Processing a LexisNexus text export into CSV

In [98]:

    

text = open('data/LexisNexusVapingExample.txt', 'r').read()


    

In [99]:

    

len(text)


    

    
Out[99]:





1973633

In [ ]:

    

import requests     # import the module


    

In [14]:

    

resp = requests.get('https://raw.githubusercontent.com/mbod/intro_python_for_comm/master/data/LexisNexusVapingExample.txt')


    

In [94]:

    

text2=resp.text    # assign content of response to a variable


    

In [95]:

    

text2[:300]   # show first 300 characters


    

    
Out[95]:





'\ufeff\r\n\r\n\r\n\r\nDownload Request: Select Items: 1-500\r\nTime Of Request: Monday, February 22, 2016  12:48:50 EST\r\nSend To:\r\n\r\nMEGADEAL, ACADEMIC UNIVERSE\r\nUNIVERSITY OF PENNSYLVANIA\r\nLIBRARY\r\nPHILADELPHIA, PA\r\n\r\n\r\nTerms: (vaping)\r\n\r\n\r\nSource: Company Profiles and Directories;US Law Reviews and Journals,\r\nCo'

In [96]:

    

print(text2[:300])   # use print to see formatting (spacing and newlines etc.)


    

    








Download Request: Select Items: 1-500
Time Of Request: Monday, February 22, 2016  12:48:50 EST
Send To:

MEGADEAL, ACADEMIC UNIVERSE
UNIVERSITY OF PENNSYLVANIA
LIBRARY
PHILADELPHIA, PA


Terms: (vaping)


Source: Company Profiles and Directories;US Law Reviews and Journals,
Co

In [10]:

    

print(text[0:20000])


    

    








Download Request: Select Items: 1-500
Time Of Request: Monday, February 22, 2016  12:48:50 EST
Send To:

MEGADEAL, ACADEMIC UNIVERSE
UNIVERSITY OF PENNSYLVANIA
LIBRARY
PHILADELPHIA, PA


Terms: (vaping)


Source: Company Profiles and Directories;US Law Reviews and Journals,
Combined;Federal & State Court Cases - After 1944, Combined;Newspaper Stories,
Combined Papers
Combined Source: Company Profiles and Directories;US Law Reviews and Journals,
Combined;Federal & State Court Cases - After 1944, Combined;Newspaper Stories,
Combined Papers
Project ID:



                              1 of 1000 DOCUMENTS


                          New Straits Times (Malaysia)

                            November 1, 2015 Sunday

Regulation for sake of health, safety

BYLINE: Koi Kye Lee; Tharanya Arumugam; Rahmat Khairulijal

SECTION: Pg. 5

LENGTH: 683 words


KUALA LUMPUR: MANUFACTURERS and sellers of vaping devices will be subjected to a
major shift in the way they market their gadgets and accompanying odds and ends.

As the authorities work together to address concerns related to the
rapidly-growing trend of vaping, those in the business are looking at being
subjected to a systematic mechanism that will serve to safeguard public safety
and health.

The Domestic Trade, Cooperatives and Consumerism Ministry told the New Sunday
Times that in looking at regulating the industry, those in the business could
soon be allowed to only sell devices that were certified and approved by the
Department of Standards Malaysia (Sirim-approved).

Its secretary-general, Datuk Seri Alias Ahmad, said there was a need to regulate
the prices of vaping devices and e-liquids to protect consumers.

He said the ministry was working with the Health Ministry and would engage
stakeholders to ensure that all areas in the regulation of vaping were covered.

"Give us enough time to study the important aspects (concerning vaping),
including legal and health issues, as well as the impact that the trend has on
society (before decisions are finalised)."

The Health Ministry is already looking at tangible measures to be put in place
to regulate vaping.

Vapers in the country, whose numbers rank second only to the United States, may
have to fork out more, as the ministry is looking at extending the sin tax
imposed on cigarettes to vaping devices and e-liquids.

The proposed change in the industry is on top of other new regulatory measures
likely to be introduced, including import control.

The spirit behind this, said the ministry, was to discourage the habit.

Health Minister Datuk Seri Dr S. Subramaniam told the New Straits Times on
Friday that he was looking at imposing a minimum age requirement for those
buying and using vaping devices.

Another measure would be to make it compulsory for the ingredients in e-liquids
to be listed on the labels.

As the rules to govern vaping continue to snowball, he said, the ministry would
likely limit the places where vaping was allowed, similar to the way it had
prohibited cigarette smoking in areas gazetted as non-smoking zones.

He said this was important to protect non-vapers from the potential health risks
that vaping could pose.

He said the ministry was worried by the speed with which the vaping trend had
picked up in the country.

"The estimate is that there are one million vapers in the country.

"Vaping is now unregulated, (and) we can't allow it. We are coming up with
regulations that will control vaping-related activities as soon as possible.

"We've been studying them (regulations) for some time now, and we will start
soon. We've got enough power to act."

Dr Subramaniam said he hoped vapers would consider the fact that vaping had not
been scientifically proven safe, and would cease from the habit until the
ministry and experts concluded research on the health risks not only to those
who vaped, but also "passive vapers".

He said it was important to realise that vaping was a relatively new trend, and
although there was insufficient evidence to conclusively prove the dangers of
vaping devices, experts had warned that the health risks from vaping might
manifest over the long term.

He said while there might be different schools of thought on the matter,
including one that suggested vaping was a safer option to smoking cigarettes
because of the lower nicotine content, it could take up to 20 years to gather
evidence.

"There's no hard evidence at present (to suggest vaping is safe). We have little
information on it.

"Why pick up something that may be bad?

"My advice to all smokers, whether cigarettes, shisha, cigars, pipes or
e-cigarettes - choose to stay healthy."

Rural and Regional Development Minister Datuk Seri Ismail Sabri Yaakob, who
opposes the ban on vaping, said he concurred with the need for regulation, and
to ensure that the use of nicotine and other chemicals in e-liquids was safe.

He said the government should also focus on reducing the number of smokers.
Additional reporting by Rahmat Khairulijal

( END )

LOAD-DATE: November 1, 2015

LANGUAGE: ENGLISH

PUBLICATION-TYPE: Newspaper


            Copyright 2015 New Straits Times Press (Malaysia) Berhad
                              All Rights Reserved


                              2 of 1000 DOCUMENTS


                         Spokesman Review (Spokane, WA)

                           December 29, 2015 Tuesday
                                  Main Edition

CLOUDY FUTURE FOR VAPING Health district pushes to restrict e-cigarette use in
public places

BYLINE: Becky Kramer beckyk@spokesman.com, (208) 765-7122

SECTION: A; Pg. 001

LENGTH: 1035 words


At Smokin' Legal Vaperz, Alex Overman can try out more than 260 juice flavors
for his electronic vaping device.

His current favorite is lime cheesecake.

"Instead of stinking like cigarettes, I smell like limes," said Overman, a
former smoker and a customer at the North Division Street store, who credits
e-cigarettes for helping him kick a three-pack-a-day habit.

Managers at the Smokin' Legal Vaperz say most of their clients are former
smokers who've turned to vaping as a healthier alternative to cigarettes.

But the store's ability to demonstrate the use of vaping devices - and allow
customers to test flavors - could be prohibited under new Spokane Regional
Health District regulations.

The proposal is part of the health district's effort to extend prohibitions on
smoking in public places to vaping devices. Anywhere that smoking is forbidden,
vaping would be forbidden, too, said Paige McGowan, the health district's
coordinator of tobacco, electronic cigarettes and marijuana prevention.

That means no vaping in indoor public spaces or at worksites, even for vaping
retailers.

About a half-dozen Washington counties - including King and Snohomish - have
adopted similar rules, and others are considering them. McGowan said counties
are acting on concerns about the health effects of nicotine delivery in an
aerosol form, including vaping's allure to teenagers. Federal studies show that
teens who have never smoked or used other tobacco products are taking up vaping.

"We don't know the long-term impacts of breathing in this type of aerosol,"
McGowan said. "We don't know what bystanders are being exposed to."

But the mosaic of regulations being adopted by counties concerns the nonprofit
Washington Vape Association, which would prefer to see the state create uniform
rules.

"We think it's far more sensible, productive and logical if there is statewide
legislation," said Joe Baba, the association's chairman and co-founder. "We're
urging caution and patience to the counties, to see what the 2016 legislative
session produces."

Last year, the Washington Legislature considered licensing requirements for
vaping retailers, but the proposal didn't become law.

Baba said most association members support restrictions on vaping in indoor
public places, with exceptions for vaping stores open to individuals 18 and
older. Currently, tobacco products can only be sold to people 18 and older, but
state regulations don't prohibit younger teens from visiting vaping stores.

"We believe in educating (adult) customers that come into the store on how to
use vaping devices properly ... and offering a variety of flavor choices so they
can find the one that will help them quit smoking," said Baba, who is the
co-owner of Vaporland stores in Snohomish County and of Twilight Vapor, a
marketing company.

McGowan, of the Spokane Regional Health District, said she hasn't seen any
pending state legislation that restricts vaping in public places, but if the
state adopts rules, they would take precedence over the county's actions.

At Smokin' Legal Vaperz's three stores in Spokane County, access is already
restricted to people 18 and older, said Luke Patterson, an employee.

A few of the customers are what Patterson calls "hobbyists," who enjoy the art
of blowing vapor. But most are former smokers who are gradually reducing the
nicotine content in the liquid solution used in vaping devices, he said.

"We ask what brand they're smoking, and how many cigarettes per day," he said.
"That allows us to match their nicotine levels. In most cases, we're reluctant
to sell to people who are just starting."

But vaping's effectiveness for smoking cessation remains a matter of scientific
inquiry and debate. And the jury is still out on the long-term health impacts of
vaping.

McGowan cites U.S. Food and Drug Administration studies that found heavy metals,
formaldehyde and other cancer-causing agents in the inhaled vapor. An article on
the Seattle-King County Public Health Department's website also said  exhaled
vapor exposes bystanders to nicotine, which is highly addictive.

Patterson cites competing studies, which said the research results can be skewed
by use of a mechanical inhaler, which amplifies what people would breathe into
their lungs.

Overman, 23, the Smokin' Legal Vaperz customer, said he's convinced  vaping
helped him quit smoking, a habit he started at 16.

"After the first month, I could take a walk without wheezing," he said. "I don't
get colds anymore, and I can actually go to the gym and work out."

During the two years he's been vaping, Overman said he's reduced the amount of
nicotine in his e-cigarettes from 24 milligrams to 3 milligrams per milliliter.
His eventual goal is to be nicotine-free.

When he's visiting family in Spokane, Overman frequently visits the store on
North Division. He enjoys hanging out, testing products and talking to the
staff. In Everett, where he  lives, Snohomish County's health department
recently put restrictions on vaping stores.

Only one employee can demonstrate vaping products at a time. The stores must
have ventilation equipment, and only five seats are allowed at the testing
counter. Health officials don't want stores to create a "vaping lounge"
atmosphere, where customers are encouraged to linger, said Heather Thomas, a
spokeswoman for the Snohomish County health department.

The rules, adopted in early December, have changed the experience of being in a
vaping store in Snohomish County, Overman said.

"They can't have couches or TVs," he said of retailers. And after about 30
minutes, customers are encouraged to move on, Overman said.

2 SIDEBARS:

VAPING BAN COMMENT PERIOD OPEN

Spokane Regional Health District will accept comments through Feb. 5 on a
proposal to ban vaping in indoor public places and worksites. Comments can be
sent to sipp@srhd.org The health district's board will conduct a public hearing
at its regularly scheduled meeting at 12:30 p.m. Feb. 25, at the district
offices, 1101 W. College Ave.

IDAHO

In Idaho, vaping is not regulated under the state's clean indoor air law, but
business owners can prohibit vaping in their establishments if they choose,
according to the Idaho Department of Health and Welfare.

LOAD-DATE: December 31, 2015

LANGUAGE: ENGLISH

PUBLICATION-TYPE: Newspaper


                    Copyright 2015 Spokane Spokesman-Review


                              3 of 1000 DOCUMENTS


                         Spokesman Review (Spokane, WA)

                          December 30, 2015 Wednesday
                                  Main Edition

VAPING TREND WORTH ATTENTION

SECTION: A; Pg. 011

LENGTH: 520 words


EDITORIAL

Vaping, like smoking, should be regulated and taxed.

A proposed resolution by the Spokane Regional Health District would bring vaping
under the Smoking in Public Places law that has controlled tobacco use in
Washington for a decade. The SIPP law has significantly curtailed tobacco use,
and with it the incidence of diseases such as asthma.

Smoking among high school sophomores has dropped by almost one-half in
Washington, although less in Spokane County.

But many who have taken messages about tobacco's dangers to heart have turned to
vaping as an alternative. Vaping heats - rather than  burns - synthetic
flavoring using electronic devices like e-cigarettes or hand-held canisters that
act like miniature hookahs.

So far, the dangers of vaping are not fully understood, but the U.S. Food and
Drug Administration warns that inhaling does introduce toxins like formaldehyde
into the body, just as smoking does. The vapor also includes nicotine, the
addictive ingredient  in cigarettes.

Vaping supporters say the ability to control the amount of nicotine in vapor has
been a selling point: Smokers can switch to vaping and gradually dial down the
nicotine they need.

But the presence of nicotine in exhaled vapor still exposes the public to health
risks; to what degree is not clear.

Health district officials fear vaping could "renormalize" tobacco use and its
social acceptance after years of alerting the public to its dangers. In 2014, 23
percent of high school seniors said they had vaped within the last 30 days.

To discourage that trend, the health district is following an example set by
other Washington counties that have already applied SIPP to vaping. Snohomish
and Pierce counties allow vaping where the products are sold but limit consumer
sampling: There are hundreds of different vaping devices and flavors.

King County does not allow vaping  indoors - the same ban SIPP imposes on
tobacco products. That is the standard proposed in Spokane.

The district notes consumers are not allowed to sample tobacco or marijuana in
the store, which is true. But the use of both has been around for hundreds of
years. To use, you just set it on fire.

Some accommodation for limited use on store premises might be reasonable as long
as anyone younger  than 18 is excluded, ventilation isolates the store from
adjacent businesses and testing like that done on marijuana products is
required.

Meanwhile, the industry plans to reintroduce legislation next year that will
bring uniformity to vaping regulation statewide.

If that uniformity is advisable, or even it it isn't, a deal should include the
application of some additional tax to vaping products now subject only to sales
tax. Legislation that stalled this year would have imposed a tax of 95 percent,
which nevertheless would have kept the cost of vaping below that of tobacco,
according to its sponsor.

Taxation that high would snuff out many small businesses selling a product
almost certainly less dangerous than the alternative: smoking.

Vaping has its place. We should know where, and at what cost, by spring.

TYPE: Column, Commentary, Editorial

LOAD-DATE: January 1, 2016

LANGUAGE: ENGLISH

PUBLICATION-TYPE: Newspaper


                    Copyright 2015 Spokane Spokesman-Review


                              4 of 1000 DOCUMENTS


                        The York Dispatch (Pennsylvania)

                             April 13, 2015 Monday

Research on vaping starts to clear smoke on possible health effects

BYLINE: By MOLLIE DURKIN 505-5432/@ydhealth

SECTION: NEWS

LENGTH: 1089 words


Ready to quit? Find resources below

Chelsey Bowles said she doesn't stink anymore.

"Not smelling like an ashtray is nice, definitely," the Hanover resident said.

Bowles said she no longer coughs in the mornings, her taste buds are back, she
can smell again, and walking up stairs is no big deal.

That's the difference, she said, between smoking cigarettes and vaping.

At SS Vape in Manchester Township, 19-year-old Bowles said she was smoking about
a pack a day before completely making the switch in December.

Bowles is part of the exploding popularity of vaping, or using a smokeless
"cigarette" that, when inhaled, electronically delivers flavored liquid with
varying levels of nicotine. She started with 24 mg, and now she's down to 3 mg
per bottle of vaping liquid.

Success: Officials are pushing for more regulation as the debate rages on over
vaping's possible health effects and role as a smoking-cessation tool. Gov. Tom
Wolf has proposed a 40 percent wholesale tax on vaping devices.

"I have an issue with that, because he's trying to lump us in with tobacco,"
Bobby Allen said. "This isn't tobacco."

A smoker since he was 11 years old, Allen said that in September he went from
more than two packs a day to nonsmoker in just two days of vaping.

Allen, 38, of York City said he uses only 0 to 3 mg of nicotine but "jumped into
the hobby aspect"   he makes his own coils, allowing him to get a bigger hit
with more flavor and a bigger cloud.

Drew Klinedinst, 30, of York City said he was a smoker for 15 years before
vaping for the first time last October.

"I did this for three days, and I couldn't stand cigarettes," he said, noting
that he uses 3 to 6 mg of nicotine.

Education: Marie Drawbaugh, a tobacco cessation specialist for York Hospital,
said she doesn't recommend vaping as a method of quitting cigarettes; she
suggests evidence-based methods for her clients.

If smokers do want to quit with vaping, they should "do their homework and
understand what they're getting," she said.

"We don't even know what's gonna happen in the long term," Drawbaugh said of the
possible health effects. "Twenty years from now, we'll see."

Drawbaugh said maybe 20 percent of her clientele has tried vaping, but younger
clients are more likely to make the switch   older smokers say it doesn't feel
the same.

"They'll try them, but many of them say, 'No, that's not what I want,'" she
said.

If a smoker wants to switch, it's important to avoid using combustible
cigarettes and a vaping device simultaneously, Drawbaugh said.

"My concern is the people who go back and forth all day long, because who knows
how much nicotine they're getting then?" she said.

For Karen Rizzo, president of the Pennsylvania Medical Society, successful
bridging from smoking to vaping is a welcomed, positive outcome.

"This concept is an option to talk about with patients that are trying, are
motivated to quit," she said. "That's where the usefulness of this product, in
my mind, is."

Unregulated: Nicotine is "a very serious addiction that's not given credit for
how binding it is," said Pam Miller, a tobacco cessation specialist for Memorial
Hospital.

And with thousands of liquids and more than 400 unregulated brands of vaping
devices on the market, "we don't know exactly how much people are getting," she
said.

Miller said she focuses on intent when her clients take up vaping: If they want
to try it for harm reduction, "I think there could be value in that person
making a behavior change."

She said she's seeing a lot of people making the switch with the thought that
vaping is smokeless and free of carbon monoxide   but transitions from vaping to
smoking nothing are rare.

"I have talked to people who have completely switched from combustible products
to e-cigarettes, but I haven't talked to people who've gone from there," Miller
said.

Using both products "sort of perpetuates the habit and addiction," she said.
Some clients, for example, will go from smoking two packs a day to one   but
vape for the rest of the day, she said.

Miller said she's hoping the FDA puts some final regulations on

In [18]:

    

chunks = text.split('of 1000 DOCUMENTS')


    

In [123]:

    

len(chunks)    # see how many chunks this produces


    

    
Out[123]:





500

In [23]:

    

docs = chunks[1:]


    

In [125]:

    

alist = [1,2,3,4,5]
slist = ['a','b','c','d']

for item in alist:
    print(item)
    
for item in slist:
    print('The current item is:',item)


    

    




1
2
3
4
5
The current item is: a
The current item is: b
The current item is: c
The current item is: d

In [127]:

    

for idx in range(0,len(alist)):
    print('Index', idx, 'is item:', alist[idx])


    

    




Index 0 is item: 1
Index 1 is item: 2
Index 2 is item: 3
Index 3 is item: 4
Index 4 is item: 5

In [128]:

    

list(enumerate(slist))


    

    
Out[128]:





[(0, 'a'), (1, 'b'), (2, 'c'), (3, 'd')]

In [132]:

    

result = list(enumerate(slist))
result[0]


    

    
Out[132]:





(0, 'a')

In [35]:

    

for idx, item in enumerate(slist):
    print(idx, item)


    

    




0 a
1 b
2 c
3 d

In [133]:

    

for idx, doc in enumerate(docs):
    print('Document', idx, 'has ( END )?', doc.count('( END )') > 0)


    

    




Document 0 has ( END )? True
Document 1 has ( END )? False
Document 2 has ( END )? False
Document 3 has ( END )? False
Document 4 has ( END )? False
Document 5 has ( END )? True
Document 6 has ( END )? True
Document 7 has ( END )? False
Document 8 has ( END )? False
Document 9 has ( END )? True
Document 10 has ( END )? True
Document 11 has ( END )? False
Document 12 has ( END )? False
Document 13 has ( END )? False
Document 14 has ( END )? False
Document 15 has ( END )? False
Document 16 has ( END )? True
Document 17 has ( END )? False
Document 18 has ( END )? False
Document 19 has ( END )? False
Document 20 has ( END )? False
Document 21 has ( END )? True
Document 22 has ( END )? False
Document 23 has ( END )? False
Document 24 has ( END )? False
Document 25 has ( END )? True
Document 26 has ( END )? False
Document 27 has ( END )? False
Document 28 has ( END )? False
Document 29 has ( END )? False
Document 30 has ( END )? False
Document 31 has ( END )? True
Document 32 has ( END )? False
Document 33 has ( END )? False
Document 34 has ( END )? True
Document 35 has ( END )? False
Document 36 has ( END )? False
Document 37 has ( END )? False
Document 38 has ( END )? True
Document 39 has ( END )? False
Document 40 has ( END )? False
Document 41 has ( END )? True
Document 42 has ( END )? False
Document 43 has ( END )? False
Document 44 has ( END )? True
Document 45 has ( END )? False
Document 46 has ( END )? False
Document 47 has ( END )? False
Document 48 has ( END )? False
Document 49 has ( END )? False
Document 50 has ( END )? False
Document 51 has ( END )? False
Document 52 has ( END )? False
Document 53 has ( END )? False
Document 54 has ( END )? False
Document 55 has ( END )? False
Document 56 has ( END )? True
Document 57 has ( END )? False
Document 58 has ( END )? True
Document 59 has ( END )? False
Document 60 has ( END )? False
Document 61 has ( END )? False
Document 62 has ( END )? False
Document 63 has ( END )? False
Document 64 has ( END )? True
Document 65 has ( END )? False
Document 66 has ( END )? False
Document 67 has ( END )? True
Document 68 has ( END )? False
Document 69 has ( END )? False
Document 70 has ( END )? True
Document 71 has ( END )? False
Document 72 has ( END )? False
Document 73 has ( END )? False
Document 74 has ( END )? False
Document 75 has ( END )? False
Document 76 has ( END )? False
Document 77 has ( END )? False
Document 78 has ( END )? False
Document 79 has ( END )? False
Document 80 has ( END )? False
Document 81 has ( END )? False
Document 82 has ( END )? False
Document 83 has ( END )? False
Document 84 has ( END )? True
Document 85 has ( END )? True
Document 86 has ( END )? False
Document 87 has ( END )? False
Document 88 has ( END )? False
Document 89 has ( END )? False
Document 90 has ( END )? False
Document 91 has ( END )? False
Document 92 has ( END )? False
Document 93 has ( END )? True
Document 94 has ( END )? False
Document 95 has ( END )? False
Document 96 has ( END )? False
Document 97 has ( END )? False
Document 98 has ( END )? False
Document 99 has ( END )? False
Document 100 has ( END )? False
Document 101 has ( END )? False
Document 102 has ( END )? False
Document 103 has ( END )? False
Document 104 has ( END )? False
Document 105 has ( END )? False
Document 106 has ( END )? True
Document 107 has ( END )? False
Document 108 has ( END )? False
Document 109 has ( END )? False
Document 110 has ( END )? False
Document 111 has ( END )? False
Document 112 has ( END )? False
Document 113 has ( END )? False
Document 114 has ( END )? True
Document 115 has ( END )? False
Document 116 has ( END )? False
Document 117 has ( END )? False
Document 118 has ( END )? False
Document 119 has ( END )? False
Document 120 has ( END )? False
Document 121 has ( END )? False
Document 122 has ( END )? True
Document 123 has ( END )? False
Document 124 has ( END )? False
Document 125 has ( END )? False
Document 126 has ( END )? False
Document 127 has ( END )? False
Document 128 has ( END )? False
Document 129 has ( END )? True
Document 130 has ( END )? False
Document 131 has ( END )? False
Document 132 has ( END )? False
Document 133 has ( END )? False
Document 134 has ( END )? False
Document 135 has ( END )? False
Document 136 has ( END )? True
Document 137 has ( END )? False
Document 138 has ( END )? False
Document 139 has ( END )? False
Document 140 has ( END )? False
Document 141 has ( END )? False
Document 142 has ( END )? False
Document 143 has ( END )? False
Document 144 has ( END )? False
Document 145 has ( END )? False
Document 146 has ( END )? False
Document 147 has ( END )? False
Document 148 has ( END )? False
Document 149 has ( END )? True
Document 150 has ( END )? False
Document 151 has ( END )? False
Document 152 has ( END )? False
Document 153 has ( END )? False
Document 154 has ( END )? False
Document 155 has ( END )? False
Document 156 has ( END )? False
Document 157 has ( END )? False
Document 158 has ( END )? False
Document 159 has ( END )? False
Document 160 has ( END )? False
Document 161 has ( END )? False
Document 162 has ( END )? False
Document 163 has ( END )? False
Document 164 has ( END )? True
Document 165 has ( END )? False
Document 166 has ( END )? False
Document 167 has ( END )? False
Document 168 has ( END )? False
Document 169 has ( END )? False
Document 170 has ( END )? False
Document 171 has ( END )? False
Document 172 has ( END )? False
Document 173 has ( END )? False
Document 174 has ( END )? False
Document 175 has ( END )? False
Document 176 has ( END )? False
Document 177 has ( END )? False
Document 178 has ( END )? False
Document 179 has ( END )? False
Document 180 has ( END )? False
Document 181 has ( END )? False
Document 182 has ( END )? False
Document 183 has ( END )? False
Document 184 has ( END )? False
Document 185 has ( END )? False
Document 186 has ( END )? False
Document 187 has ( END )? False
Document 188 has ( END )? False
Document 189 has ( END )? False
Document 190 has ( END )? False
Document 191 has ( END )? False
Document 192 has ( END )? True
Document 193 has ( END )? False
Document 194 has ( END )? False
Document 195 has ( END )? False
Document 196 has ( END )? False
Document 197 has ( END )? False
Document 198 has ( END )? False
Document 199 has ( END )? False
Document 200 has ( END )? False
Document 201 has ( END )? False
Document 202 has ( END )? False
Document 203 has ( END )? False
Document 204 has ( END )? False
Document 205 has ( END )? False
Document 206 has ( END )? False
Document 207 has ( END )? False
Document 208 has ( END )? False
Document 209 has ( END )? False
Document 210 has ( END )? False
Document 211 has ( END )? False
Document 212 has ( END )? False
Document 213 has ( END )? False
Document 214 has ( END )? False
Document 215 has ( END )? False
Document 216 has ( END )? False
Document 217 has ( END )? False
Document 218 has ( END )? False
Document 219 has ( END )? False
Document 220 has ( END )? False
Document 221 has ( END )? False
Document 222 has ( END )? False
Document 223 has ( END )? False
Document 224 has ( END )? False
Document 225 has ( END )? False
Document 226 has ( END )? False
Document 227 has ( END )? False
Document 228 has ( END )? False
Document 229 has ( END )? False
Document 230 has ( END )? False
Document 231 has ( END )? False
Document 232 has ( END )? False
Document 233 has ( END )? False
Document 234 has ( END )? False
Document 235 has ( END )? False
Document 236 has ( END )? False
Document 237 has ( END )? False
Document 238 has ( END )? False
Document 239 has ( END )? False
Document 240 has ( END )? False
Document 241 has ( END )? False
Document 242 has ( END )? False
Document 243 has ( END )? True
Document 244 has ( END )? False
Document 245 has ( END )? False
Document 246 has ( END )? False
Document 247 has ( END )? False
Document 248 has ( END )? False
Document 249 has ( END )? True
Document 250 has ( END )? False
Document 251 has ( END )? False
Document 252 has ( END )? False
Document 253 has ( END )? False
Document 254 has ( END )? False
Document 255 has ( END )? False
Document 256 has ( END )? False
Document 257 has ( END )? False
Document 258 has ( END )? False
Document 259 has ( END )? False
Document 260 has ( END )? False
Document 261 has ( END )? False
Document 262 has ( END )? False
Document 263 has ( END )? False
Document 264 has ( END )? False
Document 265 has ( END )? False
Document 266 has ( END )? False
Document 267 has ( END )? False
Document 268 has ( END )? False
Document 269 has ( END )? False
Document 270 has ( END )? False
Document 271 has ( END )? False
Document 272 has ( END )? False
Document 273 has ( END )? False
Document 274 has ( END )? False
Document 275 has ( END )? False
Document 276 has ( END )? False
Document 277 has ( END )? False
Document 278 has ( END )? False
Document 279 has ( END )? False
Document 280 has ( END )? False
Document 281 has ( END )? False
Document 282 has ( END )? False
Document 283 has ( END )? False
Document 284 has ( END )? False
Document 285 has ( END )? False
Document 286 has ( END )? False
Document 287 has ( END )? False
Document 288 has ( END )? False
Document 289 has ( END )? False
Document 290 has ( END )? False
Document 291 has ( END )? False
Document 292 has ( END )? False
Document 293 has ( END )? False
Document 294 has ( END )? False
Document 295 has ( END )? False
Document 296 has ( END )? False
Document 297 has ( END )? False
Document 298 has ( END )? True
Document 299 has ( END )? False
Document 300 has ( END )? True
Document 301 has ( END )? False
Document 302 has ( END )? False
Document 303 has ( END )? False
Document 304 has ( END )? False
Document 305 has ( END )? False
Document 306 has ( END )? False
Document 307 has ( END )? False
Document 308 has ( END )? False
Document 309 has ( END )? False
Document 310 has ( END )? False
Document 311 has ( END )? False
Document 312 has ( END )? False
Document 313 has ( END )? False
Document 314 has ( END )? False
Document 315 has ( END )? False
Document 316 has ( END )? False
Document 317 has ( END )? False
Document 318 has ( END )? False
Document 319 has ( END )? False
Document 320 has ( END )? False
Document 321 has ( END )? False
Document 322 has ( END )? False
Document 323 has ( END )? False
Document 324 has ( END )? False
Document 325 has ( END )? False
Document 326 has ( END )? False
Document 327 has ( END )? False
Document 328 has ( END )? False
Document 329 has ( END )? False
Document 330 has ( END )? False
Document 331 has ( END )? False
Document 332 has ( END )? False
Document 333 has ( END )? False
Document 334 has ( END )? False
Document 335 has ( END )? True
Document 336 has ( END )? False
Document 337 has ( END )? False
Document 338 has ( END )? False
Document 339 has ( END )? False
Document 340 has ( END )? False
Document 341 has ( END )? False
Document 342 has ( END )? False
Document 343 has ( END )? False
Document 344 has ( END )? False
Document 345 has ( END )? False
Document 346 has ( END )? False
Document 347 has ( END )? False
Document 348 has ( END )? False
Document 349 has ( END )? False
Document 350 has ( END )? True
Document 351 has ( END )? False
Document 352 has ( END )? False
Document 353 has ( END )? False
Document 354 has ( END )? True
Document 355 has ( END )? False
Document 356 has ( END )? False
Document 357 has ( END )? False
Document 358 has ( END )? False
Document 359 has ( END )? False
Document 360 has ( END )? False
Document 361 has ( END )? False
Document 362 has ( END )? False
Document 363 has ( END )? False
Document 364 has ( END )? False
Document 365 has ( END )? False
Document 366 has ( END )? False
Document 367 has ( END )? False
Document 368 has ( END )? False
Document 369 has ( END )? False
Document 370 has ( END )? False
Document 371 has ( END )? False
Document 372 has ( END )? False
Document 373 has ( END )? False
Document 374 has ( END )? False
Document 375 has ( END )? False
Document 376 has ( END )? False
Document 377 has ( END )? False
Document 378 has ( END )? False
Document 379 has ( END )? False
Document 380 has ( END )? False
Document 381 has ( END )? False
Document 382 has ( END )? False
Document 383 has ( END )? False
Document 384 has ( END )? False
Document 385 has ( END )? False
Document 386 has ( END )? False
Document 387 has ( END )? False
Document 388 has ( END )? False
Document 389 has ( END )? False
Document 390 has ( END )? False
Document 391 has ( END )? True
Document 392 has ( END )? False
Document 393 has ( END )? False
Document 394 has ( END )? False
Document 395 has ( END )? False
Document 396 has ( END )? False
Document 397 has ( END )? False
Document 398 has ( END )? False
Document 399 has ( END )? False
Document 400 has ( END )? False
Document 401 has ( END )? False
Document 402 has ( END )? False
Document 403 has ( END )? False
Document 404 has ( END )? False
Document 405 has ( END )? False
Document 406 has ( END )? False
Document 407 has ( END )? False
Document 408 has ( END )? True
Document 409 has ( END )? False
Document 410 has ( END )? False
Document 411 has ( END )? False
Document 412 has ( END )? False
Document 413 has ( END )? False
Document 414 has ( END )? False
Document 415 has ( END )? False
Document 416 has ( END )? False
Document 417 has ( END )? False
Document 418 has ( END )? False
Document 419 has ( END )? False
Document 420 has ( END )? False
Document 421 has ( END )? False
Document 422 has ( END )? False
Document 423 has ( END )? False
Document 424 has ( END )? False
Document 425 has ( END )? False
Document 426 has ( END )? False
Document 427 has ( END )? True
Document 428 has ( END )? False
Document 429 has ( END )? False
Document 430 has ( END )? False
Document 431 has ( END )? False
Document 432 has ( END )? False
Document 433 has ( END )? True
Document 434 has ( END )? False
Document 435 has ( END )? False
Document 436 has ( END )? False
Document 437 has ( END )? False
Document 438 has ( END )? False
Document 439 has ( END )? False
Document 440 has ( END )? False
Document 441 has ( END )? False
Document 442 has ( END )? False
Document 443 has ( END )? False
Document 444 has ( END )? False
Document 445 has ( END )? False
Document 446 has ( END )? False
Document 447 has ( END )? False
Document 448 has ( END )? False
Document 449 has ( END )? False
Document 450 has ( END )? False
Document 451 has ( END )? False
Document 452 has ( END )? False
Document 453 has ( END )? False
Document 454 has ( END )? False
Document 455 has ( END )? False
Document 456 has ( END )? False
Document 457 has ( END )? False
Document 458 has ( END )? False
Document 459 has ( END )? False
Document 460 has ( END )? False
Document 461 has ( END )? True
Document 462 has ( END )? False
Document 463 has ( END )? False
Document 464 has ( END )? False
Document 465 has ( END )? False
Document 466 has ( END )? False
Document 467 has ( END )? False
Document 468 has ( END )? True
Document 469 has ( END )? False
Document 470 has ( END )? False
Document 471 has ( END )? False
Document 472 has ( END )? False
Document 473 has ( END )? False
Document 474 has ( END )? True
Document 475 has ( END )? False
Document 476 has ( END )? False
Document 477 has ( END )? False
Document 478 has ( END )? False
Document 479 has ( END )? False
Document 480 has ( END )? False
Document 481 has ( END )? False
Document 482 has ( END )? False
Document 483 has ( END )? False
Document 484 has ( END )? False
Document 485 has ( END )? False
Document 486 has ( END )? False
Document 487 has ( END )? False
Document 488 has ( END )? False
Document 489 has ( END )? False
Document 490 has ( END )? False
Document 491 has ( END )? False
Document 492 has ( END )? False
Document 493 has ( END )? False
Document 494 has ( END )? False
Document 495 has ( END )? False
Document 496 has ( END )? False
Document 497 has ( END )? False
Document 498 has ( END )? False

In [40]:

    

for idx, doc in enumerate(docs):
    print('Document', idx, 'has LOAD-DATE?', doc.count('LOAD-DATE:') > 0)


    

    




Document 0 has LOAD-DATE? True
Document 1 has LOAD-DATE? True
Document 2 has LOAD-DATE? True
Document 3 has LOAD-DATE? True
Document 4 has LOAD-DATE? True
Document 5 has LOAD-DATE? True
Document 6 has LOAD-DATE? True
Document 7 has LOAD-DATE? True
Document 8 has LOAD-DATE? True
Document 9 has LOAD-DATE? True
Document 10 has LOAD-DATE? True
Document 11 has LOAD-DATE? True
Document 12 has LOAD-DATE? True
Document 13 has LOAD-DATE? True
Document 14 has LOAD-DATE? True
Document 15 has LOAD-DATE? True
Document 16 has LOAD-DATE? True
Document 17 has LOAD-DATE? True
Document 18 has LOAD-DATE? True
Document 19 has LOAD-DATE? True
Document 20 has LOAD-DATE? True
Document 21 has LOAD-DATE? True
Document 22 has LOAD-DATE? True
Document 23 has LOAD-DATE? True
Document 24 has LOAD-DATE? True
Document 25 has LOAD-DATE? True
Document 26 has LOAD-DATE? True
Document 27 has LOAD-DATE? True
Document 28 has LOAD-DATE? True
Document 29 has LOAD-DATE? True
Document 30 has LOAD-DATE? True
Document 31 has LOAD-DATE? True
Document 32 has LOAD-DATE? True
Document 33 has LOAD-DATE? True
Document 34 has LOAD-DATE? True
Document 35 has LOAD-DATE? True
Document 36 has LOAD-DATE? True
Document 37 has LOAD-DATE? True
Document 38 has LOAD-DATE? True
Document 39 has LOAD-DATE? True
Document 40 has LOAD-DATE? True
Document 41 has LOAD-DATE? True
Document 42 has LOAD-DATE? True
Document 43 has LOAD-DATE? True
Document 44 has LOAD-DATE? True
Document 45 has LOAD-DATE? True
Document 46 has LOAD-DATE? True
Document 47 has LOAD-DATE? True
Document 48 has LOAD-DATE? True
Document 49 has LOAD-DATE? True
Document 50 has LOAD-DATE? True
Document 51 has LOAD-DATE? True
Document 52 has LOAD-DATE? True
Document 53 has LOAD-DATE? True
Document 54 has LOAD-DATE? True
Document 55 has LOAD-DATE? True
Document 56 has LOAD-DATE? True
Document 57 has LOAD-DATE? True
Document 58 has LOAD-DATE? True
Document 59 has LOAD-DATE? True
Document 60 has LOAD-DATE? True
Document 61 has LOAD-DATE? True
Document 62 has LOAD-DATE? True
Document 63 has LOAD-DATE? True
Document 64 has LOAD-DATE? True
Document 65 has LOAD-DATE? True
Document 66 has LOAD-DATE? True
Document 67 has LOAD-DATE? True
Document 68 has LOAD-DATE? True
Document 69 has LOAD-DATE? True
Document 70 has LOAD-DATE? True
Document 71 has LOAD-DATE? True
Document 72 has LOAD-DATE? True
Document 73 has LOAD-DATE? True
Document 74 has LOAD-DATE? True
Document 75 has LOAD-DATE? True
Document 76 has LOAD-DATE? True
Document 77 has LOAD-DATE? True
Document 78 has LOAD-DATE? True
Document 79 has LOAD-DATE? True
Document 80 has LOAD-DATE? True
Document 81 has LOAD-DATE? True
Document 82 has LOAD-DATE? True
Document 83 has LOAD-DATE? True
Document 84 has LOAD-DATE? True
Document 85 has LOAD-DATE? True
Document 86 has LOAD-DATE? True
Document 87 has LOAD-DATE? True
Document 88 has LOAD-DATE? True
Document 89 has LOAD-DATE? True
Document 90 has LOAD-DATE? True
Document 91 has LOAD-DATE? True
Document 92 has LOAD-DATE? True
Document 93 has LOAD-DATE? True
Document 94 has LOAD-DATE? True
Document 95 has LOAD-DATE? True
Document 96 has LOAD-DATE? True
Document 97 has LOAD-DATE? True
Document 98 has LOAD-DATE? True
Document 99 has LOAD-DATE? True
Document 100 has LOAD-DATE? True
Document 101 has LOAD-DATE? True
Document 102 has LOAD-DATE? True
Document 103 has LOAD-DATE? True
Document 104 has LOAD-DATE? True
Document 105 has LOAD-DATE? True
Document 106 has LOAD-DATE? True
Document 107 has LOAD-DATE? True
Document 108 has LOAD-DATE? True
Document 109 has LOAD-DATE? True
Document 110 has LOAD-DATE? True
Document 111 has LOAD-DATE? True
Document 112 has LOAD-DATE? True
Document 113 has LOAD-DATE? True
Document 114 has LOAD-DATE? True
Document 115 has LOAD-DATE? True
Document 116 has LOAD-DATE? True
Document 117 has LOAD-DATE? True
Document 118 has LOAD-DATE? True
Document 119 has LOAD-DATE? True
Document 120 has LOAD-DATE? True
Document 121 has LOAD-DATE? True
Document 122 has LOAD-DATE? True
Document 123 has LOAD-DATE? True
Document 124 has LOAD-DATE? True
Document 125 has LOAD-DATE? True
Document 126 has LOAD-DATE? True
Document 127 has LOAD-DATE? True
Document 128 has LOAD-DATE? True
Document 129 has LOAD-DATE? True
Document 130 has LOAD-DATE? True
Document 131 has LOAD-DATE? True
Document 132 has LOAD-DATE? True
Document 133 has LOAD-DATE? True
Document 134 has LOAD-DATE? True
Document 135 has LOAD-DATE? True
Document 136 has LOAD-DATE? True
Document 137 has LOAD-DATE? True
Document 138 has LOAD-DATE? True
Document 139 has LOAD-DATE? True
Document 140 has LOAD-DATE? True
Document 141 has LOAD-DATE? True
Document 142 has LOAD-DATE? True
Document 143 has LOAD-DATE? True
Document 144 has LOAD-DATE? True
Document 145 has LOAD-DATE? True
Document 146 has LOAD-DATE? True
Document 147 has LOAD-DATE? True
Document 148 has LOAD-DATE? True
Document 149 has LOAD-DATE? True
Document 150 has LOAD-DATE? True
Document 151 has LOAD-DATE? True
Document 152 has LOAD-DATE? True
Document 153 has LOAD-DATE? True
Document 154 has LOAD-DATE? True
Document 155 has LOAD-DATE? True
Document 156 has LOAD-DATE? True
Document 157 has LOAD-DATE? True
Document 158 has LOAD-DATE? True
Document 159 has LOAD-DATE? True
Document 160 has LOAD-DATE? True
Document 161 has LOAD-DATE? True
Document 162 has LOAD-DATE? True
Document 163 has LOAD-DATE? True
Document 164 has LOAD-DATE? True
Document 165 has LOAD-DATE? True
Document 166 has LOAD-DATE? True
Document 167 has LOAD-DATE? True
Document 168 has LOAD-DATE? True
Document 169 has LOAD-DATE? True
Document 170 has LOAD-DATE? True
Document 171 has LOAD-DATE? True
Document 172 has LOAD-DATE? True
Document 173 has LOAD-DATE? True
Document 174 has LOAD-DATE? True
Document 175 has LOAD-DATE? True
Document 176 has LOAD-DATE? True
Document 177 has LOAD-DATE? True
Document 178 has LOAD-DATE? True
Document 179 has LOAD-DATE? True
Document 180 has LOAD-DATE? True
Document 181 has LOAD-DATE? True
Document 182 has LOAD-DATE? True
Document 183 has LOAD-DATE? True
Document 184 has LOAD-DATE? True
Document 185 has LOAD-DATE? True
Document 186 has LOAD-DATE? True
Document 187 has LOAD-DATE? True
Document 188 has LOAD-DATE? True
Document 189 has LOAD-DATE? True
Document 190 has LOAD-DATE? True
Document 191 has LOAD-DATE? True
Document 192 has LOAD-DATE? True
Document 193 has LOAD-DATE? True
Document 194 has LOAD-DATE? True
Document 195 has LOAD-DATE? True
Document 196 has LOAD-DATE? True
Document 197 has LOAD-DATE? True
Document 198 has LOAD-DATE? True
Document 199 has LOAD-DATE? True
Document 200 has LOAD-DATE? True
Document 201 has LOAD-DATE? True
Document 202 has LOAD-DATE? True
Document 203 has LOAD-DATE? True
Document 204 has LOAD-DATE? True
Document 205 has LOAD-DATE? True
Document 206 has LOAD-DATE? True
Document 207 has LOAD-DATE? True
Document 208 has LOAD-DATE? True
Document 209 has LOAD-DATE? True
Document 210 has LOAD-DATE? True
Document 211 has LOAD-DATE? True
Document 212 has LOAD-DATE? True
Document 213 has LOAD-DATE? True
Document 214 has LOAD-DATE? True
Document 215 has LOAD-DATE? True
Document 216 has LOAD-DATE? True
Document 217 has LOAD-DATE? True
Document 218 has LOAD-DATE? True
Document 219 has LOAD-DATE? True
Document 220 has LOAD-DATE? True
Document 221 has LOAD-DATE? True
Document 222 has LOAD-DATE? True
Document 223 has LOAD-DATE? True
Document 224 has LOAD-DATE? True
Document 225 has LOAD-DATE? True
Document 226 has LOAD-DATE? True
Document 227 has LOAD-DATE? True
Document 228 has LOAD-DATE? True
Document 229 has LOAD-DATE? True
Document 230 has LOAD-DATE? True
Document 231 has LOAD-DATE? True
Document 232 has LOAD-DATE? True
Document 233 has LOAD-DATE? True
Document 234 has LOAD-DATE? True
Document 235 has LOAD-DATE? True
Document 236 has LOAD-DATE? True
Document 237 has LOAD-DATE? True
Document 238 has LOAD-DATE? True
Document 239 has LOAD-DATE? True
Document 240 has LOAD-DATE? True
Document 241 has LOAD-DATE? True
Document 242 has LOAD-DATE? True
Document 243 has LOAD-DATE? True
Document 244 has LOAD-DATE? True
Document 245 has LOAD-DATE? True
Document 246 has LOAD-DATE? True
Document 247 has LOAD-DATE? True
Document 248 has LOAD-DATE? True
Document 249 has LOAD-DATE? True
Document 250 has LOAD-DATE? True
Document 251 has LOAD-DATE? True
Document 252 has LOAD-DATE? True
Document 253 has LOAD-DATE? True
Document 254 has LOAD-DATE? True
Document 255 has LOAD-DATE? True
Document 256 has LOAD-DATE? True
Document 257 has LOAD-DATE? True
Document 258 has LOAD-DATE? True
Document 259 has LOAD-DATE? True
Document 260 has LOAD-DATE? True
Document 261 has LOAD-DATE? True
Document 262 has LOAD-DATE? True
Document 263 has LOAD-DATE? True
Document 264 has LOAD-DATE? True
Document 265 has LOAD-DATE? True
Document 266 has LOAD-DATE? True
Document 267 has LOAD-DATE? True
Document 268 has LOAD-DATE? True
Document 269 has LOAD-DATE? True
Document 270 has LOAD-DATE? True
Document 271 has LOAD-DATE? True
Document 272 has LOAD-DATE? True
Document 273 has LOAD-DATE? True
Document 274 has LOAD-DATE? True
Document 275 has LOAD-DATE? True
Document 276 has LOAD-DATE? True
Document 277 has LOAD-DATE? True
Document 278 has LOAD-DATE? True
Document 279 has LOAD-DATE? True
Document 280 has LOAD-DATE? True
Document 281 has LOAD-DATE? True
Document 282 has LOAD-DATE? True
Document 283 has LOAD-DATE? True
Document 284 has LOAD-DATE? True
Document 285 has LOAD-DATE? True
Document 286 has LOAD-DATE? True
Document 287 has LOAD-DATE? True
Document 288 has LOAD-DATE? True
Document 289 has LOAD-DATE? True
Document 290 has LOAD-DATE? True
Document 291 has LOAD-DATE? True
Document 292 has LOAD-DATE? True
Document 293 has LOAD-DATE? True
Document 294 has LOAD-DATE? True
Document 295 has LOAD-DATE? True
Document 296 has LOAD-DATE? True
Document 297 has LOAD-DATE? True
Document 298 has LOAD-DATE? True
Document 299 has LOAD-DATE? True
Document 300 has LOAD-DATE? True
Document 301 has LOAD-DATE? True
Document 302 has LOAD-DATE? True
Document 303 has LOAD-DATE? True
Document 304 has LOAD-DATE? True
Document 305 has LOAD-DATE? True
Document 306 has LOAD-DATE? True
Document 307 has LOAD-DATE? True
Document 308 has LOAD-DATE? True
Document 309 has LOAD-DATE? True
Document 310 has LOAD-DATE? True
Document 311 has LOAD-DATE? True
Document 312 has LOAD-DATE? True
Document 313 has LOAD-DATE? True
Document 314 has LOAD-DATE? True
Document 315 has LOAD-DATE? True
Document 316 has LOAD-DATE? True
Document 317 has LOAD-DATE? True
Document 318 has LOAD-DATE? True
Document 319 has LOAD-DATE? True
Document 320 has LOAD-DATE? True
Document 321 has LOAD-DATE? True
Document 322 has LOAD-DATE? True
Document 323 has LOAD-DATE? True
Document 324 has LOAD-DATE? True
Document 325 has LOAD-DATE? True
Document 326 has LOAD-DATE? True
Document 327 has LOAD-DATE? True
Document 328 has LOAD-DATE? True
Document 329 has LOAD-DATE? True
Document 330 has LOAD-DATE? True
Document 331 has LOAD-DATE? True
Document 332 has LOAD-DATE? True
Document 333 has LOAD-DATE? True
Document 334 has LOAD-DATE? True
Document 335 has LOAD-DATE? True
Document 336 has LOAD-DATE? True
Document 337 has LOAD-DATE? True
Document 338 has LOAD-DATE? True
Document 339 has LOAD-DATE? True
Document 340 has LOAD-DATE? True
Document 341 has LOAD-DATE? True
Document 342 has LOAD-DATE? True
Document 343 has LOAD-DATE? True
Document 344 has LOAD-DATE? True
Document 345 has LOAD-DATE? True
Document 346 has LOAD-DATE? True
Document 347 has LOAD-DATE? True
Document 348 has LOAD-DATE? True
Document 349 has LOAD-DATE? True
Document 350 has LOAD-DATE? True
Document 351 has LOAD-DATE? True
Document 352 has LOAD-DATE? True
Document 353 has LOAD-DATE? True
Document 354 has LOAD-DATE? True
Document 355 has LOAD-DATE? True
Document 356 has LOAD-DATE? True
Document 357 has LOAD-DATE? True
Document 358 has LOAD-DATE? True
Document 359 has LOAD-DATE? True
Document 360 has LOAD-DATE? True
Document 361 has LOAD-DATE? True
Document 362 has LOAD-DATE? True
Document 363 has LOAD-DATE? True
Document 364 has LOAD-DATE? True
Document 365 has LOAD-DATE? True
Document 366 has LOAD-DATE? True
Document 367 has LOAD-DATE? True
Document 368 has LOAD-DATE? True
Document 369 has LOAD-DATE? True
Document 370 has LOAD-DATE? True
Document 371 has LOAD-DATE? True
Document 372 has LOAD-DATE? True
Document 373 has LOAD-DATE? True
Document 374 has LOAD-DATE? True
Document 375 has LOAD-DATE? True
Document 376 has LOAD-DATE? True
Document 377 has LOAD-DATE? True
Document 378 has LOAD-DATE? True
Document 379 has LOAD-DATE? True
Document 380 has LOAD-DATE? True
Document 381 has LOAD-DATE? True
Document 382 has LOAD-DATE? True
Document 383 has LOAD-DATE? True
Document 384 has LOAD-DATE? True
Document 385 has LOAD-DATE? True
Document 386 has LOAD-DATE? True
Document 387 has LOAD-DATE? True
Document 388 has LOAD-DATE? True
Document 389 has LOAD-DATE? True
Document 390 has LOAD-DATE? True
Document 391 has LOAD-DATE? True
Document 392 has LOAD-DATE? True
Document 393 has LOAD-DATE? True
Document 394 has LOAD-DATE? True
Document 395 has LOAD-DATE? True
Document 396 has LOAD-DATE? True
Document 397 has LOAD-DATE? True
Document 398 has LOAD-DATE? True
Document 399 has LOAD-DATE? True
Document 400 has LOAD-DATE? True
Document 401 has LOAD-DATE? True
Document 402 has LOAD-DATE? True
Document 403 has LOAD-DATE? True
Document 404 has LOAD-DATE? True
Document 405 has LOAD-DATE? True
Document 406 has LOAD-DATE? True
Document 407 has LOAD-DATE? True
Document 408 has LOAD-DATE? True
Document 409 has LOAD-DATE? True
Document 410 has LOAD-DATE? True
Document 411 has LOAD-DATE? True
Document 412 has LOAD-DATE? True
Document 413 has LOAD-DATE? True
Document 414 has LOAD-DATE? True
Document 415 has LOAD-DATE? True
Document 416 has LOAD-DATE? True
Document 417 has LOAD-DATE? True
Document 418 has LOAD-DATE? True
Document 419 has LOAD-DATE? True
Document 420 has LOAD-DATE? True
Document 421 has LOAD-DATE? True
Document 422 has LOAD-DATE? True
Document 423 has LOAD-DATE? True
Document 424 has LOAD-DATE? True
Document 425 has LOAD-DATE? True
Document 426 has LOAD-DATE? True
Document 427 has LOAD-DATE? True
Document 428 has LOAD-DATE? True
Document 429 has LOAD-DATE? True
Document 430 has LOAD-DATE? True
Document 431 has LOAD-DATE? True
Document 432 has LOAD-DATE? True
Document 433 has LOAD-DATE? True
Document 434 has LOAD-DATE? True
Document 435 has LOAD-DATE? True
Document 436 has LOAD-DATE? True
Document 437 has LOAD-DATE? True
Document 438 has LOAD-DATE? True
Document 439 has LOAD-DATE? True
Document 440 has LOAD-DATE? True
Document 441 has LOAD-DATE? True
Document 442 has LOAD-DATE? True
Document 443 has LOAD-DATE? True
Document 444 has LOAD-DATE? True
Document 445 has LOAD-DATE? True
Document 446 has LOAD-DATE? True
Document 447 has LOAD-DATE? True
Document 448 has LOAD-DATE? True
Document 449 has LOAD-DATE? True
Document 450 has LOAD-DATE? True
Document 451 has LOAD-DATE? True
Document 452 has LOAD-DATE? True
Document 453 has LOAD-DATE? True
Document 454 has LOAD-DATE? True
Document 455 has LOAD-DATE? True
Document 456 has LOAD-DATE? True
Document 457 has LOAD-DATE? True
Document 458 has LOAD-DATE? True
Document 459 has LOAD-DATE? True
Document 460 has LOAD-DATE? True
Document 461 has LOAD-DATE? True
Document 462 has LOAD-DATE? True
Document 463 has LOAD-DATE? True
Document 464 has LOAD-DATE? True
Document 465 has LOAD-DATE? True
Document 466 has LOAD-DATE? True
Document 467 has LOAD-DATE? True
Document 468 has LOAD-DATE? True
Document 469 has LOAD-DATE? True
Document 470 has LOAD-DATE? True
Document 471 has LOAD-DATE? True
Document 472 has LOAD-DATE? True
Document 473 has LOAD-DATE? True
Document 474 has LOAD-DATE? True
Document 475 has LOAD-DATE? True
Document 476 has LOAD-DATE? True
Document 477 has LOAD-DATE? True
Document 478 has LOAD-DATE? True
Document 479 has LOAD-DATE? True
Document 480 has LOAD-DATE? True
Document 481 has LOAD-DATE? True
Document 482 has LOAD-DATE? True
Document 483 has LOAD-DATE? True
Document 484 has LOAD-DATE? True
Document 485 has LOAD-DATE? True
Document 486 has LOAD-DATE? True
Document 487 has LOAD-DATE? True
Document 488 has LOAD-DATE? True
Document 489 has LOAD-DATE? True
Document 490 has LOAD-DATE? True
Document 491 has LOAD-DATE? True
Document 492 has LOAD-DATE? True
Document 493 has LOAD-DATE? True
Document 494 has LOAD-DATE? True
Document 495 has LOAD-DATE? True
Document 496 has LOAD-DATE? True
Document 497 has LOAD-DATE? True
Document 498 has LOAD-DATE? True

In [143]:

    

has_end = sum([doc.count('( END )')>0 for doc in docs])
print(has_end, 'documents with ( END ) out of ', len(docs), 'docs')


    

    




43 documents with ( END ) out of  499 docs

In [145]:

    

has_load_date = sum([doc.count('LOAD-DATE:')>0 for doc in docs])
print(has_load_date, 'documents with LOAD-DATE out of ', len(docs), 'docs')


    

    




499 documents with LOAD-DATE out of  499 docs

In [44]:

    

doc = docs[0]


    

In [136]:

    

doc.index('LENGTH')   # find the character position for the start of string LENGTH


    

    
Out[136]:





224

In [138]:

    

doc[224:274]    # slice the string starting at this point plus 50 characters


    

    
Out[138]:





'LENGTH: 442 words\n\n\nResponding to riders complaint'

In [140]:

    

doc.index('\n',224)  # find the first newline character after the start of LENGTH


    

    
Out[140]:





241

In [142]:

    

doc[241:280]   # slice after this character


    

    
Out[142]:





'\n\n\nResponding to riders complaints, BAR'

In [134]:

    

start_pos = doc.index('LENGTH')
start_pos = doc.index('\n', start_pos)
end_pos = doc.index('LOAD-DATE:')


    

In [53]:

    

pre_body=doc[:start_pos]


    

In [54]:

    

body = doc[start_pos:end_pos]


    

In [56]:

    

post_body = doc[end_pos:]


    

In [146]:

    

exdict = { 'item1': 123, 'item2': 'asdsad', 'item3': [1,2,3,'asd','dada'] }   # define a dictionary


    

In [58]:

    

exdict


    

    
Out[58]:





{'item1': 123, 'item2': 'asdsad', 'item3': [1, 2, 3, 'asd', 'dada']}

In [148]:

    

exdict['item2']   # get the value associated with the key 'item2'


    

    
Out[148]:





'asdsad'

In [152]:

    

# add a new value associated with the key 'item4' which is itself a dictionary
exdict['item4'] = {'a': 12323, 'b': [1,2,23]}


    

In [153]:

    

exdict


    

    
Out[153]:





{'item1': 123,
 'item2': 'asdsad',
 'item3': [1, 2, 3, 'asd', 'dada'],
 'item4': {'a': 12323, 'b': [1, 2, 23]}}

In [154]:

    

exdict['item4']['a']   # address this dictionary of dictionary structure


    

    
Out[154]:





12323

In [64]:

    

exdict['item3'][3]


    

    
Out[64]:





'asd'

In [68]:

    

doc_dict = {'prebody': pre_body, 'body': body, 'postbody': post_body}


    

In [69]:

    

doc_dict['postbody']


    

    
Out[69]:





'LOAD-DATE: November 1, 2015\n\nLANGUAGE: ENGLISH\n\nPUBLICATION-TYPE: Newspaper\n\n\n            Copyright 2015 New Straits Times Press (Malaysia) Berhad\n                              All Rights Reserved\n\n\n                              2 '

In [73]:

    

rows = []
for idx, doc in enumerate(docs):
    
    try:
        start_pos = doc.index('LENGTH')
        start_pos = doc.index('\n', start_pos)
        end_pos = doc.index('LOAD-DATE:')
    except:
        print('ERROR with doc', idx)
        continue
    
    doc_dict = {
        'prebody': doc[:start_pos],
        'body': doc[start_pos: end_pos],
        'postbody': doc[end_pos:]
    }
    
    rows.append(doc_dict)


    

    




ERROR with doc 13
ERROR with doc 66
ERROR with doc 83
ERROR with doc 142
ERROR with doc 145
ERROR with doc 146
ERROR with doc 159
ERROR with doc 169
ERROR with doc 174
ERROR with doc 179
ERROR with doc 211
ERROR with doc 219
ERROR with doc 227
ERROR with doc 237
ERROR with doc 238
ERROR with doc 259
ERROR with doc 261
ERROR with doc 269
ERROR with doc 272
ERROR with doc 286
ERROR with doc 302
ERROR with doc 346
ERROR with doc 352
ERROR with doc 356
ERROR with doc 375
ERROR with doc 380
ERROR with doc 388
ERROR with doc 399
ERROR with doc 401
ERROR with doc 414
ERROR with doc 425
ERROR with doc 452
ERROR with doc 457
ERROR with doc 460
ERROR with doc 467

In [77]:

    

print(docs[13])


    

    





                      Copyright 2016 Zoom Information Inc.
                              All Rights Reserved

                            Zoom Company Information

                                 February 2016

                                     Vaping

                                 P.O. Box 72498
                             Springfield,  OR 97475
                                 United States

* * * * * * * * * * COMMUNICATIONS * * * * * * * * * *
TELEPHONE: (541) 719-8273
URL: www.tobevaping.com

* * * * * * * * * * COMPANY INFORMATION * * * * * * * * * *
EMPLOYEES: 12

* * * * * * * * * * DESCRIPTION * * * * * * * * * *

   To Be Vaping is committed to bringing you the best flavors in the vaping
industry. That's why we use all natural ingredients. Whether it's a tasty blend
of Chamomile and Lavender, or an earthy marriage of Earl Grey and Anise,our
flavorsare derived from their original source and bear the herbal properties of
their natural state.  To Be Vaping is a small family owned and operated artisan
vaping liquid manufacturer based out of Eugene, Oregon. All of our flavors are
diacetyl free and produced from natural ingredients and flavorings. Each of our
elixirs is handcrafted from its inception, in the foreground of Eugene's
beautiful Northwest backdrop. We formed the business with the goal of providing
the vaping community with the highest possible quality of craftmanship in the
production of vaping liquid available. We use the best possible ingredients,
extracted in a process best measured in months, and with an extensive quality
checking process to insure that the strictest standards are met. e take great
care in extracting our flavors from their natural origin and mixing the
constituentsuntil we find the best tasting blend. To be or not to be vaping?
That is no longer the question. The question now is... what are you vaping?
You'll be asked this frequently once your friends smell you vaping the floral &
aromatic flavors of To Be Vaping highest quality nicotine elixirs. We take a
page from classic literary heroes and pay tribute to their contributions with
each essence we introduc

* * * * * * * * * * FINANCIALS * * * * * * * * * *

REVENUE: USD 2,400,000

LOAD-DATE: February 8, 2016


                              15 

In [74]:

    

import this


    

    




The Zen of Python, by Tim Peters

Beautiful is better than ugly.
Explicit is better than implicit.
Simple is better than complex.
Complex is better than complicated.
Flat is better than nested.
Sparse is better than dense.
Readability counts.
Special cases aren't special enough to break the rules.
Although practicality beats purity.
Errors should never pass silently.
Unless explicitly silenced.
In the face of ambiguity, refuse the temptation to guess.
There should be one-- and preferably only one --obvious way to do it.
Although that way may not be obvious at first unless you're Dutch.
Now is better than never.
Although never is often better than *right* now.
If the implementation is hard to explain, it's a bad idea.
If the implementation is easy to explain, it may be a good idea.
Namespaces are one honking great idea -- let's do more of those!

In [78]:

    

import csv


    

In [79]:

    

with open('data/articles.csv','w') as out:
    csvfile = csv.DictWriter(out, fieldnames=('prebody','body','postbody'))
    csvfile.writeheader()
    csvfile.writerows(rows)


    

In [81]:

    

docs2 = [r for r in csv.DictReader(open('data/articles.csv','r'))]


    

In [82]:

    

len(docs2)


    

    
Out[82]:





464

In [83]:

    

print(docs2[0])


    

    




{'prebody': '\n\n\n                          New Straits Times (Malaysia)\n\n                            November 1, 2015 Sunday\n\nRegulation for sake of health, safety\n\nBYLINE: Koi Kye Lee; Tharanya Arumugam; Rahmat Khairulijal\n\nSECTION: Pg. 5\n\nLENGTH: 683 words', 'postbody': 'LOAD-DATE: November 1, 2015\n\nLANGUAGE: ENGLISH\n\nPUBLICATION-TYPE: Newspaper\n\n\n            Copyright 2015 New Straits Times Press (Malaysia) Berhad\n                              All Rights Reserved\n\n\n                              2 ', 'body': '\n\n\nKUALA LUMPUR: MANUFACTURERS and sellers of vaping devices will be subjected to a\nmajor shift in the way they market their gadgets and accompanying odds and ends.\n\nAs the authorities work together to address concerns related to the\nrapidly-growing trend of vaping, those in the business are looking at being\nsubjected to a systematic mechanism that will serve to safeguard public safety\nand health.\n\nThe Domestic Trade, Cooperatives and Consumerism Ministry told the New Sunday\nTimes that in looking at regulating the industry, those in the business could\nsoon be allowed to only sell devices that were certified and approved by the\nDepartment of Standards Malaysia (Sirim-approved).\n\nIts secretary-general, Datuk Seri Alias Ahmad, said there was a need to regulate\nthe prices of vaping devices and e-liquids to protect consumers.\n\nHe said the ministry was working with the Health Ministry and would engage\nstakeholders to ensure that all areas in the regulation of vaping were covered.\n\n"Give us enough time to study the important aspects (concerning vaping),\nincluding legal and health issues, as well as the impact that the trend has on\nsociety (before decisions are finalised)."\n\nThe Health Ministry is already looking at tangible measures to be put in place\nto regulate vaping.\n\nVapers in the country, whose numbers rank second only to the United States, may\nhave to fork out more, as the ministry is looking at extending the sin tax\nimposed on cigarettes to vaping devices and e-liquids.\n\nThe proposed change in the industry is on top of other new regulatory measures\nlikely to be introduced, including import control.\n\nThe spirit behind this, said the ministry, was to discourage the habit.\n\nHealth Minister Datuk Seri Dr S. Subramaniam told the New Straits Times on\nFriday that he was looking at imposing a minimum age requirement for those\nbuying and using vaping devices.\n\nAnother measure would be to make it compulsory for the ingredients in e-liquids\nto be listed on the labels.\n\nAs the rules to govern vaping continue to snowball, he said, the ministry would\nlikely limit the places where vaping was allowed, similar to the way it had\nprohibited cigarette smoking in areas gazetted as non-smoking zones.\n\nHe said this was important to protect non-vapers from the potential health risks\nthat vaping could pose.\n\nHe said the ministry was worried by the speed with which the vaping trend had\npicked up in the country.\n\n"The estimate is that there are one million vapers in the country.\n\n"Vaping is now unregulated, (and) we can\'t allow it. We are coming up with\nregulations that will control vaping-related activities as soon as possible.\n\n"We\'ve been studying them (regulations) for some time now, and we will start\nsoon. We\'ve got enough power to act."\n\nDr Subramaniam said he hoped vapers would consider the fact that vaping had not\nbeen scientifically proven safe, and would cease from the habit until the\nministry and experts concluded research on the health risks not only to those\nwho vaped, but also "passive vapers".\n\nHe said it was important to realise that vaping was a relatively new trend, and\nalthough there was insufficient evidence to conclusively prove the dangers of\nvaping devices, experts had warned that the health risks from vaping might\nmanifest over the long term.\n\nHe said while there might be different schools of thought on the matter,\nincluding one that suggested vaping was a safer option to smoking cigarettes\nbecause of the lower nicotine content, it could take up to 20 years to gather\nevidence.\n\n"There\'s no hard evidence at present (to suggest vaping is safe). We have little\ninformation on it.\n\n"Why pick up something that may be bad?\n\n"My advice to all smokers, whether cigarettes, shisha, cigars, pipes or\ne-cigarettes - choose to stay healthy."\n\nRural and Regional Development Minister Datuk Seri Ismail Sabri Yaakob, who\nopposes the ban on vaping, said he concurred with the need for regulation, and\nto ensure that the use of nicotine and other chemicals in e-liquids was safe.\n\nHe said the government should also focus on reducing the number of smokers.\nAdditional reporting by Rahmat Khairulijal\n\n( END )\n\n'}

In [84]:

    

from collections import Counter


    

In [100]:

    

count = Counter(['a','a','v','c','d','e','a','c'])


    

In [102]:

    

count.items()


    

    
Out[102]:





dict_items([('e', 1), ('d', 1), ('v', 1), ('c', 2), ('a', 3)])

In [103]:

    

count['a']   # how many times does 'a' occur in the list ['a','a','v','c','d','e','a','c']


    

    
Out[103]:





3

In [120]:

    

text1 = 'This is a text with some words in it'
text2 = 'This is another text with more words that the other one has in it'
tokens1 = text1.lower().split()
tokens2 = text2.lower().split()
print('text1:', tokens1)
print('text2:', tokens2)


    

    




text1: ['this', 'is', 'a', 'text', 'with', 'some', 'words', 'in', 'it']
text2: ['this', 'is', 'another', 'text', 'with', 'more', 'words', 'that', 'the', 'other', 'one', 'has', 'in', 'it']

In [111]:

    

freq = Counter()


    

In [112]:

    

freq.update(tokens1)
freq.items()


    

    
Out[112]:





dict_items([('is', 1), ('this', 1), ('words', 1), ('in', 1), ('it', 1), ('a', 1), ('some', 1), ('text', 1), ('with', 1)])

In [113]:

    

freq.update(tokens2)
freq.items()


    

    
Out[113]:





dict_items([('another', 1), ('is', 2), ('the', 1), ('has', 1), ('other', 1), ('this', 2), ('a', 1), ('text', 2), ('one', 1), ('with', 2), ('that', 1), ('it', 2), ('some', 1), ('more', 1), ('words', 2), ('in', 2)])

In [114]:

    

texts = [
    'This is the first text and it has words',
    'This is the second text and it has some more words',
    'Finally this one has the most words of all three examples words and words and words'
]

freq2 = Counter()
for text in texts:
    # turn the text into lower case and split on whitespace
    tokens = text.lower().split()
    freq2.update(tokens)
    
# show the top 10 most frequent words
print(freq2.most_common(10))


    

    




[('words', 6), ('and', 4), ('the', 3), ('this', 3), ('has', 3), ('is', 2), ('text', 2), ('it', 2), ('three', 1), ('second', 1)]

In [119]:

    

for item in freq2.most_common(7):
    print("{}\t\t{}".format(item[0],item[1]))


    

    




words		6
and		4
the		3
this		3
has		3
is		2
text		2

In [ ]:

    

freq_list = Counter(docs2[0]['body'].lower().split())


    

In [90]:

    

freq_list.most_common()


    

    
Out[90]:





[('the', 53),
 ('to', 33),
 ('and', 18),
 ('vaping', 15),
 ('that', 15),
 ('in', 13),
 ('was', 12),
 ('of', 11),
 ('he', 10),
 ('on', 10),
 ('said', 10),
 ('ministry', 8),
 ('be', 8),
 ('as', 8),
 ('health', 7),
 ('a', 6),
 ('at', 6),
 ('is', 6),
 ('would', 5),
 ('looking', 5),
 ('new', 4),
 ('devices', 4),
 ('those', 4),
 ('there', 4),
 ('it', 4),
 ('we', 4),
 ('up', 4),
 ('will', 4),
 ('for', 4),
 ('had', 4),
 ('are', 4),
 ('with', 4),
 ('only', 3),
 ('risks', 3),
 ('important', 3),
 ('vapers', 3),
 ('including', 3),
 ('seri', 3),
 ('from', 3),
 ('trend', 3),
 ('by', 3),
 ('could', 3),
 ('e-liquids', 3),
 ('datuk', 3),
 ('protect', 2),
 ('time', 2),
 ('were', 2),
 ('likely', 2),
 ('also', 2),
 ('enough', 2),
 ('smoking', 2),
 ('not', 2),
 ('dr', 2),
 ('nicotine', 2),
 ('minister', 2),
 ('been', 2),
 ('it.', 2),
 ('regulate', 2),
 ('cigarettes', 2),
 ('way', 2),
 ('ensure', 2),
 ('other', 2),
 ('all', 2),
 ('told', 2),
 ('country.', 2),
 ('soon', 2),
 ('subramaniam', 2),
 ('subjected', 2),
 ('evidence', 2),
 ('might', 2),
 ('may', 2),
 ('times', 2),
 ('experts', 2),
 ('vaping,', 2),
 ('measures', 2),
 ('need', 2),
 ('have', 2),
 ('who', 2),
 ('one', 2),
 ('business', 2),
 ('areas', 2),
 ('tax', 1),
 ('accompanying', 1),
 ('devices,', 1),
 ('yaakob,', 1),
 ('vaped,', 1),
 ('possible.', 1),
 ('concerns', 1),
 ('place', 1),
 ('"we\'ve', 1),
 ('should', 1),
 ('cigarette', 1),
 ('major', 1),
 ('decisions', 1),
 ('using', 1),
 ('rapidly-growing', 1),
 ('end', 1),
 ('second', 1),
 ('import', 1),
 ('potential', 1),
 ('proposed', 1),
 ('power', 1),
 ('mechanism', 1),
 ('ingredients', 1),
 ('little', 1),
 ('govern', 1),
 ('"the', 1),
 ('health.', 1),
 ('introduced,', 1),
 ('already', 1),
 ('start', 1),
 ('regulatory', 1),
 ('said,', 1),
 ('snowball,', 1),
 ('rules', 1),
 ('rank', 1),
 ('address', 1),
 ('requirement', 1),
 ('imposing', 1),
 ('age', 1),
 ('ends.', 1),
 ('kuala', 1),
 ('cease', 1),
 ('continue', 1),
 ('gazetted', 1),
 ('non-smoking', 1),
 ('safe.', 1),
 ('development', 1),
 ('they', 1),
 ('present', 1),
 ('approved', 1),
 ('industry,', 1),
 ('"why', 1),
 ('public', 1),
 ('sin', 1),
 ('warned', 1),
 ('(concerning', 1),
 ('act."', 1),
 ('shisha,', 1),
 ('now,', 1),
 ('related', 1),
 ('discourage', 1),
 ('content,', 1),
 ('impact', 1),
 ('odds', 1),
 ('(regulations)', 1),
 ('ismail', 1),
 ('regulations', 1),
 ('concluded', 1),
 ('(before', 1),
 ('united', 1),
 ('systematic', 1),
 ('"there\'s', 1),
 ('pipes', 1),
 ('estimate', 1),
 ('suggested', 1),
 ('finalised)."', 1),
 ('together', 1),
 ('long', 1),
 ('years', 1),
 ('rural', 1),
 ('scientifically', 1),
 ('realise', 1),
 ('e-cigarettes', 1),
 ('allowed', 1),
 ('alias', 1),
 ('prices', 1),
 ('(and)', 1),
 ('vaping),', 1),
 ('straits', 1),
 ('devices.', 1),
 ('tangible', 1),
 ('consumers.', 1),
 ('more,', 1),
 ('imposed', 1),
 ('domestic', 1),
 ('labels.', 1),
 ('sellers', 1),
 ('research', 1),
 ('now', 1),
 ('habit.', 1),
 ('million', 1),
 ('relatively', 1),
 ('soon.', 1),
 ('friday', 1),
 ('regulation,', 1),
 ('smokers,', 1),
 ('which', 1),
 ('bad?', 1),
 ('ban', 1),
 ('unregulated,', 1),
 ('aspects', 1),
 ('got', 1),
 ('work', 1),
 ('fact', 1),
 ('us', 1),
 ("we've", 1),
 ('make', 1),
 ('insufficient', 1),
 ('authorities', 1),
 ('worried', 1),
 ('safer', 1),
 ('some', 1),
 ('healthy."', 1),
 ('working', 1),
 ('society', 1),
 ('study', 1),
 ('-', 1),
 ('different', 1),
 ('picked', 1),
 ('market', 1),
 ('sunday', 1),
 ('khairulijal', 1),
 ('safe).', 1),
 ('evidence.', 1),
 ('opposes', 1),
 ('while', 1),
 ('places', 1),
 ('because', 1),
 ('focus', 1),
 ('prove', 1),
 ('additional', 1),
 ('allow', 1),
 ('another', 1),
 ('(to', 1),
 ('their', 1),
 ('safeguard', 1),
 ('them', 1),
 ('"give', 1),
 ('manufacturers', 1),
 ('something', 1),
 ('this,', 1),
 ('chemicals', 1),
 ('sabri', 1),
 ('whose', 1),
 ('speed', 1),
 ('spirit', 1),
 ('regulating', 1),
 ('advice', 1),
 ('reducing', 1),
 ('conclusively', 1),
 ('ministry,', 1),
 ('trade,', 1),
 ('gather', 1),
 ('until', 1),
 ('states,', 1),
 ('vaping.', 1),
 ('but', 1),
 ('habit', 1),
 ('prohibited', 1),
 ('cooperatives', 1),
 ('gadgets', 1),
 ('proven', 1),
 ('over', 1),
 ('out', 1),
 ('consumerism', 1),
 (')', 1),
 ('"my', 1),
 ('minimum', 1),
 ('control.', 1),
 ('"vaping', 1),
 ('schools', 1),
 ('(sirim-approved).', 1),
 ('top', 1),
 ('limit', 1),
 ('regulation', 1),
 ('studying', 1),
 ('cigarettes,', 1),
 ('term.', 1),
 ('shift', 1),
 ('numbers', 1),
 ('safety', 1),
 ('vapers".', 1),
 ('activities', 1),
 ('ahmad,', 1),
 ('suggest', 1),
 ('20', 1),
 ('standards', 1),
 ('choose', 1),
 ('hard', 1),
 ('measure', 1),
 ('number', 1),
 ('non-vapers', 1),
 ('serve', 1),
 ('consider', 1),
 ('put', 1),
 ('regional', 1),
 ('"passive', 1),
 ('listed', 1),
 ('thought', 1),
 ('(', 1),
 ('buying', 1),
 ('pick', 1),
 ('this', 1),
 ('has', 1),
 ('fork', 1),
 ('issues,', 1),
 ('similar', 1),
 ('hoped', 1),
 ('change', 1),
 ('although', 1),
 ('secretary-general,', 1),
 ('vaping-related', 1),
 ('stay', 1),
 ('industry', 1),
 ('its', 1),
 ('sell', 1),
 ('lumpur:', 1),
 ('legal', 1),
 ('country,', 1),
 ('department', 1),
 ('well', 1),
 ('control', 1),
 ('compulsory', 1),
 ('smokers.', 1),
 ('stakeholders', 1),
 ('no', 1),
 ('rahmat', 1),
 ('extending', 1),
 ('e-liquids.', 1),
 ('behind', 1),
 ('safe,', 1),
 ('cigars,', 1),
 ('where', 1),
 ('manifest', 1),
 ('information', 1),
 ('coming', 1),
 ('government', 1),
 ('concurred', 1),
 ('option', 1),
 ('use', 1),
 ('lower', 1),
 ('s.', 1),
 ('malaysia', 1),
 ('dangers', 1),
 ('certified', 1),
 ('being', 1),
 ('pose.', 1),
 ('reporting', 1),
 ('matter,', 1),
 ("can't", 1),
 ('allowed,', 1),
 ('whether', 1),
 ('covered.', 1),
 ('zones.', 1),
 ('engage', 1),
 ('trend,', 1),
 ('take', 1),
 ('or', 1)]

In [91]:

    

freq_list['vaping']


    

    
Out[91]:





15

In [122]:

    

freq_list_all = Counter()
for doc in docs2:
    body_text = doc['body']
    tokens = body_text.lower().split()
    freq_list_all.update(tokens)

    
print(freq_list_all.most_common())


    

    




[('the', 13450), ('to', 8009), ('and', 6836), ('of', 6600), ('a', 5864), ('in', 4922), ('is', 3399), ('that', 3273), ('vaping', 2402), ('for', 2297), ('are', 2170), ('on', 1939), ('as', 1907), ('it', 1743), ('be', 1653), ('with', 1448), ('said', 1359), ('from', 1328), ('have', 1322), ('smoking', 1293), ('not', 1266), ('e-cigarettes', 1215), ('or', 1192), ('he', 1171), ('health', 1149), ('at', 1136), ('has', 1130), ('they', 1124), ('but', 1103), ('tobacco', 1008), ('by', 1008), ('who', 983), ('an', 930), ('was', 871), ('i', 866), ('this', 838), ('nicotine', 831), ('their', 806), ('public', 801), ('more', 792), ('will', 787), ('said.', 745), ('than', 738), ('use', 725), ('people', 723), ('about', 712), ('can', 704), ('we', 679), ('which', 673), ('there', 660), ('cigarettes', 645), ('would', 640), ('vape', 608), ('-', 592), ('electronic', 591), ('e-cigarette', 579), ('other', 544), ('no', 539), ('products', 536), ('like', 532), ('some', 525), ('new', 522), ('also', 510), ('you', 500), ('smokers', 497), ('all', 495), ('up', 487), ('ban', 484), ('been', 481), ('one', 480), ('if', 470), ('she', 470), ('into', 469), ('had', 464), ('devices', 453), ('could', 433), ('were', 426), ("it's", 422), ('when', 421), ('cigarette', 418), ('so', 410), ('its', 402), ('his', 398), ('because', 393), ('should', 381), ('them', 376), ('many', 374), ('out', 352), ('those', 351), ('smoke', 342), ('quit', 325), ('after', 322), ('what', 318), ('vapor', 317), ('any', 317), ('may', 313), ('just', 311), ('percent', 303), ('do', 302), ('vaping.', 300), ('such', 296), ('city', 291), ('only', 291), ('using', 290), ('now', 288), ('state', 283), ('my', 276), ('these', 276), ('cigarettes,', 275), ('used', 271), ('smoking.', 271), ('among', 270), ('our', 269), ('cigarettes.', 263), ('last', 262), ('while', 257), ('how', 256), ('where', 256), ("don't", 254), ('two', 253), ('liquid', 250), ('found', 248), ('study', 248), ('most', 241), ('over', 238), ('--', 233), ('even', 230), ('want', 229), ('get', 228), ('vaping,', 222), ('much', 218), ('still', 216), ('same', 215), ('users', 214), ('way', 213), ('government', 213), ('years', 213), ('make', 213), ('first', 213), ('"i', 212), ('according', 209), ('know', 207), ('smoking,', 206), ('your', 204), ('"we', 203), ('business', 202), ('industry', 196), ('traditional', 195), ('research', 194), ('says', 194), ('being', 193), ('county', 190), ('council', 190), ('without', 189), ('including', 188), ('say', 186), ('help', 185), ('since', 185), ('harmful', 184), ('american', 181), ('high', 180), ('vapers', 177), ('e-cigarettes,', 177), ('see', 176), ('need', 175), ('effects', 173), ('time', 173), ('made', 172), ('her', 171), ('young', 169), ('less', 169), ('customers', 169), ('banned', 167), ('local', 165), ('going', 165), ('come', 164), ('around', 162), ('department', 162), ('under', 161), ('shop', 160), ('year', 160), ('chemicals', 159), ('"the', 159), ('vapour', 157), ('ordinance', 156), ('something', 154), ('places', 152), ('alternative', 150), ('e-cigarettes.', 150), ('per', 149), ('shops', 148), ('already', 146), ('then', 146), ('before', 146), ("doesn't", 144), ('take', 143), ('market', 143), ('off', 143), ('law', 143), ('tobacco.', 142), ('regulations', 140), ('safer', 140), ('school', 139), ('become', 139), ('risk', 137), ('drug', 137), ('studies', 137), ('trying', 137), ('against', 136), ('product', 136), ('us', 135), ('both', 135), ('own', 135), ('go', 134), ('whether', 134), ('contain', 134), ('nicotine,', 134), ('might', 133), ('very', 133), ('board', 132), ('think', 131), ('evidence', 131), ('store', 131), ('through', 131), ('known', 130), ('however,', 130), ('another', 130), ('called', 129), ('teens', 129), ('potential', 128), ("that's", 128), ('why', 127), ('sales', 127), ('children', 126), ('number', 124), ('report', 123), ('started', 122), ('three', 122), ('does', 122), ('never', 121), ('sale', 121), ('nicotine.', 120), ('national', 120), ('food', 119), ('director', 118), ('control', 118), ('device', 118), ('proposed', 116), ('good', 116), ('day', 116), ('it.', 115), ('part', 115), ('stop', 114), ('try', 114), ('u.s.', 114), ('association', 114), ('within', 114), ('tried', 113), ('between', 112), ('news', 112), ('medical', 112), ('flavors', 112), ('next', 112), ('every', 111), ('me', 110), ('banning', 110), ('few', 110), ('down', 109), ('dr', 109), ('smoke.', 109), ('regulation', 108), ('legislation', 108), ('comes', 108), ('find', 108), ('give', 107), ('lung', 107), ('e-cigs', 107), ('regular', 106), ('researchers', 106), ('adults', 106), ('said,', 106), ('making', 106), ('sell', 105), ('propylene', 105), ('well', 105), ('smoked', 105), ('big', 104), ('bill', 104), ('allow', 103), ('away', 103), ('rules', 103), ('products.', 102), ('open', 102), ('looking', 102), ('include', 102), ('ministry', 102), ('allowed', 101), ('businesses', 101), ('far', 101), ('during', 101), ('youth', 101), ('lot', 101), ('did', 100), ('work', 99), ('recent', 99), ('him', 98), ('look', 98), ('better', 98), ('told', 97), ('dangerous', 96), ('similar', 96), ('back', 96), ('community', 95), ('different', 95), ('yet', 95), ('companies', 94), ('support', 94), ('smoke,', 94), ('content', 94), ('liquids', 94), ('until', 94), ('currently', 94), ('really', 93), ('california', 93), ('year,', 93), ('levels', 93), ('cent', 92), ('harm', 92), ('safety', 92), ('stores', 92), ('likely', 92), ('selling', 92), ('cancer', 91), ('daily', 91), ('area', 90), ('put', 90), ('although', 90), ('risks', 90), ('tobacco,', 89), ('issued', 89), ('million', 89), ('officials', 89), ('long', 89), ('end', 89), ('fda', 88), ('former', 88), ('act', 88), ('several', 88), ('air', 88), ('habit', 87), ('federal', 87), ('"it\'s', 87), ('owners', 87), ('show', 87), ('policy', 86), ('marketing', 86), ('cause', 86), ('though', 85), ('"it', 85), ('least', 85), ('20', 85), ('having', 85), ('said:', 84), ('free', 84), ('10', 84), ('must', 84), ('others', 84), ('little', 83), ('small', 83), ('right', 83), ('article', 83), ('important', 83), ('health,', 83), ('reported', 83), ('often', 82), ('tax', 81), ('cessation', 81), ('long-term', 81), ('believe', 81), ('opened', 81), ('health.', 80), ("can't", 80), ('growing', 80), ('advertising', 79), ('rather', 79), ('minister', 79), ('place', 79), ('each', 79), ('recently', 79), ('company', 78), ('sold', 78), ('prohibit', 78), ('someone', 78), ('year.', 78), ('got', 77), ('past', 77), ('case', 77), ('concern', 77), ('set', 77), ('kids', 77), ('uk', 77), ('current', 77), ('four', 77), ('addiction', 76), ('actually', 76), ('inhaling', 76), ('datuk', 76), ('indoor', 76), ('products,', 75), ('e-cig', 75), ('disease', 75), ('keep', 75), ('needs', 75), ('s', 75), ('seen', 74), ('university', 74), ('following', 74), ('concerns', 74), ('here', 74), ('committee', 74), ('data', 73), ('administration', 73), ('despite', 73), ('legal', 73), ('clark', 73), ('able', 73), ('too', 72), ('week', 72), ('e-liquid', 72), ('thing', 72), ('times', 72), ("they're", 72), ('fact', 72), ('secondhand', 72), ('students', 72), ('produce', 72), ('smoker', 71), ('concerned', 71), ('took', 70), ('group', 70), ('start', 70), ('regulate', 70), ('across', 70), ('doing', 70), ('getting', 70), ('regarding', 70), ('published', 69), ('introduced', 69), ('taking', 69), ('president', 69), ('conventional', 69), ('saying', 69), ('states', 68), ('age', 68), ('safe', 68), ('word', 68), ('areas', 68), ('professor', 67), ('glycol', 67), ('buy', 67), ('devices.', 67), ('meeting', 67), ('available', 67), ('delivery', 66), ('cost', 66), ('feel', 66), ('months', 66), ("we're", 66), ('passed', 66), ('asked', 65), ('that,', 65), ('them.', 65), ('social', 65), ('laws', 65), ('contains', 65), ('vapes', 65), ("isn't", 64), ('decision', 64), ('vegetable', 64), ('flavored', 63), ('bans', 63), ('came', 63), ('issue', 63), ('nearly', 63), ('change', 63), ('themselves', 63), ('dateline:', 62), ("there's", 62), ('lead', 61), ('chemical', 61), ('month', 61), ('makes', 61), ('vapor.', 60), ('enough', 60), ('outside', 60), ('dr.', 60), ('effect', 60), ('second-hand', 60), ("didn't", 60), ('world', 60), ('five', 59), ('am', 59), ('large', 59), ('wants', 59), ('centers', 59), ('journal', 58), ('released', 58), ("i'm", 58), ('vapors', 58), ('18', 58), ('results', 58), ('things', 58), ('united', 58), ('increase', 58), ('2014.', 58), ('e-juice', 58), ('experts', 58), ('anything', 58), ('point', 57), ('provide', 57), ('popular', 57), ('almost', 57), ('taken', 57), ('range', 57), ('habit.', 57), ('water', 57), ('2014', 57), ('billion', 57), ('probably', 56), ('manager', 56), ('statement', 56), ('user', 56), ('online', 56), ('related', 56), ('side', 56), ('real', 56), ('years,', 56), ('owner', 56), ('information', 56), ('instead', 56), ('voted', 56), ('services', 56), ('popularity', 56), ('"vaping', 56), ('members', 56), ('due', 55), ('helped', 55), ('smell', 55), ('compared', 55), ('especially', 55), ('years.', 55), ('reduce', 55), ('bad', 55), ('restrictions', 55), ('helping', 55), ('person', 55), ('once', 55), ('best', 55), ('becoming', 54), ('quitting', 54), ('devices,', 54), ('trend', 54), ('lungs', 54), ('heart', 54), ('variety', 54), ('"there', 54), ('anyone', 54), ('"vaping"', 54), ('addictive', 54), ('it,', 54), ('level', 54), ('visit', 53), ('association,', 53), ('clear', 53), ('gateway', 53), ('care', 53), ('continue', 53), ('approved', 53), ('means', 53), ('benefits', 53), ('inside', 53), ('"if', 52), ('prohibited', 52), ('malaysia', 52), ('consider', 52), ('inhaled', 52), ('main', 52), ('calls', 52), ('given', 52), ('further', 52), ('starting', 52), ('smokers,', 52), ('switch', 52), ('medicine', 52), ('canada', 51), ('minors', 51), ("he's", 51), ('manufacturers', 51), ('goes', 51), ('lives', 51), ('helps', 51), ('places.', 51), ('question', 51), ('now,', 51), ('added', 51), ('juice', 51), ('kind', 51), ('survey', 51), ('kick', 51), ('hit', 50), ('earlier', 50), ('30', 50), ('jan.', 50), ('flavoured', 50), ('southern', 50), ('leventhal', 50), ('"', 50), ('estimated', 50), ('scientific', 50), ('please', 50), ('restaurants', 50), ("you're", 50), ('agency', 50), ('associated', 49), ('cigarette.', 49), ('increased', 49), ('turned', 49), ('retailers', 49), ('impact', 49), ('marijuana', 49), ('protect', 49), ('consumers', 49), ('member', 49), ('cigarette,', 49), ('battery-powered', 49), ('all,', 49), ('second', 49), ('exposed', 49), ('create', 49), ('lounge', 48), ('media', 48), ('action', 48), ('ingredients', 48), ('dangers', 48), ('pack', 48), ('chapman', 48), ('decided', 47), ('increasing', 47), ('country', 47), ('shows', 47), ('regulating', 47), ('solution', 47), ('query', 47), ('norton', 47), ('based', 47), ('force', 47), ('adult', 47), ('flavours', 47), ('higher', 47), ('education', 47), ('thought', 47), ('use.', 47), ('seri', 47), ('reason', 47), ('soon', 47), ('along', 47), ('expected', 47), ('25', 47), ('experience', 46), ('friends', 46), ('england', 46), ('six', 46), ('went', 46), ('heat', 46), ('vote', 46), ('quit.', 46), ('general', 46), ('turn', 46), ('containing', 46), ('form', 46), ('healthier', 46), ('cities', 46), ('save', 45), ('common', 45), ('district', 45), ('longer', 45), ('follow', 45), ('working', 45), ('formaldehyde', 45), ('society', 45), ('days', 45), ('certain', 44), ('rights', 44), ('always', 44), ('nothing', 44), ('significant', 44), ('street', 44), ('6', 44), ('major', 43), ('taxes', 43), ('line', 43), ('low', 43), ('idea', 43), ('showed', 43), (')', 43), ('encourage', 43), ('coming', 43), ('later', 43), ('reduction', 43), ('money', 43), ('house', 43), ('includes', 43), ('amount', 43), ('e-liquids', 43), ('(', 43), ('â', 43), ('simply', 43), ('unregulated', 42), ('2015', 42), ('unlike', 42), ('life', 42), ('great', 42), ('ago,', 42), ('tell', 42), ('affect', 42), ('move', 42), ('smokeless', 42), ('"a', 42), ('british', 42), ('deliver', 41), ('near', 41), ('"this', 41), ('distributed', 41), ('2014,', 41), ('highly', 41), ('malaysian', 41), ('toxic', 41), ("what's", 41), ('healthy', 41), ('time,', 41), ('flavor', 41), ('seem', 41), ('alcohol', 41), ('contact:', 41), ('industry.', 41), ('cloud', 41), ('___', 40), ('early', 40), ('executive', 40), ('latest', 40), ('sure', 40), ('call', 40), ('lack', 40), ('plans', 40), ('possible', 40), ('european', 40), ('fatwa', 40), ('fully', 40), ('clean', 40), ('trade', 40), ('everything', 40), ('prevention', 39), ('ads', 39), ('effective', 39), ('release:', 39), ('ago.', 39), ('regulated', 39), ('signs', 39), ('cannot', 39), ('system', 39), ('washington', 39), ('ban,', 39), ('says.', 39), ('center', 39), ('regulations.', 39), ('term', 39), ('taste', 38), ('1,', 38), ('adding', 38), ('changes', 38), ('advocates', 38), ('san', 38), ('findings', 38), ('claim', 38), ('july', 38), ('run', 38), ('staff', 38), ('prevent', 38), ('inhale', 38), ('done', 37), ('filled', 37), ('opening', 37), ('subject', 37), ('addicted', 37), ('threat', 37), ('seems', 37), ('transit', 37), ('systems', 37), ('looks', 37), ('practice', 37), ('glycol,', 37), ('campaign', 37), ('middle', 37), ('mean', 37), ('trains', 37), ('choose', 37), ('kuala', 37), ('employees', 37), ('relatively', 37), ('brands', 37), ('hope', 37), ('retail', 37), ("won't", 37), ('thousands', 37), ('believes', 36), ('"they', 36), ('potentially', 36), ('battery-operated', 36), ('says,', 36), ('mr.', 36), ('personal', 36), ('ever', 36), ('exposure', 36), ('directive', 36), ('batchelder', 36), ('june', 36), ('feet', 36), ('treat', 36), ('west', 36), ('vape.', 36), ('eu', 36), ('regulatory', 36), ('attractive', 36), ('commissioner', 36), ('authorities', 36), ('coffee', 35), ('teen', 35), ('problems', 35), ('various', 35), ('schools', 35), ('suggests', 35), ('addicts', 35), ('study,', 35), ('2013', 35), ('proposal', 35), ("haven't", 35), ('and,', 35), ('doctors', 35), ('ago', 35), ('wean', 35), ('agency,', 35), ('bring', 35), ('quite', 35), ('saw', 34), ('enjoy', 34), ('"in', 34), ('parents', 34), ('considering', 34), ('tribune', 34), ('that.', 34), ('enclosed', 34), ('2012', 34), ('use,', 34), ('battery', 34), ('tar', 34), ('standards', 34), ('industry,', 34), ('teens,', 34), ('offer', 34), ('appears', 34), ('smoking,"', 34), ('greater', 34), ('caused', 34), ('half', 34), ('vapor,', 34), ('week,', 34), ('younger', 34), ('cancer-causing', 34), ('sells', 34), ('gone', 34), ('chief', 34), ('vape,', 33), ('prohibiting', 33), ('problem', 33), ('wanted', 33), ('either', 33), ('flavour', 33), ('agree', 33), ('police', 33), ("wasn't", 33), ('step', 33), ('offers', 33), ('robert', 33), ('lounges', 33), ('international', 33), ('march', 33), ('business.', 33), ('fact,', 33), ('prohibited.', 33), ('4', 33), ('bars', 33), ('seniors', 33), ('lower', 32), ('shops,', 32), ('amounts', 32), ('included', 32), ('completely', 32), ('"but', 32), ('communities', 32), ('substances', 32), ('wednesday', 32), ('positive', 32), ('pose', 32), ('shop.', 32), ('york', 32), ('huge', 32), ('light', 32), ('"we\'re', 32), ('packs', 32), ('reached', 32), ("city's", 32), ('becomes', 32), ('result', 32), ('usually', 32), ('governments', 32), ("aren't", 32), ('reports', 32), ('contact', 32), ('shop,', 32), ('individuals', 31), ('understand', 31), ('feb.', 31), ('tested', 31), ('old', 31), ('looked', 31), ('buying', 31), ('role', 31), ('claimed', 31), ('bar', 31), ('giving', 31), ('institute', 31), ('deaths', 31), ('rate', 31), ('24', 31), ('substance', 31), ('sometimes', 31), ('revenue', 31), ('quality', 31), ('couple', 31), ('left', 31), ('strong', 31), ('white', 31), ('heavy', 31), ('carcinogens', 31), ("wouldn't", 31), ('generation', 31), ('15', 31), ('man', 30), ('hard', 30), ('blood', 30), ('head', 30), ('meeting.', 30), ('via', 30), ('brought', 30), ('cases', 30), ('bit', 30), ('tuesday', 30), ('heard', 30), ('60', 30), ('period', 30), ('vapour,', 30), ('face', 30), ('maine', 30), ('declared', 30), ('network', 30), ('americans', 30), ('drugs', 30), ('illegal', 30), ('purchase', 30), ('close', 30), ('out.', 30), ('avoid', 30), ('los', 30), ('groups', 30), ('michael', 30), ('matter', 30), ('history', 30), ('present', 30), ('editorial@plusmediasolutions.com', 30), ('claims', 30), ('bangor', 30), ('monday', 30), ('allowing', 30), ('service', 30), ('bought', 30), ('leading', 30), ('brand', 30), ('smoke-free', 29), ('switching', 29), ('meanwhile,', 29), ('sample', 29), ('advertisements', 29), ('moving', 29), ('5', 29), ('future', 29), ('held', 29), ('terms', 29), ('considered', 29), ('"i\'m', 29), ('centre', 29), ('ontario', 29), ('"people', 29), ('11', 29), ('ban.', 29), ('takes', 29), ('irish', 29), ('downtown', 29), ('.', 29), ('subramaniam', 29), ('business,', 29), ('runs', 29), ('proven', 29), ('1', 29), ('position', 29), ('suggested', 29), ('seeing', 29), ('building', 29), ('urge', 29), ('north', 29), ('adopted', 29), ('price', 29), ('produced', 28), ('malaysia,', 28), ('vapour.', 28), ('received', 28), ('public.', 28), ('hold', 28), ('improve', 28), ('burning', 28), ('difficult', 28), ('replacement', 28), ('shown', 28), ('enthusiasts', 28), ('14', 28), ('law.', 28), ('voltage', 28), ('costs', 28), ('glycerin', 28), ('weeks', 28), ('opportunity', 28), ('starter', 28), ('view', 28), ('"our', 28), ('john', 28), ('hookah', 28), ('everyone', 28), ('harmful,', 28), ('reducing', 28), ('total', 28), ('home', 28), ('policies', 28), ('18.', 28), ('rates', 28), ('vaped', 28), ('them,', 28), ('smoking."', 28), ('announced', 28), ('month.', 28), ('hundreds', 28), ('conducted', 28), ('(the', 28), ('paper', 28), ('full', 28), ('increasingly', 27), ('smokers.', 27), ('p.m.', 27), ('third', 27), ('driven', 27), ('day.', 27), ('spokesman', 27), ('provides', 27), ('is,', 27), ('puffing', 27), ('asking', 27), ('restaurant', 27), ('efforts', 27), ('poison', 27), ('...', 27), ('behind', 27), ('harmless', 27), ('conley,', 27), ('multnomah', 27), ('reach', 27), ('final', 27), ('transportation', 27), ('designed', 27), ('let', 27), ('puff', 27), ('key', 27), ('this,', 27), ('special', 27), ('appear', 27), ('restaurants,', 27), ('enforcement', 27), ('opponents', 27), ('regional', 27), ('particularly', 27), ("hasn't", 27), ('serious', 27), ('cross', 27), ('promoting', 27), ('chair', 27), ('95', 27), ('david', 27), ('product.', 27), ('"as', 27), ('gives', 27), ('advice', 27), ('outdoor', 26), ('apply', 26), ('discussed', 26), ('measure', 26), ('(c)2015', 26), ('argued', 26), ('development', 26), ('switched', 26), ('worried', 26), ('website', 26), ('family', 26), ('plan', 26), ('women', 26), ('traders', 26), ('serve', 26), ('too.', 26), ('formaldehyde,', 26), ('argue', 26), ('technology', 26), ('market.', 26), ('impose', 26), ('meant', 26), ('consumer', 26), ('tv', 26), ('names', 26), ('rise', 26), ('candy', 26), ('association.', 26), ('suggest', 26), ('ensure', 26), ('tripled', 26), ('aerosol', 26), ('17', 26), ('inhaled.', 26), ('commercial', 26), ('majority', 26), ('cut', 26), ('day,', 26), ('comment', 26), ('learn', 26), ('effort', 26), ('month,', 26), ('nor', 26), ('putting', 26), ('needed', 26), ('independent', 26), ('alternatives', 26), ('fire', 25), ('officer', 25), ('oregon', 25), ('taylor', 25), ('became', 25), ('park', 25), ('smoker,', 25), ('johor', 25), ('except', 25), ("they've", 25), ('fall', 25), ('address', 25), ('"my', 25), ('spaces', 25), ('biggest', 25), ('official', 25), ('fine', 25), ('itself', 25), ('s.', 25), ('benefit', 25), ('rule', 25), ('method', 25), ('january', 25), ('agreed', 25), ('amendment', 25), ('scientists', 25), ('involved', 25), ('easy', 25), ('heating', 25), ('mostly', 25), ('inhalation', 25), ('require', 25), ('keeping', 25), ('cigars', 25), ('acceptable', 25), ('far,', 25), ('body', 25), ('facebook', 25), ('reynolds', 25), ('delivering', 25), (',', 25), ('2', 25), ('fewer', 25), ('dozen', 25), ('limit', 25), ('"no', 25), ('equivalent', 25), ('remains', 25), ('anti-smoking', 25), ('sign', 25), ('review', 24), ('people.', 24), ('test', 24), ('inhalant', 24), ('previous', 24), ('led', 24), ('wide', 24), ('session', 24), ('pens,', 24), ('13', 24), ('largely', 24), ('cartridges', 24), ('generally', 24), ('abuse', 24), ('london', 24), ("couldn't", 24), ('feeling', 24), ('–', 24), ('train', 24), ('exhaled', 24), ('supported', 24), ('offering', 24), ('"when', 24), ('chronic', 24), ('calling', 24), ('town', 24), ('schools,', 24), ('reasons', 24), ('showing', 24), ('blow', 24), ('areas.', 24), ('kansas', 24), ('inc.', 24), ('launched', 24), ('black', 24), ('causes', 24), ('equipment', 24), ('law,', 24), ('juices', 24), ('places,', 24), ('questions', 24), ('designated', 24), ('t', 24), ('created', 24), ('breathing', 24), ('store.', 24), ('debate', 24), ('$100', 24), ('angeles', 24), ('regulation.', 24), ('read', 24), ('danger', 24), ('hopes', 24), ('human', 24), ('spent', 24), ('normal', 24), ('power', 24), ('testosterone', 23), ('50', 23), ('men', 23), ('push', 23), ('harmful.', 23), ('marketed', 23), ('display', 23), ('fruit', 23), ('hand', 23), ('businesses.', 23), ('night', 23), ('vapes,', 23), ('growth', 23), ('began', 23), 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