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In [77]:



    


%matplotlib inline
from collections import Counter
from collections import defaultdict
from os import listdir
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import nltk
import plotly.plotly as py



    











In [12]:



    


data = pd.read_csv('techcrunch_posts.csv')
orgs = pd.read_csv('organizations.csv')
people = pd.read_csv('people.csv')



    











In [13]:



    


cat_start_data = data[data['category'] == 'Startups']

TODO:

  • Create time series graph of "hype/PR"
  • Extract company names and group them with their respective posts
  • Create sentiment analysis on each post within the company group
  • Graph the sentiment analysis against outcome (if exists) "funded/exits/failures"




In [14]:



    


df = pd.DataFrame(cat_start_data)



    











In [15]:



    


def extract_nouns(content, thresh, draw_plot):
    if content == "":
        print ("Content is empty...aborting")
        return
    is_noun = lambda pos: pos[:2] == 'NN'
    tokenized = nltk.word_tokenize(content)
    nouns = [word for (word, pos) in nltk.pos_tag(tokenized) if is_noun(pos)]
    noun_counts = Counter(nouns)
    nc_thresh = thresh
    nc_df = pd.DataFrame.from_dict(noun_counts, orient='index')
    #nc_df = nc_df.sort(columns=0, ascending=False).iloc[0:thresh]
    nc_df = nc_df.sort_values(by=0, axis=0, ascending=False).iloc[0:thresh]
    #nc_df = nc_df[nc_df[0] >= thresh]
    if draw_plot: nc_df.plot(kind='bar');
    return nc_df



    











In [16]:



    


# Generalize, examples of startup features articles contents
df1 = extract_nouns(cat_start_data.loc[4]['content'], 5, True)
df2 = extract_nouns(cat_start_data.loc[428]['content'], 5, True)
df3 = extract_nouns(cat_start_data.iloc[1456]['content'], 5, True)
test = extract_nouns("", 5, True)



    


















    






Content is empty...aborting










    

















    

















    
























In [17]:



    


# Use either crunchbase or angelist API 
# to match nouns with company names



    











In [18]:



    


def get_companies(nouns):
    comp_names = [name for name in nouns.index.values if (orgs['name'].isin([name]).sum() == 1)]
    return comp_names



    











In [19]:



    


"""
Used to create a dictionary that's indexed by a company and accumulates
a table of posts referencing the company

Input: int thresh - the top 'thresh' noun references to
"""
def create_posts_index(thresh):
    # Flag for drawing noun freq plot of post
    draw_plot = False
    comp_dict = defaultdict(pd.DataFrame)
    empty_content = []
    
    for index, rows in data.iterrows():
        try:
            nouns = extract_nouns(rows['content'], thresh, draw_plot)
        except (TypeError, KeyError) as e:
            print(e, " occured at index: ", index)
            #print("Recorded: post indexed at ", index, " has an error with its content")
            empty_content.append(index)
        comp_names = get_companies(nouns)
        for comp in comp_names:
            comp_dict[comp] = comp_dict[comp].append(data.loc[index])
    
    return comp_dict, empty_content



    











In [20]:



    


[company_post_dict, empty_content] = create_posts_index(5)



    


















    






expected string or bytes-like object  occured at index:  823
expected string or bytes-like object  occured at index:  1427
expected string or bytes-like object  occured at index:  1456
0  occured at index:  2163
0  occured at index:  2219
expected string or bytes-like object  occured at index:  2511
expected string or bytes-like object  occured at index:  2546
0  occured at index:  2806
0  occured at index:  2831
expected string or bytes-like object  occured at index:  2978
expected string or bytes-like object  occured at index:  3028
expected string or bytes-like object  occured at index:  3285
expected string or bytes-like object  occured at index:  3591
expected string or bytes-like object  occured at index:  3675
expected string or bytes-like object  occured at index:  3712
expected string or bytes-like object  occured at index:  3762
expected string or bytes-like object  occured at index:  3780
expected string or bytes-like object  occured at index:  3837
expected string or bytes-like object  occured at index:  3838
0  occured at index:  3866
expected string or bytes-like object  occured at index:  3959
expected string or bytes-like object  occured at index:  4163
0  occured at index:  4556
expected string or bytes-like object  occured at index:  4604
expected string or bytes-like object  occured at index:  5199
expected string or bytes-like object  occured at index:  5205
expected string or bytes-like object  occured at index:  5277
expected string or bytes-like object  occured at index:  5314
0  occured at index:  5360
expected string or bytes-like object  occured at index:  5414
expected string or bytes-like object  occured at index:  5430
expected string or bytes-like object  occured at index:  5497
expected string or bytes-like object  occured at index:  5511
expected string or bytes-like object  occured at index:  5729
expected string or bytes-like object  occured at index:  5956
0  occured at index:  6060
expected string or bytes-like object  occured at index:  6111
expected string or bytes-like object  occured at index:  7004
expected string or bytes-like object  occured at index:  7069
0  occured at index:  7380
expected string or bytes-like object  occured at index:  7447
0  occured at index:  7504
expected string or bytes-like object  occured at index:  7572
expected string or bytes-like object  occured at index:  7678
0  occured at index:  7680
0  occured at index:  8010
expected string or bytes-like object  occured at index:  8147
expected string or bytes-like object  occured at index:  8471
0  occured at index:  8577
expected string or bytes-like object  occured at index:  8593
expected string or bytes-like object  occured at index:  8685
0  occured at index:  8925
0  occured at index:  9700
expected string or bytes-like object  occured at index:  9979
expected string or bytes-like object  occured at index:  10095
0  occured at index:  10794
expected string or bytes-like object  occured at index:  10935
expected string or bytes-like object  occured at index:  10981
expected string or bytes-like object  occured at index:  11031
0  occured at index:  12499
expected string or bytes-like object  occured at index:  13202
expected string or bytes-like object  occured at index:  13374
0  occured at index:  14431
0  occured at index:  17165
expected string or bytes-like object  occured at index:  17688
0  occured at index:  20422
0  occured at index:  22752
expected string or bytes-like object  occured at index:  25143
expected string or bytes-like object  occured at index:  26921
expected string or bytes-like object  occured at index:  34414
expected string or bytes-like object  occured at index:  34517
expected string or bytes-like object  occured at index:  37325
expected string or bytes-like object  occured at index:  37340

















In [21]:



    


# Writing the company_post_dict to file for easy load



    











In [314]:



    


def find_csv_filenames(path_to_companies, ext=".csv"):
    filenames = listdir(path_to_companies)
    return [filename for filename in filenames if filename.endswith(ext)]



    











In [315]:



    


def create_safe_filename(filename):
    # / --> _
    # . --> +
    name_acc = filename
    if '/' in filename:
        name_acc = name_acc.replace('/', '_')
    if '.' in filename:
        name_acc = name_acc.replace('.', "+")
    return name_acc



    











In [316]:



    


def revert_safe_filename(filename):
    name_acc = filename
    if '_' in filename:
        name_acc = name_acc.replace('_', '/')
    if '+' in filename:
        name_acc = name_acc.replace('+', '.')
    return name_acc



    











In [317]:



    


def save_all_companies(company_post_dict, path_to_data_folder):
    for comp, posts in company_post_dict.items():
        safe_comp_name = create_safe_filename(comp)
        print (safe_comp_name)
        posts.to_csv(path_to_data_folder+safe_comp_name+".csv", sep=',')



    











In [318]:



    


def load_all_companies(path_to_companies):
    comp_dict = defaultdict(pd.DataFrame)
    filenames = find_csv_filenames(path_to_companies)
    for filename in filenames:
        comp_key = filename.split(".")[0]
        print (comp_key)
        reverted_name = revert_safe_filename(comp_key)
        comp_dict[reverted_name] = pd.read_csv(path_to_companies+filename, index_col=0)
    return comp_dict



    











In [319]:



    


save_all_companies(company_post_dict, "./companies/")



    


















    






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Foodzy
Ideal
Systems
Auxmoney
Engagor
Floobits
Got
Newsana
Inspirock
Yodlee
Ginger+io
Fortune
iHeart
Taboola
Grooveshark
Thinkful
Ellation
Rafter
Fandango
Spoonflower
Workflow
Eventjoy
Ping
Paltalk
Babylon
Spinnakr
SkyGiraffe
Accel-KKR
reps
FastSpring
Umano
Ethan
Mingleton
FilterEasy
Cemmerce
ZigBee
Revelator
Rainmaker
PredictSpring
Retrace
Massdrop
Photoful
CanvasPop
PLUMgrid
Velti
Reebee
Sex+com
MetaWorld
LocalOn
Tradedoubler
Vello
CatchThatBus
Tizen
Schaft
RT
Sparkcentral
Philo
Truecaller
Bubble
CIO
Trooly
OfficeDrop
Intuit
SimplyInsured
ClassPass
GoingOn
TapEngage
Wallmob
Vivendi
Wayfair
Badoo
Pirate3D
Spotwag
Netizine
Skycure
Tethercell
Shorts
Sanders
Witness
Onesheet
Clarity
Apigy
TurningArt
Rutube
Uptake
Radoop
Postmates
Ascend
Ektron
TED
Wayin
Boxful
ScaleBase
Sokikom
Conceivable
Powhow
Paribus
Blackstone
Boxee
Inmarsat
Everyplay
Unbabel
FlashSoft
ShopperTrak
OneLouder
YouLike
Scrumpt
Netatmo
Caskers
AdColony
Fictiv
Elance
Mode
Blip
Devialet
Photobucket
ClipMine
Glitter
BagThat
WinBeta
CollabFinder
eMarketer
DoxOut
GoodData
Kara
Kitchenbowl
Sisense
Rockpack
Dynamics
Gild
MavenSay
PlayerScale
Posmetrics
Trellie
Thistle
Cloze
Baker
Fandeavor
Flipps
TalentBin
Unii
InnoSpring
Sensinode
Pixate
Emotient
Postcard
Movebubble
edocr
Contextly
Everloop
Skriware
GoldieBlox
DLD
Bob
PETA
Perion
WeHostels
Zopa
Spraffl
Thurst
SlideMail
Skycatch
ParStream
Chirpify
Futurelytics
Tattoodo
Bitdeli
Bluebox
Mapillary
Ironclad
Synergyse
Airwallex
Jirafe
Errplane
Flypad
MartJack
Thorn
XYZE
Tastebuds
TVSmiles
FoundationDB
HealthKit
Zeo
Trifacta
TreSensa
Emergence
Mercari
Tropo
CrowdTwist
Houston
Hughes
MobileDevHQ
MyState
Bloomberg
Deliveroo
Runtastic
Moven
Loopcam
Xola
cisimple
Fanplayr
Pearson
AutoLotto
Zoomdata
Workshare
Muzy
NSI
Imagine
Bullhorn
Hickies
Zizoo
Kogan
Currents
Opera
Feedspot
Vita
Crusher
Pharmly
QuickPay
YouEye
Gousto
Borro
Aetna
AfterShip
UCWeb
Nutanix
BEUC
Stanley
Ozlo
Johnson
Grofers
batteryPOP
Valassis
Clay
KidZui
Telefónica
PostRocket
SnapApp
Pascal
MicroEval
Synacor
Comptel
LokLok
PandaWhale
Kickscout
TestFlight
Avaz
Forbes
Follow
HappyFunCorp
Shipwire
ArtCorgi
WellPath
AppGlu
OpenDNS
Mitro
Architizer
Upverter
EdSurge
AliveCor
SeatID
Planspot
Bugsnag
Songkick
Mindwork
Mailgun
NowThis
Appthority
Caspida
CommonBond
RocketClub
Garantia
MOG
Chosen
Cloth
Technorati
Nuomi
Sensel
Gig
Fender
AroundMe
EatStreet
Picattoo
Lully
Gigstart
Print+io
Citi
Spritz
Swill
Wax
Stonesoft
Insightpool
Doublie
Swapbox
GlassUp
InVision
HouseFix
OmniVirt
Geofeedia
Lobster
Camarilla
Natasha
Ushi
Parrot
Safaricom
Blipfoto
SeedCloud
ConsenSys
Lipman
CourseSmart
Itseez
Thismoment
Eaze
SIM
Pushbullet
Anniversary
Telerik
Engagio
Kobo
Antuit
Pluralis
Flomio
Monese
Birdback
Dynatrace
Interview
Taco
Cody
Fantuition
Stamper
Openera
GameFly
SkyBell
Trendrr
GumGum
Vert
Shaka
Gobi
Crate
Meograph
LeWeb
PhoneFactor
Planted
Banters
Metaresolver
Jobr
Loveflutter
Stevie
DroneDeploy
Mix
Fish
Beacons
Iconic
Interviewed
UberMedia
Flyfit
FeeX
PetHub
Burton
Druva
Campalyst
Ancera
Diary+com
CallWave
Zeekit
Bloomspot
Floored
Carbyn
CGI
Zhenai
Ling
Mail
DataGravity
Puzzle
YouNoodle
AppGyver
Tinkergarten
Hike
Globevestor
KDDI
Livestream
Gruveo
Knozen
Zappli
Prompt+ly
ThousandEyes
Kinnek
CloudEndure
Hyperink
Lybrate
Brighter
Clipboard
PTT
Base79
Humble
Ziptask
ProBoards
WeMesh
Seelio
GymGroups
PureVPN
WeLab
Jitterbit
Piqora
Memorado
Spendesk
Acorns
GroundLink
Radian
Zuora
ASUS
Mhelpdesk
Kazaana
Poshmark
SFR
Tor
Nova
Alpine
Gunosy
Lookout
Cable
DataRank
Vevo
Parklet
Quixey
LeanMarket
Priest
Pathwright
Whitetruffle
Tipbit
Gozaik
Globant
StudyRoom
DelFly
Revolution
PayNearMe
Voxel
Looklist
Celonis
MSNBC
Lore
Percentil
Awesome
Razorpay
Tigerlabs
WhipTail
FastPay
BetterCloud
NomadCast
Industry
Stringr
Almond
Sonian
Boostcase
HoneyBook
BFF
Stichy
Cyan
Leftronic
Beepi
Bizdom
Musical+ly
Rixty
Socar
Schuler
Flyby
ESPN
Quarterly
CSG
Burpple
NextVR
Shopwave
Corgi
Control
GIFs
Mingle
Spotbros
Zilingo
Keurig
PrepWork
Vimeo
ARM
Sincerely
Jeffrey
Axtria
Healint
Bizzabo
Airobotics
Eventioz
Playmatics
Madvertise
PivotDesk
Tagboard
Freeview
Fin
Milk
Promote
CGTrader
Soundtracker
Puppet
InMotion
Splash+FM
Moxtra
Well
Jordan
ArmorText
InvisibleHand
Module
GitHub
Zuoyebang
MasterCard
PrePay
PlaceIQ
Duracell
NeonMob
Blockai
Aviary
Nintendo
Everyday+me
Line
Quartzy
Metaio
Combinator
Pingpad
Tilt
KFit
Cuff
Spawnsong
Zeetings
Glide
Baltimore
PrestaShop
Air
CarHero
Videopixie
AdSemble
Krossover
Pavlok
Ableton
Dekko
Legimi
OpenX
Youmiam
Loudie
Credo
A
GigLocator
PageCloud
Servy
Vodafone
ShoCard
PicnicHealth
Tripshare
Capography
M-Files
Escrow+com
SurfEasy
Kentik
SQFT
ThankView
BigDoor
Sitedrop
Reebonz
Porsche
Thirdshelf
Grokr
Procera
Kitchenbug
HitBliss
Reverb+com
SimpleCitizen
WonderLuk
Shine
RocketFrog
Accellion
Ustream
Paperspace
Agrilyst
Pintrips
CollabNet
Disqus
Amiigo
Laugh+ly
Gotham
Canviz
Calm
Monkey
Tudou
Chef
FileMaker
Protag
Blocks
Mangrove
Ask+com
Greenwood
Ellis
FitBark
Beeswax
Bromium
Yemeksepeti
TouchCast
HouseTrip
b8ta
SNCF
Windy
Class
Manilla
Tinychat
Cards
Bathys
Call9
Toptal
Behance
Shoppable
Celmatix
ARCEP
Snapguide
FreeWavz
SoundFocus
Ebyline
Motorola
Sharethrough
Destiny
Yesware
Carvoyant
SlideRocket
Tapglue
JoyTunes
Koudai
Mustbin
Betterment
AppLabs
VoloMetrix
Fulcrum
Anaplan
Beamery
Stipple
SE
TAG
Mikme
Setster
Satechi
Telogis
AppFormix
Tamr
Longaccess
Mitch
Canonical
SevenFifty
Chicago
EvntLive
Apester
Sonalight
Playtox
FiscalNote
Startupbootcamp
TrueStart
Meritful
Silp
Print
Nagios
Auto+ru
Nosh
Shpock
Creatrs
Drivy
Scribit
Cloudyn
Fleksy
ISKN
Studypool
LookSee
Bellabox
Triposo
CBS
TrendSpottr
Ohlala
Viewbix
StockTwits
AppLift
Lionside
Kidizen
Ometria
Confide
KitchMe
Ribbon
About
Fuzmo
OnSwipe
USM
Black
Funzio
Bulletin
Kay
Marketplace
Hotlist
Teleborder
Cone
Sosh
Greenhouse
Toronto
Vanitee
Costello
Taskworld
Yozio
Lumosity
Visual
Hometalk
ShopLocket
Ctrip
Acompli
Moff
Olapic
Akimbo
AnyRoad
Daric
Amiato
Trunkt
Jukedeck
Cizoo
HashiCorp
Kander
Paintzen
DG
Tonight
iRobot
OYO
Zite
Nestio
Dingo
Parcel
Pathmapp
Klarismo
Simplilearn
Memo
PipelineDB
Grouper
Tanner
Typeform
LEGO
BikeTag
WiMP
waves
HGST
LivingSocial
Melodigram
Rockbot
SolarCity
Quattrocento
Chipolo
Percival
EdReach
Stocard
DCM
Snapdeal
Homee
Finale
Worldpay
Aislelabs
Applicasa
ViVu
Stitcher
TuneWiki
BlockScore
WireOver
Capital
Blurb
Button
Jake
ProfitBricks
EyeVerify
about+me
Voicegem
Nuji
Contactually
Sqord
Eliademy
Predictive
OneClass
GetYourGuide
HERE
G5
SimpleLegal
Zinc
Playdek
Misen
Fiksu
TrakInvest
GroupTalent
Storyful
Cruise+me
Meesho
People+
OMsignal
Pioneer
Atlassian
Hansoft
Airpush
WaHome
DHL
Urbanspoon
Ask+fm
thredUP
Guesty
Svyaznoy
Onavo
GV
Stylight
Techy
Evite
ShareGrid
earthmine
Printhug
Foodini
Tote
Carspring
Elmo
HireVue
Blockspring
Groupnotes
Cybozu
Lock8
Buccaneer
MobiCart
Flatchat
TapFame
Wisembly
SOASTA
Byline
Trackbuster
Ariba
Mocana
Nexmo
TechCrunch
Talkz
Please
Libboo
Boni
Navmii
Dedrone
IAC
Lyft
PaeDae
Yardsale
Experts
Udacity
Tagged
PonoMusic
HDI
Wikets
Clarivoy
Urbee
Tippr
Vkontakte
LevelUp
BookingBug
Nordstrom
Cube26
Trulia
Acer
Jink
Stir
Washbox
Compendium
Soundsgood
MakerBot
Webrazzi
Looksery
EverTrue
SkyPhrase
Robocat
Gem
Sense360
Wikia
Marco
Cloudera
Arch
Etsy
Voxeet
Stage
Unison
gamesGRABR
Workbench
Binocular
Food
FOBO
Appcelerator
Modern
Batch
Brightkite
Trustpilot
La-La
Sculpt
eBay
BodeTree
Soulmix
Immersit
Boatbound
Collections
Remitly
Moo+do
PureWrist
Kroll
Streamweaver
Invoice2go
SnapKeys
Tile
MeARKET
Wheretoget
Codementor
Venmo
Virtru
Votizen
Influenster
Jusp
Filabot
Engodo
Yondr
Klash
Fusion-io
Motilo
PernixData
Verious
AlchemyAPI
Heyzap
Findster
WellBiome
PasswordBox
Xpire
Crowdpark
Plex
gdgt
Parliament
RTI
Xiaomi
TuneIn
Olson
XPRIZE
Donut
HelloSoda
Pattern
Foundation
TappingStone
Stamped
Tout
Floret
UpTo
JVP
IPG
Storybricks
Guvera
EVA
Okta
TradeGecko
Telstra
Farfetch
Zello
Instavest
Lion
QR
Wantful
Spoolee
Lolapps
ExoClick
Curatum
Workato
Tectonic
XSEDE
LeFeed
VHX
SnapKnot
indoo+rs
PMA
Picks
AppsBuilder
CrestaTech
Cloudant
Indie
Decorist
TSMC
Pickie
PARC
Shuddle
Immediately
Upworthy
Likelii
LeKiosk
Autodesk
Sportradar
Gradberry
Seesmic
Soompi
GazeHawk
Boxever
Sprightly
Recombine
Yeti
Kryptnostic
Tictail
Seesaw
Issue
Vungle
Nickelodeon
Zumper
Nearby
Made
GroupSpaces
Roomorama
Woozworld
VitaPortal
WearToday
Batterii
FarEye
FindIt
Jolicloud
SIMI
vrAse
NodeFly
Baarzo
Soli
Remus
Minted
Velostrata
Bud
TrackR
Guild
Dyson
PCI
Stypi
Request
PadMapper
Online
StudyBlue
Canal+
Terminal
SocialChorus
Pressly
Promoboxx
Glassdoor
Scosche
Aarki
StartupHighway
Gaana
Bellabeat
Symantec
Trustev
Caterspot
Gobble
Modi
Treasure
Adly
Tapdaq
LEAGUE
M+dot
CentOS
Noodle
NetSuite
Threes
Skimbox
Action
Coinsetter
Zen99
zVentures
Konami
Sidestage
Socrative
Qriously
Peapod
Bishop
Hipcamp
Mink
Ubo
Montblanc
Digimarc
TaskRabbit
Type
Crowd
wydr
HackerEarth
Demandware
CarTrade
ViSalus
Coursmos
Mobage
Fingo
Mendeley
Neumob
Hollar
GemShare
Clinton
Attachments+me
Dandy
AdVine
Galaxia
IndieGameStand
Vitacost
Printful
Neptune
LegalZoom
Madefire
Kiva
Playbasis
Forrst
R\GA
Swytch
Depop
Harman
BlaBlaCar
Scandy
LS9
ThingLink
Everplaces
Picfair
Flag
Adform
Outdoorsy
Xfers
VMFive
Confluence
Jaguar
Bernstein
Liberty
Caltrain
BET
Dropost+it
Joint
Fabrily
ZenDeals
Malwarebytes
Kahuna
Spindle
Desti
InsideSales+com
Gigster
Supple
WalkMe
Will
Goodsie
Consumr
Draper
Avado
Alexa
Viking
Hexadite
Oolu
Pinweel
AppThwack
Mindjet
CrowdOptic
PageLever
GO1
Jobbatical
Ringya
Schools
Rhinobird
FriendFeed
StickNFind
KinoPoisk
BarEye
Elf
Powerset
Savioke
Teabox
Jean
Ubimo
Nowait
Ocean
Aspire
Media+net
SparkReel
Storylane
Hadoop
Pinterest
KiteDesk
Peoplefluent
Randstad
Netskope
MoWeather
Monetate
Summly
IFTTT
OpenStack
Coach
Bosch
GMV
EveryLodge
Structure
Aviso
Verbling
moosify
WebGL
CapLinked
Mashape
Noggin
Near+in
Waterstones
Binge
Sorted
Turck
Expensify
Estimize
Shapeways
Commonred
AirPooler
Zirtual
Humans
Opuss
Oscar
Mobincube
Beestar
Linqapp
Maxis
Nets
OneSky
Feed+fm
Automattic
Siri
BDC
Gowalla
Aperto
Passport
Zui
Voter
SumAll
ShipHawk
K1
Betable
Unified
Meusu
Taobao
inspiration
Sharewall
Oculus
Coinbase
Softcover
HelloWallet
Neto
Basket
Snapcart
Wifarer
Whittl
Appear
tibbr
Epson
Opinsy
Bullet
Sold
Slidebox
Swap+com
LendUp
Ding
Moss
Tracy
WayUp
MarkaVIP
Vinaya
Ahalogy
Woven
Tinybop
SwiftKey
Instabridge
Forgacs
Hagen
Avenue
CareMessage
BlockCorp
Docphin
M+Gemi
Stone
Linio
Kymeta
Hubub
Solvate
Presence
Academia
Roadster
Integral
StrikeAd
hi5
Station
Scribd
N26
XEED
Clearbit
Frontier
Dogecoin
Wandera
Playdom
Branson
Veenome
Voddler
Zula
Twilio
BenchPrep
Larky
DigitalGlobe
Reissued
Localmind
Next
MyTime
EquipmentShare
Vastrm
Adafruit
Streem
Visualead
Eden
Hua
Confluent
Steinberg
BumeBox
Experfy
FanBridge
Wavecell
Deliverd
Byliner
Movinga
Mesosphere
Bazaarvoice
Schiller
Ifinity
StackPath
Deeper
Estify
Gant
Commerce
Bitcellar
Rickshaw
Loewe
Sevenhugs
Virtusize
SocialPandas
Prefundia
Peer39
Mouthee
Mission
Cubic
Ronin
Appixia
Connector
WhatsApp
Pack
Growth
Quizlet
ManageIQ
Backplane
Pickingo
Curacity
Bankjoy
Ador
OrderAhead
GlobeIn
Meituan-Dianping
Saavn
GoCardless
Kazam
Shopmium
DPS
Unmetric
StubHub
GoDaddy
RingCentral
Kamcord
Xfire
Narvar
Xi3
Qik
HealthKeep
Parchment
AlterGeo
Gumroad
Shaker
Foodily
Stamplay
Venture
iFit
Eatigo
Fileboard
MoveInsure
Fancy
Sonatype
Airtime
Owlin
Branch8
Palace
WebOS
Prior
Frichti
AddToAny
RealScout
Zoomingo
Staffjoy
Anturis
OTTO
Callblock
Somo
Peel
Nestor
Zayo
Microsoft
Oodle
Bindo
GetApp
Teleca
Blogmutt
Viacom
Field
numberFire
Pearltrees
Insync
CAPS
Capitan
Avaya
Thomvest
UpDesk
Mobento
AMADAS
Roombeats
Mueller
Gimmie
Fosbury
Ping+it
Stamp+it
ScienceLogic
Infosys
CallApp
Ubuntu
Kabbage
HealthSouk
Ride
Civic
Macmillan
KeyMe
Effektif
MyNextRun
Marriott
Coraid
CANDDi
Doblet
Weotta
Seatwave
Delta
Tag
GoPollGo
Ellevest
LOLA
FounderDating
Hopster
AppDynamics
Mashery
Spool
Jawbone
TextTeaser
GlassesGroupGlobal
Hopper
Z4
Venio
iControl
Femsplain
Brit
Mavrck
DoubleClick
Meebo
JolieBox
Lindsay
TTS
Healthrageous
Eumakh
Glooko
Sparks
Mashburn
Producteev
Playfish
Synthesio
Labster
Metadata
Shoptiques
Kraft
SeedInvest
GrabCAD
Appier
Tingbot
SiteTagger
Plus
Levebee
Locationary
IDNow
Fingerprint
OUYA
Timehop
Groupon
TodayTix
Save
Apprenda
Narrative
Prezi
Pagevamp
Peakon
cPulse
Hybrid
Monica+Andy
YPlan
Handpick
Jelastic
Adioso
ROOBO
Paydiant
Neptune+io
Treatwell
Kochava
Bidgely
Gymdeck
Pi
OrangeScape
PHP
Movidius
Yarly
Onyara
Stardoll
Vostu
CloudSolar
Hellofood
BuzzMyVideos
Dailymotion
Tame
Bottlenose
PiCloud
Coupons+com
Chargifi
StoreDot
Wurldtech
Voz+io
Cybereason
Mapbox
Backblaze
FameBit
Sawyer
CloudLock
Vroom
STABiLGO
Buttercoin
Sebastian
VideoAmp
Lara
Synology
Snowball
Sherpaa
Parlio
Nike
Cymmetria
Pinshape
Watchup
Chalkfly
Neat
iBeat
MOVE
Skim
Homesnap
Synaptics
Margo
Dreem
Gluster
Allre
Crater
Swiftype
Trade
Fitbay
Favado
Salorix
Voltus
State
Finish
Compilr
Sharecare
One
Wowo
Encap
Zeel
MTailor
Vertical
Hublo
Trainline
Duarte
FamilyLeaf
GoSquared
DropTask
Looker
Roambi
Agorize
Ostrich
YouMagine
SPSS
Surge
Descomplica
Vue
SugarCRM
Sailthru
SanDisk
F-Secure
Shadow
Spartoo
Watchville
Francis
Tonara
VideoSlam
isocket
Craigslist
Cleanly
Dache
SimpleReach
Lumoid
Scopely
Wattpad
FounderFuel
Endgame
Barley
Oink
Axonix
Yo
Henderson
Hat
SMS
Want
Mixer
Clementine
MindMeld
Apperian
Price
Paidpiper
WePay
NapTime
Aardvark
Gidsy
Flybrix
CREO
Gliimpse
PlateJoy
Impending
SessionM
Tableau
Samba
Public
Privalia
Getonic
Documentum
Stickers
Transifex
Imagination
Ansa
Pley
Barlow
Quantifind
AngelHack
OneTwoTrip
Shapr
letgo
Sonos
ShortForm
AuraVisor
Elepath
TripleMint
hoppr
Beanstock
Desk+com
Outernet
Woojer
zero
Trusteer
Casabu
Smava
Gemnote
Dude
Roomlia
LoveThis
Indiegogo
Markerly
startup
Codex
Protect
Mailbird
Pintics
Valkee
CumuLogic
Appsecute
Lakestar
vox+io
TrueVault
InstaEDU
PowerInbox
SteelSeries
Trim
Fiberead
FanDuel
Canon
HelloTech
Maderight
Sina
KYA
Blast
Bertelsmann
R_GA
Houdini
DueCourse
Boomi
HotelQuickly
Sensoria
Mezi
Seculert
Silver
Betterfly
Shoobs
Prizeo
Larsen
OpenBrand
Publicize
Tide
Doodle+ly
Transcriptic
Coderwall
Endaga
CREXi
Daydream
Comcast
Reserve
Ringblingz
MAZ
Fox
Plympton
GoTenna
TacoCopter

















In [320]:



    


dic = load_all_companies("./companies/")



    


















    






42Floors
A
AAA
Aardvark
Aarki
AB
ABI
Abine
Ableton
about+me
About
ABS
Academe
Academia
Acano
Accel-KKR
Acceleprise
Accelerator
Accellion
Accenture
Accomable
Accompany
Accounts
Aceable
Acer
Achievers
Aclima
aCommerce
Acompli
Acorns
Acquia
Acronis
Actifio
Actility
Action
ActivePath
AcuityAds
Acunote
Adafruit
Adaptive
AdBlock
adBrite
Adcade
AdColony
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Tailor
Tailwind
TakeLessons
Talend
Talent
TalentBin
TalentSky
Taleo
Talk+co
Talk
TalkBin
Talkdesk
Talko
Talkspace
TalkTo
Talkwheel
Talkz
Tame
Tampax
Tamr
Tango
Tank
Tanner
Taobao
Tap
Tapad
Tapastreet
TapCanvas
TapCommerce
Tapdaq
TapEngage
TapFame
Tapglue
TapHeaven
Tapingo
Tapit
Tapjoy
Tapkast
Taplister
Taplytics
TappIn
TappingStone
Taps
TapSense
Tapstack
Tapstream
Tapsule
Taptu
Tapulous
Tapvalue
Target
Tarlton
Taskhub
TaskRabbit
Taskworld
taste
Tastebud
Tastebuds
Tastemade
TastemakerX
Tastemates
Tate
Tattoodo
Taulia
Tawkers
Taxi
TaxiMonger
Taykey
Taylor
TCG
TCV
Teabox
Teads
Teal
Tealium
Teams
Tech+eu
TechCrunch
TechLaunch
Techlist
Technopolis
Technorati
Techstars
Techy
Teckler
Tectonic
TED
Tedemis
TeePublic
Teespring
Teewe
Teleborder
Teleca
Telecast
Telecom
Telefonica
Telefónica
Telegram
Telegraph
Telenor
Telepathic
Telerik
Telesocial
Teleza
TellApart
Tellem
Teller
Tello
Telogis
Telstra
Temnos
Tempdrop
Tend+ai
TenderTree
Tenor
tenXer
Tep
Teradata
Terascore
Terminal
Terrafugia
TerraTalk
TerrAvion
Tesco
TestChameleon
TestFlight
Testing
TestObject
Tethercell
TetraScience
TextMaster
TextMe
textPlus
TextTeaser
Textura
ThankView
Thanx
THB
theAudience
TheFamily
Thefuture+fm
TheIceBreak
Themer
Theranos
Thermodo
ThingLink
Things
Thingsee
Thinkful
Thinkfuse
ThinkGrid
Thinknum
ThirdLove
Thirdshelf
Thirst
Thismoment
Thistle
Thomson
Thomvest
Thorn
ThoughtSTEM
ThousandEyes
Threadflip
ThreatMetrix
thredUP
Threes
ThriveHive
ThriveTracker
Thumb
Thumbtack
Thunder
Thurst
tibbr
Ticketbis
Ticketfly
Ticketmaster
Tictail
Tide
Tidemark
TiE
Tigerlabs
TigerText
Tiiny
Tikker
Tile
Tilt
Timbre
Timehop
Timekiwi
Timeline
timeshel
Timeular
Tinder
Tindie
Ting
Tingbot
Tinggal
Tinitell
Tink
Tinkergarten
Tint
Tintri
Tinybop
Tinychat
Tinyclues
TinyTap
Tipbit
Tipflare
Tippr
Tissot
TiVo
Tivoli
Tizen
Todacell
TodayTix
Togethera
Toggle
TokBox
Tokopedia
Tomcar
Tomfoolery
Tonara
Tonic
Tonight
Tonsser
Toolbox+com
Toonimo
Toothpick
Top10
TopCoder
Topguest
Topick
Topics
Toptal
Tor
Torbit
Toro
Toronto
Torque
Tote
Totlol
Totsy
TOTVS
Touch
TouchBistro
TouchCast
TouchTen
Tour
TourCommand
TourPal
Tout
ToutApp
Trackbuster
TrackDuck
Trackin
TrackR
Tracks+by
Tracks
Tracky
tracx
Tracxn
Tracy
Trade
Tradedoubler
TradeGecko
TradeHero
Trademob
Tradeshift
TradingView
TRAFI
Trainline
Traity
TrakInvest
Transcoder
Transcriptic
TranServ
TransferGo
TransferWise
Transifex
Transit
Trapit
Travel+ru
TravelPerk
Travis
Trax
Traxo
Traxpay
tray+io
Treasure
Treatwell
TrekkSoft
Trellie
Trello
Trending
TrendKite
Trendrr
TrendSpottr
Trent
TreSensa
Tresorit
Trestle
Trialfire
TrialPay
Tribeca
Tribesports
Triblio
Trifacta
Trigger
Triller
Trilogy
Trim
Trio
TripAdvisor
Tripbirds
Tripda
TripIt
Tripl
TripleLift
TripleMint
Tripod
Triposo
Trippy
Tripshare
Triptease
Triptrotting
Tron-Club
Trooly
Tropo
Tru
True
TrueAccord
Truebill
Truecaller
TrueFacet
TrueStart
TrueVault
Trulia
Trulioo
Trunk
Trunkt
Truphone
Trusk
Trusted
TrustedCompany+com
Trusteer
TrustEgg
Trustev
Trustpilot
TRVL
TSMC
TTS
Tubular
Tudou
Tuition+io
Tule
Tune
TuneCore
TuneIn
Tunepics
TuneUp
TuneWiki
Tung
Turck
TurningArt
Turo
Tutanota
Tutorspree
Tutum
Tuurnt
TVSmiles
TweetDeck
Tweetwall
Twentify
Twice
Twiggle
Twigmore
Twigtale
Twilio
Twistory
Twitch
Twitmusic
Twitpic
Tyba
Tykoon
Tyler
TYLT
Tynker
Tynt
Type
Typeform
Tyro
U
uBeam
Uber
UberConference
UberMedia
Ubimo
Ubiquisys
Ubisoft
Ubo
Ubokia
Ubooly
Ubuntu
UCP
UCWeb
Udacity
Udemy
Ulmon
Ultimaker
Ultra
uMake
Umano
Umeng
Umoove
Unbabel
UnboundID
Underdog
Underwood
Undrip
Unface+me
Unified
Unigo
Unii
Unilever
Uniplaces
Unison
Unmetric
Unmute
Unreel+me
Unruly
Unsilo
UP
UPC
UpDesk
UpLabs
Uppidy
Uprising
UPS
Upstart
Uptake
UpTo
Upverter
Upworthy
Uqora
UrbanClap
Urbane
Urbanspoon
UrbanStems
Urbee
Urbita
URX
USD
UserEvents
UserVoice
Ushi
USM
Ustream
UX
V-Key
Vaavud
Vacatia
Vadio
Valassis
Valeo
Valkee
ValoBox
Vandrico
Vanhawks
Vanitee
VaporChat
Variety
vArmour
Vastrm
VAT
VCNC
Vedantu
Veenome
Vello
Velostrata
Velti
Vemory
Venio
Venmo
Ventoura
Venture
Venturocket
Venuelabs
VenueNext
Veoh
Verbase
Verbling
Verdict
Verelo
Verge
Veriflow
Verifly
Verious
Verisart
Versa
Versly
Vert
Vertical
VerticalResponse
Vertro
Vertu
VetCloud
Vettery
Vevo
VHX
Via
Viacom
viaCycle
Viadeo
Vibe
Vibease
Viber
Victor
VictorOps
Vidcode
Viddsee
Videdressing
video
VideoAmp
VideoBlocks
VideoElephant
Videology
Videopixie
VideoSelfie
VideoSlam
Vidme
VidMob
Vidyard
Viewbix
Viewfinder
Vigilent
VigLink
Viki
Viking
Vilynx
Vimeo
VINA
Vinaya
Vinci
Vine
Vinebox
Vingle
Vinli
Vinomofo
VIPKID
Viralheat
Virb
Virool
Virtru
Virtual
Virtuo
VirtuOz
Virtusize
Virtustream
Visa
ViSalus
ViSenze
Visier
Vision
VISR
Visual
Visualead
VisualGraph
Visually
Vita
Vitacost
Vital
VitalFields
VitaPortal
Vite
Vitra
Vitrue
Viv
Viva
VivaKi
Vivaldi
Vive
Vivendi
ViVu
VizEat
Vizify
Vizury
Vkontakte
vLine
Vlix
VMFive
VMware
Vobi
Vodafone
Voddler
Vogels
VoiceBunny
Voicegem
Volley
Volo
VoloMetrix
Voltus
Voodoo
VoodooPC
Voonik
Vortex
Vorwerk
Vostu
Voter
Votizen
Vouch
VouchedFor
vox+io
Voxeet
Voxel
Voxel8
Voxer
Voxsup
Voxy
Voyage
Voyagin
Voyat
Voz+io
vrAse
Vringo
Vroom
Vrv
VSCO
VTech
Vuclip
Vue
Vungle
Vurb
Vyte+in
W3i
Wadi
Wag
Wagon
WaHome
Wajam
Wake
Wakie
Walgreens
Walker
WalkMe
Wallace
Wallapop
Wallarm
Wallet
WalletKit
Wallmob
Walmart
Wandera
Wanderfly
Wanderu
WANdisco
Wandoujia
Wanova
Want
Wantering
Wantful
Wantster
Wantworthy
Wappwolf
Ward
Washbox
Washio
Watch
WatchDox
WatchMouse
Watchsend
Watchup
Watchville
Watchwith
WaterO
Waterstones
Waterworks
Watsi
Wattpad
Wavecell
Wavee
waves
Wax
Wayfair
Wayin
WAYN
Wayra
WayUp
Waze
Wealthfront
WearToday
WearYouWant
Weathermob
Weathernews
WeatherPlanner
WeatherSphere
Weaveworks
Web2go
Webber
Webedia
WebEx
Webflakes
Webflow
WebGL
WebKit
WebMD
WebOS
Webrazzi
Webroot
WebRTC
Wedge
WedPics
Weebly
Weekdone
Weekly
WeFinance
WeHostels
Weibo
Weightless
Weilos
Weissman
WeLab
Welkio
Well
WellBiome
WellPath
Wellth
Welltok
WeMesh
Wendel
Weotta
WePay
Weplay
Wercker
Werkly
WeShould
WeStore
WeTransfer
WEVR
WeWork
Wharton
what3words
WhatRunsWhere
WhatsApp
Whatser
Wheelz
Wheretoget
Whipclip
WhipTail
Whirlpool
Whirlscape
Whisk
Whitepages
Whitetruffle
Whittl
Whyd
Wibbitz
Wibiya
Wickr
Widdit
Wifarer
Wiggio
Wiivv
Wikets
Wikia
WikiLeaks
Wikipad
Wikipedia
Wild
Wiley
Wileyfox
Will
WillCall
Wilogo
WiMP
Winamp
WinBeta
Wind
Windward
Windy
Wingsplay
Wink
Winnie
Wiper
WireOver
Wiselike
Wisely
Wisembly
Wisemetrics
Wish
Wishpond
WishPop
Wit+ai
Withings
Withlocals
Witness
Wittlebee
Wix
Wize
Wochit
Woisio
Wolf
Wolfe
Women+com
Wonderloop
WonderLuk
Wonga
Wonpy
Woobox
Wooga
Woojer
Woollip
Wooplr
Woopra
Woot
Woozworld
Wordeo
WordPress
Work4
Workable
Workato
Workbench
Workday
Workestra
Workflow
Workfront
Works
Workshare
Workshop
Workspot
WorldDesk
WorldMate
Worldpay
WorldRemit
Woven
Wowo
WPP
Wranx
Wrap
Wrapify
Wrapp
Wriggle
Wrike
Written
WrkRiot
WudStay
Wufoo
Wurldtech
wydr
Wynd
x
xAd
Xamarin
XEED
Xeneta
Xero
Xeround
Xetum
Xfers
Xfire
Xi3
Xiaomi
Xigo
XING
Xirrus
XO
Xola
Xperia
Xpire
XPRIZE
XSEDE
Xunlei
Xyo
XYZE
XYZprinting
Yahoo
Yamaha
Yamli
Yammer
Yapp
Yardsale
Yarly
Ybrain
YCharts
Yell
Yelp
Yemeksepeti
YesGraph
YesVideo
Yesware
Yetang
Yeti
Yext
Yield
Yieldify
YieldKit
Yo
Yobongo
Yodlee
Yoga
YogiPlay
Yohann
Yoics
Yoke
Yondr
York
Yoshi
Yotpo
Yottaa
YouAppi
YouEye
Youku
YouLike
YouMagine
Youmiam
YouNoodle
YouNow
Your+MD
Your
YourBus
YourSports
YourTrove
YouTube
YouTurn
YouView
Youzee
Yoyo
Yozio
YP
YPlan
Yumist
Yunmake
Z
Z2
Z4
Zaarly
Zabosu
Zamurai
Zap
Zapier
Zappli
Zappos
ZappRx
Zattikka
Zayo
Zazzle
Zazzy
Zebra
Zedge
Zeekit
Zeel
Zeemi+tv
Zeetings
ZEFR
Zello
Zemanta
Zen
Zen99
Zenamins
ZenDeals
Zendesk
Zenefits
Zenoti
Zenprise
Zentyal
Zeo
Zeplin
zero
ZeroCater
ZestFinance
Zhaopin
Zhenai
Zidisha
ZigBee
Zilingo
Zillabyte
Zillow
Zimbra
Zimperium
Zimride
Zinc
Zingaya
Zipcar
ZipList
Zipmark
ZipMatch
Zipments
Zipongo
ZipRecruiter
Ziptask
Zirtual
Zite
Zizoo
ZMP
Zofari
Zoho
Zola
Zolt
Zomato
Zone
Zoobe
Zoobean
Zoom
Zoomdata
Zoomingo
Zoopla
Zoosk
Zopa
Zopper
Zortrax
Zoute
Zscaler
Zuberance
Zui
Zula
Zuli
Zumbox
Zumper
Zuora
Zuoyebang
ZURB
Zurf
zVentures
Zymergen
Zynga
Zynstra
Zype

















In [321]:



    


company_post_dict['Google']



    


















    
Out[321]:










  
    

      
      authors
      category
      content
      date
      id
      img_src
      section
      tags
      title
      topics
      url
    

  
  
    

      23
      Devin Coldewey
      Artificial Intelligence
      Want Google Assistant, but don’t want to spend...
      2016-10-12
      1401019.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      google-assistant
      Add Google Assistant to your phone by tweaking...
      android
      https://techcrunch.com/2016/10/12/add-google-a...
    

    

      26
      Frederic Lardinois
      Apps
      With Android Experiments, Google is giving its...
      2016-10-12
      1400778.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      app
      Google’s new Sprayscape app is purposely imper...
      google
      https://techcrunch.com/2016/10/12/spray-and-pray/
    

    

      30
      Sarah Perez
      Mobile
      Apple has unveiled its own official measuremen...
      2016-10-11
      1399959.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      NaN
      According to Apple’s official figures, iOS 10 ...
      apple
      https://techcrunch.com/2016/10/11/according-to...
    

    

      39
      Devin Coldewey
      Artificial Intelligence
      Want Google Assistant, but don’t want to spend...
      2016-10-12
      1401019.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      google-assistant
      Add Google Assistant to your phone by tweaking...
      android
      https://techcrunch.com/2016/10/12/add-google-a...
    

    

      67
      John Mannes
      Media
      Today Google added a new “fact-check” tag to i...
      2016-10-13
      1401551.0
      https://tctechcrunch2011.files.wordpress.com/2...
      social/
      blog,google-search,world-wide-web,digital-media
      Google starts highlighting fact-checks in News
      NaN
      https://techcrunch.com/2016/10/13/google-helps...
    

    

      130
      Darrell Etherington
      Gadgets
      Google’s new hardware is getting a Google-owne...
      2016-10-07
      1398633.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      NaN
      Google’s self-made hardware is getting a pop-u...
      google
      https://techcrunch.com/2016/10/07/googles-self...
    

    

      160
      Jon Russell
      Asia
      Google today announced a collection of updates...
      2016-09-27
      1392811.0
      https://tctechcrunch2011.files.wordpress.com/2...
      asia/
      india,connectivity,emerging-markets
      Google expands its initiative to provide free ...
      google
      https://techcrunch.com/2016/09/27/google-stati...
    

    

      195
      Darrell Etherington
      Artificial Intelligence
      Google unveiled a lot of new devices today, bu...
      2016-10-04
      1396920.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      google-pixel,smartphones
      Google’s new smartphones are about Google, not...
      google
      https://techcrunch.com/2016/10/04/googles-new-...
    

    

      196
      Brian Heater
      Gadgets
      Sometimes it’s best to just sit back and feign...
      2016-10-04
      1396518.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      googlepixel,googlehardware,googlehardware2016
      Here’s the Google Pixel
      NaN
      https://techcrunch.com/2016/10/04/google-pixel/
    

    

      208
      Josh Constine
      Apps
      If you combined the fastest and slowest types ...
      2016-09-26
      1392519.0
      https://tctechcrunch2011.files.wordpress.com/2...
      social/
      NaN
      If Google buys Twitter, there’s a perfect spot...
      youtube,google,twitter
      https://techcrunch.com/2016/09/26/youtweet/
    

    

      217
      Natasha Lomas
      Apps
      Alphabet (née Google) has been given yet anoth...
      2016-10-03
      1395794.0
      https://tctechcrunch2011.files.wordpress.com/2...
      europe/
      european-competition-commission,smartphones
      Google gets more time to respond to EU antitru...
      android,google
      https://techcrunch.com/2016/10/03/google-gets-...
    

    

      258
      Natasha Lomas
      Apps
      Alphabet (née Google) has been given yet anoth...
      2016-10-03
      1395794.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      european-competition-commission,smartphones
      Google gets more time to respond to EU antitru...
      android,google
      https://techcrunch.com/2016/10/03/google-gets-...
    

    

      271
      Romain Dillet
      Gadgets
      Google is set to announce a bunch of new produ...
      2016-10-03
      1395673.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      leak,google-pixel,pixel
      Here’s what the Google Pixel could look like
      google
      https://techcrunch.com/2016/10/03/heres-what-t...
    

    

      296
      Ron Miller
      Cloud
      Box has always been known as the irritant in t...
      2016-09-07
      1381600.0
      https://tctechcrunch2011.files.wordpress.com/2...
      enterprise/
      content-management,diane-greene,aaron-levie
      Box introduces “New Box” at BoxWorks
      box
      https://techcrunch.com/2016/09/07/box-introduc...
    

    

      298
      Darrell Etherington
      Cloud
      Sure there’s some kind of fruit-related event ...
      2016-09-07
      1381251.0
      https://tctechcrunch2011.files.wordpress.com/2...
      enterprise/
      presentation-software,cloud-applications
      Box teams up with Google for Docs and Springbo...
      google,box
      https://techcrunch.com/2016/09/07/box-teams-up...
    

    

      349
      Josh Constine
      Apps
      If you combined the fastest and slowest types ...
      2016-09-26
      1392519.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      NaN
      If Google buys Twitter, there’s a perfect spot...
      youtube,google,twitter
      https://techcrunch.com/2016/09/26/youtweet/
    

    

      351
      Darrell Etherington
      Apps
      Google is planning hybrid devices that run bot...
      2016-09-26
      1392324.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      NaN
      Google said to debut Android/Chrome OS hybrid ...
      google
      https://techcrunch.com/2016/09/26/google-said-...
    

    

      357
      Darrell Etherington
      Apps
      Google is planning hybrid devices that run bot...
      2016-09-26
      1392324.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      NaN
      Google said to debut Android/Chrome OS hybrid ...
      google
      https://techcrunch.com/2016/09/26/google-said-...
    

    

      414
      Jon Russell
      Apps
      There was once a time when Uber’s big advantag...
      2016-08-08
      1366113.0
      https://tctechcrunch2011.files.wordpress.com/2...
      asia/
      southeast-asia,go-jek,grab
      Google Maps adds rides with Uber rivals Grab a...
      uber
      https://techcrunch.com/2016/08/08/google-maps-...
    

    

      445
      Ingrid Lunden
      Advertising Tech
      Google has been focusing for years on finding ...
      2016-09-26
      1392141.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      advertising
      Google embraces the log-in, leaving cookies be...
      google
      https://techcrunch.com/2016/09/26/google-ads/
    

    

      462
      Darrell Etherington
      Gadgets
      Google will build upon its OnHub strategy with...
      2016-09-23
      1391675.0
      https://tctechcrunch2011.files.wordpress.com/2...
      gadgets/
      routers,google-wifi
      $129 Google WiFi router that can team up with ...
      NaN
      https://techcrunch.com/2016/09/23/129-google-w...
    

    

      508
      Fitz Tepper
      Advertising Tech
      If there is one threat to Google Search, it’s ...
      2016-09-06
      1380464.0
      https://tctechcrunch2011.files.wordpress.com/2...
      social/
      search-results,photo-sharing
      Google is launching Shop the Look to let you s...
      instagram,google
      https://techcrunch.com/2016/09/06/google-is-la...
    

    

      556
      Frederic Lardinois
      Apps
      Google first announced Allo and Duo, its new m...
      2016-09-20
      1389531.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      google-hangouts,google-duo,google-allo
      Allo brings Google’s smarts to messaging
      google
      https://techcrunch.com/2016/09/20/allo-brings-...
    

    

      560
      Frederic Lardinois
      Apps
      One of Google Photos‘ standout features has lo...
      2016-09-19
      1388289.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      digital-media,business,world-wide-web
      Google Photos ups its movie and sharing game
      google
      https://techcrunch.com/2016/09/19/google-photo...
    

    

      562
      Sarah Perez
      Apps
      Google today is launching a new mobile applica...
      2016-09-19
      1388444.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      apps,mobile,travel
      Google launches a personalized travel planner,...
      NaN
      https://techcrunch.com/2016/09/19/google-launc...
    

    

      564
      Brian Heater
      Mobile
      This isn’t so much an acquisition as a welcomi...
      2016-09-16
      1388058.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      urban-engines
      Google Maps picks up mapping analytics and vis...
      google-maps,google
      https://techcrunch.com/2016/09/16/urban-engine...
    

    

      592
      Ron Miller
      Cloud
      Workday announced a 7-year cloud infrastructur...
      2016-08-15
      1368938.0
      https://tctechcrunch2011.files.wordpress.com/2...
      enterprise/
      iaas,workday,softlayer,ibm
      Workday gives IBM big win with seven-year clou...
      NaN
      https://techcrunch.com/2016/08/15/workday-give...
    

    

      595
      Frederic Lardinois
      Disrupt SF 2016
      The cloud services that Google uses to power i...
      2016-08-11
      1366527.0
      https://tctechcrunch2011.files.wordpress.com/2...
      enterprise/
      enterprise,disrupt-sf-2016,diane-greene
      Google’s cloud chief Diane Greene will join us...
      google
      https://techcrunch.com/2016/08/11/googles-clou...
    

    

      672
      Anthony Ha
      Advertising Tech
      Google is announcing a couple of upgrades to i...
      2016-09-14
      1386700.0
      https://tctechcrunch2011.files.wordpress.com/2...
      mobile/
      NaN
      Google introduces new app and video ad capabil...
      alphabet,google
      https://techcrunch.com/2016/09/14/google-intro...
    

    

      704
      Ingrid Lunden
      Cloud
      Google today announced another acquisition tha...
      2016-08-08
      1365556.0
      https://tctechcrunch2011.files.wordpress.com/2...
      enterprise/
      enterprise-software,cloud,orbitera
      Google buys Orbitera, a platform for cloud mar...
      google
      https://techcrunch.com/2016/08/08/google-buys-...
    

    

      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    

    

      37719
      Rip Empson
      Social
      Forget Yammer, forget Asana. In April, Y Combi...
      2012-06-26
      578025.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      y-combinator,siasto
      Amidst Yammers & Asanas, YC Alum Siasto Finds ...
      NaN
      https://techcrunch.com/2012/06/26/siasto-growi...
    

    

      37785
      Sarah Perez
      Mobile
      App Annie, the app store analytics and market ...
      2012-06-20
      574486.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      google-play,app-annie,apps
      At Last! App Store Analytics Firm App Annie Ad...
      NaN
      https://techcrunch.com/2012/06/20/at-last-app-...
    

    

      37921
      Rip Empson
      Startups
      The annual Google Science Fair is an effort to...
      2012-06-07
      567316.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      science,google-science-fair,google
      Meet The Top 15 Finalists In Google’s Annual S...
      NaN
      https://techcrunch.com/2012/06/07/meet-the-top...
    

    

      37949
      Eric Eldon
      Startups
      Meebo, the seven year-old chat service that mo...
      2012-06-04
      565787.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      More On Meebo: Price Is Around $100M, Product ...
      NaN
      https://techcrunch.com/2012/06/04/more-on-meeb...
    

    

      38026
      Anthony Ha
      Startups
      There’s a lot of talk these days about what yo...
      2012-05-24
      561047.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      Predictive Startup Recorded Future Raises $12M...
      NaN
      https://techcrunch.com/2012/05/24/recorded-fut...
    

    

      38031
      Rip Empson
      Mobile
      Just over a week ago, the jury began deliberat...
      2012-05-23
      560513.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      patents
      The Verdict Is In: Google Did NOT Infringe On ...
      android,google,oracle
      https://techcrunch.com/2012/05/23/the-verdict-...
    

    

      38147
      Mike Butcher
      Europe
      [The article below was written on the incorrec...
      2012-05-13
      551159.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      tropo,twilio,adinsight,iovox
      How The Future Of Web Advertising Is Linked To...
      NaN
      https://techcrunch.com/2012/05/13/hold-the-pho...
    

    

      38169
      Anthony Ha
      Startups
      When Google Drive launched at the end of April...
      2012-05-10
      549581.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      HelloFax: With 51K Installs, We’re The Top Goo...
      NaN
      https://techcrunch.com/2012/05/10/hellofax-wit...
    

    

      38173
      Rip Empson
      Enterprise
      About six years ago, Google launched Apps for ...
      2012-05-10
      549367.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      google-apps,google,flashpanel,bettercloud
      BetterCloud Nabs $2.2M From Angels To Bring Be...
      NaN
      https://techcrunch.com/2012/05/10/bettercloud-...
    

    

      38174
      Ingrid Lunden
      Social
      Anybeat, a social network that launched last y...
      2012-05-09
      549625.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      google,social-networks,anybeat
      ‘Anonymous’ Social Network Anybeat Is Getting ...
      NaN
      https://techcrunch.com/2012/05/09/anonymous-so...
    

    

      38269
      Anthony Ha
      Startups
      BrandYourself, a startup offering a cheap and ...
      2012-05-01
      544381.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      Now BrandYourself Users Can See The Companies ...
      NaN
      https://techcrunch.com/2012/05/01/now-brandyou...
    

    

      38308
      Rip Empson
      Apps
      At this time of year, we usually find ourselve...
      2012-04-26
      542138.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      trimble,sketchup,google
      A Rare Sale: Despite 30 Million Activations In...
      NaN
      https://techcrunch.com/2012/04/26/sketchup-goe...
    

    

      38421
      John Biggs
      Startups
      If you needed any more proof that Google Drive...
      2012-04-16
      536329.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      google-drive,google
      Google Drive Lives: Google Drive App Found
      NaN
      https://techcrunch.com/2012/04/16/google-drive...
    

    

      38476
      Rip Empson
      Apps
      Web apps look a lot different today than they ...
      2012-04-11
      533781.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      meteor-com,meteor
      Meteor: Etherpad Founder & Other Rockstars Tea...
      NaN
      https://techcrunch.com/2012/04/11/meteor-launch/
    

    

      38513
      NaN
      Social
      Editor’s Note: Ian Lurie is CEO of Portent Inc...
      2012-04-08
      532080.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      sergey-brin,larry-page,google
      How The IPO Ruined Google
      NaN
      https://techcrunch.com/2012/04/08/how-the-ipo-...
    

    

      38514
      Derek Andersen
      Startups
      Editor’s note: Derek Andersen is founder of St...
      2012-04-08
      532060.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      Pinterest’s Unlikely Journey To Top Of The Sta...
      NaN
      https://techcrunch.com/2012/04/08/pinterest-st...
    

    

      38534
      Sarah Perez
      Startups
      DudaMobile, the DIY mobile website maker, fres...
      2012-04-05
      530973.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      dudamobile,smb,business,google
      Google’s GoMo Expands, Adds DIY Mobile Website...
      NaN
      https://techcrunch.com/2012/04/05/googles-gomo...
    

    

      38541
      Rip Empson
      Social
      Back in November, we reported that Sean Garret...
      2012-04-04
      530777.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      gabriel-stricker,twitter,google
      Twitter Nabs Googler Gabriel Stricker As Comms VP
      NaN
      https://techcrunch.com/2012/04/04/twitter-new-...
    

    

      38586
      NaN
      Apps
      Happy April 1st, Everybody! It’s that very spe...
      2012-04-01
      528633.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      april-fools
      April Fools 2012: We Ruin Every (Tech-Related)...
      NaN
      https://techcrunch.com/2012/04/01/april-fools-...
    

    

      38590
      Ingrid Lunden
      Europe
      London’s claim to being the hub for tech start...
      2012-04-01
      528688.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      Fragmentation? Open Source? Buzzwords For Andr...
      NaN
      https://techcrunch.com/2012/04/01/fragmentatio...
    

    

      38627
      Alexia Tsotsis
      Apps
      Mobile web and ad optimization startup AppStac...
      2012-03-27
      526395.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      appstack
      Mobile Ad Optimization Startup AppStack Raises...
      NaN
      https://techcrunch.com/2012/03/27/appstack-rai...
    

    

      38662
      Josh Constine
      Social
      Google and Facebook can’t help you find which ...
      2012-03-25
      525232.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      ark,ycombinator,battlefield
      Find Everyone You Can’t Google Or Facebook Wit...
      NaN
      https://techcrunch.com/2012/03/25/ark-people-s...
    

    

      38677
      Rip Empson
      Apps
      In the age of endless sharing, super cookies, ...
      2012-03-22
      524441.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      disconnect,disconnect-me,brian-kennish
      Disconnect: Ex-Googlers Raise Funding To Stop ...
      NaN
      https://techcrunch.com/2012/03/22/disconnect-m...
    

    

      38742
      Kim-Mai Cutler
      eCommerce
      More people leaving Google Wallet means more f...
      2012-03-16
      521647.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      Google Wallet’s Founding Engineer, Product Lea...
      NaN
      https://techcrunch.com/2012/03/16/google-walle...
    

    

      38760
      Alexia Tsotsis
      Social
      AllThingsD is reporting that super-founder Kev...
      2012-03-15
      520847.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      milk
      Winning A Bidding War With Facebook, Google Pi...
      NaN
      https://techcrunch.com/2012/03/15/winning-a-bi...
    

    

      38775
      Sarah Perez
      eCommerce
      Today, Google is announcing a partnership with...
      2012-03-14
      520181.0
      https://tctechcrunch.files.wordpress.com/2011/...
      startups/
      e-commerce,google-offers,signpost,local-commerce
      Google Offers Partners With Signpost, The “AdS...
      NaN
      https://techcrunch.com/2012/03/14/google-offer...
    

    

      38798
      Rip Empson
      Startups
      As a founding partner at Y Combinator, Paul Gr...
      2012-03-10
      518873.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      startups,paul-graham
      Paul Graham Wants You To Build A New Search En...
      NaN
      https://techcrunch.com/2012/03/10/paul-grahams...
    

    

      39007
      Jon Orlin
      Apps
      The mundane Address Book was big news this wee...
      2012-02-17
      498499.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      address-book,kaspars-dancis,codo,cobook
      Cobook, A Slick Address Book App That Doesn’t ...
      NaN
      https://techcrunch.com/2012/02/17/cobook-a-sli...
    

    

      39023
      Anthony Ha
      Enterprise
      Startup Podio says it just addressed one of th...
      2012-02-16
      497979.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      NaN
      Podio Plugs Google Docs Into Its Collaboration...
      NaN
      https://techcrunch.com/2012/02/16/podio-google...
    

    

      39059
      Sarah Perez
      Enterprise
      Austin-based cloud apps startup Spanning, whic...
      2012-02-13
      496404.0
      https://tctechcrunch2011.files.wordpress.com/2...
      startups/
      spanning,enterprise,google-apps
      Google Apps Backup Service Spanning Gets Sexy:...
      NaN
      https://techcrunch.com/2012/02/13/google-apps-...
    

  



1497 rows × 11 columns



















In [322]:



    


# Error checking against generated company lists
for key in company_post_dict:
    if key in dic:
        pass
    else:
        print ("Not found in dic: " + key)



    


















    






Not found in dic: FoodChéri
Not found in dic: egg
Not found in dic: Dónde
Not found in dic: HD+
Not found in dic: CoCoon
Not found in dic: Pokémon
Not found in dic: POP
Not found in dic: RenéSim
Not found in dic: IRIS
Not found in dic: VINCI
Not found in dic: SAY
Not found in dic: Camera+
Not found in dic: Telefónica
Not found in dic: Hike
Not found in dic: Air
Not found in dic: LookSee
Not found in dic: People+
Not found in dic: Canal+
Not found in dic: Tag
Not found in dic: Monica+Andy
Not found in dic: MOVE
Not found in dic: startup

















In [14]:



    


# Indexing to startup table: orgs[orgs['name'].isin(['BBB'])]



    











In [ ]:



    


# def company_pr_freq(name, )

Content source: willtchiu/TechCrunchStartupAnalysis

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