVi8eDHWrVuHTz/91GVsdHQ0du/e\nnef/zv72RKVKlRzyv3MrVKgQ6tWrh44dO6JYsWJ5Xn/77be9KlfPwKVly5Z5LpRSUlJw8+ZNxMfH\nIyoqymXsmDFjnF5kZV986d3u8+fP4+uvv0Z8fDz++OMPPPHEE5oXggAwd+5cTJ8+3eGidsiQIejd\nu7euMp1xd5wGDx6cp75KKSxfvhynTp3C7du3XcYOHDgQQ4YMQWRkJK5cuYKmTZuiSJEiuHjxIiZN\nmoSnn37aZWy9evXw6aefonnz5p5XKofbt29j9erViI+Px7p169CiRQssWrRId/yBAwcQHx+PhIQE\nlC5dGj/99JPLZbdt24Zu3bphwIABqF+/PjIzM7F79258/vnnWLx4MZo1a+YyNmdfq1+/vv2iPvdr\nzuRsz87ez5OSkjTrOHfuXM0PmLTaV2RkpNP+8Oeff+LPP//UbB8AsG/fPkycOBEHDhywr2/YsGGo\nW7euZtwXX3yBUaNGoVq1ajh27BhmzZqFxx57TDMmW6dOnTBhwgRERkbizJkziI6ORqNGjXD06FH0\n798fr776qstYI++JkydPRunSpfH88887PB8XF4e0tDQMHTrUZeyhQ4fQunVrtGvXzqFtrV+/Hhs3\nbrR/IOJum9u0aYMNGzbork9oaKj9+P7xxx948MEH7a/ZbDYcO3bMaZyr90kAyMjIwIEDB1C4cGF8\n/fXXTpcpVKgQIiMjXQ7Ytdr0Aw88gDp16iA2Nhbdu3f36AOP6OhoNG7cGBMmTPD4g5JFixbZ+1Hu\n/mSz2dwOLG7evOnyuib3B86eOHXqlEf3XlFKYcOGDYiPj8eKFStw7tw5l8ump6dj5syZOHr0KCIj\nI/HCCy9g6dKlGD16NMLDw7Fs2TKXscOGDcO2bdtw6NAh1KlTBy1atEDz5s3RvHlzlx+WZKtTp47L\n12w2G/bu3evy9dWrVyMtLS3PNcLChQtRunRptG3b1mXslStX8Nhjj+HEiROoV68elFLYt28fKleu\njKVLlyIoKMhl7KRJk/L0ib/++gtxcXG4cOEC/vrrL5exVatWxcCBAzF8+HD7h71nz57F8OHDcejQ\nIc3zkpH3LCOMHKOC5O6DGiPb/e9//xuxsbG6viDJ7YUXXsCECRNcjtW8ogJUgwYN1MWLF/M8v2bN\nGhUSEuL1eitWrKj5+u3bt9XChQvVhAkT1LfffquUUmrHjh2qbdu2ql69epqxjRo1UqdPn1ZKKbV7\n924VHBysJk2apHr16qX69eunGWuz2VSvXr1UWlpanteioqI0Y3M6d+6c+vjjj9XDDz+swsLC1Guv\nvaa5/Lvvvqs6duyojh49an/u6NGjqlOnTuqdd97RjPVku3KLjo52+VqtWrV0l5t7G4xsk7u2sXv3\nbvX666+revXqqeeee06tXbtW3b5926uyMjIy1IoVK9QzzzyjypUrp7p16+bVenbs2KEeeeQRr2L1\nuHLlipozZ45q166dqlq1qnrttdfUgw8+qCt27ty5KioqSm3cuFFdunRJpaSkqA0bNqj69eurefPm\neb1N7o5TTrdv31b/+c9/VGRkpIqJiVE///yz5vI5297UqVPVY489ppRS6syZM277/w8//KAaNWqk\nnn/+eZWSkqJ7G5VSKjMzUyUlJakBAwaoihUrqu7du6ty5cqpv/76S1f8sWPH1AcffKDq1KmjGjRo\noO677z6VnJzsNq59+/YqKSkpz/ObNm1SHTp00IzNr35opM/mh+TkZDVw4EBVrVo1NX36dM1llyxZ\nosLDw1VcXJzas2eP2rNnj4qLi1Ph4eHqm2++0YyNiIhQ58+fV0plvcc2adJE9zZGRETY///++++r\nXr16KaWUSk1NVZGRkZqxderUURcvXnT50BIdHa1u3LiR5/kbN264Lbdbt24qMTExz/MLFy50+37n\nr22rTp06Ll+bOnWqat68ufrHP/6h5s2bp1JTU3Wv99atW2rVqlWqd+/eqly5cqpr164qPj5eXb16\n1W1sRkaGmjp1qgoPD/f4fbV3796qT58+qk+fPio4ONj+/+yHOx06dFDXr1/P8/yePXtU5cqV3cbv\n3LlTLViwQO3fv18ppdSJEydU//79VaVKlXRt/9atW9WQIUNUpUqV1D333KPmzJnjtk0/8cQTqnfv\n3uqzzz5T3bp1U40aNVKPPPKI2r17t64ylVLq+vXrasuWLWrixInqiSeeUOXLl1c1a9bUjElOTnb5\nOH78uGZss2bN1Llz5/I8f/78ebfvI4MHD1bDhg1zuFbJyMhQI0aMUIMHD9aMzenKlSvq3XffVaGh\noer11193uj05paSkqAEDBqjIyEi1fv16NXXqVFW5cmX10Ucfub1uyu9+e+TIEfXOO+84vI8607Fj\nR7V582b7Mcl9nLS0bds2H7c465pg3bp1qm/fvqpcuXKay06ZMkX98MMP6tdff1XHjx/Ps+1aXnnl\nFVWxYkX18MMPqxkzZtjPUXr8+9//VtWqVVPz58/XHeNOwA5qZ82aperWrevQcb788ktVpUoVtxem\nWtxdEPfr10+1bt1ajRw5UjVr1kx169ZNRUREuL1gUcrxhDds2DA1YsQIpVTWhbW7C4DIyEj1xhtv\nqPDwcLV161aH19x1cCMDj+rVqzs9cV69elWFh4drxoaFhalFixaphQsX5nksWrRIM/ahhx7y6jWl\nzBvUZsvMzFTff/+9Gjx4sKpZs6ZaunSp7jgjAxdX3NV58ODB9seQIUPy/K2lePHiqkuXLmrbtm32\n50JDQ3VtV+PGjdWxY8fyPJ+cnKwaN26sax3O6DlON2/eVJ9//rl66KGH1LPPPqsOHz6sa90592XH\njh3V7Nmz7X+7G9QqldXXZ8yYocLCwtRLL72kez+HhISotm3bqvj4eJWenq6U0r+fmzZtqurXr6/G\njRtn/3BKb2z16tVdvlajRg3NWDMHHp07d1ZdunRRnTt3zvPo0qWLrnX88ssvqnfv3uqhhx5Ss2bN\nUjdv3nQbU6dOHacXCcnJyZoDHqWM7aOcba9Vq1bqq6++sv9dt25dzdiiRYuq0NBQp4+wsDDNWK06\n1a5dWzNWq21pvaaUOW1rzJgxTh9jx45VY8eO1b2e3377Tb3//vuqUaNG6sknn/RosKRU1oDpm2++\nUU899ZR64IEHVGxsrK64/fv3q6CgIHXPPfeokiVLqpIlS6pSpUrpLtebfjh69GjVunVrh3NYUlKS\nCgkJUWvXrnUbW7NmTfXUU0/Zr1tCQ0PV1KlT1bVr1zRjR44cqapXr67at2+v4uLi1MWLF3W/5+Vs\n0xkZGaps2bK6PjzI6dKlS2rlypXqzTffVK1bt1b169fX9SGAM5mZmSohIUFzmfr167t8zd21Zc2a\nNZ2+t928edPttZZSSl24cEGNHj1ahYaGqrfeesvjD2ynTp2qbDabCgkJUSdOnNAVU6JECRUZGen0\n4e59NtupU6fU5MmTVcOGDVWxYsXU22+/rfbu3et2W5s2baoqV66sRowYoXbt2qWrLKXybyDuzQc1\nr732mmrWrJkqU6aMeuSRR9Qbb7yhli9f7jYu2+3bt1VSUpIaOHCgKl++vGrXrp2aO3eurg/mTp06\npXr06KFat26tvv76a91jAFdkTer3QP/+/VG8eHG0bt0a69atQ2JiIj777DNs2rQJoaGhBVbuDz/8\ngL1796JQoUK4fv06ypcvj6NHj7rNAQLgMHVnw4YNGDduHAC4zMHJqUiRIvjggw/QoUMH/POf/8Sz\nzz6Lf/3rX7piH3jgAbRt2xZjx46159YsXrzYbVz2tjnLXy1RooTb/MArV65g+fLlLl/XmrpUrlw5\npzms27dvd5u7eOzYMXTt2hVKKSQnJ6NLly7215KTkzVjcy6b28WLFzVjs/3555/YvXs39u7di4oV\nK6Js2bK64ipVqoSIiAj07dsXU6ZMwT333IOwsDDcfffduuKdOXfunNs20qBBA/vUsrfffhvvvPOO\nva26+x3pcePGIT4+HoMGDUJMTIxHuZ1paWlOp5+FhoYiLS1NM1ZrOo3W1DIA+PjjjzF9+nS0adMG\nq1at8mgKXOnSpbF8+XKEhIRg69atiIuLA5A1/ef69etu41NSUrBz506UK1cODRo0QKFChVzm2OX0\n5JNPYtmyZUhMTASg3U5ze+CBB7B//36cO3cO58+fR9WqVXXHauXPu2uXp06dwssvvwylFE6fPm3/\nPwCcPn1a9zZ444cffkDFihURGxtrfw/R26b37duH999/HwcOHMDrr7+OuLg43bnQGRkZTs8/oaGh\nuHXrlmZszv0FwGGfucsDrlixIj766COEhIRg9+7d6NChAwDg6tWryMjI0Cy3du3aXk/lU0o5zfc8\nd+6c2/18zz33ePUakPUeO2XKFCilHP6f/VpBuOeeezSnWmrlD+ZUrVo1PPbYY7h69Srmz5+PX375\nRTM9JLdixYohIiICtWrVws6dO3Ho0CG3MXFxcRg3bhzef/99DBo0SNd1Q35477338N5776F9+/ZY\ntWoV1q5di6FDh2LJkiVuU8QWL16M3bt3o3jx4khJSUGlSpVw4MABXdd3X3zxBRo0aIAXX3wRHTt2\n1Eztyi1nXy9cuDBCQkI07+GRU//+/XHw4EGUKlUKjRs3RvPmzfHaa6/h3nvvdRvrbtqzVi5vWlqa\n0ymoes5Ld911l9Opq0WLFnWaRpXT8OHD8c0332DAgAHYu3cvSpUqpbl8TpcuXcLIkSPxww8/YNWq\nVVi1ahU6duyIadOmoU2bNpqxYWFhWLFihdP0EndmzpyJ+Ph4nD9/Hk8++SRmz56Nrl27YsyYMW5j\nhw4diqFDh+L48eNISEhA3759cfXqVTz99NOIjY1FjRo1XMZeuXIFixcvdpkS424q/xtvvIFFixah\natWqiImJwZgxY9CgQQP06dPH7XZnp4HduHEDO3fuxLZt2zB79mz0798fZcqUcfseUqhQIbRs2RIt\nW7bEjBkzsH79eowcORIvvvgirl69qhkbEhKCTp06YfTo0Vi+fLnDe483edEBO6gFgF69eqFYsWKI\niopClSpV8N///lfXAMLIBXHRokXtB6V48eIICwvTNaAFgFatWqFHjx6oUKECLl++bL+Z0R9//OH2\nzSPbo48+ip9++gkvvPACHnnkEcyfP99tjJGBx4MPPoj169fj73//u8PzGzZsQIUKFTRjK1eujDlz\n5uguK6dJkyYhJiYGffr0QYMGDaCUwk8//YR58+YhISFBM3bp0qX2/w8bNszhteHDh2vG5l7ek9i4\nuDgsWLAAN27cwJNPPokFCxbggQce0IzJycjAxdmNcS5duoTvv/8e06ZN04zN+aY4bdo0j/JZs9/k\njx49ioSEBDz++OM4c+YMJkyYgCeeeELzTT7njYM8eQ2A5ocl7rz88ssoV64ctmzZgi1btji85i6/\nZObMmXj55Zdx9uxZfPjhh/Y+sGHDBnTq1Emz3M8++wwTJ07E8OHDERcX5/aiP6cPP/wQU6ZMwaZN\nmxAfH4/hw4fj8uXLSExMRKdOnTQHn0uWLMHly5exePFivPXWW/jtt99w6dIltzc+A7J+NzznQCsn\ndwPTiRMn2j8syX2zIncXtDnbc+4BsbsBHgCcOXMG69atQ3x8POLj49GpUyfExsaidu3amnEAEBUV\nhYoVK6Jz587Yvn07tm/fbn/NXdlFixbF77//jipVqjg8//vvv7u9Oc3EiRMd/s65z9y1lbi4OLz1\n1ltYv349EhMT7RfRP/74I5577jnNWCNGjBiBTp06YfLkyfbt3blzJ0aMGKH5Xgogz2C2DZ4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+ "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# applications per state\n", + "res = session.execute(\"select location.state, count(*) from application \\\n", + " left join rawinventor on rawinventor.application_id = application.id \\\n", + " left join rawlocation on rawlocation.id = rawinventor.rawlocation_id \\\n", + " right join location on location.id = rawlocation.location_id \\\n", + " where length(location.state) = 2 and rawinventor.sequence = 0 \\\n", + " and location.country = 'US' \\\n", + " group by location.state\")\n", + "data = res.fetchall()\n", + "d = pd.DataFrame.from_records(data)\n", + "d.columns = ['state','count']\n", + "d.index = d['state']\n", + "h = d.plot(kind='bar',figsize=(16,10))\n", + "h.set_xlabel('U.S. State')\n", + "h.set_ylabel('Applications')\n", + "h.set_title('Applications per State')\n", + "printstats(d['count'])\n", + "print sum(d['count'])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "mean 28035.3508772\n", + "median 10315.0\n", + "mode 1.0\n", + "std 56035.2411388\n", + "min 1\n", + "max 396320\n", + "1598015\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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zVFRUJEkHPaFXXnlFffr0UY0aNZSenq4WLVpo0aJFKikp0bZt29Sx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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Applications" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "res = session.execute('select year(date), count(*) from application group by year(date);')\n", + "year_counts = map(lambda x: (str(int(x[0])), int(x[1])), res.fetchall())\n", + "d = pd.DataFrame.from_dict({'dates': [x[0] for x in year_counts], 'counts': [x[1] for x in year_counts]})\n", + "d.index = d['dates']\n", + "h = d.plot(kind='bar',figsize=(16,10))\n", + "h.set_xlabel('App Year')\n", + "h.set_ylabel('Application Count')\n", + "h.set_title('Applications by year')\n", + "printstats(d['counts'])\n", + "print sum(d['counts']), 'total patents'" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "mean 171121.15\n", + "median 159806.5\n", + "mode 1.0\n", + "std 157077.904978\n", + "min 1\n", + "max 404099\n", + "3422423 total patents\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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HxrcEvWbRaxa9ZtnWK9nXbFsvM8Nm0WsWvWbRa5ZtvVJkNbMZBgAAAADEHGaG\nAQCIYcwMAwCiFTPDAAAAAAA0YmwzvH//fvXr10+9evVSVlaWfvOb30iS7r33XqWnp6t3797q3bu3\nXnvtteB1pk2bpszMTH3ve9/T66+/Hjy/rKxMPXv2VGZmpm655Zbg+QcOHNDIkSOVmZmp3Nxcbdiw\nIfi9uXPn6uyzz9bZZ5+tefPmmXqYLRZJx8a3BL1m0WsWvWbZ1ivZ12xbLzPDZtFrFr1m0WuWbb1S\nZDXHmbrhk08+WStWrNApp5yiQ4cO6cc//rHefvttBQIB3X777br99tsbXL68vFzz589XeXm5qqqq\nNHDgQFVUVCgQCGjcuHGaNWuWcnJyNHToUC1dulT5+fmaNWuWUlJSVFFRofnz52vChAkqLS1VbW2t\npkyZorKyMklSdna2hg8frqSkJFMPFwAAAABgkbDMDH/11Ve66KKLNGfOHC1cuFCnnXaaxo8f3+Ay\n06ZNU5s2bTRhwgRJUn5+vu69915169ZN/fv312effSZJKi0tleM4+vOf/6z8/HxNnjxZ/fr106FD\nh9S5c2dt3bpVzz//vN566y09/vjjkqQbbrhBeXl5uvrqq7954MwMAwDAzDAAIGo1t+cz9sqwJNXV\n1alPnz764osvNG7cOJ177rlauHChHnvsMc2bN099+/bVjBkzlJSUpOrqauXm5gavm56erqqqKsXH\nxys9PT14flpamqqqqiRJVVVV6tq1a/0DiYtTYmKitm/frurq6gbXOXJbjRUXFysjI0OSlJSUpF69\neikvL0/SNy/fc5rTnOY0pzkdzafrOZLyjvqzfDitFvVymtOc5jSnOd3U6TVr1mjnzp2SpPXr16tZ\nbhjs3LnT7devn7tixQp3y5Ytbl1dnVtXV+fefffd7vXXX++6ruveeOON7jPPPBO8zpgxY9yFCxe6\nH3zwgTtw4MDg+W+99ZZ72WWXua7ruuedd55bVVUV/N5ZZ53lbtu2zZ0+fbo7derU4Pn33XefO336\n9AZNYXroQStWrAjr/Z0oes2i1yx6zbKt13Xtaw5nryRXck/wa8UJXp+fycdDr1n0mkWvWbb1um74\nf8YdT5vmt8snLjExUZdeeqk++OADdezYUYFAQIFAQGPHjtWqVask1b/iW1lZGbzOpk2blJ6errS0\nNG3atOmY849cZ+PGjZKkQ4cOadeuXUpJSTnmtiorKxu8UgwAAAAAiG3GZoa3bdumuLg4JSUlad++\nfRoyZIjImyR1AAAgAElEQVQmTZqkc889V506dZIkPfLII3r//ff13HPPqby8XNdcc41WrVoVfAOt\ntWvXKhAIqF+/fpo5c6ZycnJ06aWX6uabb1Z+fr5KSkr0ySef6PHHH1dpaakWLVoUfAOtvn37avXq\n1XJdV9nZ2Vq9enWDN9BiZhgAAGaGAQDRy7eZ4ZqaGhUVFamurk51dXUqKCjQgAEDVFhYqDVr1igQ\nCKh79+564oknJElZWVkaMWKEsrKyFBcXp5KSkv/7AS2VlJSouLhY+/bt09ChQ5Wfny9JGjNmjAoK\nCpSZmamUlBSVlpZKkjp06KCJEyfqggsukCRNmjSJd5IGAAAAAASF5d2kI1G4Xxl2HCc43G0Des2i\n1yx6zbKtV7KvOZy9rfPKsKNv3hArpAp+Jh8HvWbRaxa9ZtnWK4X/Z9zxfr6EZWYYAAAAAIBIwivD\nAADEMGaGAQDRileGAQAAAABohM1wmBz5UGhb0GsWvWbRa5ZtvZJ9zbb11s8M28O255des+g1i16z\nbOuVIquZzTAAAAAAIOYwMwwAQAxjZhgAEK2YGQYAAAAAoBE2w2ESScfGtwS9ZtFrFr1m2dYr2dds\nWy8zw2bRaxa9ZtFrlm29UmQ1sxkGAAAAAMQcZoYBAIhhzAwDAKIVM8MAAAAAADTCZjhMIunY+Jag\n1yx6zaLXLNt6JfuabetlZtgses2i1yx6zbKtV4qsZjbDAAAAAICYw8wwAAAxjJlhAEC0am7PFxfG\nFgAAAAAWSUjooD17dvja0L59snbvrvW1AdGJw6TDJJKOjW8Jes2i1yx6zbKtV7Kv2bZeZobNotcs\neo+vfiPsnsDXihO8vhvWzTjr4fgSEjooEAj4+pWQ0KHVHg+bYQAAAABAs078lyMn/guS1vzlCDPD\nAADEMGaGARwP/0aYZdth6Lath+b2fGyGAQCIYbb9jw2A8OLfCLNse35t7D3eZTlMOkyYPzCLXrPo\nNYte82xrtq2XmWGz6DWLXtMcvwM84fkNB8fvgCA2wwAAAACAmMNh0gAAxDDbDnkDbMeMaCii998I\n255fG3uZGf4WbIYBALDvf2wA29n2d862XtvY9vza2MvMcASwbf6AXrPoNYtes2zrlexrtq03kua/\nWsK255des2zrte3vm229rIdwcPwOCGIzDAAAAACIORwmDQBADLPtkDfAdrb9nbOt1za2Pb829nKY\nNAAAAAAAR2EzHCa2zR/Qaxa9ZtFrlm29kn3NtvVG0vxXS9j2/NJrlm29tv19s62X9RAOjt8BQWyG\nAQAAAAAxh5lhAABimG3zX4DtbPs7Z1svn+MciuhdD3zOcBPYDAMAYN//2ACNsfkJRXRvfuj1Krp7\neQOtCGDb/AG9ZtFrFr1m2dYr2ddsW28kzX+1hG3PL73HV78Rdk/ga8UJXt8N82bcCeN9tQbH7wCP\nHL8DPHL8DgiB43dAEJthAAAAAEDM4TBpAABimG2HvAGN2baG6Q0FvWZFdy+HSQMAAAAAcBQ2w2HC\nvI9Z9JpFr1n0mmdbs229kTT/1RK2Pb/0mub4HeCR43eAR47fAR45fgd45PgdEALH74AgNsMAAAAA\ngJjDzDAAADHMtvkvoDHb1jC9oaDXrOjuZWYYAAAAAICjsBkOE9vmZ+g1i16z6DXLtl7JvmbbeiNp\n/qslbHt+6TXN8TvAI8fvAI8cvwM8cvwO8MjxOyAEjt8BQWyGAQAAAAAxh5lhAABimG3zX0Bjtq1h\nekNBr1nR3cvMMAAAAAAAR2EzHCa2zc/Qaxa9ZtFrlm29kn3NtvVG0vxXS9j2/NJrmuN3gEeO3wEe\nOX4HeOT4HeCR43dACBy/A4LYDAMAAAAAYg4zwwAAxDDb5r+Axmxbw/SGgl6zoruXmWEAAAAAAI7C\nZjhMbJufodcses2i1yzbeiX7mm3rjaT5r5aw7fml1zTH7wCPHL8DPHL8DvDI8TvAI8fvgBA4fgcE\nsRkGAAAAAMQcZoYBAIhhts1/AY3ZtobpDQW9ZkV3LzPDAAAAAAAchc1wmNg2P0OvWfSaRa9ZtvVK\n9jXb1htJ818tYdvzS69pjt8BHjl+B3jk+B3gkeN3gEeO3wEhcPwOCGIzDAAAAACIOcZmhvfv36+L\nLrpIBw4c0MGDB3X55Zdr2rRpqq2t1ciRI7VhwwZlZGRowYIFSkpKkiRNmzZNTz31lNq2bauZM2dq\n8ODBkqSysjIVFxdr//79Gjp0qB599FFJ0oEDB1RYWKjVq1crJSVF8+fPV7du3SRJc+fO1f333y9J\nuueee1RYWNjwgTMzDACAdfNfQGO2rWF6Q0GvWdHd68vM8Mknn6wVK1ZozZo1+vjjj7VixQq9/fbb\neuCBBzRo0CB9/vnnGjBggB544AFJUnl5uebPn6/y8nItXbpUv/rVr4Lh48aN06xZs1RRUaGKigot\nXbpUkjRr1iylpKSooqJCt912myZMmCBJqq2t1ZQpU7Rq1SqtWrVKkydP1s6dO009VAAAghISOigQ\nCPj6lZDQwe+nAQCAiGf0MOlTTjlFknTw4EEdPnxYycnJWrx4sYqKiiRJRUVFWrRokSTp5Zdf1qhR\noxQfH6+MjAz16NFDK1euVE1Njfbs2aOcnBxJUmFhYfA6R9/WVVddpeXLl0uSli1bpsGDByspKUlJ\nSUkaNGhQcAPtF9vmZ+g1i16z6DXLtl4pvM179uxQ/W/NT+RrxQldv74hnJww39+JsW0Nh7M3En6Z\nE/5f6DhhvK/W4Pgd4JHjd4BHjt8BHjl+B4TA8TsgKM7kjdfV1alPnz764osvNG7cOJ177rnasmWL\nUlNTJUmpqanasmWLJKm6ulq5ubnB66anp6uqqkrx8fFKT08Pnp+WlqaqqipJUlVVlbp27Vr/QOLi\nlJiYqO3bt6u6urrBdY7cVmPFxcXKyMiQJCUlJalXr17Ky8uT9M0PntY6vWbNmla9PdOn6aWXXnqj\npddxHK1ZsyZs91fPkZR31J/l8fSaE7z+USVR1mvberCtt/4XKSt04uvh1hO4vrRnz8We+r8Raq+3\nvhNdv/TSG7u9rXf9pv69PHJE8Pr169WcsHzO8K5duzRkyBBNmzZNV155pXbs+OY31h06dFBtba1u\nuukm5ebm6tprr5UkjR07VpdccokyMjJ055136o033pAk/f3vf9fvf/97LVmyRD179tSyZcvUpUsX\nSQq+mjxnzhzt379fd999tyRp6tSpateuncaPH//NA2dmGABggI3zVDb1wqzIWA9SNK9hekNBr1nR\n3ev75wwnJibq0ksvVVlZmVJTU7V582ZJUk1NjTp27Cip/hXfysrK4HU2bdqk9PR0paWladOmTcec\nf+Q6GzdulCQdOnRIu3btUkpKyjG3VVlZ2eCVYgAAAABAbDO2Gd62bVvwJep9+/bpjTfeUO/evTV8\n+HDNnTtXUv07Pl9xxRWSpOHDh6u0tFQHDx7UunXrVFFRoZycHHXq1EkJCQlauXKlXNfV008/rcsv\nvzx4nSO3tXDhQg0YMECSNHjwYL3++uvauXOnduzYoTfeeENDhgwx9VBb5NjDCiIbvWbRaxa9ZtnW\nK9nY7Pgd4JHjd4Antq0H23ptWw/0mub4HeCR43eAR47fASFw/A4IMjYzXFNTo6KiItXV1amurk4F\nBQUaMGCAevfurREjRmjWrFnBj1aSpKysLI0YMUJZWVmKi4tTSUnJ/70ML5WUlKi4uFj79u3T0KFD\nlZ+fL0kaM2aMCgoKlJmZqZSUFJWWlkqqP/R64sSJuuCCCyRJkyZNCn58EwAAAAAAYZkZjkTMDAMA\nTLBxnsqmXpgVGetBiuY1TG8o6DUrunt9nxkGAAAAACCSsBkOE9vmfeg1i16z6DXLtl7JxmbH7wCP\nHL8DPLFtPdjWa9t6oNc0x+8Ajxy/Azxy/A4IgeN3QBCbYQAAAABAzGFmGACAVmTjPJVNvTArMtaD\nFM1rmN5Q0GtWdPcyMwwAAAAAwFHYDIeJbfM+9JpFr1n0mmVbr2Rjs+N3gEeO3wGe2LYebOu1bT3Q\na5rjd4BHjt8BHjl+B4TA8TsgiM0wAAAAACDmMDMMAEArsnGeyqZemBUZ60GK5jVMbyjoNSu6e5kZ\nBgAAAADgKGyGw8S2eR96zaLXLHrNsq1XsrHZ8TvAI8fvAE9sWw+29dq2Hug1zfE7wCPH7wCPHL8D\nQuD4HRDEZhgAAAAAEHOYGQYAoBXZOE9lUy/Mioz1IEXzGqY3FPSaFd29zAwDAAAAAHAUNsNhYtu8\nD71m0WsWvWbZ1ivZ2Oz4HeCR43eAJ7atB9t6bVsP9Jrm+B3gkeN3gEeO3wEhcPwOCGIzDAAAAACI\nOcwMAwDQimycp7KpF2ZFxnqQonkN0xsKes2K7l5mhgEAAAAAOAqb4TCxbd6HXrPoNYtes2zrlWxs\ndvwO8MjxO8AT29aDbb22rQd6TXP8DvDI8TvAI8fvgBA4fgcEsRkGAAAAAMQcZoYBAGhFNs5T2dQL\nsyJjPUjRvIbpDQW9ZkV3LzPDAAAAAAAchc1wmNg270OvWfSaRa9ZtvVKNjY7fgd45Pgd4Ilt68G2\nXtvWA72mOX4HeOT4HeCR43dACBy/A4LYDAMAAAAAYg4zwwAAtCIb56ls6oVZkbEepGhew/SGgl6z\noruXmWEAAAAAAI7CZjhMbJv3odcses2i1yzbeiUbmx2/Azxy/A7wxLb1YFuvbeuBXtMcvwM8cvwO\n8MjxOyAEjt8BQWyGAQAAAAAxh5lhAABakY3zVDb1wqzIWA9SNK9hekNBr1nR3cvMMAAAAAAAR2Ez\nHCa2zfvQaxa9ZtFrlm29ko3Njt8BHjl+B3hi23qwrde29UCvaY7fAR45fgd45PgdEALH74AgNsMA\nAAAAgJjDzDAAAK3Ixnkqm3phVmSsByma1zC9oaDXrOjuZWYYAAAAAICjsBkOE9vmfeg1i16z6DXL\ntl7JxmbH7wCPHL8DPLFtPdjWa9t6oNc0x+8Ajxy/Azxy/A4IgeN3QBCbYQAAAABAzGFmGACAVmTj\nPJVNvTArMtaDFM1rmN5Q0GtWdPcyMwwAAAAAwFHYDIeJbfM+9JpFr1n0mmVbr2Rjs+N3gEeO3wGe\n2LYebOu1bT3Qa5rjd4BHjt8BHjl+B4TA8TsgiM0wAAAAACDmMDMMAEArsnGeyqZemBUZ60GK5jVM\nbyjoNSu6e5kZBgAAAADgKGyGw8S2eR96zaLXLHrNsq1XsrHZ8TvAI8fvAE9sWw+29dq2Hug1zfE7\nwCPH7wCPHL8DQuD4HRDEZhgAAAAAEHOYGQYAoBXZOE9lUy/Mioz1IEXzGqY3FPSaFd29JzQz/Pbb\nbx9z3jvvvNOiOwcAAAAAIBI1uxm+6aabjjnvxhtvNBITzWyb96HXLHrNotcs23olG5sdvwM8cvwO\n8MS29WBbr23rgV7THL8DPHL8DvDI8TsgBI7fAUFxTX3jvffe07vvvqutW7fq4YcfDr68vGfPHtXV\n1YUtEAAAAACA1tbkzPDf/vY3rVixQk888YRuuOGG4Pnt27fXsGHDlJmZGbZIE5gZBgCYYOM8lU29\nMCsy1oMUzWuY3lDQa1Z09x7vss2+gdb69euVkZHhKc8GbIYBACbY+D8KNvXCrMhYD1I0r2F6Q0Gv\nWdHde0JvoHXgwAH9/Oc/16BBg3TxxRfr4osvVv/+/VveCkn2zfvQaxa9ZtFrlm29ko3Njt8BHjl+\nB3hi23qwrde29UCvaY7fAR45fgd45PgdEALH74CgJmeGj/jZz36mcePGaezYsWrbtq2kI78RAAAA\nAADATs0eJp2dna2ysrJw9YQNh0kDAEyw8RAym3phVmSsByma1zC9oaDXrOjuPaHDpIcNG6Y//elP\nqqmpUW1tbfALAAAAAABbNbsZnjNnjqZPn64f/vCHys7ODn41p7KyUhdffLHOPfdcnXfeeZo5c6Yk\n6d5771V6erp69+6t3r1767XXXgteZ9q0acrMzNT3vvc9vf7668Hzy8rK1LNnT2VmZuqWW24Jnn/g\nwAGNHDlSmZmZys3N1YYNG4Lfmzt3rs4++2ydffbZmjdvXsueDYNsm/eh1yx6zaLXLNt6JRubHb8D\nPHL8DvDEtvVgW69t64Fe0xy/Azxy/A7wyPE7IASO3wFBzc4Mr1+/PqQbjo+P1yOPPKJevXpp7969\nys7O1qBBgxQIBHT77bfr9ttvb3D58vJyzZ8/X+Xl5aqqqtLAgQNVUVGhQCCgcePGadasWcrJydHQ\noUO1dOlS5efna9asWUpJSVFFRYXmz5+vCRMmqLS0VLW1tZoyZUrw8O7s7GwNHz5cSUlJIT0WAAAA\nAEB0aXZmeO7cud/6hlmFhYWe7uiKK67QjTfeqHfeeUennXaaxo8f3+D706ZNU5s2bTRhwgRJUn5+\nvu69915169ZN/fv312effSZJKi0tleM4+vOf/6z8/HxNnjxZ/fr106FDh9S5c2dt3bpVzz//vN56\n6y09/vjjkqQbbrhBeXl5uvrqq7954MwMAwAMsHGeyqZemBUZ60GK5jVMbyjoNSu6e4932WZfGX7/\n/feDm+F9+/bpzTffVJ8+fTxthtevX68PP/xQubm5euedd/TYY49p3rx56tu3r2bMmKGkpCRVV1cr\nNzc3eJ309HRVVVUpPj5e6enpwfPT0tJUVVUlSaqqqlLXrl3rH0hcnBITE7V9+3ZVV1c3uM6R22qs\nuLg4+BnKSUlJ6tWrl/Ly8iR9c0gSpznNaU5zmtNeTtdzJOUd9Wf5cFpR2ctps6frObJtPRx1DXrp\npTeGe9esWaOdO3dKauERzq5HO3bscAcPHtziy+/Zs8fNzs52X3rpJdd1XXfLli1uXV2dW1dX5959\n993u9ddf77qu6954443uM888E7zemDFj3IULF7offPCBO3DgwOD5b731lnvZZZe5ruu65513nltV\nVRX83llnneVu27bNnT59ujt16tTg+ffdd587ffr0Bl0hPPQTsmLFirDe34mi1yx6zaLXLNt6XTe8\nzZJcyT3BrxUneP2W/4yzrbc12LaGY2/9hnsN00svveHrbY1mb73H06b57XJDp5xyitatW9eiy379\n9de66qqrdN111+mKK66QJHXs2FGBQECBQEBjx47VqlWrJNW/4ltZWRm87qZNm5Senq60tDRt2rTp\nmPOPXGfjxo2SpEOHDmnXrl1KSUk55rYqKysbvFIMAAAAAIhtzc4MDxs2LPjnuro6lZeXa8SIEXrw\nwQePe8Ou66qoqEgpKSl65JFHgufX1NSoc+fOkqRHHnlE77//vp577jmVl5frmmuu0apVq4JvoLV2\n7VoFAgH169dPM2fOVE5Oji699FLdfPPNys/PV0lJiT755BM9/vjjKi0t1aJFi4JvoNW3b1+tXr1a\nrusqOztbq1evbvAGWswMAwBMsHGeyqZemBUZ60GK5jVMbyjoNSu6e4932WZnho+80VUgEFBcXJzO\nPPPM4Jzu8bzzzjt65plndP7556t3796SpN/97nd6/vnntWbNGgUCAXXv3l1PPPGEJCkrK0sjRoxQ\nVlaW4uLiVFJSEpxVLikpUXFxsfbt26ehQ4cqPz9fkjRmzBgVFBQoMzNTKSkpKi0tlSR16NBBEydO\n1AUXXCBJmjRpEu8kDQAAAAAIavaVYUnavHlz8I20cnJy1LFjx3C0GRXuV4Ydx2n05hSRjV6z6DWL\nXrNs65XC29w6vzV39M0bhoRUEebf8jsKV29rsG0Nx976lcK7hh3Re5xL0hsCeo/PUTh/xh3vss3O\nDC9YsED9+vXTCy+8oAULFignJ0cvvPBCy1sBAAAAAIgwzb4yfP755+uvf/1r8NXgrVu3asCAAfr4\n44/DEmgKM8MAABNsnKeyqRdmRcZ6kKJ5DdMbCnrNiu7eE3pl2HVdnXHGGcHTKSkp/MACAAAAAFit\n2c1wfn6+hgwZojlz5mj27NkaOnSoLrnkknC0RZVjP6Q6stFrFr1m0WuWbb2Sjc2O3wEeOX4HeGLb\nerCt17b1QK9pjt8BHjl+B3jk+B0QAsfvgKBm3036oYce0osvvqh33nlHkvTLX/5SP/3pT42HAQAA\nAABgSpMzwxUVFdqyZYt+/OMfNzj/7bffVufOnXXWWWeFJdAUZoYBACbYOE9lUy/Mioz1IEXzGqY3\nFPSaFd29Ic0M33rrrUpISDjm/ISEBN16660tunMAAAAAACJRk5vhLVu26Pzzzz/m/PPPP1/r1q0z\nGhWNbJv3odcses2i1yzbeiUbmx2/Azxy/A7wxLb1YFuvbeuBXtMcvwM8cvwO8MjxOyAEjt8BQU1u\nhnfu3Nnklfbv328kBgAAAACAcGhyZvjqq69W//799Ytf/KLB+X/5y1/017/+VfPnzw9LoCnMDAMA\nTLBxnsqmXpgVGetBiuY1TG8o6DUrunuPd9kmN8ObN2/WT3/6U5100knKzs6WJJWVlenAgQN66aWX\n1Llz5xDCIwebYQCACTb+j4JNvTArMtaDFM1rmN5Q0GtWdPeG9AZanTp10rvvvqtJkyYpIyND3bt3\n16RJk/SPf/zD+o2wH2yb96HXLHrNotcs23olG5sdvwM8cvwO8MS29WBbr23rgV7THL8DPHL8DvDI\n8TsgBI7fAUHH/ZzhQCCg/v37q3///uHqAQAAAADAuCYPk452HCYNADDBxkPIbOqFWZGxHqRoXsP0\nhoJes6K7N6TDpAEAAAAAiFZshsPEtnkfes2i1yx6zbKtV7Kx2fE7wCPH7wBPbFsPtvXath7oNc3x\nO8Ajx+8Ajxy/A0Lg+B0Q1Oxm+MUXX1RmZqYSEhLUvn17tW/fXgkJCeFoAwAAAADAiGZnhs866yy9\n8sorOuecc8LVFBbMDAMATLBxnsqmXpgVGetBiuY1TG8o6DUruntPaGa4U6dOUbcRBgAAAADEtmY3\nw3379tXIkSP1/PPP68UXX9SLL76o//7v/w5HW1Sxbd6HXrPoNYtes2zrlWxsdvwO8MjxO8AT29aD\nbb22rQd6TXP8DvDI8TvAI8fvgBA4fgcEHfdzhiVp165dateunV5//fUG51955ZXGogAAAAAAMInP\nGQYAoBXZOE9lUy/Mioz1IEXzGqY3FPSaFd29JzQzXFlZqZ/+9Kc644wzdMYZZ+iqq67Spk2bWt4K\nAAAAAECEaXYzPHr0aA0fPlzV1dWqrq7WsGHDNHr06HC0RRXb5n3oNYtes+g1y7ZeycZmx+8Ajxy/\nAzyxbT3Y1mvbeqDXNMfvAI8cvwM8cvwOCIHjd0BQs5vhrVu3avTo0YqPj1d8fLyKi4v15ZdfhqMN\nAAAAAAAjmp0Z7t+/v0aPHq1rrrlGruuqtLRUs2fP1vLly8PVaAQzwwAAE2ycp7KpF2ZFxnqQonkN\n0xsKes2K7t4Tmhl+6qmntGDBAnXq1EmdO3fWCy+8oNmzZ7e8FQAAAACACNPsZjgjI0NLlizR1q1b\ntXXrVr388ss688wzw9EWVWyb96HXLHrNotcs23olG5sdvwM8cvwO8MS29WBbr23rgV7THL8DPHL8\nDvDI8TsgBI7fAUFNfs7wgw8+qAkTJuimm2465nuBQEAzZ840GgYAAAAAgClNzgwvWbJEw4YN05w5\nc/7v2PB6rusqEAioqKgobJEmMDMMADDBxnkqm3phVmSsByma1zC9oaDXrOjuPd5lm3xleNiwYZKk\nU045RSNGjGjwvQULFrTozgEAAAAAiETNzgxPmzatRefh+Gyb96HXLHrNotcs23olG5sdvwM8cvwO\n8MS29WBbr23rgV7THL8DPHL8DvDI8TsgBI7fAUFNvjL82muv6dVXX1VVVZVuvvnm4MvLe/bsUXx8\nfNgCAQAAAABobU3ODH/00Uf68MMP9dvf/lb33XdfcDOckJCgiy++WMnJyWENbW3MDAMATLBxnsqm\nXpgVGetBiuY1TG8o6DUrunuPd9kmN8NHHDx4UCeddJK3PguwGQYAmGDj/yjY1AuzImM9SNG8hukN\nBb1mRXfv8S7b7Mzw+vXr9R//8R/KyspS9+7d1b17d333u99teSsk2TfvQ69Z9JpFr1m29Uo2Njt+\nB3jk+B3giW3rwbZe29YDvaY5fgd45Pgd4JHjd0AIHL8DgprdDI8ePVo33HCD4uLi5DiOioqKdO21\n14ajDQAAAAAAI5o9TLpPnz5avXq1evbsqU8++aTBeTbjMGkAgAk2HkJmUy/Mioz1IEXzGqY3FPSa\nFd29IX3O8BEnn3yyDh8+rB49euiPf/yjunTpon//+98tbwUAAAAAIMI0e5j0H/7wB3311VeaOXOm\nPvjgAz3zzDOaO3duONqiim3zPvSaRa9Z9JplW69kY7Pjd4BHjt8Bnti2HmzrtW090Gua43eAR47f\nAR45fgeEwPE7IKjZV4ZzcnIkSe3bt9ecOXNM9wAAAAAAYFyzM8ODBg3SCy+8oKSkJEnSjh07dPXV\nV2vZsmVhCTSFmWEAgAk2zlPZ1AuzImM9SNG8hukNBb1mRXfvCX200tatW4MbYUlKTk7Wli1bWnTn\nAAAAAABEomY3w23bttWGDRuCp9evX682bZq9Ghqxbd6HXrPoNYtes8Ldm5DQQYFAwNevhIQOYX3M\nkTRP1TKO3wGe8HfONMfvAI8cvwM8cvwO8MjxO8Ajx+8Ajxy/A0Lg+B0Q1OzM8P33368LL7xQP/nJ\nTyRJb731lp588knjYQAASNKePTt04odkOZLyTqAhcIL3DwAAIk2zM8NS/aHS//jHPxQIBJSbm6vT\nTz89HG1GMTMMAHawcT6JXq/4mRwpImM9SNG8hukNBb1mRXfv8S7b5Gb4s88+0znnnKOysrIGN1L/\nBEh9+vTxWh1R2AwDgB1s/MFLr1f8TI4UkbEepGhew/SGgl6zors3pDfQevjhhyVJ48eP1/jx43XH\nHXfojjvuCJ6GN7bN+9BrFr1m0WuWbb31HL8DPHL8DvDI8TvAE9vWsG29tq0Hek1z/A7wyPE7wCPH\n75LyxeYAACAASURBVIAQOH4HBDU5M/yXv/xFko3/AAMAAAAAcHxNHib94osvBg+J/jZXXnmlsahw\n4DBpALCDjYdk0esVP5MjRWSsByma1zC9oaDXrOjuPd5lm3xleMmSJVG9GQYAAAAAxK4mZ4bnzJmj\n2bNnN/kFb2w73Jxes+g1i16zbOut5/gd4JHjd4BHjt8Bnti2hm3rtW090Gua43eAR47fAR45fgeE\nwPE7IKjJzfAR27Zt00033aTevXurT58+uuWWW7R9+/ZwtAEAAAAAYESznzM8cOBAXXTRRbruuuvk\nuq6ee+45OY6jv/71r8e94crKShUWFurLL79UIBDQL37xC918882qra3VyJEjtWHDBmVkZGjBggVK\nSkqSJE2bNk1PPfWU2rZtq5kzZ2rw4MGSpLKyMhUXF2v//v0aOnSoHn30UUnSgQMHVFhYqNWrVysl\nJUXz589Xt27dJElz587V/fffL0m65557VFhY2PCBMzMMAFawcT6JXq/4mRwpImM9SNG8hukNBb1m\nRXdvSJ8zfMR5552nTz/9tMF5PXv21CeffHLcO968ebM2b96sXr16ae/evcrOztaiRYs0e/ZsnX76\n6fr1r3+tBx98UDt27NADDzyg8vJyXXPNNXr//fdVVVWlgQMHqqKiQoFAQDk5OfrjH/+onJwcDR06\nVDfffLPy8/NVUlKiTz/9VCUlJZo/f75eeukllZaWqra2VhdccIHKysokSdnZ2SorKwtuulvyxAAA\nIoONP3jp9YqfyZEiMtaDFM1rmN5Q0GtWdPeG9DnDRwwePFjPP/+86urqVFdXp/nz5wdfsT2eTp06\nqVevXpKk0047Teecc46qqqq0ePFiFRUVSZKKioq0aNEiSdLLL7+sUaNGKT4+XhkZGerRo4dWrlyp\nmpoa7dmzRzk5OZKkwsLC4HWOvq2rrrpKy5cvlyQtW7ZMgwcPVlJSkpKSkjRo0CAtXbq02WaTbJv3\nodcses2i1yzbeus5fgd45Pgd4JHjd4Antq1h23ptWw/0mub4HeCR43eAR47fASFw/A4IavLdpI94\n8skn9Yc//EEFBQWSpLq6Op166ql68sknFQgEtHv37mbvZP369frwww/Vr18/bdmyRampqZKk1NRU\nbdmyRZJUXV2t3Nzc4HXS09NVVVWl+Ph4paenB89PS0tTVVWVJKmqqkpdu3atfyBxcUpMTNT27dtV\nXV3d4DpHbqux4uJiZWRkSJKSkpLUq1cv5eXlSfrmB09rnV6zZk2r3p7p0/TSSy+9kdJbz5GUd9Sf\n5fH0mhO8/lEl9Pra2xqn16xZEzF/nyKtt54j29bDUdegl156I7q39a7f1L+XO3fulFS/B21Os4dJ\nn6i9e/fqoosu0sSJE/X/27v/6KirO//jr0A4rStqICtIEyRWgzGCSpUfZdtKyw/xF+phRdGVUugP\npVilHo+0/apg7Yr9sZ5aF227WFBXgkutqLuNsMpV23MkAnJqG7VpSzQExEqMooIIfL5/zDJNGn54\nB+68P3fm+TiHs8yPDM9Mr9y9zLwnF154oXr16qW33nore3vv3r3V1tamq6++WiNGjNDll18uSfry\nl7+ss88+W1VVVZo9e7ZWrFghSXr22Wf1/e9/X4899pgGDx6sJ554Qp/4xCckKftq8sKFC7V9+3Z9\n5zvfkSTdeuutOuyww3Tdddf97RvnbdIAEIUY35JFry/25LRIx3qQCnkN05sLesMq7N6Dept0kiT6\n5S9/qVmzZum6667Tr371q4+c+eGHH2rixIm64oordOGFF0rKvBr8+uuvS5I2bdqkPn36SMq84tvS\n0pL92g0bNqiyslIVFRXasGFDl+v3fM1rr70mSdq5c6fefvttlZeXd3mslpaWTq8UAwAAAACK2wEP\nwzNmzNBPf/pTnXLKKTr55JN1zz33aMaMGQd84CRJNH36dNXW1uraa6/NXj9hwgQtWrRIUuYTn/cc\nkidMmKC6ujrt2LFD69evV1NTk4YNG6ZjjjlGRx55pFatWqUkSXT//ffrggsu6PJYS5cu1ejRoyVl\n5pyXL1+u9vZ2vfXWW1qxYoXOOussz6fm0Or6toJ0ozcsesOiN6zYejOcdYAnZx3gyVkHeIltDcfW\nG9t6oDc0Zx3gyVkHeHLWATlw1gFZB5wZXrlypRobG9WtW+bcPHXqVNXW1h7wgX/729/qgQce0Cmn\nnKIhQ4ZIyvzopNmzZ2vSpElasGBB9kcrSVJtba0mTZqk2tpalZaWav78+f/3Mrw0f/58TZ06Vdu2\nbdM555yj8ePHS5KmT5+uK664QtXV1SovL1ddXZ2kzFuvb7zxRg0dOlSSdPPNN3f6JGkAAAAAQHE7\n4Mzweeedp7vuuiv7QVPNzc2aOXOmHn/88Xz0BcPMMADEIcb5JHp9sSenRTrWg1TIa5jeXNAbVmH3\n7u++B3xl+J133tFJJ52kYcOGqaSkRA0NDRo6dKjOP/98lZSU6NFHH/3o3QAAAAAApMABZ4ZvueUW\n/frXv9bcuXM1Z84c/c///I9uueUWXXfddZ0+nRn7F9u8D71h0RsWvWHF1pvhrAM8OesAT846wEts\nazi23tjWA72hOesAT846wJOzDsiBsw7IOuArw51/7lzmRxstXrxY8+fPD9UEAAAAAEBQH+nnDK9d\nu1aLFy/WQw89pOOOO04TJ07U1VdfnY++YJgZBoA4xDifRK8v9uS0SMd6kAp5DdObC3rDKuzenGaG\nX3nlFS1evFhLlizR0UcfrYsvvlhJkkT4Vh0AAAAAADrb58zwSSedpLVr1+qJJ57QM888o6uvvlrd\nu3fPZ1tBie0fEegNi96w6A0rtt4MZx3gyVkHeHLWAV5iW8Ox9ca2HugNzVkHeHLWAZ6cdUAOnHVA\n1j4Pww8//LAOO+wwfe5zn9OVV16pJ598krcwAQAAAAAKwgFnht99910tW7ZMixcv1sqVKzVlyhRd\ndNFFGjduXL4ag2BmGADiEON8Er2+2JPTIh3rQSrkNUxvLugNq7B793ffj/QBWnu0tbVp6dKlqqur\n01NPPfVRvyyVOAwDQBxi3Hjp9cWenBbpWA9SIa9henNBb1iF3bu/+x7w5wx31Lt3b331q1+N/iBs\nIbZ5H3rDojcsesOKrTfDWQd4ctYBnpx1gJfY1nBsvbGtB3pDc9YBnpx1gCdnHZADZx2Q5XUYBgAA\nAACgEHi9TbqQ8DZpAIhDjG/JotcXe3JapGM9SIW8hunNBb1hFXbvIXubNAAAAAAAhYDDcJ7ENu9D\nb1j0hkVvWLH1ZjjrAE/OOsCTsw7wEtsajq03tvVAb2jOOsCTsw7w5KwDcuCsA7I4DAMAAAAAig4z\nwwCAVItxPoleX+zJaZGO9SAV8hqmNxf0hlXYvcwMAwAAAADQAYfhPIlt3ofesOgNi96wYuvNcNYB\nnpx1gCdnHeAltjUcW29s64He0Jx1gCdnHeDJWQfkwFkHZHEYBgAAAAAUHWaGAQCpFuN8Er2+2JPT\nIh3rQSrkNUxvLugNq7B7mRkGAAAAAKADDsN5Etu8D71h0RsWvWHF1pvhrAM8OesAT846wEtsazi2\n3tjWA72hOesAT846wJOzDsiBsw7I4jAMAAAAACg6zAwDAFItxvkken2xJ6dFOtaDVMhrmN5c0BtW\nYfcyMwwAAAAAQAcchvMktnkfesOiNyx6w4qtN8NZB3hy1gGenHWAl9jWcGy9sa0HekNz1gGenHWA\nJ2cdkANnHZDFYRgAAAAAUHSYGQYApFqM80n0+mJPTot0rAepkNcwvbmgN6zC7mVmGAAAAACADjgM\n50ls8z70hkVvWPSGFVtvhrMO8OSsAzw56wAvsa3h2HpjWw/0huasAzw56wBPzjogB846IIvDMAAA\nAACg6DAzDABItRjnk+j1xZ6cFulYD1Ihr2F6c0FvWIXdy8wwAAAAAAAdcBjOk9jmfegNi96w6A0r\ntt4MZx3gyVkHeHLWAV5iW8Ox9ca2HugNzVkHeHLWAZ6cdUAOnHVAFodhAAAAAEDRYWYYAJBqMc4n\n0euLPTkt0rEepEJew/Tmgt6wCruXmWEAAAAAADrgMJwnsc370BsWvWHRG1ZsvRnOOsCTsw7w5KwD\nvMS2hmPrjW090Buasw7w5KwDPDnrgBw464AsDsMAAAAAgKLDzDAAINVinE+i1xd7clqkYz1IhbyG\n6c0FvWEVdi8zwwAAAAAAdMBhOE9im/ehNyx6w6I3rNh6M5x1gCdnHeDJWQd4iW0Nx9Yb23qgNzRn\nHeDJWQd4ctYBOXDWAVkchgEAAAAARYeZYQBAqsU4n0SvL/bktEjHepAKeQ3Tmwt6wyrsXmaGAQAA\nAADogMNwnsQ270NvWPSGRW9YsfVmOOsAT846wJOzDvAS2xqOrTe29UBvaM46wJOzDvDkrANy4KwD\nsjgMAwAAAACKDjPDAIBUi3E+iV5f7MlpkY71IBXyGqY3F/SGVdi9zAwDAAAAANABh+E8iW3eh96w\n6A2L3rBi681w1gGenHWAJ2cd4CW2NRxbb2zrgd7QnHWAJ2cd4MlZB+TAWQdkcRgGAAAAABQdZoYB\nAKkW43wSvb7Yk9MiHetBKuQ1TG8u6A2rsHuZGQYAAAAAoINgh+Fp06apb9++Gjx4cPa6OXPmqLKy\nUkOGDNGQIUP061//OnvbbbfdpurqatXU1Gj58uXZ69esWaPBgwerurpa11xzTfb6Dz74QJdccomq\nq6s1YsQIvfrqq9nbFi1apIEDB2rgwIG67777Qn2LXmKb96E3LHrDojes2HoznHWAJ2cd4MlZB3iJ\nbQ3H1hvbeqA3NGcd4MlZB3hy1gE5cNYBWcEOw1/60pdUX1/f6bqSkhJ985vf1AsvvKAXXnhBZ599\ntiSpsbFRS5YsUWNjo+rr6zVjxozsy9lXXXWVFixYoKamJjU1NWUfc8GCBSovL1dTU5NmzZqlG264\nQZLU1tamW265RQ0NDWpoaNDcuXPV3t4e6tsEAAAAAEQo6Mxwc3Ozzj//fL344ouSpLlz56pnz566\n7rrrOt3vtttuU7du3bIH2vHjx2vOnDkaMGCAvvCFL+ill16SJNXV1ck5p3vuuUfjx4/X3LlzNXz4\ncO3cuVP9+vXTX//6Vy1evFjPPPOM7r77bknSlVdeqVGjRunSSy/t/I0zMwwAUYhxPoleX+zJaZGO\n9SAV8hqmNxf0hlXYvfu7b+mhSvqofvKTn+i+++7TGWecoR/96EcqKyvTxo0bNWLEiOx9Kisr1dra\nqh49eqiysjJ7fUVFhVpbWyVJra2t6t+/vySptLRURx11lLZs2aKNGzd2+po9j7U3U6dOVVVVlSSp\nrKxMp512mkaNGiXpb29J4jKXucxlLtteznCSRnX4vQwui94U9HI57OUMp9jWQ4evoJdeeou4d926\nddl3BTc3N+uAkoDWr1+fDBo0KHt58+bNye7du5Pdu3cn3/nOd5Jp06YlSZIkM2fOTB544IHs/aZP\nn54sXbo0Wb16dTJmzJjs9c8880xy3nnnJUmSJIMGDUpaW1uztx1//PHJm2++mfzwhz9Mbr311uz1\n3/3ud5Mf/vCHXdoCf+tdrFy5Mq9/3sGiNyx6w6I3rHz3Skqk5CB/rTzIr//oewa9YXsPBf6b27d0\nrId8r2F66aU3f72Hotmvd3+6Hfi4fOj06dNHJSUlKikp0Ze//GU1NDRIyrzi29LSkr3fhg0bVFlZ\nqYqKCm3YsKHL9Xu+5rXXXpMk7dy5U2+//bbKy8u7PFZLS0unV4oBAAAAAMjrzPCmTZvUr18/SdId\nd9yh559/Xg8++KAaGxt12WWXqaGhQa2trRozZoz+9Kc/qaSkRMOHD9edd96pYcOG6dxzz9U3vvEN\njR8/XvPnz9eLL76ou+++W3V1dXrkkUdUV1entrY2nXHGGVq7dq2SJNHpp5+utWvXqqysrPM3zsww\nAEQhxvkken2xJ6dFOtaDVMhrmN5c0BtWYffu777BZoYnT56sp59+Wm+++ab69++vuXPnZt/HXVJS\nouOOO04//elPJUm1tbWaNGmSamtrVVpaqvnz5//fEy3Nnz9fU6dO1bZt23TOOedo/PjxkqTp06fr\niiuuUHV1tcrLy1VXVydJ6t27t2688UYNHTpUknTzzTd3OQgDAAAAAIpb0FeG0yzfrww75/7uwynS\njd6w6A2L3rDy3Xto/hXa6W8fwJFTRZ7/1dyJ3nD4b27f0rEepPyuYSd693NPenNA7/455XOP2999\n8zozDAAAAABAGvDKMAAg1WKcT6LXF3tyWqRjPUiFvIbpzQW9YRV2L68MAwAAAADQAYfhPOn6Q6rT\njd6w6A2L3rBi681w1gGenHWAJ2cd4CW2NRxbb2zrgd7QnHWAJ2cd4MlZB+TAWQdkcRgGAAAAABQd\nZoYBAKkW43wSvb7Yk9MiHetBKuQ1TG8u6A2rsHuZGQYAAAAAoAMOw3kS27wPvWHRGxa9YcXWm+Gs\nAzw56wBPzjrAS2xrOLbe2NYDvaE56wBPzjrAk7MOyIGzDsjiMAwAAAAAKDrMDAMAUi3G+SR6fbEn\np0U61oNUyGuY3lzQG1Zh9zIzDAAAAABABxyG8yS2eR96w6I3LHrDiq03w1kHeHLWAZ6cdYCX2NZw\nbL2xrQd6Q3PWAZ6cdYAnZx2QA2cdkMVhGAAAAABQdJgZBgCkWozzSfT6Yk9Oi3SsB6mQ1zC9uaA3\nrMLuZWYYAAAAAIAOOAznSWzzPvSGRW9Y9IYVW2+Gsw7w5KwDPDnrAC+xreHYemNbD/SG5qwDPDnr\nAE/OOiAHzjogi8MwAAAAAKDoMDMMAEi1GOeT6PXFnpwW6VgPUiGvYXpzQW9Yhd3LzDAAAAAAAB1w\nGM6T2OZ96A2L3rDoDSu23gxnHeDJWQd4ctYBXmJbw7H1xrYe6A3NWQd4ctYBnpx1QA6cdUAWh2EA\nAAAAQNFhZhgAkGoxzifR64s9OS3SsR6kQl7D9OaC3rAKu5eZYQAAAAAAOuAwnCexzfvQGxa9YdEb\nVmy9Gc46wJOzDvDkrAO8xLaGY+uNbT3QG5qzDvDkrAM8OeuAHDjrgCwOwwAAAACAosPMMAAg1WKc\nT6LXF3tyWqRjPUiFvIbpzQW9YRV2LzPDAAAAAAB0wGE4T2Kb96E3LHrDojes2HoznHWAJ2cd4MlZ\nB3iJbQ3H1hvbeqA3NGcd4MlZB3hy1gE5cNYBWRyGAQAAAABFh5lhAECqxTifRK8v9uS0SMd6kAp5\nDdObC3rDKuxeZoYBAAAAAOiAw3CexDbvQ29Y9IZFb1ix9WY46wBPzjrAk7MO8BLbGo6tN7b1QG9o\nzjrAk7MO8OSsA3LgrAOyOAwDAAAAAIoOM8MAgFSLcT6JXl/syWmRjvUgFfIapjcX9IZV2L3MDAMA\nAAAA0AGH4TyJbd6H3rDoDYvesGLrzXDWAZ6cdYAnZx3gJbY1HFtvbOuB3tCcdYAnZx3gyVkH5MBZ\nB2RxGAYAAAAAFB1mhgEAqRbjfBK9vtiT0yId60Eq5DVMby7oDauwe5kZBgAAAACgAw7DeRLbvA+9\nYdEbFr1hxdab4awDPDnrAE/OOsBLbGs4tt7Y1gO9oTnrAE/OOsCTsw7IgbMOyOIwDAAAAAAoOswM\nAwBSLcb5JHp9sSenRTrWg1TIa5jeXNAbVmH3MjMMAAAAAEAHHIbzJLZ5H3rDojcsesOKrTfDWQd4\nctYBnpx1gJfY1nBsvbGtB3pDc9YBnpx1gCdnHZADZx2QVWodAAAAUKiOPLK3tm59y7ThiCN66Z13\n2kwbACCNmBkGAKRajPNJ9Poq3D05tuc3Hb1SfM30hkVvWIXdy8wwAAAAAAAdcBjOk9jmfegNi96w\n6A0rtt4MZx3gyVkHeHLWAV7iW8POOsCTsw7w5KwDPDnrAE/OOsCTsw7w5KwDcuCsA7I4DAMAAAAA\nig4zwwCAVItxPoleX4W7J8f2/KajV4qvmd6w6A2rsHuZGQYAAAAAoAMOw3kS23wSvWHRGxa9YcXW\nm+GsAzw56wBPzjrAS3xr2FkHeHLWAZ6cdYAnZx3gyVkHeHLWAZ6cdUAOnHVAFodhAAAAAEDRCTYz\nPG3aNP33f/+3+vTpoxdffFGS1NbWpksuuUSvvvqqqqqq9NBDD6msrEySdNttt+nee+9V9+7ddeed\nd2rcuHGSpDVr1mjq1Knavn27zjnnHP34xz+WJH3wwQeaMmWK1q5dq/Lyci1ZskQDBgyQJC1atEjf\n+973JEn/7//9P02ZMqXrN87MMABEIcb5JHp9Fe6eHNvzm45eKb5mesOiN6zC7jWZGf7Sl76k+vr6\nTtfNmzdPY8eO1R//+EeNHj1a8+bNkyQ1NjZqyZIlamxsVH19vWbMmJGNvuqqq7RgwQI1NTWpqakp\n+5gLFixQeXm5mpqaNGvWLN1www2SMgfuW265RQ0NDWpoaNDcuXPV3t4e6tsEAAAAAEQo2GH4s5/9\nrHr16tXpukcffVRf/OIXJUlf/OIX9cgjj0iSli1bpsmTJ6tHjx6qqqrSCSecoFWrVmnTpk3aunWr\nhg0bJkmaMmVK9ms6PtbEiRP15JNPSpKeeOIJjRs3TmVlZSorK9PYsWO7HMotxDafRG9Y9IZFb1ix\n9WY46wBPzjrAk7MO8BLfGnbWAZ6cdYAnZx3gyVkHeHLWAZ6cdYAnZx2QA2cdkFWazz9s8+bN6tu3\nrySpb9++2rx5syRp48aNGjFiRPZ+lZWVam1tVY8ePVRZWZm9vqKiQq2trZKk1tZW9e/fX5JUWlqq\no446Slu2bNHGjRs7fc2ex9qbqVOnqqqqSpJUVlam0047TaNGjZL0t43yUF1et27dIX280JfppZde\netPSm+Ekjerwe3leXneQX9+hhF7T3kNxed26dazfAundc7nDV9BLL72p7j10X7+vv9/3vCu4ublZ\nBxL05ww3Nzfr/PPPz84M9+rVS2+99Vb29t69e6utrU1XX321RowYocsvv1yS9OUvf1lnn322qqqq\nNHv2bK1YsUKS9Oyzz+r73/++HnvsMQ0ePFhPPPGEPvGJT0hS9tXkhQsXavv27frOd74jSbr11lt1\n2GGH6brrruv8jTMzDABRiHE+iV5fhbsnx/b8pqNXiq+Z3rDoDauwe1Pzc4b79u2r119/XZK0adMm\n9enTR1LmFd+Wlpbs/TZs2KDKykpVVFRow4YNXa7f8zWvvfaaJGnnzp16++23VV5e3uWxWlpaOr1S\nDAAAAABAXg/DEyZM0KJFiyRlPvH5wgsvzF5fV1enHTt2aP369WpqatKwYcN0zDHH6Mgjj9SqVauU\nJInuv/9+XXDBBV0ea+nSpRo9erQkady4cVq+fLna29v11ltvacWKFTrrrLPy+W3uVde3FaQbvWHR\nGxa9YcXWm+GsAzw56wBPzjrAS3xr2FkHeHLWAZ6cdYAnZx3gyVkHeHLWAZ6cdUAOnHVAVrCZ4cmT\nJ+vpp5/Wm2++qf79++uWW27R7NmzNWnSJC1YsCD7o5Ukqba2VpMmTVJtba1KS0s1f/78/3sJXpo/\nf76mTp2qbdu26ZxzztH48eMlSdOnT9cVV1yh6upqlZeXq66uTlLmrdc33nijhg4dKkm6+eabsz++\nCQAAAAAAKfDMcJoxMwwAcYhxPoleX4W7J8f2/KajV4qvmd6w6A2rsHtTMzMMAAAAAEAacBjOk9jm\nk+gNi96w6A0rtt4MZx3gyVkHeHLWAV7iW8POOsCTsw7w5KwDPDnrAE/OOsCTsw7w5KwDcuCsA7I4\nDAMAAAAAig4zwwCAVItxPoleX4W7J8f2/KajV4qvmd6w6A2rsHuZGQYAAAAAoAMOw3kS23wSvWHR\nGxa9YcXWm+GsAzw56wBPzjrAS3xr2FkHeHLWAZ6cdYAnZx3gyVkHeHLWAZ6cdUAOnHVAFodhAAAA\nAEDRYWYYAJBqMc4n0eurcPfk2J7fdPRK8TXTGxa9YRV2LzPDAAAAAAB0wGE4T2KbT6I3LHrDojes\n2HoznHWAJ2cd4MlZB3iJbw076wBPzjrAk7MO8OSsAzw56wBPzjrAk7MOyIGzDsjiMAwAAAAAKDrM\nDAMAUi3G+SR6fRXunhzb85uOXim+ZnrDojeswu5lZhgAAAAAgA44DOdJbPNJ9IZFb1j0hhVbb4az\nDvDkrAM8OesAL/GtYWcd4MlZB3hy1gGenHWAJ2cd4MlZB3hy1gE5cNYBWRyGAQAAAABFh5lhAECq\nxTifRK+vwt2TY3t+09ErxddMb1j0hlXYvcwMAwAAAADQAYfhPIltPonesOgNi96wYuvNcNYBnpx1\ngCdnHeAlvjXsrAM8OesAT846wJOzDvDkrAM8OesAT846IAfOOiCLwzAAAAAAoOgwMwwASLUY55Po\n9VW4e3Jsz286eqX4mukNi96wCruXmWEAAAAAADrgMJwnsc0n0RsWvWHRG1ZsvRnOOsCTsw7w5KwD\nvMS3hp11gCdnHeDJWQd4ctYBnpx1gCdnHeDJWQfkwFkHZHEYBgAAAAAUHWaGAQCpFuN8Er2+CndP\nju35TUevFF8zvWHRG1Zh9zIzDAAAAABABxyG8yS2+SR6w6I3LHrDiq03w1kHeHLWAZ6cdYCX+Naw\nsw7w5KwDPDnrAE/OOsCTsw7w5KwDPDnrgBw464AsDsMAAAAAgKLDzDAAINVinE+i11fh7smxPb/p\n6JXia6Y3LHrDKuxeZoYBAAAAAOiAw3CexDafRG9Y9IZFb1ix9WY46wBPzjrAk8vbn3Tkkb1VUlJi\n+uvII3vn7fvNcHn+8w6Wsw7w5KwDPDnrAE/OOsCTsw7w5KwDcuCsA7I4DAMAgGhs3fqWMm/RO5hf\nKw/q6zMNAIDYMTMMAEi1GOeT6PVFb1ix9UrxNdMbFr1hFXYvM8MAAAAAAHTAYThPYpuxozcsesOi\nN6zYejOcdYAnZx3gyVkHeHLWAZ6cdYAnZx3gyVkHeHLWAZ6cdYAnZx3gyVkH5MBZB2RxGAYALpeP\nbwAAHyNJREFUAAAAFB1mhgEAqRbjfBK9vugNK7ZeKb5mesOiN6zC7mVmGAAAAACADjgM50lsM3b0\nhkVvWPSGFVtvhrMO8OSsAzw56wBPzjrAk7MO8OSsAzw56wBPzjrAk7MO8OSsAzw564AcOOuALA7D\nAAAAAICiw8wwACDVYpxPotcXvWHF1ivF10xvWPSGVdi9zAwDAAAAANABh+E8iW3Gjt6w6A2L3rBi\n681w1gGenHWAJ2cd4MlZB3hy1gGenHWAJ2cd4MlZB3hy1gGenHWAJ2cdkANnHZDFYRgAAAAAUHSY\nGQYApFqM80n0+qI3rNh6pfia6Q2L3rAKu5eZYQAAAAAAOuAwnCexzdjRGxa9YdEbVmy9Gc46wJOz\nDvDkrAM8OesAT846wJOzDvDkrAM8OesAT846wJOzDvDkrANy4KwDsjgMAwAAAACKDjPDAFBkjjyy\nt7Zufcu04Ygjeumdd9o+0n1jnE+i1xe9YcXWK8XXTG9Y9IZV2L37u2/poUoCAMQhcxC23ci2bi0x\n/fMBAAB4m3SexDZjR29Y9IZFb2jOOiAHzjrAk7MO8OSsAzw56wBPzjrAk7MO8OSsAzw56wBPzjrA\nk7MO8OSsA3LgrAOyOAwDAAAAAIoOM8MAUGRinPeh1xe9YdEbXmzN9IZFb1iF3cvPGQYAAAAAoAOT\nw3BVVZVOOeUUDRkyRMOGDZMktbW1aezYsRo4cKDGjRun9vb27P1vu+02VVdXq6amRsuXL89ev2bN\nGg0ePFjV1dW65pprstd/8MEHuuSSS1RdXa0RI0bo1Vdfzd83tw+xzQTSGxa9YdEbmrMOyIGzDvDk\nrAM8OesAT846wJOzDvDkrAM8OesAT846wJOzDvDkrAM8OeuAHDjrgCyTw3BJSYmcc3rhhRfU0NAg\nSZo3b57Gjh2rP/7xjxo9erTmzZsnSWpsbNSSJUvU2Nio+vp6zZgxI/tS91VXXaUFCxaoqalJTU1N\nqq+vlyQtWLBA5eXlampq0qxZs3TDDTdYfJsAAAAAgJQymRk+7rjjtHr1apWXl2evq6mp0dNPP62+\nffvq9ddf16hRo/Tyyy/rtttuU7du3bIH2vHjx2vOnDkaMGCAvvCFL+ill16SJNXV1ck5p3vuuUfj\nx4/X3LlzNXz4cO3cuVP9+vXTX//6104NzAwDKFYxzvvQ64vesOgNL7ZmesOiN6zC7k3dzxkuKSnR\nmDFj1L17d33ta1/TV77yFW3evFl9+/aVJPXt21ebN2+WJG3cuFEjRozIfm1lZaVaW1vVo0cPVVZW\nZq+vqKhQa2urJKm1tVX9+/eXJJWWluqoo45SW1ubevfu3alj6tSpqqqqkiSVlZXptNNO06hRoyT9\n7W2LXOYyl7lcaJcznKRRHX4vg8uil1566T2o3j2XO3wFvfTSW8S969aty47bNjc364ASAxs3bkyS\nJEneeOON5NRTT02eeeaZpKysrNN9evXqlSRJksycOTN54IEHstdPnz49Wbp0abJ69epkzJgx2euf\neeaZ5LzzzkuSJEkGDRqUtLa2Zm87/vjjky1btnR6/Hx/6ytXrszrn3ew6A2L3rDo3T9JiZQcxK+V\nB/n1fn8HH3zvoWiml15689eb72Z66aU3f72Hotmvd3+6Hfi4fOj169dPknT00UfroosuUkNDQ/bt\n0ZK0adMm9enTR1LmFd+Wlpbs127YsEGVlZWqqKjQhg0buly/52tee+01SdLOnTv19ttvd3lVGAAA\nAABQvPI+M/z+++9r165dOuKII/Tee+9p3Lhxuvnmm/W///u/Ki8v1w033KB58+apvb1d8+bNU2Nj\noy677DI1NDSotbVVY8aM0Z/+9CeVlJRo+PDhuvPOOzVs2DCde+65+sY3vqHx48dr/vz5evHFF3X3\n3Xerrq5OjzzyiOrq6jp/48wMAyhSMc770OuL3rDoDS+2ZnrDojeswu7d333zPjO8efNmXXTRRZIy\nr9pefvnlGjdunM444wxNmjRJCxYsUFVVlR566CFJUm1trSZNmqTa2lqVlpZq/vz5//c/gjR//nxN\nnTpV27Zt0znnnKPx48dLkqZPn64rrrhC1dXVKi8v73IQBgAAAAAUN5NPk06DfL8y7Jz7uw+nSDd6\nw6I3LHr37+D/Vdfpbx9mkXNFnv8V2ungmundPyd693FPenOUz2YnevdzT3pzQO/+OeXz77T93ddk\nZhgAAAAAAEu8MgwARSbGeR96fdEbFr3hxdZMb1j0hlXYvbwyDAAAAABABxyG86TrD6lON3rDojcs\nekNz1gE5cNYBnpx1gCdnHeDJWQd4ctYBnpx1gCdnHeDJWQd4ctYBnpx1gCdnHZADZx2QxWEYAAAA\nAFB0mBkGgCIT47wPvb7oDYve8GJrpjcsesMq7F5mhgEAAAAA6IDDcJ7ENhNIb1j0hkVvaM46IAfO\nOsCTsw7w5KwDPDnrAE/OOsCTsw7w5KwDPDnrAE/OOsCTsw7w5KwDcuCsA7I4DAMAAAAAig4zwwBQ\nZGKc96HXF71h0RtebM30hkVvWIXdy8wwAAAAAAAdcBjOk9hmAukNi96w6A3NWQfkwFkHeHLWAZ6c\ndYAnZx3gyVkHeHLWAZ6cdYAnZx3gyVkHeHLWAZ6cdUAOnHVAFodhAAAAAEDRYWYYAIpMjPM+9Pqi\nNyx6w4utmd6w6A2rsHuZGQYAAAAAoAMOw3kS20wgvWHRGxa9oTnrgBw46wBPzjrAk7MO8OSsAzw5\n6wBPzjrAk7MO8OSsAzw56wBPzjrAk7MOyIGzDsjiMAwAAAAAKDrMDANAkYlx3odeX/SGRW94sTXT\nGxa9YRV2LzPDAAAAAAB0wGE4T2KbCaQ3LHrDojc0Zx2QA2cd4MlZB3hy1gGenHWAJ2cd4MlZB3hy\n1gGenHWAJ2cd4MlZB3hy1gE5cNYBWRyGAQAAAABFh5lhACgyMc770OuL3rDoDS+2ZnrDojeswu5l\nZhgAAAAAgA44DOdJbDOB9IZFb1j0huasA3LgrAM8OesAT846wJOzDvDkrAM8OesAT846wJOzDvDk\nrAM8OesAT846IAfOOiCLwzAAAAAAoOgwMwwARSbGeR96fdEbFr3hxdZMb1j0hlXYvcwMAwAAAADQ\nAYfhPIltJpDesOgNi97QnHVADpx1gCdnHeDJWQd4ctYBnpx1gCdnHeDJWQd4ctYBnpx1gCdnHeDJ\nWQfkwFkHZHEYBgAAAAAUHWaGAaDIxDjvQ68vesOiN7zYmukNi96wCruXmWEAAAAAADrgMJwnsc0E\n0hsWvWHRG5qzDsiBsw7w5KwDPDnrAE/OOsCTsw7w5KwDPDnrAE/OOsCTsw7w5KwDPDnrgBw464As\nDsMAAAAAgKLDzDAAFJkY533o9UVvWPSGF1szvWHRG1Zh9zIzDAAAAABABxyG8yS2mUB6w6I3LHpD\nc9YBOXDWAZ6cdYAnZx3gyVkHeHLWAZ6cdYAnZx3gyVkHeHLWAZ6cdYAnZx2QA2cdkMVhGAAAAABQ\ndJgZBoAiE+O8D72+6A2L3vBia6Y3LHrDKuxeZoYBAAAAAOiAw3CexDYTSG9Y9IZFb2jOOiAHzjrA\nk7MO8OSsAzw56wBPzjrAk7MO8OSsAzw56wBPzjrAk7MO8OSsA3LgrAOyOAwDAAAAAIoOM8MAUGRi\nnPeh1xe9YdEbXmzN9IZFb1iF3cvMMAAAAAAAHXAYzpPYZgLpDYvesOgNzVkH5MBZB3hy1gGenHWA\nJ2cd4MlZB3hy1gGenHWAJ2cd4MlZB3hy1gGenHVADpx1QBaHYQAAAABA0WFmGACKTIzzPvT6ojcs\nesOLrZnesOgNq7B7mRkGAAAAAKADDsN5EttMIL1h0RsWvaE564AcOOsAT846wJOzDvDkrAM8OesA\nT846wJOzDvDkrAM8OesAT846wJOzDsiBsw7I4jAMAAAAACg6zAwDQJGJcd6HXl/0hkVveLE10xsW\nvWEVdi8zwwAAAAAAdMBhOE9imwmkNyx6w6I3NGcdkANnHeDJWQd4ctYBnpx1gCdnHeDJWQd4ctYB\nnpx1gCdnHeDJWQd4ctYBOXDWAVkchvNk3bp11gle6A2L3rDoDS22Xim+ZnrDojcsesOiNyx6w0tP\nc0Efhuvr61VTU6Pq6mrdfvvtpi3t7e2mf74vesOiNyx6Q4utV4qvmd6w6A2L3rDoDYve8NLTXLCH\n4V27dmnmzJmqr69XY2OjFi9erJdeesk6CwAAAACQAgV7GG5oaNAJJ5ygqqoq9ejRQ5deeqmWLVtm\n1tPc3Gz2Z+eC3rDoDYve0JqtA3LQbB3gqdk6wFOzdYCnZusAT83WAZ6arQM8NVsHeGq2DvDUbB3g\nqdk6wFOzdUAOmq0Dsgr2RystXbpUTzzxhH7+859Lkh544AGtWrVKP/nJTyTt+VhwAAAAAECh2t9x\ntzSPHXl1oMNugf4bAAAAAADgIyjYt0lXVFSopaUle7mlpUWVlZWGRQAAAACAtCjYw/AZZ5yhpqYm\nNTc3a8eOHVqyZIkmTJhgnQUAAAAASIGCfZt0aWmp7rrrLp111lnatWuXpk+frpNOOsk6CwAAAACQ\nAgX7AVoAgOJVX1+v1tZWjR49WlVVVdnr7733Xk2bNs0uDACAg8Qed+gU7Nuk0+qWW26xTvhIvvCF\nL1gn7NObb77Z6fL999+vq6++Wj/72c9S+8FoDz/8sLZs2SJJeuONNzRlyhQNGjRIl1xyiTZs2GBc\n19WsWbP0m9/8xjrDy1NPPaWvf/3rmjBhgi666CLNnj1bf/rTn6yz9qm+vl5XXnmlzj//fJ1//vm6\n8sorVV9fb53lLY1/p33rW9/Sv/7rv+rFF1/U6NGjdeedd2Zv2/MTBdLkww8/1AMPPJD933/RokWa\nOXOmFixYkNq/0/4ee8ahw34R3pYtWzR37lz9x3/8h3bv3q3vfe97Ovfcc3X99dfrrbfess7bK/Y4\nG+xxBy/texyvDOdZ//79O32wVxoMHjxYJSUlnRbkH//4Rw0cOFAlJSX63e9+Z1jX1ZAhQ/TCCy9I\nkm699VY9++yzuuyyy/TYY4+pf//+uuOOO4wLuzrppJP00ksvSZImTZqkT3/60/rnf/5nPfnkk/rP\n//xPrVixwriws6OPPloDBgzQG2+8oUsvvVSTJ0/WkCFDrLP2afbs2Xr99dc1evRoPfLIIzruuOM0\ncOBA3X333frWt76lSZMmWSd2cs0116ipqUlTpkxRRUWFJGnDhg26//77dcIJJ3Ta2NIujX+nDRo0\nSC+88IJ69Oih9vZ2TZ48WSeeeKLuuOMOfepTn8r+/ZEW06dP19tvv60dO3bosMMO0wcffKCJEyfq\n8ccf17HHHqsf/OAH1omdsGeExX4R3tlnn61TTjlF77zzjl566SUNHjxYF198sVasWKHf/e53WrZs\nmXViJ+xxdtjjDl7q97gEh1zPnj33+at79+7WeV2cf/75yWWXXZY0NjYmzc3Nyfr165PKysrs79Pm\ntNNO6/T7rVu3JkmSJDt27EhOPvlkq6z9GjhwYPb3n/rUpzrddsopp+Q754D2PMevvPJKMnfu3KS2\ntjYZOHBgMmfOnOSVV14xruuq4//uH374YfLpT386SZIkaWtrS2pra62y9umEE07Y6/W7d+9Ojj/+\n+DzXHFhsf6fV1NR0uvzhhx8mX/rSl5KJEyemcj3sadqxY0fSq1evZPv27UmSZLoHDx5smbZX7Blh\nsV+Et+d53L17d9KvX7+93pYm7HFhsceFlfY9jrdJB9CrVy81NTVp69atXX7169fPOq+LRx99VBMn\nTtRXv/pVrVu3TlVVVSotLdWAAQM6zSGkxbZt27R27VqtWbNGH374oXr27ClJ6tGjh7p3725ct3dn\nnnmmbrrpJm3btk2jRo3Sww8/LElauXKlysrKjOv2beDAgbrpppv0hz/8QQ899JC2bdums88+2zqr\ni+7du2ffVtja2qrdu3dLyvy3mEYf//jH1dDQ0OX6hoYGHXbYYQZF+xfb32mf/OQn9fTTT2cvl5aW\n6t5771VNTU32Fbc06dGjR/b/Dh06VB/72MckZbpLSkos0/aKPSMs9ovwdu/erba2NrW0tOjdd9/V\n+vXrJWXeUr9n/0gT9riw2OPCSv0eZ30aL0Tf/va3k1WrVu31tuuvvz7PNR/d1q1bk2uvvTaZMGFC\n8olPfMI6Z5/OPPPMZNSoUdlfra2tSZIkyV//+tfk9NNPN67buw8++CC56aabkv79+yf9+/dPSkpK\nksMPPzy59NJLk1dffdU6r4uOr6TEoK6uLjn22GOT0aNHJ5WVlcljjz2WJEmSbN68OZk8ebJxXVer\nV69Ohg4dmtTU1CRjxoxJxowZk9TU1CTDhg1LVq9ebZ3XRWx/p73//vvJ+++/v9fbWlpa8lxzYGed\ndVb21cqONm7cmAwdOtSg6KNhzwiD/SK8e++9N+ndu3dy/PHHJ48//njyyU9+Mhk9enRSUVGRLFq0\nyDqvC/a4sNjjwkr7HsfMMLpYt26dnnvuOV155ZXWKV527dql7du36/DDD7dO2a/29nbt3LlT5eXl\n6fgXsb3YunWrjjjiCOsML1u2bNFf/vIXVVdXp/rVk442bdqkjRs3SpIqKip0zDHHGBcVjiRJtGrV\nKrW2tqqkpEQVFRUaNmxYav+b25v33ntP7733nvr06WOdsl/sGeGwX4SzY8cOlZaWqlu3btnZ4U9+\n8pM6+uijrdP2KtY9rrW1VVJmj0vjq6yF5uWXX1ZNTY11xkeSlj2Ow3BAzz//vDZs2KDu3btr4MCB\nqV6cSZJo9erV0fRK0urVq9XS0hJNrxRXc4xrIrb/5vYc1iSpsrIy1Ye1mA6Xy5cv14wZM3TCCSeo\nsrJSUubDW5qamjR//nydddZZxoVdxfT8Spm3mTY0NGjjxo1KkiSa9dvxH5/S3tvQ0NDpIJHm3j3r\nIZb1K/3tOd6wYUMUzbGt4X2J6bAmxdebxg/82p80PL8chgN4+umndd1116msrExr1qzRyJEj1d7e\nrh49euj+++9X//79rRM7oTe82JrpDSu2w1psvTU1Naqvr+8yv7p+/XqdffbZevnll23C9iG255fe\nsOgNL7bm2Hr3J7bDWhp7r7766n3etnDhQm3dujWPNQcnFc9v3t+YXQROPfXU5I033kiSJEn+8pe/\nJBdccEGSJEmyfPnyZOzYsZZpe0VveLE10xvWiSeeuNdP3f3LX/6SnHjiifkPOoDYek844YRkx44d\nXa7/4IMPUvlJprE9v/SGRW94sTXH1jtz5sx9/urZs6d1Xhex9fbs2TO55557kl/84hfJwoULs79+\n8YtfJL1797bO6yLtz2+p7VG8MO3evTs7c3Lsscfq1VdflSSNHTtW11xzjWXaXtEbXmzN9Ia1a9eu\n7M9e7KiiokI7d+40KNq/2HqnTZumoUOHavLkydlXUVpaWlRXV6dp06YZ13UV2/NLb1j0hhdbc2y9\nCxcu1A9/+EN97GMf6/Q27iRJ9OCDDxqW7V1svWeccYYGDRqkf/qnf+py25w5c/IfdABpf345DAdw\n+umna/r06fr85z+vRx99VJ///OclZQbF0/iR/fSGF1szvWHFdliLrfdb3/qWLrjgAi1btkzPPfec\npMz/0/jggw+qtrbWuK6r2J5fesOiN7zYmmPrje2wFlvvL3/5S3384x/f623Nzc35jfkI0v78MjMc\nwI4dO/Tzn/9cL730kk499VRNmzZN3bt317Zt27R58+bU/RxGesOLrZne8BobG7Vs2bJOH4YyYcKE\nVB7WpPh6YxPb80tvWPSGF1tzTL1tbW36+Mc/rn/4h3+wTvlIYuuNTdqfXw7DAICC0t7ernnz5umR\nRx7R5s2bVVJSoj59+ujCCy/U7Nmzo/mxJAAA/D32uEOrm3VAIdq6datuuukmnXzyyTryyCP1j//4\njxo+fLgWLlxonbZX9IYXWzO9YbW3t2v27NmqqalRr1691Lt3b9XU1Gj27Nlqb2+3zusitt5Jkyap\nV69ecs6pra1NbW1tWrlypcrKyjRp0iTrvC5ie37pDYve8GJrpjes2HrZ4w4tDsMBXH755TruuONU\nX1+vOXPm6Bvf+Ibuv/9+PfXUU/r2t79tndcFveHF1kxvWLFtZLH1Njc364YbbtAxxxyT/bCOfv36\nafbs2amcp4rt+aU3LHrDi62Z3rBi62WPO8QMP8m6YA0ePLjT5dNPPz1JkiTZtWtXMnDgQIuk/aI3\nvNia6Q2ruro6p9usxNY7ZsyY5Pbbb09ef/317HWbNm1K5s2bl4wePdqwbO9ie37pDYve8GJrpjes\n2HrZ4w4tXhkO4PDDD9ezzz4rSVq2bJnKy8slSd26pfPppje82JrpDWvAgAH6/ve/r82bN2eve/31\n13X77bfr2GOPNSzbu9h6lyxZojfffFNnnnmmevXqpV69emnUqFHasmWLHnroIeu8LmJ7fukNi97w\nYmumN6zYetnjDjHr03ghWrduXXLGGWckRx11VDJy5Mjk5ZdfTpIkSd54443kxz/+sXFdV/SGF1sz\nvWFt2bIluf7665MTTzwxKSsrS8rKypITTzwxuf7665MtW7ZY53URW2+SJEljY2OyYsWK5J133ul0\n/a9//Wujon2L7fmlNyx6w4utmd6wYutNEva4Q4nDcJ4tWLDAOsELveHF1kzvoRHTRpYkcfX++Mc/\nTgYOHJhccMEFybHHHpv86le/yt522mmnGZbtW0zPb5LQGxq94cXWTG9YMfWyxx1aHIbzrLKy0jrB\nC73hxdZM78GLbSOLrffkk09Otm7dmiRJkqxfvz751Kc+ldxxxx1JkqSzN7bnl96w6A0vtmZ6w4qt\nlz3u0Cq1fpt2IRo8ePA+b+v4fvm0oDe82JrpDetnP/uZ1qxZo549e6q5uVkTJ05Uc3Ozrr32Wuu0\nvYqtN0kS9ezZU5JUVVWlp59+WhMnTtSrr76qJEmM67qK7fmlNyx6w4utmd6wYutljzu0OAwH8MYb\nb6i+vl69evXqctvIkSMNivaP3vBia6Y3rNg2sth6+/Tpo3Xr1um0006TJPXs2VOPP/64pk+frt/9\n7nfGdV3F9vzSGxa94cXWTG9YsfWyxx1a6fyo1cide+65evfdd1VVVdXl15lnnmmd1wW94cXWTG9Y\nezayPfZsZFu2bEnlRhZb73333adjjjmm03U9evTQokWL9MwzzxhV7Vtszy+9YdEbXmzN9IYVWy97\n3KFVkqThSA4ARaSlpUU9evTospklSaLf/va3+sxnPmNUtnex9cYmtueX3rDoDS+2ZnrDiq03Nml/\nfjkMAwAAAACKDm+TBgAAAAAUHQ7DAAAAAICiw2EYAAAAAFB0OAwDAJBSjzzyiLp166ZXXnnlkDze\nihUrOv24sV27dmnIkCF67rnnDsnjAwAQEw7DAACk1OLFi3Xeeedp8eLFh+Txxo4dqwEDBmjBggWS\npJ/85CcaNmyYRowYkfNj7tq165C0AQCQbxyGAQBIoXfffVerVq3SXXfdpSVLlmSvd87pc5/7nM47\n7zzV1NToqquu0p4fDNGzZ09985vf1KBBgzRmzBi9+eabXR73jjvu0G233aY//OEP+vd//3fdfvvt\nWr58uUaOHKnTTz9dkyZN0nvvvSdJ+u53v6thw4Zp8ODB+trXvpZ9jFGjRmnWrFkaOnSo7rzzzsDP\nBAAAYXAYBgAghZYtW6bx48fr2GOP1dFHH621a9dmb3v++ed11113qbGxUX/+85/18MMPS5Lef/99\nDR06VL///e915plnau7cuV0e95hjjtG1116rkSNH6sYbb9TOnTv1ve99T08++aTWrFmj008/Xf/2\nb/8mSZo5c6YaGhr04osvatu2bXr88cclSSUlJfrwww/1/PPPa9asWXl4NgAAOPQ4DAMAkEKLFy/W\nxRdfLEm6+OKLO71VetiwYaqqqlK3bt00efJk/eY3v5EkdevWTZdccokk6V/+5V+y1/+9GTNmaNeu\nXZoyZYqee+45NTY2auTIkRoyZIjuu+8+vfbaa5Kkp556SiNGjNApp5yip556So2NjdnH2PPnAAAQ\nq1LrAAAA0FlbW5tWrlyp3//+9yopKdGuXbtUUlKiH/zgB5Iyr8zukSSJunXr+m/bSZJ0ul9H3bp1\n63Tb2LFj9eCDD3a6z/bt2/X1r39da9asUUVFhebOnavt27dnbz/88MMP6nsEAMAarwwDAJAyS5cu\n1ZQpU9Tc3Kz169frtdde03HHHadnn31WktTQ0KDm5mbt3r1bS5Ys0Wc+8xlJ0u7du/Vf//VfkqQH\nH3xQn/3sZw/4Zw0fPly//e1v9ec//1mS9N5776mpqSl78C0vL9e7776bfVwAAAoFh2EAAFKmrq5O\nF110UafrJk6cqMWLF6ukpERDhw7VzJkzVVtbq+OPPz5738MPP1wNDQ0aPHiwnHO66aab9vln7Hll\n+Oijj9bChQs1efJknXrqqRo5cqReeeUVlZWV6Stf+YoGDRqk8ePHa/jw4eG+YQAADJQkez6CEgAA\npJ5zTj/60Y/02GOPdbntiCOO0NatWw2qAACID68MAwAQkZKSkn3OAu/regAA0BWvDAMAAAAAig6v\nDAMAAAAAig6HYQAAAABA0eEwDAAAAAAoOhyGAQAAAABFh8MwAAAAAKDocBgGAAAAABSd/w9acIQt\ngxSw4gAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Assignees" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# patents per assignee\n", + "res = session.execute('select count(*) from rawassignee group by organization;')\n", + "data = res.fetchall()\n", + "d = pd.DataFrame.from_dict({'count': [int(x[0]) for x in data]})\n", + "printstats(d['count'])\n", + "h = d[d['count'] <= 20].hist(bins=20)[0][0]\n", + "h.set_xlabel('RawAssignees')\n", + "h.set_ylabel('Applications')\n", + "h.set_title('Applications per RawAssignee')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "mean 8.78443826915\n", + "median 1.0\n", + "mode " + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1.0\n", + "std 216.518254708\n", + "min 1\n", + "max 51561\n" + ] + }, + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 17, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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VuHz5Mpqbm3H58mW4uLhg165d0kUGMTEx2LFjBwBg586diIqKglKphEajgYeH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\nH3/EH//4R+zbt69dH4gMxURDdE3fvn2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+ "text": [ + "" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] } ], "metadata": {} diff --git a/parse.py b/parse.py index d2e76506..a3a757fe 100755 --- a/parse.py +++ b/parse.py @@ -46,6 +46,7 @@ import lib.alchemy as alchemy import shutil from lib.config_parser import get_xml_handlers +from lib.alchemy.match import commit_inserts, commit_updates logfile = "./" + 'xml-parsing.log' logging.basicConfig(filename=logfile, level=logging.DEBUG) @@ -178,6 +179,15 @@ def move_tables(output_directory): except: print 'Database file {0} does not exist'.format(dbfile) +def mark_granted(): + from lib.tasks import bulk_commit_updates + grantsessiongen = alchemy.session_generator(dbtype='grant') + appsessiongen = alchemy.session_generator(dbtype='application') + grantsession = grantsessiongen() + granted_apps = [{'pk': x.id, 'update': 1} for x in list(grantsessiongen.query(alchemy.schema.Application))] + + appsession = appsessiongen() + bulk_commit_updates('granted', granted_apps, alchemy.schema.App_Application.__table__, alchemy.is_mysql(), 20000, 'application') def main(patentroot, xmlregex, verbosity, output_directory='.', doctype='grant'): logfile = "./" + 'xml-parsing.log' @@ -193,6 +203,9 @@ def main(patentroot, xmlregex, verbosity, output_directory='.', doctype='grant') logging.info("SQL tables moved to {0}".format(output_directory)) logging.info("Parse completed at {0}".format(str(datetime.datetime.today()))) + logging.info("Marking granted applications") + mark_granted() + if __name__ == '__main__': args = argconfig_parse.ArgHandler(sys.argv[1:]) diff --git a/process.cfg b/process.cfg index 2de36308..0c85e309 100755 --- a/process.cfg +++ b/process.cfg @@ -6,20 +6,15 @@ # parse: defines which parsing configuration will be run # clean: if True, runs the cleaning step on the output of parse # consolidate: if True, runs the conslidation step on the output of clean -# outputdir: specifies the final destination of the resulting sqlite3 files # doctype: can be grant, application, or all, and processing will proceed accordingly. # Note: make sure that the value for grantregex and/or applicationregex # is defined if you wish to use a value other than the default for either -# lowmemory: if True, runs the clean/consolidation scripts in such a way that -# they require less memory, but are slower and possibly less accurate [process] parse=download clean=True consolidate=True -outputdir=. doctype=all -lowmemory=True #[defaultparse] ## 'datadir' specifies the path to the directory containing the XML files that diff --git a/start.py b/start.py index 1af57db8..692818e3 100755 --- a/start.py +++ b/start.py @@ -140,25 +140,16 @@ def run_clean(process_config): if not process_config['clean']: return doctype = process_config['doctype'] - command = 'python clean.py' - if process_config['lowmemory']: - command = 'bash run_clean.sh' - if doctype in ['all', 'grant']: - os.system(command + ' grant') - if doctype in ['all', 'application']: - os.system(command + ' application') + command = 'bash run_clean.sh' + os.system(command) def run_consolidate(process_config): if not process_config['consolidate']: return doctype = process_config['doctype'] - command = 'python consolidate.py' - if process_config['lowmemory']: - command = 'bash run_consolidation.sh' - if doctype in ['all', 'grant']: - os.system(command + ' grant') - if doctype in ['all', 'application']: - os.system(command + ' application') + # TODO: optionally include previous disambiguation + command = 'bash run_consolidation.sh' + os.system(command) if __name__=='__main__': s = datetime.datetime.now() @@ -204,7 +195,6 @@ def run_consolidate(process_config): .format(parse_config['applicationregex'], parse_config['datadir'], len(files)) print 'Finished parsing in {0}'.format(str(f-s)) - # run extra phases if needed, then move output files + # run extra phases if needed run_clean(process_config) run_consolidate(process_config) - parse.move_tables(process_config['outputdir']) diff --git a/statistics.py b/statistics.py deleted file mode 100644 index dfe84ab1..00000000 --- a/statistics.py +++ /dev/null @@ -1,165 +0,0 @@ -#!/usr/bin/env python -""" -Copyright (c) 2013 The Regents of the University of California, AMERICAN INSTITUTES FOR RESEARCH -All rights reserved. - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -1. Redistributions of source code must retain the above copyright notice, this -list of conditions and the following disclaimer. - -2. Redistributions in binary form must reproduce the above copyright notice, -this list of conditions and the following disclaimer in the documentation -and/or other materials provided with the distribution. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND -ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED -WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -""" -""" -@author Gabe Fierro gt.fierro@berkeley.edu github.com/gtfierro -""" -""" -Takes the database from the output of integrate.py (e.g. after the disambiguated -inventors have been merged into the database) and computes statistics on top of it -""" - -import uuid -from datetime import datetime -from lib import alchemy -from collections import Counter, defaultdict - -def compute_future_citation_rank(): - """ - Ranks each patent by number of future citations in a given year - Returns nested dictionary: - years[YEAR][PATENT_ID] = list of Citation.number that cited PATENT_ID in YEAR - """ - citations = (c for c in alchemy.session.query(alchemy.grant.USPatentCitation).yield_per(1)) - years = defaultdict(lambda: defaultdict(list)) - print "Counting citations...", datetime.now() - for cit in citations: - if cit.date: - year = cit.date.year - patid = cit.patent_id - years[year][patid].append(cit.number) - print "Finished counting citations", datetime.now() - return years - -def insert_future_citation_rank(years): - """ - Accepts as input the dictionary returned from compute_future_citation_rank: - years[YEAR][PATENT_ID] = number of times PATENT_ID was cited in YEAR - Inserts rows into the correct table: - """ - # remove old rows to make way for new rankings - deleted = alchemy.session.query(alchemy.grant.FutureCitationRank).delete() - print 'Removed {0} rows from FutureCitationRank'.format(deleted) - print 'Inserting records in order...', datetime.now() - for year in years.iterkeys(): - rank = 0 - prev_num_cits = float('inf') - commit_counter = 0 - for i, record in enumerate(years[year].iteritems()): - if record[1] < prev_num_cits: - prev_num_cits = len(record[1]) - rank += 1 - row = {'uuid': str(uuid.uuid1()), - 'patent_id': record[0], - 'num_citations': len(record[1]), - 'year': year, - 'rank': rank} - dbrow = alchemy.grant.FutureCitationRank(**row) - alchemy.session.merge(dbrow) - if (i+1) % 1000 == 0: - alchemy.commit() - alchemy.commit() - print 'Finished inserting records', datetime.now() - -def insert_cited_by(years): - """ - Accepts as input the dictionary returned from compute_future_citation_rank: - years[YEAR][PATENT_ID] = number of times PATENT_ID was cited in YEAR - Inserts records into CitedBy table - """ - deleted = alchemy.session.query(alchemy.grant.CitedBy).delete() - print 'Removed {0} rows from FutureCitationRank'.format(deleted) - print 'Inserting records in order...', datetime.now() - for year in years.iterkeys(): - for i, record in enumerate(years[year].iteritems()): - row = {'uuid': str(uuid.uuid1()), - 'patent_id': record[0], - 'year': year} - for citation in record[1]: - row.update({'citation_id': citation}) - dbrow = alchemy.grant.CitedBy(**row) - alchemy.session.merge(dbrow) - if (i+1) % 1000 == 0: - alchemy.commit() - alchemy.commit() - print 'Finished inserting records', datetime.now() - - - -def compute_inventor_rank(): - """ - Ranks each inventor by number of granted patents in a given year - Returns nested dictionary: - years[YEAR][INVENTOR_ID] = number of patents granted in YEAR to INVENTOR_ID - """ - patents = (p for p in alchemy.session.query(alchemy.grant.Patent).yield_per(1)) - years = defaultdict(Counter) - print 'Counting granted patents...', datetime.now() - for pat in patents: - year = pat.date.year - inventors = pat.inventors - for inventor in inventors: - years[year][inventor.id] += 1 - print 'Finished counting', datetime.now() - return years - -def insert_inventor_rank(years): - """ - Accepts as input the dictionary returned from compute_inventor_rank: - years[YEAR][INVENTOR_ID] = number of patents granted in YEAR to INVENTOR_ID - Inserts rows into the correct table: - """ - deleted = alchemy.session.query(alchemy.grant.InventorRank).delete() - print 'removed {0} rows'.format(deleted) - print 'Inserting records in order...', datetime.now() - for year in years.iterkeys(): - rank = 0 - prev_num_cits = float('inf') - commit_counter = 0 - for i, record in enumerate(years[year].most_common()): - if record[1] < prev_num_cits: - prev_num_cits = record[1] - rank += 1 - row = {'uuid': str(uuid.uuid1()), - 'inventor_id': record[0], - 'num_patents': record[1], - 'year': year, - 'rank': rank} - dbrow = alchemy.grant.InventorRank(**row) - alchemy.session.merge(dbrow) - if (i+1) % 1000 == 0: - alchemy.commit() - alchemy.commit() - print 'Finished inserting records', datetime.now() - - -if __name__=='__main__': - years = compute_future_citation_rank() - insert_future_citation_rank(years) - insert_cited_by(years) - - years = compute_inventor_rank() - insert_inventor_rank(years) diff --git a/vm/Vagrantfile b/vm/Vagrantfile new file mode 100644 index 00000000..75d80da4 --- /dev/null +++ b/vm/Vagrantfile @@ -0,0 +1,67 @@ +# -*- mode: ruby -*- +# vi: set ft=ruby : +$script = <