.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "nlp/auto_checks/data_integrity/plot_under_annotated_property_segments.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_nlp_auto_checks_data_integrity_plot_under_annotated_property_segments.py>`
        to download the full example code

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_nlp_auto_checks_data_integrity_plot_under_annotated_property_segments.py:


.. _nlp__under_annotated_property_segments:

Under Annotated Property Segments
*********************************

This notebook provides an overview for using and understanding the under annotated property segments check.

**Structure:**

* `What is the purpose of the check? <#what-is-the-purpose-of-the-check>`__
* `Automatically detecting under annotated segments <#automatically-detecting-under-annotated-segments>`__
* `Generate data & model <#generate-data-model>`__
* `Run the check <#run-the-check>`__
* `Define a condition <#define-a-condition>`__

What is the purpose of the check?
==================================

The Under-Annotated Property Segments check is designed to help you easily identify segments in your data which are
under-annotated compared to the rest of your dataset, based on the provided :ref:`properties <nlp__properties_guide>`.
The check could be very useful in identifying a specific data samples (for example less fluent or less formal samples)
for which there was a problem in the annotation process.
The check can be guided to run only on a specific list of properties,
enabling you to focus on properties where you know an issue exists, or on important business segments.

Automatically detecting under annotated segments
================================================

The check contains two main steps:

#. We train multiple simple tree based models, each one is trained using exactly two
   properties (out of the ones selected above) to predict whether a sample will have a label.

#. We extract the corresponding data samples for each of the leaves in each of the trees (data segments) and calculate
   the annotation ratio in the samples within in. We keep the segments with the lowest annotation ratio.

.. GENERATED FROM PYTHON SOURCE LINES 41-43

Generate data & model
=====================

.. GENERATED FROM PYTHON SOURCE LINES 43-49

.. code-block:: default


    from deepchecks.nlp.utils.test_utils import load_modified_tweet_text_data

    text_data = load_modified_tweet_text_data()
    text_data.properties.head(3)






.. raw:: html

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      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>Text Length</th>
          <th>Average Word Length</th>
          <th>Max Word Length</th>
          <th>% Special Characters</th>
          <th>Language</th>
          <th>Sentiment</th>
          <th>Subjectivity</th>
          <th>Toxicity</th>
          <th>Fluency</th>
          <th>Formality</th>
        </tr>
      </thead>
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          <th>0</th>
          <td>104</td>
          <td>5.058824</td>
          <td>11</td>
          <td>0.057692</td>
          <td>en</td>
          <td>-0.155556</td>
          <td>0.288889</td>
          <td>0.001683</td>
          <td>0.896180</td>
          <td>0.387794</td>
        </tr>
        <tr>
          <th>1</th>
          <td>98</td>
          <td>6.071429</td>
          <td>16</td>
          <td>0.061224</td>
          <td>en</td>
          <td>-0.250000</td>
          <td>0.750000</td>
          <td>0.020605</td>
          <td>0.862289</td>
          <td>0.224011</td>
        </tr>
        <tr>
          <th>2</th>
          <td>94</td>
          <td>4.277778</td>
          <td>8</td>
          <td>0.021277</td>
          <td>en</td>
          <td>0.000000</td>
          <td>0.750000</td>
          <td>0.009497</td>
          <td>0.349153</td>
          <td>0.204132</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 50-71

Run the check
=============

The check has several key parameters (that are all optional) that affect the behavior of the
check and especially its output.

``properties / ignore_properties``: Controls which properties should be searched for under
annotated segments. By default, uses all properties.

``segment_minimum_size_ratio``: Determines the minimum size of segments that are of interest. The check will
return data segments that contain at least this fraction of the total data samples. It is recommended to
try different configurations
of this parameter as larger segments can be of interest even the model performance on them is superior.

``categorical_aggregation_threshold``: By default the check will combine rare categories into a single category called
"Other". This parameter determines the frequency threshold for categories to be mapped into to the "other" category.

``multiple_segments_per_column``: If True, will allow the same property to be a segmenting feature in multiple
segments, otherwise each property can appear in one segment at most. False by default.

see :class:`API reference <deepchecks.tabular.checks.model_evaluation.WeakSegmentsPerformance>` for more details.

.. GENERATED FROM PYTHON SOURCE LINES 71-78

.. code-block:: default


    from deepchecks.nlp.checks import UnderAnnotatedPropertySegments

    check = UnderAnnotatedPropertySegments()
    result = check.run(text_data)
    result.show()






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"42f54136-1900-480f-adce-cb639cf3986d"}, {"hovertemplate": "<b>Text Length</b>: %{x}<br><b>Formality</b>: %{y}<br><b>text</b>: %{text}<br><b>Annotated</b>: True", "marker": {"color": "lightgreen", "line": {"color": "black", "width": 1}, "size": 10, "symbol": "circle"}, "mode": "markers", "name": "Annotated Samples", "opacity": 0.7, "text": ["@user wanna shake my tree??? \ud83c\udf51\ud83c\udf51\ud83c\udf51\ud83c\udf51", "Connivers blind to existential fury", "second day on the job and i already got a 45 dollar tip from<br>a dude whose was constantly twitching his eye LOLOLOL<br>#cheering", "Woke by #nightmare @ 3AM, couldn't sleep any more, so took a<br>#UseAllTheHotWaterShower. Now I have time to read.", "meeting tiff at the mall soon, congrats on getting that L<br>babes\u2763", "..... wakes up and says 'have you tried changing her nappy?'<br>\ud83d\ude21\ud83d\udc4a\ud83c\udffc #rage!!!!", "@user Oh, you insult me! What, you think just because I look<br>like this, I'm psycho? I'm more sane than most Gotham<br>freaks...", "@user @user @user @user Might be the pout of a star baker<br>tho !", "@user she looks completely #rabid @user", "*perusing the menu* I would like a green tea shake, please,<br>with no whipped cream, but dusted with matcha. And perhaps a<br>straw?", "#LethalWeapon A suicidal Vet with PTSD... so FUCKING<br>FUNNY.... let the hilarity begin...", "Summer Sale! BOGO 50% OFF everything in our retail showroom!<br>Valid thru 7/15 mix &amp; match...equal or lesser value<br>#BOGO #ragegrafix", "My interview went well today, I can't wait to find out what<br>happens. #nervous #excited #interview #jobinterview", "@user watched the cobblers loads this season how is gorre a<br>pro footballler terrible", "I just got asked to hoco over instagram dm bc someone lost a<br>bet. Love the maturity of the people in my grade!!!!", "@user @user ditto!! Such an amazing atmosphere! #PhilippPlei-<br>n #cheerleaders #stunt #LondonEvents #cheer", "#internationaldayofpeace Want peace,prepare for war. Destroy<br>terror states like Pakistan", "Trump's a Magician.\\nBut the Prestige keeps being NOTHINGBUR-<br>GERS AGAIN\\nAnd the idiots keep foaming at the mouth in<br>packs over it..", "#NoBetterFeelingThan teetering right on the edge..\\n\\n#joy<br>#pleasure #happiness #bliss #anticipation", "Being alone is better than being lonely. Know what is worse<br>than being lonely? Being empty; that's right!\\n #Loneliness<br>#aloneinthecity", "@user looking back on recent tweets seen, this one right<br>here is great #perfect #hilarious #Speechless #deal", "aaahhhh! a little @user to soothe the soul. #music #blues", "@user They've officially said all the episodes left (so<br>future 12 and despair 11 and 12) will be delayed.", "@user They ain't going away, and I don't want to see them<br>hurt; changing hearts/minds is really our only option, no?", "I get so angry at people that don't know that you don't have<br>a stop sign on Francis and you do at Foster #road", "Ignored broken tooth for so long, now have abscess. Need<br>dentist but #fear makes it hard for me to go..45 and still<br>can't go to dentist", "Ten: Amazing the snap power @user gets off such a short<br>back-swing! #threat @user Rd of 16 #ATP \ud83c\udfbe\ud83c\udfbe", "ima kitchen sink", "My life went from happy to unhappy..", "I'd like to bridge the divide between Right and Left Twitter<br>and say that the new Tweet truncating thing is fucking<br>awful.", "#GameOfThones how can you top that next week #heartbreaking", "You can't fight the elephants until you have wrestled the<br>pigs. #quoteoftheday #relentless", "@user The irony is that those protesting about this kind of<br>stuff are the Orwellian nightmare they think they\u2019re<br>fighting against.", "@user horrible things", "I'm so old next Friday. So super old\ud83d\ude29\ud83d\udc94 I dread birthdays", "Getting ready to open the tastings at Whisky Shop Dufftown<br>Autumn festival! #panic #murraymcdavid #whisky #drams", "Most days, I don't know what my heart beats for. #depressio-<br>n", "I wish harry would start tweeting people again", "A MOMENT:\\nIf you kill it in the spirit, it will die in the<br>natural!!!'-@PRINCESSTAYE #murder #suicide  #racism #pride", "@user stop the presses, @user said/proposed something<br>racist. #shocking", "i love that tay &amp; tiff are just sitting at my house<br>while i'm at work \ud83d\ude43", "Fuck @user  Let us go for #splendid isolation !", "Pretty upset with people bashing @user @user cast of 'the<br>Know' catering to kids instead of gamers? lost respect..", "#PeopleLikeMeBecause of some unknown reason but I try to<br>discourage it", "angel delight is my everything", "@user @user Do you really have to pedal like a nutter to get<br>anywhere? I remember it being more sedate.", "And the idiots are still gobbing their ridiculous garbage<br>with no better brain it's all they do: the relentless<br>braindead garbage gobbers", "@user Look at those teef!", "@user I've tried to get through 3 times today and waited 20<br>mins each time, what do I have to do to get through?!", "3 Styles to Love now at Zales!  Three sparkling styles to<br>love! Stop by and shop in store today.", "Depression sucks!", "@user since when the fuck can you not stand at a concert?<br>#raging", "why are people so angry toward veggie burgers at in n out<br>wtf", "How am I supposed to intimidate the freshman if half of them<br>are taller than I am??", "Damn I just walked up to the train station and I literally<br>died", "Literally being here makes me depress tbh", "And it pisses me off more they killed people who surrendered-<br>. Hands up and all. If hands visible you shouldn't be<br>fearing for your life", "The war is right outside your door #rage #USAToday", "snap: hiAleshia \ud83d\ude03", "untypical kinda Friday #dull", "Another fun fact: i am afraid", "@user @user Christy is a bigger piece of shit then trump is<br>and a bully.", "@user is the android app it designed to be buggy and work<br>sporadically on a fire TV box? #shocking", "My nephews n cousins are nowhere near bad guys, but they<br>could be killed @ any moment by a cop that thought they were<br>bc of their color #sad", "#PMDD symptoms: Feelings of #sadness or #despair, or even<br>thoughts of suicide.", "@user Ah that's a neat idea, will check that out - might<br>makes me more depressed about my slowness tho \ud83e\udd23", ",, The solar eclipse was really cool.. #inspiring!", "No legit though this is my first ever experience and it's<br>when I don't wear makeup so was pretty ironic tbh #giggle<br>but no ta pal", "@user Well, not Archie. No offense but he's kinda old.", "the sad moment when u hand in an exam knowing u failed and<br>grieve by eating and sleeping", "Well stock finished &amp; listed, living room moved around,<br>new editing done &amp; fitted in a visit to the in-laws.<br>#productivityatitsfinest #happy", "im 16 if you want to see my dick snap/kik me at hiya2247 \ud83d\ude18<br>#kik #kikme #snapchat  #snapme #horny #porn #naked #young", "@user I'm feeling the exact same way. Also I read this in<br>Akon's voice, it provided me with a hearty chuckle", "The voice is all about Miley and Alicia this year. No longer<br>about the contestants. #sad @user", "Back on my #bully", "But I was so intrigued by your style, boy.Always been a<br>sucker for a wild boy #alarm -@AnneMarieIAm", "Bored rn leave Kik/Snapchat #kik #kikme #kikmessage #boredaf<br>#bored #snapchatme #snapchat  #country #countrygirl", "@user Gabe the worst part is I can't get hot status this<br>month because there's no chipotle near enough to my campus<br>#sadness", "Circle K is dead to me. I hate your new slushie machine. <br>#livid", "@user @user @user Kirby's Black Panther in a cool animated<br>panel.", "If Troyler will die, I'm gonna die with them\\n#troyler<br>#sadness #fuckin'lifeisnotafairytale", "Hey all you white people out there; are you #offended when<br>people refer to you as a Cock Asian? #NoSeriously", "'The happiest moments in life are not actually spent<br>laughing or smiling the whole time with so many people<br>around.'\\n#JonaxxBBTWKab39", "A night where depression is winning... #depression #fml<br>#help", "Lmboo , using my nephew for meme", "@user can you please not have Canadian players play US<br>players, that lag  is atrocious. #fixthisgame #trash<br>#sfvrefund", "Lets get this Astros/A's game going already!  We're going to<br>need all 5 of you in attendance to cheer the A's to<br>victory!", "It's sad when your man leaves work a little bit late and<br>your worst fear is 'Oh no!! Did he get stopped by the<br>police?!?! '  #ourworld", "@user Just what in the hell is that supposed to mean?<br>#offended j/k :cD", "Patriot rookie QB Jacoby Brissett  to start vs Houston<br>tomorrow nite.\\n\\n'Been a learning process since I got<br>here.Gotta be ready to go.'", "People who say nmu are the worst, something has to be going<br>on, tell me I wanna know bout your life that's why I fucking<br>asked, I care \ud83d\ude24", "Imagine celtic burst the net wae every attempt, but nutt<br>same old dain it hard way usual", "@user 'That is a disappointment.'\\n\\nHe fakes a pout, then<br>starts to chuckle.", "is it an insult or compliment to be told i look like a<br>really happy duck", "@user broadband is shocking regretting signing up now #angry<br>#shouldofgonewithvirgin", "Dehydrated, exhausted, stressed but still blessed.<br>#optimism", "@user awe thank you so much Lyle!! You're the best!\ud83d\ude00\ud83d\ude00", "@user I can't get a better look at her bc I'm too shy to<br>make eye contact ;-;", "the ending of how I met your mother is dreadful", "If the blues were whiskey , I'd stay drunk all the time", "We probably wouldn't #worry about what people think of us if<br>we could know how seldom they do.", "World is facing #terrorism. Where #Terrorist's school exist?<br>Who are terrorist's teacher &amp; father. Which is<br>terrorist's motherland?", "idk why i been so bad at talking to ppl lately \ud83d\ude29 like<br>something is literally holding me back but i can\u2019t pinpoint<br>what it is \ud83d\ude1e", "Avoiding #fears only makes them scarier. Whatever your<br>#fear, if you face it, it should start to fade. #courage", "T minus 10 hours till I meet with a designer who wants me to<br>model his new fashion line \ud83d\ude2c\ud83d\ude36 !!!", "@user spent over 2 fucking hours and still can't get that<br>dam SIVA fragment on Fellwinters peak mountain #angry", "These people irritate tf out of me I swear \ud83d\ude44 I'm goin to<br>sleep \u270c\ud83c\udffe\ufe0f", "It's not that the man did not know how to juggle, he just<br>didn't have the balls to do it.\\n#funny #pun #punny<br>#hilarious #lol", "Alien Newborn - Alien: Resurrection (Sideshow Collectibles)<br>- This thing really was an abomination! #horror #aliens<br>#figures", "My main concern are the children and his wife thats if she<br>is still stuck with him and if she is, then she's strong af.<br>Jeez \ud83d\ude1f", "There's a certain hilarity in people angry at protests<br>against the national anthem or the flag when these acts are<br>covered by 1st Amendment.", "Dear Indians..It is hard to swallow this but for once try to<br>swallow this bitter pill...that is.. Pakistan is number one<br>in Test cricket!!!", "@user happy birthday machaaaa \ud83c\udf88\ud83c\udf89\ud83c\udf8a stay awesome and murah<br>rezeki selalu \ud83d\udc4d\ud83c\udffb", "Pages like AjPlus profit off our outrage... they serve no<br>purpose other than to show us shit that pisses us off. Don't<br>need that negativity", "@user i like cold gloomy weather", "@user @user Please. Don't insult Goths.", "I don't want perfect. It's too boring and dull.", "Hello.. I need Some Grumpy Cat Leggings A.s.a.p. Mmmkay\ud83d\ude02\ud83d\ude0d<br>#adorable #cute #infj", "Watching football matches without commentary is something<br>that I rejoice, found a transmission of City\u2019s match like<br>that today, joyful.", "There's always that one song which makes you turn of the<br>radio, as you'd rather sit in silence \ud83d\ude21", "Why is it so windy? So glad I didn't ride my bike. #fear<br>#wind", "Bojack Horseman: the saddest show ever written?? #depression<br>#season1", "When your sister is 19 and throws legitimate temper tantrums<br>just to get attention..", "Good luck to all Fury-Haney players playing this weekend at<br>the Future Stars showcase in Frisco, Tx.  #KGB #G-town<br>#fury", "Do not grow weary in doing good.'\\n\\n-@billclinton", "My @user literally cracks me up when I see posts from 2<br>years ago and later \ud83d\ude02 #hilarious", "@user @user That is Noah Ark, it's a terrific design.", "Ang cute ni grim reaper omg", "Val downing a bottle of vodka there to stop her from<br>shaking! #GBBO", "My heartbeat is forever stumbling on memories of things<br>past. #longing #loss #shape #form #sadness", "whats with these boxes when i search google on chrome <br>#distracting", "Heading to PNC today to get the ball going for my MA!<br>#goingforit #nervous #excited", "Thought It was a joke so sad anyway #biwott", "The courts are really going to frown upon #butheremails as a<br>defense. #Trump has to be impeached. The rest of the Kremlin<br>clan get a jury.", "@user @user Yep, as I pointed out before, it's the politics<br>of loathing. That's why the big candidates are so horrible.", "@user @user I dread to think!", "@user I've been disconnected whilst on holiday \ud83d\ude24 but I don't<br>move house until the 1st October \ud83e\udd14 #furious", "@user @user Don't insult donkeys", "Our soldiers in war zones are held to a higher level of<br>rules of engagement than our police officers. #sad", "Fingers crossed I can finish all my work early enough this<br>Friday in time to catch @user at LIB \ud83d\ude26 #nervous #timetogrin-<br>d", "@user Happy birthday cuzzo many blessing\ud83d\ude4c\ud83c\udffe\ud83d\udcaa\ud83c\udffe\ud83c\uddf3\ud83c\uddec\ud83d\udcaf#KeepGrinding<br>#blessed", "#Thoughtoftheday: 'Perpetual optimism is a force multiplier.-<br>' - Colin Powell #quote #optimism #positivity", "@user I'm surrounded by those Trump voters. You're right, it<br>is fucking terrifying. #redstate", "@user @user only offering 6 moth warranty #ps4pro  #truth<br>#ripoff", "@user awe feels or que :,(", "I feel like I am drowning. #depression  #falure #worthless", "@user @user wow. not heard this in forever. Random but.<br>great  #xph", "its horribly gloomy out rn and im flourishing", "I had a panic attack when I couldn't find @user on #Twitter<br>Turns out my Twitter is a jerk. I can still see her.<br>#NyssaAlghul #panic", "@user @user It ruins my frigging night each night at 9pm.<br>Mrs loves it, i've been early to bed for a month.", "in health we did a think about depression and now i feel<br>like i have it", "@user Indeed \ud83d\ude32\\nAlways a #worry for our #homeland #Gibraltar<br>#Spain \\n#Tale or #foretelling #future\\n#great #short<br>#story", "I believe women are more fiery because once a month they go<br>through struggle and struggle is what develops a strong<br>character.", "@user also your car hahahah 'oh we've broken down lemme just<br>rearrange the car quickly' #nightmare", "I have a rage rage ep 2 coming out soon I'll keep you posted<br>on it #YouTube #youtubegaming #rage", "Half past midnight, loud banging on our front door, been<br>told about new rape cases in Edinburgh today #joyful<br>#nosleep", "@user at least his character in fast and furious pumped some<br>adrenaline into the franchise. But that's about it", "Headed to MDW w/ layover in SLC. Got off for food. Wrong<br>move. Bailed on my food &amp; barely made it. @user<br>#WannaGetAway #Contest", "Floofel.i wonder if your mother knows how dark your humor<br>can be.Needs to realize how much of a butt Apple is. Pastels<br>and cats.cutie pie.", "When you lose somebody close to your heart you lose yourself<br>as well \ud83d\udc94", "@user @user Looking forward to the big fella's comeback...<br>#furious", "Everybody talking about 'the first day of fall' but summer<br>'16 is never gonna die #revenge @user", "Patti seems so sad. She stamped and ran behind the sofa. We<br>will have to give her plenty of love and affection...more<br>than usual. #sad", "@user well be offended then cause im speakin truths here \ud83d\ude1c", "Reflection: the grind has been so REAL! Working 2 jobs &amp;<br>being in school. #ksudsm #ksu #recruiter #instructor #tumble<br>#cheer #gradschool", "@user I love parody accounts! Well done. Vote for #Trump.<br>#lol #hilarious", "@user it can go one of two ways. You either get over it and<br>accept it, because it's not going to change, or you mope<br>about --", "Like hello? I am your first born you must always laugh at my<br>jokes. #offended", "There is at least one alternate universe where Trump stayed<br>a democrat, beat HRC for the nom, and got elected as a<br>Democratic president.", "May God grant us the ability to see His unfailing love fill<br>the earth \ud83c\udf0f #Psalm33:5 #awe", "Rooney = whipping boy. #mufc #sad", "@user I was wondering earlier how much NPD rage has been<br>slung at Jr. because he's not as cocky as usual. Lol<br>Hopefully a lot.", "@user @user taking offense to acount...he ranks 32 of 36<br>over last 2 years by SABR", "Unrealistic expectations attract disappointment. And that's<br>what you were #disappointment #sad", "@user jeezus God", "Unrelated: when I see the words cr\u00e8me fra\u00eeche, I think of<br>that South Park episode of Randy's obsession with the Food<br>Network. \ud83d\ude03", "@user @user Rob is #bad", "@user he's a horrible person and now i gag when i see people<br>quote him", "Watching driven by food and @user going to Devon Ave to eat<br>nihari makes me gleeful af", "Wtf are United doing, shocking defending", "Don't grieve over things so badly..", "@user great programme tonight #sad #upsetting #extremeworld", "@user @user @user celebrate THEIR belief that Jesus is alive<br>in hell, boiling in a pot of shit (actual shit)", "@user YUUUHH \ud83d\ude44\ud83d\ude2d plus clin ep and prevmed ugghhh hahaha", "@user 'customer service ' beyond appalling. Faulty dryer<br>replacement breaks within wks no parts for 3 wks. Engineers<br>no show.", "in my dream....They were trying to steal my kidney!!!<br>#nightmare #blackmarket #whydidiwatchthat", "@user @user @user \\n\\nAnd also, trying to find it on Youtube<br>is a fucking nightmare.", "Have funny feeling this #mayweather #McGregor will become a<br>trilogy. Why make 550 million? When you can make it 3x hmmm<br>#suspicion ? \ud83d\udcb5\ud83d\udcb0", "@user We've had no foreign policy but have had goofy<br>Secretary of State John Kerry with his devil may care pose<br>and jaunty blue scarf.", "No sober weekend \ud83d\ude42\ud83d\ude42\ud83d\ude42", "This white lady just told me that I incite suspicion based<br>on how I look, being 6'4', having tatoos, athletic build and<br>wear a durag. WOW!", "@user @user @user @user @user  Comparing Akshay Sir with<br>this zandu balm is an insult to Akshay Sir.", "That feeling you get when you know the information but<br>scared you might do bad on a test #collegelife #nervous \ud83d\ude25\ud83d\ude25", "@user Hell is hot and boiling, isi ewu", "A .500 season is all I'm looking for at this point.<br>#depressing #royals", "Best evening adult drink w/chocolate #satisfaction is @user<br>DARK hot chocolate + chili powder + cinnamon + whiskey<br>#delicious \u2615\ufe0f", "Your glee filled Normy dry humping of the most recent high<br>profile celebrity break up is pathetic &amp; all that is<br>wrong with the world today.", "@user I am shy xD", "Asian Tiger #Mosquitoes are so relentless. More aggressive<br>than the kind I dealt w/as a kid.", "@user Guess who got a ghd now\ud83d\ude03\ud83d\ude03 no need to dread coming up<br>and getting ready in mine with my boots straighter", "Ooh #hygge, candles, jasmine tea &amp; #GBBO", "If you ain't shaking no ass, don't ask me for my liquor.<br>Rule #1..", "@user awe man, when are you free then? \u2639\ufe0f\ufe0f\u2639\ufe0f\ufe0f\u2639\ufe0f\ufe0f\ud83d\udc98\ud83d\udc98\ud83d\udc98", "#Taurus will react angrily when she can't take being<br>provoked any longer.", "@user It's #adorable #mnuchinwife thinks she's on a<br>#government mission. #louiselinton", "ain't no sunshine when she's away \u266b", "Free live music in DC tonight!  #blues with #MoonshineSociet-<br>y at @user in the Loft starting at 10:30pm @user @user", "Loving @user @user talk #challenge #fear #map #inspiration<br>#stayunstoppable", "$8 million in box office doesnt do this movie justice.<br>Political or not, #SnowdenMovie is a terrific thriller and<br>love story. @user", "Let's refuse to live in #fear -  #c$%t", "'I smile. I laugh. \\nBut behind it, is a mysterious me.'", "Looking for a Lyft ride? $50 free w/ Lyft Code: CLEO # MK<br>#mirthful #LOVETOSAVEMONEY", "I got to ride with and witness Amanda Coker break a 77 year<br>old bicycling world record. Awesome athlete!  #amandacoker<br>#tdf #relentless", "@user didn't even realise you used that insult it was that<br>shit mate", "@user those sparkling looks like a gay vampire \ud83d\ude01", "Fear blocks blessings, faith unlocks them. #ManUp  #faith", "The best thing about #australianninjawarrior tonight is<br>watching the failed attempts on the bomb slider. #hilarious<br>#laughingsohard \ud83e\udd23\ud83e\udd23\ud83e\udd23", "@user Customer services got involved and eventually<br>completely wash their hands of it. #awful #dreamornightmare", "@user At least smile a little holy crap Twiggy.", "So far ours greet have raised \u00a3250 for @user with more to<br>come in #sparkling @user @user", "As if he heard my thought on the ether, my #ex has just<br>posted #facebook pic of himself snuggling up with said<br>#cats... now Im just #angry", "@user its reflective of the current political debate #awful", "my school photo is honestly horrid, i look so ew\ud83d\ude05", "Thought the Xbox one s madden bundle would come with a<br>physical copy of madden not a code\ud83d\ude34 it's gonna take fucking<br>forever to download lol", "@user Russia , Russia Russia, Know any other word??? It gets<br>old folks. We need to work together. Dems having tantrums!!-<br>!", "@user Gliese 581d #smile", "Yo Yo Yo,my name is #DarthVader \\nI feel like I need to puff<br>on my inhaler (I'm no rapper but that was some sick bars) <br>#bars #rap", "faint glimpse of the circling stars. Presently, as I went<br>on, still gaining velocity, the palpitation of night and day<br>merged into one", "@user @user had more fun than the funniest person in<br>funsville..... Much hilarity as usual.... Thank you \u2764\ufe0f", "who knew magnus bane with teary eyes and trembling lips<br>would be my downfall", "Just told me wife there was a chance it would be 2 Sydney<br>teams in AFL grand final. Her response: 'there's two SYDNEY<br>AFL teams?' #serious", "Public products: high downhearted price tag consumer survey<br>sum and substance: OVth", "All these boring stations with this side bully just being<br>tough on someone sha\\n... \ud83d\ude1e\ud83d\ude11\ud83d\ude11\ud83d\ude11", "I'm actually very irritated \ud83d\ude21", "my mom recorded nightmare before Christmas for me \ud83d\ude0d\ud83d\ude0d\ud83d\ude0d I LOVE<br>IT \ud83d\udc95", "@user @user shut up hashtags are cool #offended", "Termination rate is at 22.22% I gotta make some things<br>shake", "A Leopard never changes its spots! #lost", "Paul is such a fucking bully! Dam leave the poor guy alone.<br>He went on #BB19 to play the game same as you SMDH pathetic<br>#annoyed #worstvet", "Stay angry.", "@user @user what I miss?", "categ than GEN &amp;OBC it cost only 100 or nill .i am not<br>against the reservation and i support it,sir minimize the<br>fees #bright fut @user", "Why to have vanity sizes?Now sizes S,XS(evenXXS sometimes)<br>are too big, WTF?! Dear corporate jerks, Lithuania didn't<br>need this. #rant #angry", "@user not to mention the GRA guy stops me but let's the 2<br>ppl in front of me go. WTF. My blood is boiling.", "Bloody hell Pam, calm yourself down. But could have sworn<br>something black &amp; hairy just ran across the carpet,<br>#perilsoflivingalone", "no offense but the doctor crying tears of joy after<br>realizing he has a family for christmas is Cute", "The #eclipse is boring. Check out @user , or @user , or<br>@user , or @user These shows aren't boring.", "The weather sure matches the mood in this state today..<br>#gloomy", "@user @user @user @user @user Being #gay is not an<br>#Whatsupwiththat #nike #adidas #??", "@user @user an 'Honorable Senator' cheering when a cease<br>fire does not hold! PEOPLE DIE AND YOU CHEER! GENOCIDE<br>SUPPORT NOT GOOD!", "In need of a change! #restless", "@user Have the most wonderful day Ian.", "@user use the F word as much as you need to. People may<br>start to listen. :)", "#PeopleLikeMeBecause they see the happy exterior, not the<br>hopelessness I sometimes feel inside.  #anxiety #anxietyprob-<br>z", "Losing to Villa...'@M0tivati0nQuote: Most of the things<br>people worry about are things that won't even matter to them<br>a few months from now.'", "'She's alway been an achiever'\\nI feel like I'm not.\\n<br>#thoughts", "\u201cDyslexia is the affliction of a frozen genius.\u201d\u2015 Stephen<br>Richards", "@user Glad you gained some cheery vibes just by looking at<br>our Happy Meal! \ud83d\ude0a", "@user that nigga is horrible bro", "induction day tomorrow for pizza express", "That last minute was like watching a horror show #GBBO \ud83d\ude25", "not near my kitchen so unfortunately I cannot do a cooking<br>snap series \ud83c\udf73", "@user Why don't you try nominating qualified people;<br>B.DeVos, T.Pruitt, R.Perry,etc...really? They are terrible!", "Your twitter picture just makes me fume.", "@user can I get away of this wrath by reading manga instead<br>of watching overdone anime", "Wine drunk is the worst version of myself ffs, don't even<br>remember seeing basshunter", "@user That rap reminds me of when the kids were small and<br>they would prepare a performance #cute #crap \ud83d\ude02", "@user If you don't love yourself... Honesty is the best<br>policy", "@user Content updates provoke that income.", "I really want a fucking knife that I'm not afraid to use!", "@user @user @user @user @user Using fear to state his views.<br>Not getting the facts before making a serious statement???", "#Being a #terrible #mother makes me uncomfortable.", "@user shock horror handicap dodger is at the top \ud83d\ude02 close on<br>the agg cup good , but think pressure will get to mark\ud83e\udd14", "The Sorrow is grim reminder of how bad I can be at video<br>games and how I could get a bit too trigger happy at times.<br>RIP #MGS3", "@user This is \u2600\ufe0fthis is clouded sky \ud83c\udf25\ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\udc4d\ud83c\udffd\ud83d\ude01\ud83d\udc4f\ud83c\udffd", "mood: kinda bitter bc lee hi didn't appear in jaewon debut<br>mv", "@user Hi Miguel, that's awesome! Thank you very much for<br>updating us! \ud83d\ude04 -Claire", "@user McCain is revolting", "Good #CX most often doesn't require all that much. #smile,<br>#care, #relate and be #helpful. Thanks, Lakis Court Hotel in<br>#cyprus", "This is #horrible: Lewis Dunk has begun networking #a<br>Neo-Geo with a his holiday home in Mexico.", "The Zika #Hoax Files: DEET is part of a binary chemical<br>weapon targeting your brain: #Toxin #fear #neurological<br>#USCitizens #Insect #mammal", "I'M PISSED!! NOTHING HAPPENED DURING THE ECLIPSE!!<br>NOTHING!!!!  #party", "final vestiges of my 90's childhood were just dashed on the<br>shoals of hearing a house cover of Tracy Chapman's 'fast<br>car' at the dayjob", "@user @user @user Guys don't use that type of language. Save<br>it for raging...", "@user yeah whatever, whahibbi are #muslims just a sect, as<br>you know,  #islam is synonymous with #rape and", "Jeans with fake pockets", "@user @user you got hacked on your gaming channel grim by<br>evil wood clowns yesterday September 20 and September 21<br>today", "#ParentsofAddicts: let #wellness be your #revenge! -Al Anon<br>speaker", "@user @user @user I once hooked them up backward. Not<br>recommended. #smoke", "@user Unbelievable #arrogance to think you know better than<br>#StephenHawking .", "@user Tried 2 get earlier flt 2day  @user Turnd away bcuz it<br>was 2 late Then agent let other pas on #silvereliteleftbehin-<br>d", "@user haha Use separate sheet if necessary \ud83d\ude06", "@user sadly not :(", "@user literally was gloomy for an hour", "False alarm // matoma &amp; Becky hill", "Did we miss the fact that #BurkeRamsey swung &amp;hit his<br>sister #JonBenet in the face with a golf club previously out<br>of a fit of ?", "Extreme sadness", "I'm still feeling some type of way about Viserion.<br>#GameOfThrones #crying #stresseating", "It's simple I get after two shots of espresso 'Grande,<br>decaf, 130 degrees soy americano with extra foam' #barista<br>#nightmare", "But this is the internet age, so get mad out of any and all<br>proportion and assume the terrible worst with little to no<br>facts or knowledge.", "Jesus wept! Another RNS from #rusty @user quote 'Price<br>sensitive news, Price Sensitive news' etc etc The #Ramping<br>here is", "@user Mine is that the party did decide but the party has<br>been slowly transformed into a vengeful hell-cult of white<br>male resentment", "I truly feel like science has the ability to make a milk out<br>of anything ... cashew milk, hemp milk, pine nut milk,<br>dandelion milk", "@user don't I know it, try not to fret my sweet little<br>pupper", "In serious need of a nap", "@user you have had from me over the years is irrelevant. Its<br>an absolute joke. #manutd #ticketing  #noloyalty #joke<br>#notimpressed", "@user Like, despite all my irritation towards ur ship, at<br>least its canon. BuckyNat is canon, (and clintwanda is<br>canon)", "@user Thanks bby \ud83d\udc9a tiff got a pair too so I'll probably<br>steal hers lol", "An #angry #person may lose his/her objectivity, empathy,<br>prudence or thoughtfulness and may cause harm to others.", "@user just trying to go home tonight? A run on 2nd and 20<br>and a run on 3rd and 20? That's what champs do...#sike<br>#losers #terrible", "@user So funny!!!!!!!!! #lol   #clever", "fuckfuckfuck my hands are shaking", "Don't be #afraid of the space between your #dreams and<br>#reality. If you can #dream it, you can #make it so", "@user actually maybe we were supposed to die and my donation<br>saved our lives??", "Some moving clips on youtube tonight of the vigil held at<br>Tulsa Metropolitan Baptist church for #TerenceCruther<br>#justice  #sadness", "\u2014 to reveal a broad smile. \\n\\n'Yeah, it's nice.' \\n\\nPursin-<br>g his lips, he stifled his joyous expression in order<br>\u2014\\n\\n[@AVIATAUBE].", "@user I still find you pleasing.", "The Majority is angry. Use of words like Kashmiriyat<br>infuriate it further. Hope ministers, spokesmen weigh words<br>...", "Why am I listening to Trump when #BachelorInParadise is<br>suppose to be on...get this crap off my TV! #ugh", "What a sad day...1st day of Fall...I don't dislike Fall...I<br>just LOVE Summer #FirstDayofFall #goodbyesummer #sadness<br>#bathingsuitsforever", "ICQ is just making me mad!!!\ud83d\ude24 #icq", "Need advice on how to get out of this rut!!!!  #needmotivati-<br>on", "Pressured. \ud83d\ude26", "For every dark night\ud83c\udf11, there's a brighter day\ud83c\udf1e.", "@user Please, please do something about her! Where's<br>Kayleigh, Jack, Jeff? Ugh. #awful #doctor?", "Being at the airport is so depressing.. watching all the<br>loved up couples and cute people coming off holiday,too<br>cute..hurry up November \u2708\ufe0f", "@user Hats off your excellent Tetris like ability to pack<br>5000 passengers into a 2  carriage train on rush hour.<br>#awkwardorgy #bitter", "Pops are joyless, soulless toys which look nearly identical.<br>They are the perfect expression of consumerism.  'I enjoy<br>this franchise'", "@user not received verification email, asked for it to be<br>resent 5 times still nothing.", "The side effects of #fighting and #disrespect.. comes<br>#ignoring the person and show you #don'tcare at all!! #sweet<br>#revenge.", "James: no 500k, no 50k, no 25k, no 10k. You fucked up. #bb18<br>#shouldofVotedforNicole", "So Mary Berry, Mel and Sue have gone with their principles,<br>and @user  has gone with the fame and fortune. #GBBO <br>#depressing", "I loved you even when everyone told me it was a bad choice \ud83d\ude15<br>#wish #you #stayed #away", "@user you may be right, but since year the bad events begin<br>with B, I'm privately hoping we've got at least C-Z to go<br>1st", "awoke from an actual nightmare about unicode normalization", "What a horrible track lakeside is \ud83d\ude33\ud83d\ude33\ud83d\ude34\ud83d\ude34", "the girl sitting in front of me is chewing her gum like a<br>cow &amp; im ready to snap \ud83e\udd17", "Watch this amazing live.ly broadcast by @user #lively<br>#musically", "I'm buying art supplies and I'm debating how serious is it<br>to buy acrylic paint.", "Mom you remember when Narley died? You cried like a baby!<br>#bully", "@user @user don't get me started on town centre. Used to go<br>every week.... not been for 18 months #horrible", "@user wouldn't cross the street to piss on its server if it<br>was on dire", "@user &amp; @user THANK YOU for the retweets. Much<br>#appreciated!!! #horror #monsters #MonsterBrawl @user", "in love with @user  insta!!!...", "@user just preordered The Pale EP... Would have paid for the<br>phone call... But I would have freaked out and not said<br>anything", "When coming up with banal text to add to things note that<br>'BE HAPPY' is a lot of god damn pressure!\\n#depression<br>#anxiety", "#BridgetJonesBaby is the best thing I've seen in ages! So<br>funny, I've missed Bridget! #love #hilarious #TeamMark", "My mother-in-law, in a fit of #rage, referred to someone as<br>a 'yo-yo'.\\n#yoyo #motherinlaw #amirite #fitofrage", "When you are with your friend and you are still laughing<br>\ud83d\ude02\ud83d\ude4c\ud83c\udffb\ud83d\udd1d\ud83d\udc95 @user #FriendsForever #laugh #summer", "\u260aFocusing primarily on the person you\u2019re talking to rather<br>than yourself and the impression you\u2019re making lessens<br>social anxiety.", "The Zika #Hoax Files: DEET is part of a binary chemical<br>weapon targeting your brain: #Toxin  #neurological<br>#USCitizens #Insect #mammal", "It is too fucking bright &amp; too fucking hot outside", "@user @user I'd give that pout the firm D", "Kik me I want to swap pics I will post on my account<br>anonymously if you wish Kik: vsvplou #Kik #kikme #snap<br>#nudes #tits #snapchat", "Thing is ... It's hard to be sober", "@user ~together.' Hermione  lowered her voice slightly,<br>sounding somewhat  bitter, perhaps even  rueful. 'That would<br>only get you~", "@user The Guptas is the middle man from hell. ..men with<br>cigars sitting and plotting in the dark of night", "I feel like singing the song human sadness by Julian<br>Cassablancas and The Voidz or some other sad music.<br>#depression #sad #sadness", "@user  pls dont insult the word 'Molna'", "@user oh ok, yeah I felt dumb like I think I would have<br>known if it was animated at least lmao", "The Apocalypse has hit our gym and it's  nothing what I<br>thought it would be...\\n\\nEveryone is wearing vests! What if<br>it's contagious?", "@user haha!! No, sorry was it too grim even for you?! It<br>disturbed me &amp; im starting to lose all trust in Twitter<br>generally!!", "*Still waits for Yang. Guess she really needs her sleep or<br>something. Kittens feeling kinda dejected right now.*<br>#Offline", "A wise man told me that holdin' a grudge is like\\nLetting<br>somebody just live inside of your head rent free", "@user Give it up Gas, I don't hate u, I just don't respect<br>ur rudeness. #bully", "Yeah i might look weak when i forgive, but you know what? I<br>pity more on those who hold the rage, hatred &amp; revenge<br>inside.", "@user Fuck off. Enough of this fake solidarity. #NotInMyName<br>was a rabid #Hinduphobic campaign. Stop giving them<br>legitimacy.", "Listening to Joey really helps me and my anger.", "@user @user #Alyssa Y don't U use your voice 4 good instead<br>of #hatred &amp; #Resistance of @user I'm sure #Ivanka could<br>help!", "@user Yes but you were specifically fuming about him not<br>signing enough people", "Should've stayed at school cause ain't nobody here", "@user @user Yes I also wrote to them cause my friend was<br>getting nervous about it. Hope we get what we want &gt;&lt;", "@user I've finished reading it; simply mind-blogging. The<br>writer said 'to be continued' but I haven't found part 2.<br>#depressing", "Zero help from @user customer service. Just pushing the buck<br>back and forth and promising callbacks that don\u2019t happen.<br>#anger #loathing", "@user @user cmode grimrail made me want to eat angry bees", "@user First it was steaming pussy with garlic now this \ud83d\ude30 ao<br>i give up", "@user &amp; @user 's #Summerof69 show was raw sexuality and<br>pure #mirth ! Thanks for the belly laughs and butt sex<br>japes!", "Clash of the titans and wrath of the titans \ud83d\ude4c\ud83c\udffe\ud83d\ude4c\ud83c\udffe\ud83d\ude4c\ud83c\udffe \ud83d\udd25", "He showed us a really lively performance, with a lot of<br>different emotions, not just sticking to one. And that's<br>freaking awesome.", "Honestly today I just felt like maybe track isn't for me<br>#sad", "Yuko is best known for her cheery personality, dimply smile<br>and prominent squirrel teeth. | She hates ballons.<br>#OshimaYuko", "Sad to hear interviews w/ Trump voters, now terrified abt<br>losing healthcare\\n\\n#npr #cnn #HuffPostPol #nyt #WaPo<br>#AP_Politics #BBCnews #msnbc", "@user sorry to upset u madam.If you have got any queries<br>don't hesitate to contact our PR department.In the meantime<br>do you fancy a beer?", "@user Bloody right", "@user he is.\\nSure his mind was clouded but...]", "Swear all of my guy friends are scaredy cats. You don't do<br>horror movies. You don't do haunted houses. Wtf do you do<br>then?", "@user lol senior year we would get early dismal for work<br>study ,he was her boss and you know what happened next \ud83d\ude43", "Ugh.. Why am I not asleep yet. Fml. I think low key I'm<br>afraid I might miss something. #SleeplessNight #sleepy", "You couldn't mind me up more if you tried right now raging<br>\ud83d\ude43\ud83d\ude20", "ok yes I get it as much as the next guy -- bikes blues &amp;<br>bbq is frustrating &amp; loud!!! but these ppl are traveling<br>from all over to come --", "#nana 4 hoco bc my dream since freshman year awe \ud83d\ude19\u2764\u2764\u2764 @user", "\u201cCompetition is suppose to motivate you to do better<br>everytime not to be bitter all the time\u201d -De philosopher DJ<br>Kyos \\n#quote #success #CSGO", "@user @user @user @user @user @user average 22000 for the<br>massif...", "Love your new show @user", "Some people are so irrational! #irritated \ud83d\ude12", "this #overcast #cloudy #rainy weather makes me #lazy #glum<br>and #sad", "US lady in foyer - 'Am I not #afraid to be tweeting in<br>#Moscow?' Fortified by d good #Lord &amp; #JD I reply 'I<br>fear no Russian. 'cept my #wife\ud83d\ude05", "Too many are on their 'yeah, the thing going on with cops<br>shooting innocent people is sad - but just not in my<br>backyard, so..' #sad #blm", "Marcus Roho is dreadful", "@user I'm sure you'll have a heyday if they do", "second day on the job and i already got a 45 dollar tip from<br>a dude whose was constantly twitching his eye LOLOLOL", "@user Duna what u mean mate, am a delight", "Come on blues #StateOfOrigin #Origin  #NSWBlues #nsw", "I wonder what would happen if I were a father. #weary", "@user (2)  Watch out for ppl who have been filled w/<br>impotent rage over time - they can be led to do just about<br>anything", "When health insurance won't cover TMS but they let me know<br>they cover ECT #mentalhealth #psychology #depression #TMS<br>#ECT", "revenge", "Featuring grilled halibut with a lime basil crust and a<br>yellow tomato and lobster coulis #yummy #seafood", "Can we go back 2 weeks and start again ?? This is seriously<br>dreadful", "@user money grabbing and RUBBISH customer service!!! Rapids<br>shut but no reply to emails! #diabolical #CustomerService<br>#crap", "Most people never achieve their goals because they are<br>afraid to fail.", "Wrinkles should merely hide where frown have been.  - Mark<br>Twain", "Are people becoming more annoying or am I becoming more<br>angry?! \ud83d\ude29\ud83d\ude12\ud83d\ude15\\n#introvertproblems", "The irony in that last is that Republicans - more likely to<br>watch Fox News - distrust the news media more. Yet they<br>can't see Fox's lies!", "@user @user @user @user so you were owned by losers on<br>Twitter", "@user i got that but you were alarming", "sometimes I think I'm just #afraid as a person", "@user I'll be there!! Can't wait for all the #mirth!", "No one wants to win the wild card because you have to play<br>the Cubs on the road.  #sadness", "@user @user I love my #IronTekFit protein shake in the<br>morning before yoga! #ESVoxbox", "Well that was exhilarating. I didn't know you could have<br>goosebumps for 2 hrs 5m straight.", "@user Support Qld and you'd never be #angry", "@user Really??? I've had to hang up!", "Gloriosa Bazigaga on #Rwanda work: 'I lost relatives in<br>genocide but 15 yrs of peacebuilding has given me optimism<br>it's within our power'", "Trump supports reach another level of irritation within me", "The good thing about being a pessimist is that when I have<br>low expectations all the time, I am pleasantly surprised<br>more often. #pessimist", "@user lost my xt nova around hole 8 or 9 #sadness", "Amateurs sit and wait for inspiration, the rest of us just<br>get up and go to work.' -- Stephen King #authors #serious<br>#writingtip", "your outrage (your tweets, your jokes, your attention) is<br>*exactly* what M*lo wants\\n\\n(this is not meant as a<br>defense)", "I'm so bored and fat and full and ridiculously overweight<br>and rolls galore", "Me: 'I miss your personality,will it come back?' Him: 'I'm<br>sorry.I'm me. You be you.' #Sad #depressed #longdistancerela-<br>tionship", "both afraid of all the same things", "The boys rejoice as badger corner has been reclaimed for our<br>first social of the year #cluboftheyear", "I really love @user really great start to this season. <br>#resist", "even walking around with my family members who carry guns<br>makes me nervous and theyre my family....", "@user @user yes it's shocking how islamophobic Indias are<br>considering how many Muslims live there", "@user karamadai ranganatha. Pallikondeeswarar shiva. Some<br>more avl. Dont outrage without reason @user", "@user @user @user FYI speed trap on I-75/I-475 NB.Changes to<br>50 Mph . Slow down or receive a $120 ticket in mail! #angry", "@user lol. DK has actually dropped from top of the table,<br>surprisingly Arms Warrior is top of the DPS at the moment<br>#shocking", "Update: I have yet to hang out with @user but I'm still<br>hopeful!", "At school, my classmate is with me at music class and he<br>sang Hallelujah like, god, with my friend we were breathless-<br>.", "With that draw, the scum must be rubbing their hands with<br>glee! Typical draw for the Woolwich lot!!! #jammygunnerscum", "@user September? Really? \ud83d\ude22", "@user @user Is it about rabid penguins on a plane", "@user @user put so much artefact points into fury and cant<br>raid... literally wasted 1 month of my life! Thanks<br>blizzard", "i leave in 3 days and just now remembered that my car has<br>massaging seats :/ #crap", "@user legit why i am so furious with him, people are such<br>fucking idiots.", "I don't get what point is made when reporting on Charlotte<br>looting @user Why not explore what looting businesses<br>symbolizes #outrage", "@user but sadly he missed some crucial and important points.<br>Indian terrorism in pk,  kal Boshan,  etc..  Raw involvemen-<br>t", "1 Samuel 18:15\\nAnd when #Saul saw that he had great<br>#success, he stood in #fearful #awe of him.", "#aliens #zombie #gore #slash #ghost #sith #horror I love it<br>all. \ud83d\udd2a", "@user shocking service for your call centre staff this<br>evening. Transfer me and cut me off after waiting forever to<br>speak to someone.", "@user Where has your 50% grapefruit squash gone,not been<br>able to get for weeks #unhappy", "Go away please ... I'm begging \u00bb\u00bb\u00bb #depression #anxiety<br>#worry #fear #sadness \\nDreams of joy and my baby to be<br>found...Sits on #AndisBench", "@user @user don't get me started on town centre. Used to go<br>every week.... not been for 18 months", "@user @user Trump is now fuming.  He feels the whole game<br>may now be blown because of Jr's stupidity.", "@user Sat waiting for bus today enveloped in a strawberry<br>scented damp and revolting cloud of vape. I moved away,<br>disgusting, urghh", "0 excitement for this weekend just pure dread", "@user \\nIsn't OBrien supposed to be some sort of offensive<br>genius #awful", "ESPN just assumed I wanted their free magazines", "every day i have to think in my mind will this be pleasing<br>to God. my decision making, the way i react, treat ppl,<br>speak, am i pleasing God.", "@user @user yeah, they figured that ornaments are way more<br>wanted than spektar and desolate gear. Well they thought<br>right.", "Rage, rage against the dying of the light", "As horrid as it will be to see him move on, let's not<br>rewrite history, he's been our best servant under Hughes,<br>none have out shone him", "Our soldiers in war zones are held to a higher level of<br>rules of engagement than our police officers.", "So happy my next class is canceled bc..im od tired \ud83d\ude2d", "@user it ain't that serious. #HOUvsNE #awful #igotbetterthin-<br>gstodotonightthandie", "AJ ends up being a terrible character, but no one in his<br>family ever actually speaks to him. He witnesses so much and<br>just gets sent away.", "That morning when you get half-way to work and THEN realize<br>the 4 year old is still in the back seat.  #backtrack", "@user I feel for the conductor tonight, he's obviously taken<br>grief over the last few weeks, he sounds weary of apologisin-<br>g!", "@user @user 'I'm dismayed at the UK decision to pull out of<br>the EU and I've urged May to rejoin' - EUropean leaders \ud83d\ude09", "I'd pay good money to watch someone slap that pout off<br>Candice.", "#blackish always has me #rollin #hilarious", "Home is where the heart lies ! Love my little island but my<br>birth city just ain't acting right &amp; im not feeling too<br>good about it #restless", "To tell the truth and make someone cry is better than to<br>tell a lie and make someone smile. #truth #lie #cry #smile<br>#offalonehugots", "So going to local news immediately after #DesignatedSurvivor<br>turns out to be a smooth transition. 'Chaos! A raging<br>fire!...' #media", "@user I fuck with madden way harder", "What do you get when you cross an #apple tree and a #pine<br>tree? \ud83c\udf4e\ud83c\udf32\\nNothing. You can't cross-pollinate #deciduous and<br>#coniferous #trees.", "Are you #different?! Don't be #afraid, just keep #calm and<br>be what you are :)", "@user Really it was very sad and shame!!!", "@user LMAO Is it that 'so slutty' hater girl? That video was<br>hilarious. \ud83d\ude02", "When you should be working, but you're shopping amazon prime<br>deals instead... \ud83d\ude26", "New #madden franchise league on XB1 coming soon Follow &amp;<br>DM if interested full 32 team league 1st 5 help decide rules<br>&amp; rosters", "@user @user @user Tamra would F her up if she swung on<br>Tamra\\nKelly is a piece of \ud83d\udca9 #needstobeadmitted #bully", "Anger that you are willing to take out on people &amp; the<br>world in general, &amp; ALL #police, is WORST, most<br>indefensible kind of .", "@user But even if I jumped through that hoop, it just takes<br>one irate netizen to decide me playing by 'the rules' isn't<br>enough.", "Ever been really lonely and your phone keeps blowing up, but<br>you just can\u2019t pick it up and respond to people?  #recluse<br>#issues", "BLUES with BOB HADDRELL &amp; Guests\\nFri 23rd Sep 8:30pm -<br>11:00pm #blues #free #TunbridgeWells", "@user @user @user @user he'll defend his belt against aldo<br>after its not that hard u grudge holding bitch", "@user @user We are blaming 5% of the fucking idiots who are<br>putting the World in the middle of their tantrums. You are<br>one.", "If people tweeting about #loveisland we're as passionate<br>about other topics the world would be a much better place!<br>#dull", "@user I said that once and my pals ripped me a new arsehole<br>\ud83d\ude0a", "#GBBO is such a homely pure piece of tv gold. Channel 4 will<br>attempt to tart it up. Mary, Sue and Mel gone. It's over.<br>I'm out. \ud83d\udc4b", "Got a #serious #hyper #predator #heckler situation over<br>here", "@user Omg you're savage prof, this is hilarious \ud83e\udd23\ud83e\udd23", "@user @user @user @user @user terrorist attack and terrorism<br>already exists in the history of islam.", "idk if i should be angry or happy that a local &amp; trusted<br>online shop i've been following since 2015 is already doing<br>wanna one g/o's KJDSAHK", "i have so much hair it's a nightmare but it's also very soft<br>so it guess it's a win-lose situation", "@user Are the pre-purchased tickets being sent soon? Coming<br>to the Saturday evening show... tickets are a no show!<br>#panic #hoys \ud83d\udc34\ud83e\udd84", "@user Charlie attempted to suffocate me with a cushion for<br>cheering so much at the great news \ud83d\ude02\ud83d\ude02", "@user oh so true, so true.", "Candice's pout gets more preposterous by the week. This week<br>it's gone a bit Jack Nicholson's Joker. #GBBO", "But guess what ? I'm sober", "i resent biting my tongue.", "@user One day I'm drinking a bottle of nyquil, the other I'm<br>sleeping zero. My lovely #horror fam, which should i watch?<br>\ud83c\udfa9", "When you're leaving for work and your husband is still sound<br>asleep in bed... \ud83d\ude05 can I just stay home?", "I had really strange and awful dreams last night. I'd didn't<br>even eat cheese before bed #nightmare #lovemysleep", "Internet \ud83d\ude20 Waiting 15 minutes for my Snapchat to update and<br>it's only a fraction done.", "Why  o they call it a happy mea. if it tastes like a whole<br>lot like depression.", "@user ummm, the blog says 'with Simon Stehr faking<br>7th'...I'll expect an investigation forthwith. This is an<br>#outrage", "An email that will never be sent, a message that will remain<br>unsaid, a voice never heard again. #loss #sorrow #Friends", "So apparently one of your bus drivers has a grudge against<br>me @user I was passed while waiting for it to stop. Real<br>service there..", "Stated at home the whole day, no eat, no enough sleep, chest<br>and body aching. \ud83d\ude25", "@user Actually, wait, I do, the constant outrage thing gets<br>on my wick sometimes and it happened to flick my annoyance<br>today. :)", "Just love Matthew Parris! Political rage is good!", "With you, I'm lost in the moment. Without you I'm lost in<br>the world.\u2764\ufe0f\ud83e\udd10 #world  #moment #lostinthemoment #You", "Don't get #bitter get #BETTER", "@user also madden isn't the funniest game to watch and if<br>there isn't much happening it's boring", "You have to find a way to top yourself.", "When will the weeks full of Mondays end?? #disheartened", "@user @user shot by black police woman Typical looney toon<br>thinking. #Hillary #divide  #chaos", "I fw @user he don't hesitate to speak his mind", "I like the commercial where @user on a chocolate milk<br>bender, steals a soccer ball from some guys and refuses to<br>give it back. #bully", "Fuking fuming \ud83d\ude24", "@user @user My guess is he's just a convenient target for<br>misplaced anger.  What they're really mad at is how they<br>played.", "\u201cThe immense importance of football is sometimes scary. When<br>you don\u2019t win you are responsible for so many unhappy<br>people.\u201d - Arsene Wenger", "@user \\n'It's alright!' She said cheerfully trying to make<br>the moment fun", "@user this is so absurd I could laugh right now (if I also<br>didn't feel like crying for the future of our country). <br>#wakeupcall", "am actual stranded at ma dad's maself n the fuckin fire<br>alarm went off n a dunno if it's just for his gaff or the<br>whole building :)", "@user You have no Police credentials-You were a litigator.<br>Nothing more-No Experience. #Sad #TrumpPuppet #Felon <br>#jersey4sale", "Thank you, @user for using the Afghanistan policy of #44...<br>he was pretty smart! \\n\\nP.S. Do not look directly at the<br>sun! #bad", "I'm a talkative person but how does the scowl on my face at<br>7 am lead my neighbors to believe that now is the time for<br>conversation?", "@user @user You mean the President Protector? The rabid<br>revolution sleeper agent gone rogue?", "Why does #terrorism exist in the first place? #AskTrumpOneQu-<br>estion", "@user It's kay. They were my main healer/caster in HW...but<br>not for SB (for now) sadly.", "@user omg.  Who is this nan Hayworth person and where did<br>she come from? Send her back!#sad #bad", "@user Please turn the A/C on #dieinginhere #hot #horrible", "Why are people even debating on race inequality within our<br>justice system like it's non existent? They're just trying<br>to aggravate us.", "@user horrified to learn that I cant change/exchange by<br>flight to Lisbon 6 weeks before departure!!!! #omegaflightst-<br>ore \u00a3200", "@user I'm wearing all black tomorrow to mourn. \ud83d\ude2d\ud83d\udc94", "I can feel my skull shatter from the dull chatter\\nBrain<br>spattered on the wall\\nGrey stains won't dissolve\\nNow I<br>have to paint it all", "I've watched @user 2nd Season's 1st episode twice already.<br>And here I am, still joyful, planning on watching it again.", "It's unbelievable that security guard acting like a gangster<br>trying 2 threaten me and tell me what to do with my own<br>home. #terrify #annoy \ud83d\ude21", "@user I wasn't meaning to offend you. I was saying from<br>personal experience. Kids got placed into these classes and<br>they take advantage", "Sometimes in #life ....\\nSee the #statement itself #sounds<br>so #temporary\\nNothing is permanent isn't it?\\nSo #never<br>#worry let it go &amp; #moveon", "When your friends want to go out drinking but you know you<br>gonna have to say no because social #anxiety runs your life", "@user @user I've got #teampaella presents on their way for<br>you and Fi but I don't think they'll arrive by Saturday<br>sadly!! ;)", "Carlsbad #Rouladen is one #delicious, hearty, home-style<br>dish! Stop by and let us know how you like it! #getdtl<br>#ldnont #chaucers #marienbad", "Any #GOP senator who refuses to #RepealAndReplace needs to<br>bear the #wrath of their constituents @ polls home state! <br>#healthcare #price2pay", "When my life became such a concern to irrelevant ass people<br>I'll never know", "Is it me, or is Ding wearing the look of a man who's just<br>found his arch enemy in bed with his missus? #angryman<br>#scowl", "@user and @user 'Being over it.' Why USA has #panicattacks<br>#anxiety #depression and so much medication!", "@user @user Interestingly shocking and sad! American<br>Judiciary is seriously flawed!", "You can only help those who help themselves... #irritated<br>#thisisntmyjob", "Annoyed with @user bullying me to download an app that eats<br>my phone memory. Will seek alternative from now.  #tripadvis-<br>or", "I bet @user is fuming with our draw \ud83d\udc40", "@user both, scrap *ll the rage instead", "Way to get a hold of her \ud83d\ude0a #depressing", "I gave up on the U20 Rugby bet on the Roosters!  #nrl", "also, been kind of silent on s11 of the x-files because i am<br>terrified that CC is going to screw it up! actually i know<br>he will... #dreading", "There is nothing like being in the shower when the power<br>goes out \ud83d\ude33 #creepy", "@user Maybe that's why, we're asked to study hard and get a<br>job that we like. That way it wouldn't be that dreadful.", "HartRamsey'sUPLIFT If you're still discouraged it means<br>you're listening to the wrong voices &amp; looking to the<br>wrong source.Look to the LORD!", "Fast and furious 6 this Monday 10 pm on mbc 2 \ud83d\ude0d\ud83d\ude0d\ud83d\ude0d\ud83d\ude0d\ud83d\ude0d\ud83d\ude0d\ud83d\ude0d", "The bounty hunter things a bit lively", "@user I want to snatch that beanie \ud83d\ude43 tbh I'm kinda scared as<br>well \ud83d\ude02", "Honestly Michael Clifford is so fucking ugly who let that<br>rabid dog make music", "The person I love can irritate me the most I swear", "My wedding is in two weeks and I'm actually really nervous.<br>I just want things to go right, I don't want to get sick or<br>get canceled ;;", "@user @user @user McNabb at times started out bad the<br>defense made plays the offense found rhythm", "They're like the rape apologists who (inadvertently?) make<br>men sound like rabid, mindless beasts. With friends like<br>these...", "@user @user 47 unarmed blacks killed by white cops in 2015.<br>That many die every month in Chicago wheres the #outrage", "Still at school \ud83d\ude41", "It's easy to hold a grudge harder to let go.", "amateur author Twitter might be the most depressing thing<br>I've ever seen", "@user @user @user Still spreading the lies that Clinton<br>allowed something like it was her sole decision. #sad", "Rojo is a terrible defender", "i had a hard time falling a sleep and woke up several times<br>because i was afraid of bugs crawling on me and i ended up<br>waking up with a bite", "@user bc it's a gloomy day Tony", "Do you ever just get so excited that you're trying to sleep<br>&amp; just can't even close you eyes\ud83d\ude01like I really need this<br>catnap but #excitement", "Gahh...BT, in queue for 30 minutes.. Now put through to BT<br>Sport dept to cancel... back in a queue again... #shocking", "@user lol I thought maybe, couldn't decide if there was<br>levity or not", "That moment you pour your heart and soul to a girl, she<br>reads the message, but doesn't reply #love  #relationship<br>#help #idontknow", "zayuuum...bey's tatas got huge lol\ud83d\ude0b #yummy", "@user people have so much negativity filled inside them but<br>im always happy that in such a gloomy world someone like u<br>exists Namjoon", "Hey @user why can I only see 15 sent emails? Where's the<br>thousands gone?  #panic", "Dating a skinny girl is fun though, anytime you get bored<br>you start counting her ribs and measuring her spinal cord!<br>#happy", "@user Maybe this was a test... to see if 100% of readers<br>need interpreters - apparently they do #offended #rude<br>#disgusted", "@user @user @user @user Even the painting is orange! <br>#terrible #Election2016", "If angry, bash out your frustration on the pastry #GBBO", "@user OMG! Are you kidding me with this? I thought Pence was<br>bad but they had to go even farther!", "@user + and gives it to hear] 'Please.. I can tell you<br>anything if you want to listen. maybe you're dont afraid<br>anymore of me +", "Boom pagod \ud83d\ude21", "It's a Moving Day! #stress  #hope", "#dull start", "When mine pass, I know I'll be inconsolable &amp; devastated-<br>. For a while.", "Too many gloomy days", "Biggest #THREAT 2 #GLOBAL #STABILITY? #climatechange #food<br>#water #security #terrorism #russia #war #trump #clinton<br>#geopolitics #korea $vwo", "I'll happily be rude to people who personally insult me<br>unprovoked, they deserve it \ud83d\udc4d Just as good people deserve<br>respect", "I rage quit on Minecraft and I deleted the game. #rage", "if anyone spoils any of my fucking shows I will haunt you in<br>the afterlife so help me god", "@user Id argue that sakura space is the best of the<br>franchise and its not on your list. #dissapointed", "Would be ever so grateful if you could record Garden of<br>Forgiveness gentleman @user @user #amazing", "If I were my own republic, I would declare war on patchouli<br>incense.", "@user Annoys me to about the Ortiz tribute too, how would<br>the Oriole fans and organization feel if Yanks did that to<br>them?", "Yo there's a kid on my snap chat from LA &amp; they get high<br>off helium gas lmao.... I am like why the fuck lol", "@user wow , your right they do need help,so what I'm getting<br>from the Laureliver fandom and bitter comic fandom and", "Got paid to vacuum up rat poop. (-: never a dull day in the<br>biology department ...", "@user @user Hope to come #yay Do u have central accom list<br>plse? (Lone gal trying to avoid taxis \ud83d\ude09) \ud83c\udff0 #History #joy", "@user I don't think your a girls girl #fraud  #celebeffer", "@user I just have serious respect for any man that can pull<br>off a bun better than I can, like maybe they can teach me<br>their ways.", "my name is sara, im 20 years old and i cant believe boiling<br>an onion is making me cry", "wow if i need to start over on SIF im prob gonna just die", "OOOOOOOOH MY GOD UUUUGGGGHHHHHHHHH #rage", "not only was that the worst @user that's I've attended but<br>worth one of the worst cons I've been to in the last 5 years<br>#terrible", "Twitter is a font of endless hilarity.", "#PeopleLikeMeBecause they see the happy exterior, not the<br>hopelessness I sometimes feel inside. #depression #anxiety<br>#anxietyprobz", "@user don't tweet shit like this! It'll come back and haunt<br>you like your other ones \ud83d\ude2d\ud83d\ude02", "And with rich Fumes his sullen sences cheer'd.", "Still can't log into my fucking Snapchat #Snapchat", "When ya'll talkin about you know who I don't know who ya'll<br>talkin bout, I'm on the new shit....chuckin up ma deuces....-<br>..\ud83d\udd25\ud83d\udd25 #kanye", "@user wow I'm just really sadden by that. Terrible", "He's mixing it up pretty well..using that slider pretty<br>affective so far #thebabybombers #yankees #offense", "It hasn't sunk in that I'm meeting the twins", "@user @user @user entire team from coaches on down played<br>and coached scared from jumpstreet. #intimidated", "@user huhu kak help me through all of this", "@user @user @user @user I thought it was because she once<br>sunk her teeth into something that's meant 2b sooked", "@user A child breathing too heavily in china could infuriate<br>you", "@user #offended the tonys have found a way to leave me out<br>and now y'all have too", "Baywatch movie is so friggin #awesome #funny #delightful", "Some days I feel like I'm going to accomplish everything<br>I've ever dreamed.  Today is not one of those days<br>#nomotivation #rainyday #gloomy", "Put my passport in a safe back after getting back from<br>Australia \ud83c\udf0f. Only problem is now I can't remember where the<br>safe is!! #panic \ud83d\udec2", "Today, no matter how desperate or dire your situation<br>nothing is too difficult for God. (Jeremiah 32:27)<br>#JustBreath #HeIsAble #Believe", "Don't be discouraged.", "Galaxy Global Eatery is terrific! Like free stuff? Lyft gets<br>you here FREE with code OATH", "Karev better not be out!!! Or I am seriously done DONE with<br>@user  #angry #unfair #ugh", "How had Matty Dawson not scored there!!!!!", "@user @user lol no it's sparkling wine", "I've never seen fast &amp; furious Tokyo drift. Boutta watch<br>it", "#amwriting #horror in the dark and a loud creaking door<br>noise is coming from the kitchen. There are no doors there<br>to creak. WTF.", "On the drive home today I heard a censored version of<br>Spirits by The Strumbellas. 'Guns' replaced with 'dreams'.<br>Just NO. #awful #censorship", "Yes #depression &amp; #anxiety are real but so is bein<br>#grateful &amp; #happiness \\nI choose how i wanna live MY<br>life not some disorder", "Hi guys! I now do lessons via Skype! Contact me for more<br>info. #skype #lesson #basslessons #teacher #free lesson<br>#music #groove #rock #blues", "@user 'Congratulations your Free 1 month has been activated'<br>Then charges \u00a334.80 the same month. Absolutely furious \ud83d\ude21", "Im having a real life conundrum cuz i cant find a good spot<br>for my mini hoop and its really starting to depress me", "Lady gaga fucking followed i have been waiting for this day<br>for ages it fucking happened im shaking thank you so much<br>@user \u2764\ufe0f", "One step forward, two steps backward, the link to RogerFeder-<br>erShop doesn\u00b4t work.\ud83d\ude30 I am losing hope about Roger Federer<br>new Website #sadness", "bro im fuming right now how the fuck did we hand them over<br>james for 45m, we probably paid for his plane ticket aswell<br>so shameless", "Some white folks were jumping in joy when they thought Floyd<br>Mayweather was broke \ud83d\ude02", "#haikuchallenge #haiku\\n\\nThe crisp autumn air\\nMy freedom<br>purchased through death\\nNo one will mourn me", "@user Too true- my logic was blinded by outrage ......", "mmmm i'm kinda sad i hope i can shake this before school", "When you burst out crying alone and u realize that no one<br>truly knows how unhappy you really are because you don't<br>want anyone to know", "@user @user @user @user @user @user to give me my keys back.<br>They aren't for my house!", "@user @user @user entire team from coaches on down played<br>and coached scared from jumpstreet.", "@user I know your furious, i am too, but just stop fucking<br>moaning. We didn't win until the 7th game last season and<br>where we finished.", "I HATE little girls \ud83d\ude21\ud83d\ude21 got a lot off growing up to do!!!", "@user @user thanks. #nightmare", "Grim and despair feeling-I look at self and my family. Hubby<br>fought 20+ years for this country. I've worked 20+ years for<br>this govt--&gt;", "@user AP didn't have a productive week 1 or 1st half against<br>GB and Kalil is horrible! @user D is its strongest asset<br>currently.", "@user if I wanted GREEN POTATOES, a bottle with the tag<br>still on, plus soaking wet items delivered - I'm winning<br>today-sadly I didn't", "@user agreed but it had tessie by dropkicks playing outside<br>of gameplay.  #awful", "Indian time it's already ur birthday @user Have a stupendous<br>birthday. Wish you more success, laughter and lots of love.<br>Hugs. x", "@user fury road!!", "angry already", "@user   Any possibly KG is being bought out as a player so<br>that he can buy in from Glen as a minority owner?", "Is it weird to look at your creative work and not know if it<br>looks good or not? \ud83e\udd37\ud83c\udffb\u200d\u2640\ufe0f Does this even make sense? #\ud83d\ude02<br>#design #EclipseDay", "Me: *sees incense burner* is this for drugs?", "@user thanks mucho kate\ud83d\udc95 #sober", "#worry leads to tension and pressure #prayer leads to peace", "im so gloomy today", "How the fuck do we #live our lives admiring everybody that<br>ever just did something to #win it, then be #afraid to even<br>try to do it yourself", "and i will strike down upon thee with great vengeance and<br>furious anger those who attempt to poison and destroy my<br>brothers", "The anxiety I have right now\ud83d\ude2d\ud83d\ude2d\ud83d\ude2d", "i stopped watching gotham cause they dropped off tabitha and<br>barb's relationship and made her pine after the main", "#Media will debate, politicians will blame each other, on<br>the ground it feels amply clear #India stands defeated<br>against #terror. #Breaking", "@user \\nIsn't OBrien supposed to be some sort of offensive<br>genius", "Lying at the pool with John , ice cream , drinks, 29 degrees<br>and listening to busted \u270c\ud83c\udffc\ufe0f #bliss", "#Taurus females are beautiful, sparkling jewels glowing in<br>the moonlight.", "AQW should've always stayed in the 08 art style, now it's<br>just a competition to create more detailed art each time.", "Lucky enough to not burn off ALL of my right eye lashes,<br>unlucky enough to burn them just short enough to irritate<br>all of my OCD tendencies", "@user lol. Love it when you aggravate Juan. Keep up the good<br>work. Lol", "When you wake up, scroll through social media, and another<br>father was taken from his child  #everyday #KeithLamontScot-<br>t", "All I want to do is watch some netflix but I am stuck here<br>in class. #depressing", "Wishing i was rich so i didnt have to get up this morning<br>#poor #sleepy  #sad #needsmoresleep", "@user just trying to go home tonight? A run on 2nd and 20<br>and a run on 3rd and 20? That's what champs do... #sike<br>#losers", "something about opening mail is just...very pleasing", "That's how you start a season that's how you open the show<br>#show #them #how #dark #hell #can #get #Empire", "I think that Nuclear weapon and Cyber weapon are big<br>threats, but I think that the bigger threat is Scalar weapon<br>...\\n#scalar #threat", "Q&amp;A with N. Christie @user fr. @user What would Peter<br>and Dardanella think of us knowing? #poorthings #shy", "@user Thank you, happy birthday to you as well!", "@user because one of the main symptoms is restlessness and<br>it could explain why he isn't able to sleep/might not want<br>to", "@user @user @user @user @user Being #gay is not an #insult", "So Rangers v Celtic ll", "It's so gloomy outside. I wish it was as cold as it looked", "I wanna kill you and destroy you. I want you died and I want<br>Flint back. #emo #scene  #fuck #die #hatered", "Hey folks sorry if anything offensive got posted on here<br>yesterday my account got hacked. All fixed now though. I<br>hope :-/ #angry #annoyed", "please, more comments from #tweeters that don't look at<br>charts! #adorable $snap", "Might just leave and aggravate bae", "@user Really?? Because music analyzes your screenshots with<br>my microscope too??? I didn't think so #offended", "Happy birthday @user i miss you tons + i'm so excited to be<br>back in florida to hear all about Turkey + to have our<br>\ud83c\udf2edates!! \ud83d\udc9b\ud83c\udf89", "@user : It's not Fox News, it's Fox Propaganda Network,<br>they're so lost in their lies, that they can't tell the<br>truth, if it hit them in face", "#Trump \u2019s \u2018Make America Great Again\u2019 plan is exactly like<br>the first 15 minutes of the #movie #ChildrenOfMen.\\n\\n#cages<br>#terrorism #refugees", "What terrible thing to see and have no vision-\\n\\nHelen<br>Keller-\\n\\n-Begin with the end in mind-\\n\\nStephen<br>Covey-\\n\\n #whereareugoing", "Ever put your fist through your laptops screen? If so its<br>time for a new one lmao   #hp", "A @user not turning up? Why am I not surprised. Late for<br>work again!", "@user if we don't understand how to express our emotions to<br>others, may lead to sadness / loneliness &amp; neg impact on<br>long term mh #MHChat", "Happy birthday\ud83c\udf89\ud83c\udf89\u2764\ufe0f\ud83d\ude18 @user I love and miss you bunches &amp;<br>hope you have an amazing day beautiful!!\ud83c\udf1e\ud83c\udf38\ud83d\udc97\ud83d\udc9e", "I know I've painted quite a grim picture of your chances.<br>But if you simply stand here, we will both surely die.", "So Rangers v Celtic ll #revenge", "@user should have stopped after 'smiled'. Being rude=not the<br>same as being funny.It was just being mean  #stoppickingonwo-<br>men", "You want to know why I was laughing? It was a #solemn<br>occasion, that's why. And she was always laughing, wasn't<br>she? #VSS365", "@user call me now I'm laying in my bed moping like I intend<br>to do for the next 2 months.", "@user Mourinho is horrid", "@user Some jurono play very smart dont support truth but<br>give opinion in a way tht ensures  government dont feel<br>offended", "Shantosh: How crazy would it be to walk past and talk to a<br>person everyday never realizing he is suffering from<br>depression or such? \u2026", "@user @user @user @user I dread to think... #DirtyPeople", "Having fun today at Mad museum Stratford upon Avon", "Flight 815 crashed on The Lost Island 2004 #lost @user", "@user #F3Roswell #Preblast\\nI've been handed the keys to<br>Roswell Area Park. See you in the gloom. Be ready to slip<br>&amp; slide at 0530", "@user @user happy birthday jin young!!!!!! #PrinceJinyoungDa-<br>y #happyjinyoungday #got7  #birthday", "@user @user Did they get the wrong fur Pal? #shocking \ud83d\ude31", "@user since when the fuck can you not stand at a concert?", "#Facebook is #depressing without even being there. Two apps<br>want it for logging in, I have missed at least two<br>interesting #events and they", "Fashion week this year is dull AF! Someone inspire me!!!!!!<br>\ud83d\ude29", "the prospect of getting choked out by a hot daddy tonight is<br>sorta cheering me up but I also kinda just wanna watch the<br>new AHS episode lol", "@user love new movie\\n#BlairWitch #blairwitchproject #horror<br>#HorrorMovies", "Dentist just said to me' I'm going to numb your front lip up<br>so it'll feel as if you've got lips like Pete Burns!......<br>She was right #pout", "@user what's up w the gender bias? #indignant This<br>fancypants saddler's daughter will opt for the leather<br>jacket, thank you very much.", "Tip 5: Don't worry about pleasing everyone. #TitanWisdom", "When something makes you excited, terrified, thrilled,<br>nervous, elated &amp; like you've been kicked in the guts<br>all at once. Need word for that", "I believe the work I do is meaningful; my clients would<br>agree but at the end of the day, I feel like a pawn, lost in<br>this chaotic world.", "131: Lyttleton: Love can hope where reason would despair.", "@user fucked my coupon that goal!", "@user @user  I'm there... let me know", "Today I answered a call from a college rep who didn't<br>realize I did, and I got to hear part of his lively debate<br>about if evolution is real.", "Andrew's hands start shaking and he says 'I hope I die..<br>like right now'", "I watch Amyah throw temper tantrums when she gets mad at<br>something and I'm just like damnit that is me and I can't do<br>nothing but laugh \ud83d\ude05", "#AmarnathTerrorAttack @user @user cn u plz ans wt u r afrd<br>of or wt stpng u to end #terrorism wn whol #India is stndng<br>wth u", "I was not made for this world. #empath #unhappy", "jamming out to fury in math class wanting to die hbu", "@user I am furious that these passive smokers are huffing<br>all my cig smoke without contributing to the cost of a<br>packet #outrage", "Leave it on there, rule,nimber 1 of carpet cleaning!!!<br>#furious #worsethananatomicbomb #accidentlyspillbeeronthecar-<br>pet", "@user I'm so mad for our clients I'm furious lmao", "@user Loves the rich!!! Fuck us 'working class folk' and our<br>kids! #fuming #joke #scandalous #disgusting #altontowers <br>\ud83d\ude21\ud83d\ude21", "@user I try not offend too but tbh if anyone says anything<br>bad about Aaron or Aaron stans that's when I start getting<br>shitty \ud83d\ude02", "Dark, dense, and exhilarating come the finale, #HellOrHighWa-<br>ter is a gripping watch.", "@user @user @user @user I'd be perched on that, unfortunatel-<br>y wrapped in heavy chains! #sink...", "I am a terrible person. I have a viscerally negative<br>reaction to Big Bird's new voice on Sesame Street. #shudder<br>#nope", "@user #\ub354\uc1fc #GOT7 #\ub2c8\uac00\ud558\uba74 rthrc #IFYOUDO #mad treeq", "I'm a nervous wreck omg", "because a kitchen sink to you is not a kitchen sink to me,<br>okay friend?", "@user mine says the same thing. No way my offense isnt a 99<br>lol..wtf", "@user worst thing is i have confimation from them", "@user mornin sexy phantom crush hottie happy tremendous<br>totally fun Tuesday love n hugs enjoy it xxoo love yas tons<br>n bunches xxoo", "I don't think I can go to work tomorrow since val has left<br>#GBBO I need a day to mourn", "@user expected i thought", "Season 3 of penny dreadful is on Netflix...well my afternoon<br>is filled", "Gosh #anxiety attacks turning into #Panic attacks are<br>fucking ugly ....", "@user @user ya and the d was what I was most confident<br>about..... our offense is as good as it's been in 20<br>years...our d sucks", "KEEF\\n \\n #annoyed! cant make me bursting out it's not a<br>fire tweet makes me and then blocking people in the joints<br>is too", "Another raging storm brought on by my own emotions sorry<br>everyone. enjoy the thunder", "@user if your depressed and somebody calls you long faced<br>will you still automatically take umbrage?", "Evening all. Don't forget it's #RobinHoodHour TONIGHT \ud83c\udff9\\n\\n<br>#bizitalk #bizhour #southyorkshire #MansfieldHour <br>#sheffieldHour #NottsHour", "Kayaking is merriment together with sevylor inflatable<br>kayaks: eYGgJxMl", "@user @user @user I was having breakfast when I seen this?!<br>I blew my cereal in the #sink!!", "I added Paul Walker on Xbox but he just spends all of his<br>time on the dashboard. #dark #humor #funny", "I love #tattoos but seriously #justtattooofus that's just<br>#revenge &amp; it's #permanent for life not sure it's worth<br>the #5mins of fame \ud83e\udd14", "\ud83c\udf42\ud83c\udfb5\u2600\\n#fall sounds great !\\ndream #blues #rock by @user the<br>top album  'One Love'  by hero @user :D", "Can we get a shot of Lingys face at 1/4 time ? Pretty sure<br>it would be more red then his hair #fuming #pretendinghesok<br>#ruok #AFLCatsSwans", "@user @user I'm despondent", "@user Just ran out of data\u2026 #shiver", "@user im sorry i voted jeans &lt;/3 u look banging who tf<br>needs food anyway when ur a student existential dread feeds<br>us", "Everything I see of American police training seems<br>calculated to trample human dignity, inflame outrage, and<br>escalate confrontations.", "discouraged", "@user Happy Anniversary!! Have a great day!!", "@user i did, i cried from laughter way too much HAHAHAHAHHAH-<br>AHAHAAHGAHAHA \ud83d\ude05\ud83d\ude05", "np rum rage", "Like he really just fucking asked me that. #offended", "@user has providing customers w/equipment that doesn't<br>deliver speeds of internet services that they have been<br>charging.  #scam", "@user @user It's our job, the job of people who r still<br>sane,still ok in life, to help the lost to find themselves<br>&amp; love eachother", "It's a beautiful day today. Cloudy but sunny and breezy.", "Today I'm #grateful for\\n\\nMy car\\nMy phone\\nMy thumbs\\nGoin-<br>g on walks\\n@Twitter \\n\\nWhat are you grateful for today?", "@user @user pine nut.... Chestnut....peanut....wait... Wrong<br>film", "@user there is no room for jokes in hockey! This is a<br>serious business where we made up teams to fill out the<br>tournament!", "I should've gotten an apartment with Kenneth \ud83d\ude2d", "@user it's fucking dreadful for live footy matches", "mm nothing like a good old fashioned panic induced cry on<br>your living room floor", "When you have 15 doe run the opposite side of you \ud83d\ude41", "#LT a mom let her kid pay for the bus. The kid dropped the<br>coins. I'm boiling in rage. My face may be straight bu my<br>eyes say IMGONNAKILLYA", "I get soooo nervous when an actually attractive guy tries to<br>talk to me in person. Like 9/10 I turn him down just from<br>habit \ud83d\ude2d", "@user I remember its heyday, but these ladies range in age<br>from, I'd say, mid-30s to early 70s.", "Attention seeker Chris Uhlmann highly aroused over the<br>attention he drew to himself now enjoying some fists of fury<br>time @user @user", "@user @user @user you are so wrong for this!needed levity<br>after that recording", "\u201c My courage always rises at every attempt to intimidate<br>me.\u201d\\n-Elizabeth Bennett (Pride and Prejudice)\\n#Quotes<br>#Courage #FaceYourFears", "Fuck being shy, I'm trying to be up in them thighs.", "Ask yourself this:\\nIf the algae appears to be gone, is it<br>really?\\nIs it worth the risk?\\n #algae #water #toxic<br>#threat #methane #cancer", "It takes a man to suffer ignorance and smile. Be yourself,<br>no matter what they say. #sting", "When you get paid and you instantly start buying crap online<br>that you don't need..", "_Her mind is a #dark room,\\nDeveloping #Madness  \u2668\ud83d\ude18", "I hate when people say 'I need to talk to you or we need to<br>talk.' My anxiety immediately goes up...", "My heart is hurting because I had to pour my milk out<br>because something was in it \ud83d\ude2d", "@user BLM was outraged by the shooting in NC the other day,<br>turns out the guy pointed gun at police. Wait for facts<br>before outrage", "So drunk me hid my keys very well sober me couldn't find it<br>anywhere", "when season 13 of greys anatomy premieres today. it you're<br>only on season 7 #sadness :(", "Damnnit! Gonna be 1400 pts shy on Chiefs Rewards of getting<br>a post game photo.", "ffs as if tate thought wind in the willows was a serious<br>play, can't wait to see him play a singing badger \ud83d\ude29\ud83d\ude02", "Why upping rooms makes a few apprehend leaving out charcoal<br>ownership: UnZU", "@user 5000 likes. There are 300 million people in the U.S.<br>Ha. You are Real popular \ud83d\ude05", "Trying to book holiday flights on @user website is becoming<br>a", "Ive always wondered how long Angelina put up with Brad's<br>crap. Not gon lie \ud83d\ude10", "@user Meanwhile @user and I are getting a 7.40am train. I<br>hope you really, really enjoy that hotel, Shennan. #fuming", "What a raucous crowd today @user #GCSArtsPD17! How often<br>does one hear applause and cheers at PD?! #excitement @user<br>@user", "Going off reports on Sky, Stoke played ok tonight. Think<br>i'll stay off the messageboard tonight though -it will be<br>grim on there :/", "Liam is too distant makes me mourn \ud83d\ude2a", "a #monster is only a #monster if you view him through", "Recording some more #FNAF and had to FaceTime my mum to let<br>her know I was okay after I let out a high pitched scream \ud83d\ude02<br>#horror #suchagirl", "my alarm clock was ringing this morning n my flatmate<br>knocked on my door and asked if i set anything on fire or if<br>i'm burning alive :) :):)", "@user 3. home alone 4. fast and furious", "I hate not having the answers I need. #tomourssuck<br>#prayinsnotcancer #angry", "also had a dream i got to see my friend who's at basic rn<br>and woke up super sad because i won't see her until next<br>summer.. :(", "Well, this is cheery. #MrRobot", "The most depressing part of being ill is that your taste<br>goes \ud83d\ude2b", "second episode of AHS 6 here i go", "Best thing about the #bossbaby film has to be the wizard<br>alarm clock doing lotr quotes!", "Omg he kissed her\ud83d\ude48 #shy #w", "@user listen yh don't provoke me cos I'll make you cry", "Whoever decided to put chat functions on company websites<br>for customer service deserves all the medals. I hate talking<br>on the phone", "@user \ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\ude02\\nU mean overprice English clubs\\nReal Madrid see<br>bayern as no threat then look \ud83d\ude02", "schneiderlin taking his revenge for the 2 fouls", "@user Loving it! \ud83d\ude02", "@user No idea, just exhausted and I was tidying my room and<br>just burst out crying ... fs", "@user not only are your buses unreliable your e ticket app<br>is too unable to get on two buses and late for work #fuming<br>#useless reply", "@user you keep talkin shit and trying to offend me but<br>you're just petty as fuck", "From harboring Osama bin Laden to its relationship with<br>Haqqani network, there is enough evidence to prove Pakistan<br>is sponsoring terrorism", "@user @user @user  Not religious, but a game that the Inuit<br>women play - first one to laugh, or breathless, losses.", "2 days on.......never a fucking pen!!!! #nffc", "I keep getting so worried about the amount of plastic that<br>gets thrown away atm as if I didn't panic enough about the<br>environment already :)", "I get so heated when I see people go to Thailand and post<br>pictures at places I KNOW animals are exploited and abused.<br>#fuming \ud83d\ude43", "They leave you with so many unasked and unanswered<br>questions.... #Grandparents #sadness #myroots #abuelitos", "Thank you @user for the balloons today. #smile #goodday #48", "Pro Tip: Go back to work when your kid reaches 20 mos old. <br>Stay home any longer, and you'll be absolutely miserable<br>with the #tantrums.", "#tulsa - Police manufacture murder... Wonder why we carry<br>burners...? - MaxLevelz", "Feeling #restless today for some unknown reason", "on July 13th,1989 in #Vienna , #Ghassemlou &amp; his fellows<br>was #terror by the agents of the #Iranian regime\\n#Iran<br>#Terrorism \\n#twitterkurds", "That moment when people say you don't need medicine, it's<br>mind over matter. You need to stop doing that. #bipolar", "@user yeah whatever, whahibbi are #muslims just a sect, as<br>you know,  #islam is synonymous with #rape and #terrorism", "The Republicans need to offer a detailed and competitive<br>plan, if they don't buy counter terrorism, or their own<br>plan.", "\u201cIt is not #death, that most people are #afraid of. It is<br>getting to the end of #life only to realize that you never<br>truly #lived.\u201d", "Oh that cheery fucking note, good night shit heads X", "Never ever been this unhappy before in my life lmao", "What the fuck is he even doing ? He should be off that's<br>fucking horrific !", "Howl at the moon with @user at @user next Wednesday the 28th<br>for a FREE double feature of SILVER BULLET and CURSED<br>#horror", "Candace &amp; her pout are getting right on my tits #GBBO", "@user happy birthdayyyyyy pretty. Miss you!", "Condolences to the  JC and the Georges family.. #sad", "Kinda wished I watched mischievous kiss before playful kiss", "When the surfer girl and i  don't speak the same language<br>anymore.. #justsaying #sadness", "@user @user @user @user @user Bitch played every role she<br>ever did exactly the same.  #dull", "Jock! Pakistani are Firing on loc without reason.They r<br>Killing our Pilgrims. #PMO Thanks! V r safe! R V #warfools ?<br>#fearing PAK nuke??", "Nice to see Balotelli back to his best, good player.. Just<br>lost his way a bit!", "@user \ud83d\udda4\ud83d\udda4\ud83d\ude2d\ud83e\udd2c Amen! Hope for revenge. This person should be<br>punished manslaughter.", "Now ...what to do for the next hour while waiting for<br>#OurGirl to start @user ?!", "@user I can't wait to hear what he had to say about the<br>brilliant Dr. Hawking... it should be rich... In the poorest<br>of taste! #bully", "why the fuck does my mum want me to put corn in the curry?!<br>#grim", "@user awe yay thank god I was so worried.", "Red Sox fans are #mad #onhere - it's almost like their All<br>Star relief pitcher and 1st baseman both left with injuries<br>in this game \ud83e\udd37\ud83c\udffb\u200d\u2640\ufe0f", "@user I hashtag things and the kids always tell me to stop<br>\ud83d\ude2d\ud83d\ude2d\ud83d\ude2d\ud83d\ude2d\ud83d\ude2d #sadness", "People you need to look up the definition of protest. What<br>you are doing is not protesting is called vandalism.  #stop", "Love how Megan is raging about this Kendall Jenner photo and<br>I'm sat here like \ud83e\udd14\ud83d\ude43", "Height of irritation when a person makes a hilarious<br>chusssss.... Plz die....\ud83d\ude2c\ud83d\ude2c", "Well my evaluation came back and i am minimally effective.<br>Student test scores on the PARCC sunk my eval. it's time for<br>me to quit teaching", "@user @user Ugh! Not those vile men again. \ud83d\ude31", "I actually hate Vision. Coming over from @user is like<br>moving from Man City to QPR. A league below, past it and<br>clouded in chaos.", "Manchester United v Manchester City #happy days #EFL", "@user  The point of voting for Trump to push all the pieces<br>off the board game like an angry toddler? Wreck everything<br>for everybody?", "@user I hope didn't scare other people who owned this figure<br>that he will move at midnight \ud83d\ude02", "@user afternoon delight", "Everything you\u2019ve ever wanted is on the other side of fear.<br>\u2013George Addair #ThursdayThoughts #yourpushfactor #fear #life<br>#quote", "@user why you gotta use the dark skin emoji #offended", "@user Madrid is playing awful and no modric but 90 minutes<br>in Bernab\u00e9u stadium are so so long. Viallreal never won<br>there", "Autocorrect changes ''em' to 'me' which I resent greatly", "I really hate Mel and Sue. They think they're hilarious and<br>they're just awful", "Cam cannot be serious with that IG post and that stupid ass<br>font he uses. Would've been better to just say nothing.", "I'm so sick of that 'I'm done w. My ex na we're never<br>getting back together' crap so You can get back together in<br>like a month \ud83d\ude02", "@user @user wat an irony? #Pakistan lecturing the world on<br>curbing", "My cell won't hold a charge \ud83d\ude22 #sadness So should I...", "@user it doesn't offend me but it's just,,, Weird.", "@user honestly. All I care about is Selasi not messing this<br>up. His lackadaisical attitude isn't good for danishes.", "Rin might ever appeared gloomy but to be a melodramatic<br>person was not her thing.\\n\\nBut honestly, she missed her<br>old friend. The special one.", "Nothing else could possibly put a damper on my day other<br>than doing X-rays on someone with kickinnnnn ass breath \ud83d\ude3f", "@user We took a trip to Ireland right before we bought our<br>home.  No way I could do it now.  I dread taking 2 days off<br>of work.", "12 PM Reminder: You are ok. You are safe. Don't panic.<br>#anxiety #calm #panic", "Yeah I'm hot nigga, they say im burning uhhhhh", "Anytime @user gets near a mic, someone needs to smack him w<br>a bat. @user  #marblesinmouth", "@user @user @user @user @user future convicts rush in where<br>TRP hogs fear to tread #HomilyHour", "Michael Carrick should start every game for United and<br>England", "@user they never posted stuff like this?????\\ni mean i was<br>able to scroll over it so it wasnt a big deal but it was", "If Payet goes either in Jan or @ the seasons end, can't say<br>I blame him. The boy must b so disheartened by what he's<br>seeing at the mo.", "Hey @user - how do I find my play history on new #ios10<br>#appleMusic #music #lost", "@user decorations are up all over Jersey already #outrage", "@user i would just get some decent referees #shocking", "@user Are you always so relentlessly positive? Your<br>constantly cheerful optimistic disposition starts to grate<br>after a while.", "@user Jesus, you just made think that of all the Vols v fl<br>games I've seen. I've never seen a win. #depression", "#Afghanistan Vice President Sarwar Danish slams #Pakistan<br>for breeding #terrorism during UNGA address\\n@UN #USA", "This night, room polluted with syringes, notebooks and<br>shadows moving, this kind of night! Away melancholy, away!", "Grind smarter.  #Hustle #Grind", "But i'll be a pity. \ud83d\udc11 #lively", "Damn our offense is a mix bag of unpredictable lethal<br>weapons I'm worried for Defense Coordinators \ud83d\ude01 #Chargers<br>#Boltup #Recharged", "huddling before flames\\ndon't let poetry scare you\\nproducti-<br>on is wild\\n#haiku", "if we let that in id be fuming poor keeping", "@user first you take the room now you wanna beat me up<br>#bully", "Did we miss the fact that #BurkeRamsey swung &amp;hit his<br>sister #JonBenet in the face with a golf club previously out<br>of a fit of #anger?", "What's good is that we already hit rock bottom, even though<br>I'm about two more seasons away from new depths of despair.<br>#playoffs? #NJDevils", "When one door closes another one opens #opportunity #growth<br>#optimism", "@user let that sink in", "Queen Bey will be smiling over sixth this afternoon", "I think I have to finally admit that I need to see a dentist<br>\ud83d\ude22 little bit toothache last night \ud83d\ude13 #fear #scared #phobia", "I cannot see a rational way of bearing a grudge to him for<br>that. I do not. Maybe because I do not live by Netflix and I<br>do not care...", "The second type of #anger is named 'settled and deliberate'<br>and is a reaction to perceived deliberate harm or unfair<br>treatment by others.", "I miss my gran singing Rawhide, in her deep baritone growl.", "#Drunk people annoy me when I'm #sober lol. | #fact<br>#TeamFollowBack #RockTheReTweet", "All the 'juniors' are now wearing purple at ollafest while<br>I'm here fighting with my alarm about when I need to wake up<br>for German #sadness", "had noodles for tea\\nyummmmmmy\\n#yum #yummy #ddlg #abdl<br>#chgl #noodles", "Shanghais chief distracting levity pampa - proper dingle<br>carry away: uUDQujcia", "SOMEONE LET SNAKES IN MY HOUSE, I BET IT @user I KILL THAT<br>BUGGER WHEN I GET MY HANDS ON HIM #rage #HuckFP2", "@user I'm as pure as the driven snow after it's been pissed<br>on by multiple rabid dogs", "@user SPARKLES, proud little huff. Still posing mind you.", "TVGirl is like I'm really pretty and melancholic about life<br>and this is why I hate myself", "See people now selling their #MayMac presss conference<br>tickets at Wembley for \u00a3100 now when they were free. Scum<br>cunts!!! \ud83d\ude21", "don't give someone power by letting their words offend you", "Chiropractor time  #crackle #pop #chiropractor"], "x": {"dtype": "float64", "shape": [932]}, "y": {"dtype": "float64", "shape": [932]}, "type": "scatter", "uid": "fc4bc4a8-0894-4716-af7e-f0c4b1b5e17c"}, {"hovertemplate": "<b>Text Length</b>: %{x}<br><b>Formality</b>: %{y}<br><b>text</b>: %{text}<br><b>Annotated</b>: False", "marker": {"color": "red", "line": {"color": "black", "width": 1}, "size": 10, "symbol": "x"}, "mode": "markers", "name": "Not Annotated Samples", "opacity": 0.5, "text": ["#Pakistan is \u2018terrorist state\u2019, carries out #war crimes:<br>#India to @user #UNGA  #UN", "Thankful for...job, healthy, sober, happy as hell about<br>things...still have a panic attacks every time I put my<br>sunglasses on.", "Why bother tweeting poor men's? \\nWhat good does it do?  If<br>I'm unable to be cheery,  I go quiet.  Missed you,  btw", "@user May I suggest, that you have a meal that is made with<br>beans, onions &amp; garlic, the day before class.", "Kernel panic = sweating, sneezing, hiccuping, snot, tears,<br>crying. Clearly my body has an issue with chilli.", "#Amazon's #PrimeDay debut in #India was #disappointing,<br>maybe next year it will get better..glad it's finally here<br>though! \ud83d\ude05", "gettin #offended is Lame", "Today's gloomy weather reminded me that winter is coming and<br>then it'll be cold again for 7 months. #pessimist", "I'm onto you, @user I know you secretly pine for a masculine<br>order, objective morality, and disciplined transcendent<br>pursuits.", "Cuddling literally kills depression, relieves anxiety, and<br>strengthens the immune system.", "luv seeing a man with a scowl on his face walking with a<br>protein shaker clenching his fists. i immediately stop n<br>suck his dick", "Sometimes he likes to ride arround on people's shoulders or<br>drop on them unexpectedly from vents or doorjambs. Like a<br>big, gleeful spider.", "Anger is cheap and politeness is expensive. Don't expect<br>everybody to be polite. #ThoughtfulThursday  #politeness", "We ashamed of being an ally to you. Pakistan sacrificed<br>almost 50000 civilians by siding you in war on #terror<br>@user", "@user @user Tory teachers I know are disillusioned by<br>another 1%. There seem to be more sullen faces in the staff<br>room.", "Why do I get mad so easily \ud83d\ude10", "My goals are so big they scare small minds", "Spurs radio commentator referred to Mauricio Pochettino as<br>'MoPo' and I felt a sudden surge of rage.", "@user Hi folks. Flight is going to be over an hour late<br>departing from INV (EZY864), how do we go about getting a<br>refund please?", "The abysmal ignorance, frivolity and levity of the Italian<br>priests stupefied him.' - Roland Bainton on Luther,<br>#ReformationDay", "No one wants the chubby, scarred toy. #hurting", ".@RepDelBene: 'Today's proceedings and the entire process is<br>an insult to our constituents.'", "Honestly fuming", "@user @user Amal Clooney should try to prosecute  #Bush/<br>#Blair for #war crimes that turned our World upside<br>down&amp;created", "{Strong hands moving to firmly grope each of @user thighs,<br>squeezing as her digging nails extract a growl from me.}", "The fact that we have a presidential candidate that speaks<br>the way Trump does is alarming. I thought higher of my<br>peers. #FDT16", "I saved him after ordering him to risk his life. I didn't<br>panic but stayed calm and rescued him.", "Been so active these days. That now that I have a day off, I<br>am soooo restless. :P Haven't been restless in months.", "we will send video to proper agency ,state workers harass<br>the public to fuel the ego of Scott Arniel  and trial court<br>what the bleep #bully", "@user May I suggest, that you have a meal that is made with<br>beans, onions &amp; garlic, the day before class. #revenge", "Sorry to burst your bubble but it isn't that century<br>anymore. Welcome to the 21st century.", "A MOMENT:\\nIf you kill it in the spirit, it will die in the<br>natural!!!'-@PRINCESSTAYE  #murder #suicide #depression<br>#racism #pride", "NL's top bureaucrat is a director of a group formed to<br>oppose NL's top megaproject. #nlpoli - never dull", "I just remembered I made a presentation of the top 100 male<br>idols out of anger after seeing that siwon was first", "@user \u2014but be a little playful. \\n\\nHe hesitantly pulls<br>away, just enough so he could get words out, lips brushing<br>against\u2014", "Your smile could never make me frown.", "@user (Maybe don't provoke him in the future if you do not<br>want to run the risk of him punching your board.)", "@user evidently @user feels above #norms. SHOW the #tax<br>return, if you have nothing to", "One hour great, next hour, bullshit! Welcome to Goodyear!<br>#\ud83d\ude20", "Last night I had a dream that today was Christmas. I woke up<br>screaming because I wasn't ready.", "@user For #serious #intermediaries all required info about<br>#project or #Owner will be mailed.", "@user You interviewed one irate group, two filmmakers who<br>don't live here and got stock statements. That's not<br>journalism.", "You know, you're pro-actively playful. You want to press<br>your boobs into my face, Tatenashi. I'm not saying no,<br>though. =3", "I seriously miss #ahsaftershow with @user and @user I need<br>to talk about the mamasitas and the hunks of horror.", "Well seeing the #Eclipse2017 was #amazing really cool even<br>though it only lasted 2 mins", "@user I assure you there is no laughter, but increasing<br>anger at the costs, and arrogance of Westminster.", "This is the first time I've written anything on this series<br>in over two years, so I'm checking back in for one last<br>nightmare.", "It's finally raining in Ashland, Oregon. We've been parched<br>all summer &amp; fall. The plants &amp; people are<br>rejoicing!", "A good head and a good heart are always a formidable<br>combination.' - Nelson Mandela", "I've realized my anxiety is at an all time high when I'm in<br>my office. I feel prisoned here and I pick up on bad<br>energy.", "@user this sad truth!", "PUPPY FOR ADOPTIONS !!! Happy pics!! Please SHARE for<br>exposure! Put out the word to good adopter prospects!...", "That house on #GrandDesigns isn't in a forest it's in a<br>wibbly wobbly pine plantation", "@user @user @user @user @user @user average 22000 for the<br>massif... #shocking", "Carry on my wayward son, there'll be peace when you are<br>done. Lay your weary head to rest. Don't you cry no more.<br>#Supernatural", "@user @user because there is a realistic probability that a<br>clown might be their next president. #clown #uspol", "Why does having anxiety drain some much of your energy<br>#anxiety #sotired #needtosleepforhours", "and fuck you if you get offended. I feel like", "Most condemn, some protest and few revenge, it takes guts.<br>That's all. \\r#AmarnathTerrorAttack #Hindu #Kashmir<br>#RajnathSingh #Modi #Ninda", "ha \ud83d\ude43 ha \ud83d\ude43 i just realised that i've never actually been to<br>therapy and i still don't know if i'm depressed or just sad<br>all the time", "Val reminds me of one of the cheerful witches that looks<br>after Aurora in Disney\u2019s Sleeping Beauty. #GBBO", "@user -Sylvia was elated to receive kisses from the little<br>prince, her bright smile clear as she glanced to Garrett and<br>Elyse- --", "I #cry out #fear to clear a #path\\nBut my Voice seems 2<br>silent 2 chase a #rat\\nAm just indoor #expecting to open<br>door\\na #weak wise #fool I am", "see me #smiling at my #past like what was I thinking? \\nFind<br>#rest oh my #soul d #seas \u0144 #storms still know HIS name.<br>\\n#JESUS\\n#iLoveJesus", "How the jeff am I gonna cope @ KC. 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    </body>
    </html>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 79-87

Observe the check's output
--------------------------

We see in the results that the check indeed found several under annotated segments.
In the scatter plot display we can see the under annotated segment as well as the annotation distribution with
respect to the two properties that are relevant to the segment. In order to get the full list
of under annotated segments found we will inspect
the ``result.value`` attribute. Shown below are the 3 segments with the worst performance.

.. GENERATED FROM PYTHON SOURCE LINES 87-91

.. code-block:: default



    result.value['weak_segments_list'].head(3)






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
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      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>Annotation Ratio</th>
          <th>Feature1</th>
          <th>Feature1 Range</th>
          <th>Feature2</th>
          <th>Feature2 Range</th>
          <th>% of Data</th>
          <th>Samples in Segment</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>0.469136</td>
          <td>Text Length</td>
          <td>(80.5, 129.5)</td>
          <td>Formality</td>
          <td>(0.40074723958969116, inf)</td>
          <td>8.7</td>
          <td>[6, 15, 17, 18, 20, 27, 28, 39, 85, 91, 95, 97...</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 92-100

Define a condition
==================

We can add a condition that will validate the annotation ratio in all data segment is
above a certain threshold.
A scenario where this can be useful is when we want to make sure that we have enough annotations for quality
evaluation of the model or drift on a subset of the data that is of interest to us,
for example for specific age or gender groups.

.. GENERATED FROM PYTHON SOURCE LINES 100-107

.. code-block:: default


    # Let's add a condition and re-run the check:

    check = UnderAnnotatedPropertySegments()
    check.add_condition_segments_annotation_ratio_greater_than(0.7)
    result = check.run(text_data)
    result.show(show_additional_outputs=False)





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.. _sphx_glr_download_nlp_auto_checks_data_integrity_plot_under_annotated_property_segments.py:

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