# Notebook from UCBerkeley-TEEM/nlp
Path: MIMS Final Project_NLP-Copy1.ipynb

<code>
from nltk.corpus import brown
from nltk.corpus import treebank
from nltk import *
import nltk, pprint
from nltk import word_tokenize
from nltk.corpus import stopwords
from nltk.tokenize import RegexpTokenizer
sent_tokenizer=nltk.data.load('tokenizers/punkt/english.pickle')_____no_output_____from __future__ import absolute_import
from __future__ import print_function
import six
__author__ = 'a_medelyan'

import rake
import operator
import io_____no_output_____stoppath = "SmartStoplist.txt"_____no_output_____rake_object = rake.Rake(stoppath, 5, 3, 4)_____no_output_____sample_file = io.open("115039_12-16-08.txt", 'r',encoding="iso-8859-1")
text = sample_file.read()_____no_output_____keywords = rake_object.run(text)_____no_output_____for a,b in keywords:
    print(a)clerk sachi hamai
santa monica mountains
sheriff larry waldie
martin luther king
marina del rey
nancy vernon marino
los angeles angels
los angeles county
long beach
los angeles
newborn king
straight time
trauma center
regional planning
trauma centers
health services
federal government
earl shields
scale back
united states
superior court
affordable housing
hard work
ray fortner
wonderful child
good afternoon
public works
kerry silverstrom
million dollars
southern california
ellen sandt
selected text
january 6th
years ago
relief factor
angels sing
robert taylor
michael tripp
lynne shapiro
arnold sachs
honorable supervisors
closed session
grade level
important part
great grandchildren
supervisor ridley
supplemental agenda
indirect costs
move forward
supervisor molina
large counties
supervisor antonovich
supervisor yaroslavsky
county board
sheriff
dollars
nancy
metro
property
supervisor
marina
arnold
field
court
sachs
public
clipboard
provide
times
funds
large
counsel
shores
impact
amount
document
family
community
california
manager
michael
angels
benefits
director
signed
level
significant
comment
county
light
retrofitting
gottlieb
father
report
building
meeting
backfill
projects
platoon
including
lease
amendment
comments
personnel
couple
january
hospital
today
working
mentioned
district
areas
review
contract
participating
paying
counties
construction
request
hospitals
important
item 68
item 71
ridley
deputies
vacation
items
number
include
click
inauguration
honor
agenda
policy
windows
staff
recommendation
posted
forward
study
issue
select
training
grandchildren
officers
position
analyze
pasadena
assume
costs
issues
project
litigation
involved
place
requested
called
funding
office
motion
supervisors
children
consistent
change
action
making
process
yesterday
page 3
concern
subject
state
analyzed
lowly
raise
budget
grant
status
holidays
background
provided
decision
raised
letter
commitment
record
years
molina
numbers
morning
board
recently
member
thing
phase
table
people
focus
based
close
extent
residents
parents
brought
apartments
controller
overtime
point
street
wrong
found
built
bring
received
antonovich
department
discussion
coming
asked
situation
problem
money
address
unrelated
direct
daughter
basically
proud
approval
flight
worked
death
stand
letters
support
continued
expertise
information
charge
proposers
heard
assumption
corrections
direction
questions
addressed
prepared
thomas
proceed
answer
weeks
communities
companies
members
station
statement
colleagues
cover
looked
respond
addition
intent
auditor
reviews
enter
attention
interest
person
continue
passed
filled
absolutely
agreement
chorus
doesn
survived
presentation
order
quality
jesus
yaroslavsky
things
cases
question
adjourn
wanted
knabe
memory
correct
platoons
understand
chair
terms
concerned
talked
spouses
consideration
sending
authorize
flexibility
apply
opposed
recommend
posting
brings
aware
behalf
women
assumptions
allowed
conversation
bringing
loophole
happened
mention
transparent
truth
happen
reason
kings
couldn
museum
revenue
guess
ordered
participated
listen
matter
providing
talking
option
concerns
chairman
finding
fujioka
participate
threshold
proclamation
means
familiar
shortchange
declined
extend
seconded
reading
ability
protect
speak
create
certify
present
ahead
suggest
daughters
negotiate
opportunity
prioritize
thought
pisano
application
amended
steps
served
adjournments
assuming
leadership
citizens
ensure
washington
included
determine
prepare
start
failure
continuance
applying
glory
limit
moved
relates
objection
kinds
friends
applause
def read_and_clean_file():
    with open('115039_12-16-08.txt', 'r') as f:
        raw = f.read()
    start = (raw.find("REPORT OF ACTION TAKEN IN CLOSED SESSION")) +85
    end = (raw.rfind('Certified Shorthand Reporter'))-10
    raw = raw[start:end]
    return raw

def tokenize_and_further_cleanse(raw):
    pattern = r'''(?x) # set flag to allow verbose regexps
    (?:[A-Z]\.)+ # abbreviations, e.g. U.S.A.
    | \w+(?:-\w+)* # words with optional internal hyphens
    | \d{1,2}:\d{2} # time as one token
    | \$?\d+(?:\.\d+)?%? # currency and percentages, e.g. $12.40, 82%
    | \.\.\. # ellipsis
    | [][.,;"'?():-_`] # these are separate tokens; includes ], [
    '''
    tokenized_raw_text = nltk.regexp_tokenize(raw, pattern)
    tokenized_raw_text_new = [w.lower() for w in tokenized_raw_text if w.isalpha()]
    tokenized_raw_text_wo_stopwords = [x for x in tokenized_raw_text_new if x not in stopwords.words('english')]
    return tokenized_raw_text_wo_stopwords

def most_freq_unigrams():
    raw = read_and_clean_file()
    tokenized_raw_text_wo_stopwords = tokenize_and_further_cleanse(raw)
    mp_freqdist = FreqDist(tokenized_raw_text_wo_stopwords)  # compute the frequency distribution
    x=len(tokenized_raw_text_wo_stopwords)
    sum=0
    for words in mp_freqdist.most_common(20):
        #print(words[0])# show the top 100 Unigrams
        sum=sum +(len(words[0]))
    #print("Total Number of Character",sum)
    #return sum
    return tokenized_raw_text_wo_stopwords_____no_output_____print("The most frequent unigrams:", most_freq_unigrams())The most frequent unigrams: ['sup', 'knabe', 'chair', 'call', 'meeting', 'order', 'please', 'everyone', 'would', 'please', 'rise', 'led', 'invocation', 'morning', 'father', 'mauricio', 'goloron', 'st', 'martha', 'church', 'la', 'puente', 'pledge', 'led', 'victor', 'aprea', 'member', 'post', 'west', 'covina', 'american', 'legion', 'father', 'fr', 'mauricio', 'goloron', 'god', 'called', 'us', 'darkness', 'wonderful', 'light', 'may', 'god', 'light', 'guide', 'us', 'protect', 'us', 'community', 'may', 'god', 'wisdom', 'direct', 'board', 'work', 'decisions', 'today', 'every', 'day', 'may', 'god', 'love', 'strengthen', 'work', 'county', 'make', 'god', 'peace', 'make', 'us', 'one', 'help', 'us', 'always', 'strive', 'common', 'good', 'neighbors', 'repeats', 'prayer', 'spanish', 'repeats', 'prayer', 'tagalog', 'amen', 'victor', 'aprea', 'please', 'face', 'flag', 'placing', 'right', 'land', 'heart', 'joining', 'pledge', 'allegiance', 'pledge', 'allegiance', 'recited', 'thank', 'supervisor', 'molina', 'sup', 'molina', 'thank', 'mr', 'chairman', 'honor', 'morning', 'present', 'certificate', 'appreciation', 'father', 'mauricio', 'goloron', 'father', 'goloron', 'born', 'raised', 'southern', 'philippines', 'entered', 'seminary', 'age', 'educated', 'society', 'jesus', 'became', 'ordained', 'priest', 'father', 'goloron', 'came', 'united', 'states', 'served', 'immaculate', 'heart', 'mary', 'church', 'hollywood', 'st', 'catherine', 'laborne', 'church', 'torrens', 'currently', 'heads', 'robust', 'congregation', 'st', 'martha', 'church', 'velinda', 'st', 'martha', 'situated', 'thriving', 'community', 'many', 'compassionate', 'parishioners', 'devoted', 'good', 'works', 'community', 'service', 'offering', 'food', 'banks', 'donating', 'clothing', 'bank', 'needy', 'want', 'extend', 'heartfelt', 'thanks', 'father', 'goloron', 'want', 'present', 'certificate', 'appreciation', 'leading', 'us', 'invocation', 'thank', 'father', 'applause', 'supervisor', 'antonovich', 'sup', 'antonovich', 'want', 'welcome', 'victor', 'aprea', 'covina', 'came', 'today', 'member', 'west', 'covina', 'post', 'american', 'legion', 'retired', 'administrative', 'assistant', 'city', 'los', 'angeles', 'transportation', 'department', 'graduate', 'washington', 'generals', 'high', 'school', 'los', 'angeles', 'university', 'southern', 'california', 'thank', 'coming', 'applause', 'sup', 'knabe', 'chair', 'okay', 'proceed', 'reading', 'agenda', 'clerk', 'sachi', 'hamai', 'good', 'morning', 'mr', 'chairman', 'members', 'board', 'begin', 'today', 'agenda', 'page', 'agenda', 'meeting', 'community', 'development', 'commission', 'items', 'sup', 'knabe', 'chair', 'moved', 'supervisor', 'yaroslavsky', 'seconded', 'antonovich', 'without', 'objection', 'ordered', 'clerk', 'sachi', 'hamai', 'agenda', 'meeting', 'housing', 'authority', 'item', 'sup', 'knabe', 'chair', 'clerk', 'sachi', 'hamai', 'item', 'agenda', 'housing', 'authority', 'sup', 'knabe', 'chair', 'moved', 'yaroslavsky', 'seconded', 'molina', 'without', 'objection', 'ordered', 'clerk', 'sachi', 'hamai', 'page', 'agenda', 'meeting', 'regional', 'park', 'open', 'space', 'district', 'item', 'sup', 'knabe', 'chair', 'moved', 'supervisor', 'molina', 'seconded', 'supervisor', 'antonovich', 'without', 'objection', 'ordered', 'clerk', 'sachi', 'hamai', 'board', 'supervisors', 'items', 'item', 'number', 'request', 'member', 'public', 'hold', 'item', 'remaining', 'items', 'sup', 'knabe', 'chair', 'hold', 'item', 'clerk', 'sachi', 'hamai', 'yes', 'sup', 'knabe', 'chair', 'okay', 'remainder', 'moved', 'supervisor', 'seconded', 'chair', 'without', 'objection', 'ordered', 'clerk', 'sachi', 'hamai', 'items', 'item', 'number', 'posted', 'agenda', 'chief', 'executive', 'officer', 'requests', 'item', 'referred', 'back', 'office', 'sup', 'knabe', 'chair', 'remainder', 'us', 'clerk', 'sachi', 'hamai', 'item', 'sup', 'knabe', 'chair', 'ordered', 'clerk', 'sachi', 'hamai', 'item', 'supervisor', 'antonovich', 'requests', 'item', 'held', 'item', 'number', 'supervisor', 'knabe', 'requests', 'item', 'held', 'item', 'number', 'chief', 'executive', 'officer', 'requests', 'item', 'continued', 'january', 'sup', 'knabe', 'chair', 'ordered', 'clerk', 'sachi', 'hamai', 'item', 'number', 'supervisor', 'knabe', 'requests', 'item', 'held', 'item', 'number', 'supervisor', 'knabe', 'member', 'public', 'request', 'item', 'held', 'item', 'number', 'request', 'member', 'public', 'hold', 'item', 'item', 'number', 'request', 'member', 'public', 'hold', 'item', 'item', 'number', 'request', 'member', 'public', 'hold', 'item', 'item', 'number', 'request', 'member', 'public', 'hold', 'item', 'item', 'request', 'member', 'public', 'hold', 'item', 'item', 'number', 'interim', 'director', 'health', 'services', 'requests', 'corrective', 'action', 'plan', 'continued', 'january', 'settlement', 'approved', 'today', 'remaining', 'items', 'sup', 'knabe', 'chair', 'remaining', 'items', 'moved', 'supervisor', 'seconded', 'supervisor', 'yaroslavsky', 'without', 'objection', 'ordered', 'recognizing', 'holds', 'continuances', 'clerk', 'sachi', 'hamai', 'thank', 'page', 'ordinance', 'introduction', 'item', 'number', 'indicated', 'posted', 'agenda', 'chief', 'executive', 'officer', 'requests', 'item', 'referred', 'back', 'office', 'sup', 'knabe', 'chair', 'ordered', 'clerk', 'sachi', 'hamai', 'discussion', 'items', 'items', 'item', 'hold', 'discussion', 'item', 'indicated', 'supplemental', 'agenda', 'recommendation', 'revised', 'also', 'hold', 'discussion', 'item', 'hold', 'discussion', 'public', 'hearings', 'item', 'hold', 'public', 'hearing', 'item', 'indicated', 'supplemental', 'agenda', 'supervisor', 'requests', 'item', 'continued', 'without', 'discussion', 'january', 'sup', 'knabe', 'chair', 'ordered', 'clerk', 'sachi', 'hamai', 'item', 'indicated', 'supplemental', 'agenda', 'supervisor', 'requests', 'item', 'continued', 'without', 'discussion', 'february', 'sup', 'knabe', 'chair', 'ordered', 'clerk', 'sachi', 'hamai', 'page', 'miscellaneous', 'additions', 'agenda', 'posted', 'hours', 'advance', 'meeting', 'indicated', 'supplemental', 'agenda', 'request', 'member', 'public', 'hold', 'item', 'pursuant', 'government', 'code', 'section', 'chief', 'executive', 'officer', 'requests', 'referred', 'closed', 'session', 'sup', 'knabe', 'chair', 'ordered', 'clerk', 'sachi', 'hamai', 'completes', 'reading', 'agenda', 'supervisorial', 'items', 'begin', 'supervisorial', 'district', 'number', 'sup', 'knabe', 'chair', 'number', 'special', 'presentations', 'call', 'supervisor', 'antonovich', 'supervisor', 'sup', 'antonovich', 'well', 'real', 'great', 'pleasure', 'introduce', 'one', 'great', 'role', 'models', 'michael', 'scioscia', 'former', 'manager', 'los', 'angeles', 'angels', 'anaheim', 'formerly', 'california', 'angels', 'formerly', 'los', 'angeles', 'angels', 'los', 'angeles', 'angels', 'anaheim', 'often', 'play', 'los', 'angeles', 'dodgers', 'chinatown', 'time', 'time', 'laughter', 'recognition', 'hard', 'work', 'leadership', 'dedication', 'towards', 'guiding', 'angels', 'anaheim', 'american', 'league', 'western', 'division', 'championship', 'second', 'consecutive', 'year', 'posting', 'wins', 'single', 'system', 'first', 'time', 'franchise', 'history', 'angels', 'season', 'franchise', 'regular', 'season', 'ended', 'angels', 'winning', 'seventh', 'american', 'west', 'division', 'title', 'setting', 'franchise', 'record', 'single', 'season', 'wins', 'mike', 'scioscia', 'former', 'catcher', 'los', 'angeles', 'dodgers', 'marked', 'ninth', 'season', 'manager', 'angels', 'owns', 'record', 'winning', 'percentage', 'angels', 'reached', 'win', 'plateau', 'september', 'victory', 'seattle', 'presently', 'michael', 'manager', 'american', 'league', 'baseball', 'manager', 'angel', 'history', 'guided', 'angels', 'post', 'season', 'four', 'last', 'five', 'seasons', 'angels', 'manager', 'win', 'american', 'league', 'western', 'division', 'championship', 'surpassing', 'gene', 'mock', 'led', 'angels', 'five', 'straight', 'winning', 'seasons', 'leadership', 'five', 'last', 'seven', 'seasons', 'numerous', 'community', 'events', 'include', 'co', 'chair', 'angels', 'care', 'roses', 'golf', 'tournament', 'chairman', 'heart', 'association', 'heart', 'soul', 'walk', 'supports', 'local', 'little', 'leagues', 'throughout', 'mike', 'scioscia', 'youth', 'baseball', 'clinic', 'foundation', 'also', 'leadership', 'monrovia', 'boys', 'girls', 'club', 'raise', 'percent', 'budget', 'january', 'february', 'annual', 'dinner', 'mike', 'phenomenal', 'job', 'auctioneer', 'raise', 'amount', 'money', 'entire', 'year', 'helps', 'young', 'boys', 'girls', 'san', 'gabriel', 'valley', 'monrovia', 'inducted', 'italian', 'american', 'hall', 'fame', 'major', 'league', 'baseball', 'arizona', 'fall', 'league', 'fame', 'also', 'honoring', 'los', 'angeles', 'angels', 'inviting', 'los', 'angeles', 'county', 'boys', 'girls', 'attend', 'annual', 'children', 'holiday', 'celebration', 'takes', 'place', 'today', 'afternoon', 'angels', 'stadium', 'tony', 'riggins', 'general', 'manager', 'michael', 'reading', 'children', 'children', 'also', 'get', 'opportunity', 'sing', 'holiday', 'songs', 'make', 'specially', 'designed', 'angel', 'christmas', 'tree', 'ornaments', 'also', 'treated', 'traditional', 'baseball', 'meal', 'allowed', 'select', 'christmas', 'gift', 'summer', 'part', 'national', 'summer', 'mental', 'health', 'awareness', 'program', 'teamed', 'angels', 'general', 'manager', 'tony', 'riggins', 'left', 'hand', 'pitcher', 'darren', 'oliver', 'hosting', 'prevention', 'early', 'intervention', 'event', 'encouraging', 'children', 'eat', 'proper', 'foods', 'would', 'turn', 'help', 'promote', 'positive', 'mental', 'health', 'wellness', 'attitude', 'students', 'frank', 'telamo', 'elementary', 'school', 'los', 'angeles', 'located', 'near', 'korea', 'town', 'nine', 'different', 'languages', 'spoken', 'campus', 'participated', 'exciting', 'event', 'michael', 'want', 'give', 'manager', 'year', 'plaque', 'county', 'los', 'angeles', 'wish', 'many', 'many', 'successful', 'seasons', 'opportunity', 'world', 'series', 'couple', 'years', 'ago', 'great', 'feeling', 'little', 'different', 'little', 'boy', 'wrigley', 'field', 'watching', 'los', 'angeles', 'angels', 'lose', 'bill', 'kelly', 'manager', 'anyway', 'congratulations', 'god', 'bless', 'applause', 'los', 'angeles', 'angels', 'western', 'division', 'championship', 'good', 'champions', 'applause', 'mike', 'scioscia', 'supervisor', 'antonovich', 'board', 'supervisors', 'want', 'thank', 'ver', 'much', 'presentation', 'honor', 'amount', 'support', 'get', 'southern', 'california', 'incredible', 'almost', 'million', 'fans', 'came', 'see', 'us', 'angels', 'stadium', 'great', 'regular', 'season', 'prepare', 'next', 'season', 'supervisor', 'going', 'little', 'better', 'playoffs', 'know', 'disappointed', 'disappointed', 'great', 'regular', 'season', 'thank', 'plaque', 'ceremony', 'going', 'better', 'playoffs', 'supervisor', 'promise', 'thank', 'much', 'god', 'bless', 'applause', 'sup', 'knabe', 'chair', 'right', 'mark', 'understand', 'special', 'presentation', 'us', 'well', 'huh', 'sup', 'thank', 'much', 'mr', 'chairman', 'members', 'pleased', 'ask', 'joined', 'los', 'angeles', 'county', 'arts', 'commission', 'director', 'know', 'laura', 'zucker', 'representing', 'united', 'children', 'chorus', 'directors', 'willie', 'norwood', 'sr', 'ravaline', 'harold', 'members', 'chorus', 'hear', 'soon', 'like', 'know', 'formed', 'summer', 'known', 'crusade', 'christ', 'campaign', 'held', 'county', 'los', 'angeles', 'young', 'men', 'women', 'various', 'churches', 'christ', 'throughout', 'los', 'angeles', 'surrounding', 'counties', 'came', 'together', 'perform', 'known', 'tremendous', 'event', 'rave', 'reviews', 'following', 'event', 'requested', 'group', 'remain', 'together', 'want', 'know', 'group', 'ranging', 'ages', 'late', 'enlighten', 'audiences', 'extraordinary', 'gifts', 'entertaining', 'us', 'know', 'capello', 'singing', 'chorus', 'director', 'willie', 'norwood', 'sr', 'directing', 'last', 'years', 'minister', 'music', 'woodland', 'hills', 'church', 'christ', 'father', 'singer', 'actress', 'brandy', 'norwood', 'singer', 'actor', 'willie', 'ray', 'jay', 'norwood', 'also', 'sang', 'chorus', 'vocally', 'talented', 'soon', 'see', 'part', 'family', 'granddaughter', 'also', 'joined', 'chorus', 'tremendously', 'honored', 'us', 'today', 'mr', 'chairman', 'colleagues', 'want', 'note', 'figueroa', 'church', 'christ', 'know', 'little', 'angels', 'chorus', 'one', 'first', 'invited', 'sing', 'late', 'accomplish', 'many', 'many', 'great', 'things', 'let', 'say', 'indeed', 'pleased', 'us', 'morning', 'want', 'know', 'featured', 'holiday', 'celebration', 'national', 'show', 'december', 'december', 'nationwide', 'make', 'sure', 'miss', 'addition', 'performing', 'annual', 'holiday', 'celebration', 'dorothy', 'chandler', 'pavilion', 'december', 'may', 'take', 'opportunity', 'present', 'presentation', 'thank', 'contributions', 'delighted', 'hear', 'immediately', 'following', 'please', 'join', 'welcoming', 'congratulating', 'united', 'children', 'chorus', 'applause', 'hear', 'ravaline', 'hear', 'chorus', 'ravaline', 'harold', 'honorable', 'mark', 'supervisor', 'second', 'district', 'proudly', 'represent', 'supervisors', 'also', 'serve', 'great', 'city', 'los', 'angeles', 'laura', 'zucker', 'adam', 'davis', 'heather', 'rigby', 'los', 'angeles', 'county', 'arts', 'commission', 'recommendation', 'united', 'children', 'chorus', 'great', 'honor', 'mr', 'norwood', 'united', 'children', 'chorus', 'parents', 'feel', 'privileged', 'today', 'accept', 'role', 'honoring', 'achievements', 'last', 'years', 'also', 'happy', 'perform', 'year', 'annual', 'holiday', 'celebration', 'significant', 'dating', 'back', 'early', 'performed', 'years', 'old', 'supervisor', 'kenneth', 'hahn', 'years', 'later', 'still', 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with open('115039_12-16-08.txt', 'r') as f:
    raw = f.read()
#Finding Start and End of the Actual Text -- eliminating content, preface, and  bibliographies at the end
start = (raw.find("REPORT OF ACTION TAKEN IN CLOSED SESSION")) +85
end = (raw.rfind('Certified Shorthand Reporter'))-10
raw = raw[start:end]

raw_tokenized_sent = sent_tokenizer.tokenize(raw)
print(raw_tokenized_sent[1])KNABE, CHAIR: CALL THE MEETING TO ORDER, PLEASE, IF EVERYONE WOULD PLEASE RISE.
raw= raw.replace("-\n","")
pattern = r'''(?x) # set flag to allow verbose regexps
(?:[A-Z]\.)+ # abbreviations, e.g. U.S.A.
| \w+(?:-\w+)* # words with optional internal hyphens
| \d{1,2}:\d{2} # time as one token
| \$?\d+(?:\.\d+)?%? # currency and percentages, e.g. $12.40, 82%
| \.\.\. # ellipsis
| [][.,;"'?():-_`] # these are separate tokens; includes ], [
'''
tokenized_raw_text = nltk.regexp_tokenize(raw, pattern)
print(tokenized_raw_text[:30])['SUP', '.', 'KNABE', ',', 'CHAIR', ':', 'CALL', 'THE', 'MEETING', 'TO', 'ORDER', ',', 'PLEASE', ',', 'IF', 'EVERYONE', 'WOULD', 'PLEASE', 'RISE', '.', 'WE', 'WILL', 'BE', 'LED', 'IN', 'THE', 'INVOCATION', 'THIS', 'MORNING', 'BY']
len(tokenized_raw_text)_____no_output_____tokenized_raw_text_new = [w for w in tokenized_raw_text if w.isalpha()]_____no_output_____tokenized_raw_text_wo_stopwords = [x.lower() for x in tokenized_raw_text_new if x.lower() not in stopwords.words('english')]_____no_output_____fd_wo_stopwords = FreqDist(tokenized_raw_text_wo_stopwords)  # compute the frequency distribution
fd_top_20 =fd_wo_stopwords.most_common(50)_____no_output_____fd_top_20_____no_output_____date_pattern = r'''(?x) # set flag to allow verbose regexps
(mon|tues|wednes|thurs|fri|satur|sun)day #days of the week
|(jan(uary)?|feb(ruary)?|mar(ch)?|apr(il)?|may|jun(e)?|jul(y)?|aug(ust)?|sep(tember)?|oct(ober)?|nov(ember)?|dec(ember)?)\s+\d{1,2},\s+\d{4}
|(january|february|march|april|june|july|august|september|october|november|december) #months
|^(19|20)\d{2}$ #years between 1900-2099
'''
# |(january|february|march|april|may|june|july|august|september|october|november|december) #months
# |^(19|20)\d{2}$ #years between 1900-2099
_____no_output_____import re
sentences_with_dates=[]
for i in range(len(raw_tokenized_sent)):
    if len(re.findall(date_pattern, raw_tokenized_sent[i].strip().lower()))!=0:
        sentences_with_dates.append((raw_tokenized_sent[i-1]+raw_tokenized_sent[i]).strip().lower())_____no_output_____for sentence in sentences_with_dates:
    print(sentence+'\n')on item number 12, supervisor knabe requests that this item be held.on item number 13, the chief executive officer requests that this item be continued to january 13th, 2009.

on item 51, there's a request from a member of the public to hold this item.and on item number 60, the interim director of health services requests that the corrective action plan be continued to january 6th, 2009, but the settlement be approved today.

public hearings, item 71 we will hold for a public hearing.on item 72, as indicated on the supplemental agenda, supervisor ridley-thomas requests that this item be continued without discussion to january 27th, 2009.

knabe, chair: so ordered.clerk sachi hamai: on item 73, as indicated on the supplemental agenda, supervisor ridley-thomas requests that this item be continued without discussion to february 24th, 2009.

he owns an 803 to 655 win-loss record for 551 winning percentage with the angels.he reached the 800 win plateau on september 22nd with a 2-1 victory over seattle.

under his leadership, they have won 90 or more in five of the last seven seasons.the numerous community events include he's co chair of the angels care 65 roses golf tournament, the chairman of the heart association heart and soul walk, supports local little leagues throughout the mike scioscia youth baseball clinic make-a-wish foundation, and also, through his leadership, the monrovia boys and girls club raise about 75 percent of their budget each january/february when they do their annual dinner and mike does a phenomenal job as the auctioneer.

and so let me just say that we are indeed pleased to have them with us this morning.you will want to know that they will be featured on the holiday celebration national show on december 17th and december the 24th at 10 p.m. on p.b.s.

make sure that you don't miss it.in addition, they are performing at the 49th annual holiday celebration at the dorothy chandler pavilion on december the 24th.

for the first year they are doing highlights of the version of the 2007 show.and it will air for the first time tomorrow night, december 17th, at 10 p.m. on k.c.e.t.

we have with us danelle prado, james klefley, jennifer weinstein luc robitaille, los angeles kings hockey club, and trish ploehn, of the director of our department of the children and family services.we are going to recognize their hard work, leadership and dedication to partnering with our department of children and family services to promote positive outcomes for our children in foster care and to help find permanent and loving families through the support of the freddie mack foundation's wednesday child program and fox 11 news, the heart gallery los angeles, and the department's adoption matching events and awareness campaigns.

thank you very much.for many years, the l.a. kings has been a proud sponsor of the freddie mack foundation's wednesday's child program.

and we support the endeavors of the l.a. county department of children and family services in the collective quest to find permanent and loving homes in hundreds of the l.a. county's foster children.special thanks to supervisor antonovich and the other members of the board and welcoming to new supervisor mike ridley- thomas and trish ploehn and d.c.f, and of course, christine devine, and of course, the fox wednesday's child team.

obviously taking deputies off the streets, particularly in unincorporated areas.i know some of the others have questions, but i think it might be appropriate, at least what has changed from last tuesday, where it was a million dollars cost, to today where obviously you have a letter saying no costs?

molina: and then one of the constituents wrote me that she felt that she should go along in order to take pictures of them partying out there.but as i understand, they travel on sunday.

but as i understand, they travel on sunday.they train on monday.

they train on monday.they work on tuesday all day, 16 hours, as i understand.

they work on tuesday all day, 16 hours, as i understand.and they return on wednesday.

you make certain assumptions, mr. waldie.you make certain assumptions about how many people are going to be sick during the course of the year, how many are going to be on vacation during the year, this is january.

you make certain assumptions about how many people are going to be sick during the course of the year, how many are going to be on vacation during the year, this is january.the number of employees sick rises in january, as you well know.

sup.molina: i can also assure you that on sunday you have to find some other flight to go there.

molina: i can also assure you that on sunday you have to find some other flight to go there.there are no flights available to d.c. on sunday.

it's for a report.hopefully back at our january 6th meeting.

i therefore move the board of supervisors direct the c.e.o.along with the assistance of the departments, our legislative advocates and board offices to report back at the board meeting on january 6th with a final list of major projects and initiatives that are most likely to qualify for funding by the federal economic recovery legislation and a legislative strategy to maximize funding for the los angeles county projects."

sup.ridley-thomas: i ask that we adjourn in memory of earl portlock office of father of city attorney staff member, zna houston, who recently passed on november 10 at the age of 82.

yaroslavsky: okay.and the issue for me, i hope it's for the rest of the board, too, is that we ought to make every effort to determine whether this is in our best interest and not forgo the opportunity to apply for this money and the deadline is january 6th, which is the day we come back after the first of the year.

and i'm here to give you an update, a status report regarding the sexual assault kit issue.i appeared before the board on november 12th.

and phase three was to determine the status of those kits so that we could prioritize them for testing.as of the november 12th meeting we had finished phase one, which was to count the kits.

as of the november 12th meeting we had finished phase one, which was to count the kits.we have now, since november 12th, finished phase 2, which was to determine how many untested kits there were, and that is in the letter that was provided to you, that's 4,727 and we are now in the midst of phase three, which is, what we did was we took all the untested kits, we divided those cases up by whose cases they were, sent them out to all the units in the sheriff's department that those cases belonged to and to special victims' bureau, and also to all the independent agencies along with a questionnaire.

cases that have suspect's name that are unadjudicated, cases that were declined for filing, and cases that are adjudicated.what we're also doing with those is since we are looking at a timeframe of completing this study in mid-january-- we have the holidays coming up, some issues there-- but we're looking at this completely done by mid-january.

and we have also sent a letter out to all independent police agencies advising them of the sheriff's new policy in the handling and processing of kits.and i am also going to be attending the january 15th meeting of the los angeles county chiefs of police association where i will again be explaining the new policy to them and answering questions that they have.

when will you complete that survey?earl shields: like i said, we're looking at completing phase three, which is what we're talking about here, middle part of january.

yaroslavsky: i'm not going to take any more time.can we get a status report, say in the fourth meeting of january, whatever date that is?

that would give you more than six weeks.january 13th or the 20th was canceled today.

sup.yaroslavsky: so i move we can put this over to january 27th.

first of all, that we adjourn in memory of officer joseph sanders, the california highway patrol officer who was killed yesterday morning attending to a traffic accident on the eastbound 60 in hacienda heights.officer sanders was a marine veteran who fought in iraq, returned from duty in july 2006, was with c.h.p.

also adjourn in memory of the honorable thomas mayfeld, supervisor and he was chairman of the board of the stanislaus county board of supervisors.he passed away on december 9th after a long illness.

also adjourn in memory of victor evers, a long time resident of lakewood and long beach area, the father of c.e.o.employee vickie evers, who passed away on december 8th at the age of 84.

he is survived by wife, soraya, three children, father and stepmother, three siblings and their spouses.also that we adjourn in memory of julianna huerta, who passed away on december 6th after a five-year battle with breast cancer.

she's survived by her husband of 44 years, james, children christina, james and their spouses.also that we adjourn in memory of john lawrence, fire captain of the city of los angeles who passed away very suddenly on december 14th.

he is survived survived by his sons james and randall, five grandchildren, seven great grandchildren.his wife preceded him in death this past august.

that's just for the extension.if they don't meet the requirements to have all regulatory approvals and permits by 2010, within 15 days, by july 15th, they owe another $250,000.

i am the case planner for hearing item number 71.on december 13th, 2006, the regional planning commission approved a coastal development permit, parking permit and variance to authorize the demolition of an existing 202-unit apartment complex and subsequent construction of a 544-unit complex in the residential five category of the marina del rey specific plan.

on december 13th, 2006, the regional planning commission approved a coastal development permit, parking permit and variance to authorize the demolition of an existing 202-unit apartment complex and subsequent construction of a 544-unit complex in the residential five category of the marina del rey specific plan.the marina strand colony 2 homeowners' association appealed the regional planning commission's decision to your board and on march 27th, 2007 your board denied this appeal.

for off-site transport of cut material.the draft additional environmental analysis was made available to the public on october 4th, 2008.

the final additional environmental analysis addresses the relevant comments made in these letters.an additional letter was received via email on december 11th from rose zoya, counsel to the homeowners' association that originally filed suit against the county.

speaker: i do feel that it would be fair for us to request a continuance.i do have a statement today, but the shores was given from november 25th to december 16th to respond to us.

for the combined public hearing on the reapproval of the shores apartment project r-2005-00234 located at 4201 via marina, marina del rey, i therefore move that the board, one, close the public hearing and certify that the final additional environmental analysis, final additional environmental analysis prepared for the shores project number r-2005-00234 is in compliance with the c.e.q.a.and with the june 2008 written mandate issued by the los angeles county superior court.

and the variance number 2005-00004.and, five, instruct county counsel to prepare the final findings and conditions necessary for these approvals to bring them back on january 27th, 2009 for this board's consideration.

i think the c.e.o.wanted that continued to january 6th, is that correct?

knabe, chair: item number 20, we're going to continue this.but i just want to make a brief comment because i'm asking for it to be continued till the end of january for a couple reasons.

also, i understand first five was approached to increase their funding commitment and they declined.however, i would like to follow-up on this in january when i become chair of first five and explore the issue with them.

however, i would like to follow-up on this in january when i become chair of first five and explore the issue with them.so i would like to just put that on the record but continue this item until the end of january, last meeting in january.

so ordered.continued to the last meeting in january.

yaroslavsky: that's correct.in fact, we should scheduled it before the middle of january, 13th, the last meeting before the inauguration, so we have an opportunity to discuss it and do whatever you want to do with it.

metro board suspends-- 1998 metro board suspends construction of metro red line to east l.a. studies begin to determine a more cost efficient project.in the year 2000, a major investment study considered 47 alternatives to the metro red line to east l.a. not one study, though, because as of january, they're looking for maintenance facilities-- so not one study of the gold line, the east side extension, included any kind of permanent facilities for the gold line.

so the question is you have these tax sites in 1980 and 1990.and according to an article in from the l.a. times from october 30th, each of those raised $686 million in 2007.

thank you.report of action taken in closed
session tuesday, december 16, 2008

agenda item cs-4 was continued to monday, december 22, 2008 at 9:00 a.m.

def train_tagger_on_brown():
    brown_tagged_sents = treebank.tagged_sents()
    return train_tagger(brown_tagged_sents)_____no_output_____brown_tagger = train_tagger_on_brown()_____no_output_____def tokenize_text(corpus):
    sent_tokenizer = nltk.data.load('tokenizers/punkt/english.pickle')
    raw_sents = sent_tokenizer.tokenize(corpus) # Split text into sentences
    return [nltk.word_tokenize(word.lower()) for word in raw_sents]

def create_corpus(f):
    with open(f, 'r',encoding='ISO-8859-1') as text_file:
        new_corpus = text_file.read()
        start = (new_corpus.find("REPORT OF ACTION TAKEN IN CLOSED SESSION")) +85
        end = (new_corpus.rfind('Certified Shorthand Reporter'))-10
        new_corpus = new_corpus[start:end]
        new_corpus= new_corpus.replace("- \n","")
    return new_corpus_____no_output_____mybook_file = '115039_12-16-08.txt'
mybook_sents = tokenize_text(create_corpus(mybook_file))
mybook_sents_____no_output_____def get_mybook(sents, tagger):
    return [tagger.tag(sent) for sent in sents]   _____no_output_____mybook_tags = get_mybook(mybook_sents, brown_tagger)_____no_output_____mybook_tags_____no_output_____#brown_tagger = train_tagger_on_brown()_____no_output_____def V2Vchunker(sentence):
    grammar= r"""
    V2V_CHUNK:
           {<V.*> <TO> <V.*>}
    """
    cp=nltk.RegexpParser(grammar)
    result = cp.parse(sentence)
    return result_____no_output_____from operator import itemgetter

for sent in mybook_tags:
    V2V_tree = V2Vchunker(sent)
    for subtree in V2V_tree.subtrees():
        if subtree.label() == 'V2V_CHUNK':
            print(subtree)_____no_output_____def NP_IN_chunker(sentence):
    grammar= r"""
    NP_IN_CHUNK:
           {<[CDJNP].*>+}

    """
    cp=nltk.RegexpParser(grammar)
    result = cp.parse(sentence)
    return result_____no_output_____for sent in mybook_tags:
    NP_IN_tree = NP_IN_chunker(sent)
    for subtree in NP_IN_tree.subtrees():
        if subtree.label() == 'NP_IN_CHUNK': print(subtree)_____no_output_____proper_nouns=[]
for sent in mybook_tags:
    NP_tree = NPchunker(sent)
    for subtree in NP_tree.subtrees():
        if subtree.label() == 'NP_CHUNK':
            proper_nouns.append(subtree[0][0])_____no_output_____mp_freqdist = FreqDist(proper_nouns)  # compute the frequency distribution
mp_freqdist.most_common(50)  # show the top 20 (word, frequency) pairs_____no_output_____date_pattern = r'''(?x) # set flag to allow verbose regexps
item(s)?
'''
# |(january|february|march|april|may|june|july|august|september|october|november|december) #months
# |^(19|20)\d{2}$ #years between 1900-2099
_____no_output_____import re
sentences_with_agendaitems=[]
for i in range(len(raw_tokenized_sent)):
    if len(re.findall(date_pattern, raw_tokenized_sent[i].strip().lower()))!=0:
        sentences_with_agendaitems.append((raw_tokenized_sent[i]).strip().lower())_____no_output_____for sentence in sentences_with_agendaitems:
    print(sentence+'\n')on item number 13, the chief executive officer requests that this item be continued to january 13th, 2009.

and on item number 60, the interim director of health services requests that the corrective action plan be continued to january 6th, 2009, but the settlement be approved today.

on item 72, as indicated on the supplemental agenda, supervisor ridley-thomas requests that this item be continued without discussion to january 27th, 2009.

clerk sachi hamai: on item 73, as indicated on the supplemental agenda, supervisor ridley-thomas requests that this item be continued without discussion to february 24th, 2009.

he reached the 800 win plateau on september 22nd with a 2-1 victory over seattle.

the numerous community events include he's co chair of the angels care 65 roses golf tournament, the chairman of the heart association heart and soul walk, supports local little leagues throughout the mike scioscia youth baseball clinic make-a-wish foundation, and also, through his leadership, the monrovia boys and girls club raise about 75 percent of their budget each january/february when they do their annual dinner and mike does a phenomenal job as the auctioneer.

you will want to know that they will be featured on the holiday celebration national show on december 17th and december the 24th at 10 p.m. on p.b.s.

in addition, they are performing at the 49th annual holiday celebration at the dorothy chandler pavilion on december the 24th.

and it will air for the first time tomorrow night, december 17th, at 10 p.m. on k.c.e.t.

we are going to recognize their hard work, leadership and dedication to partnering with our department of children and family services to promote positive outcomes for our children in foster care and to help find permanent and loving families through the support of the freddie mack foundation's wednesday child program and fox 11 news, the heart gallery los angeles, and the department's adoption matching events and awareness campaigns.

for many years, the l.a. kings has been a proud sponsor of the freddie mack foundation's wednesday's child program.

special thanks to supervisor antonovich and the other members of the board and welcoming to new supervisor mike ridley- thomas and trish ploehn and d.c.f, and of course, christine devine, and of course, the fox wednesday's child team.

i know some of the others have questions, but i think it might be appropriate, at least what has changed from last tuesday, where it was a million dollars cost, to today where obviously you have a letter saying no costs?

but as i understand, they travel on sunday.

they train on monday.

they work on tuesday all day, 16 hours, as i understand.

and they return on wednesday.

you make certain assumptions about how many people are going to be sick during the course of the year, how many are going to be on vacation during the year, this is january.

the number of employees sick rises in january, as you well know.

molina: i can also assure you that on sunday you have to find some other flight to go there.

there are no flights available to d.c. on sunday.

hopefully back at our january 6th meeting.

along with the assistance of the departments, our legislative advocates and board offices to report back at the board meeting on january 6th with a final list of major projects and initiatives that are most likely to qualify for funding by the federal economic recovery legislation and a legislative strategy to maximize funding for the los angeles county projects."

ridley-thomas: i ask that we adjourn in memory of earl portlock office of father of city attorney staff member, zna houston, who recently passed on november 10 at the age of 82.

and the issue for me, i hope it's for the rest of the board, too, is that we ought to make every effort to determine whether this is in our best interest and not forgo the opportunity to apply for this money and the deadline is january 6th, which is the day we come back after the first of the year.

i appeared before the board on november 12th.

as of the november 12th meeting we had finished phase one, which was to count the kits.

we have now, since november 12th, finished phase 2, which was to determine how many untested kits there were, and that is in the letter that was provided to you, that's 4,727 and we are now in the midst of phase three, which is, what we did was we took all the untested kits, we divided those cases up by whose cases they were, sent them out to all the units in the sheriff's department that those cases belonged to and to special victims' bureau, and also to all the independent agencies along with a questionnaire.

what we're also doing with those is since we are looking at a timeframe of completing this study in mid-january-- we have the holidays coming up, some issues there-- but we're looking at this completely done by mid-january.

and i am also going to be attending the january 15th meeting of the los angeles county chiefs of police association where i will again be explaining the new policy to them and answering questions that they have.

earl shields: like i said, we're looking at completing phase three, which is what we're talking about here, middle part of january.

can we get a status report, say in the fourth meeting of january, whatever date that is?

january 13th or the 20th was canceled today.

yaroslavsky: so i move we can put this over to january 27th.

officer sanders was a marine veteran who fought in iraq, returned from duty in july 2006, was with c.h.p.

he passed away on december 9th after a long illness.

employee vickie evers, who passed away on december 8th at the age of 84.

also that we adjourn in memory of julianna huerta, who passed away on december 6th after a five-year battle with breast cancer.

also that we adjourn in memory of john lawrence, fire captain of the city of los angeles who passed away very suddenly on december 14th.

his wife preceded him in death this past august.

if they don't meet the requirements to have all regulatory approvals and permits by 2010, within 15 days, by july 15th, they owe another $250,000.

on december 13th, 2006, the regional planning commission approved a coastal development permit, parking permit and variance to authorize the demolition of an existing 202-unit apartment complex and subsequent construction of a 544-unit complex in the residential five category of the marina del rey specific plan.

the marina strand colony 2 homeowners' association appealed the regional planning commission's decision to your board and on march 27th, 2007 your board denied this appeal.

the draft additional environmental analysis was made available to the public on october 4th, 2008.

an additional letter was received via email on december 11th from rose zoya, counsel to the homeowners' association that originally filed suit against the county.

i do have a statement today, but the shores was given from november 25th to december 16th to respond to us.

and with the june 2008 written mandate issued by the los angeles county superior court.

and, five, instruct county counsel to prepare the final findings and conditions necessary for these approvals to bring them back on january 27th, 2009 for this board's consideration.

wanted that continued to january 6th, is that correct?

but i just want to make a brief comment because i'm asking for it to be continued till the end of january for a couple reasons.

however, i would like to follow-up on this in january when i become chair of first five and explore the issue with them.

so i would like to just put that on the record but continue this item until the end of january, last meeting in january.

continued to the last meeting in january.

in fact, we should scheduled it before the middle of january, 13th, the last meeting before the inauguration, so we have an opportunity to discuss it and do whatever you want to do with it.

in the year 2000, a major investment study considered 47 alternatives to the metro red line to east l.a. not one study, though, because as of january, they're looking for maintenance facilities-- so not one study of the gold line, the east side extension, included any kind of permanent facilities for the gold line.

and according to an article in from the l.a. times from october 30th, each of those raised $686 million in 2007.

report of action taken in closed
session tuesday, december 16, 2008

agenda item cs-4 was continued to monday, december 22, 2008 at 9:00 a.m.

from gensim.summarization import summarize
_____no_output_____summarize(text,0.005)_____no_output_____text_final = ' '.join(elem for elem in )_____no_output_____summarize(text_final,0.05)
_____no_output_____sortedsummary=[]
for i in range(len(sentences_with_agendaitems)):
    word = "item" +" "+ str(i)
    if word in sentences_with_agendaitems[i].strip().split():
        sortedsummary.append(sentences_with_agendaitems[i])
    _____no_output_____sentences_with_agendaitems[17].strip().split()_____no_output_____print( sortedsummary)[]

</code>