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hatecrime.sas
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hatecrime.sas
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*------------------------------------------------------------*;
* EM Version: 14.1;
* SAS Release: 9.04.01M3P062415;
* Host: sasbap;
* Project Path: C:\Users\Public\Desktop\adl;
* Project Name: adl;
* Diagram Id: EMWS1;
* Diagram Name: adl;
* Generated by: sasdemo;
* Date: 30APR2017:11:27:33;
*------------------------------------------------------------*;
*------------------------------------------------------------*;
* Macro Variables;
*------------------------------------------------------------*;
%let EM_PROJECT =;
%let EM_PROJECTNAME =;
%let EM_WSNAME =;
%let EM_WSDESCRIPTION =adl;
%let EM_SUMMARY =WORK.SUMMARY;
%let EM_NUMTASKS =SINGLE;
%let EM_EDITMODE =R;
%let EM_DEBUGVAL =;
%let EM_ACTION =run report;
*------------------------------------------------------------*;
%macro em_usedatatable;
%if ^%symexist(EM_USEDATATABLE) %then %do;
%let EM_USEDATATABLE = Y;
%end;
%if "&EM_USEDATATABLE" ne "N" %then %do;
%global Ids_data Ids_newdata;
*------------------------------------------------------------*;
* Data Tables;
*------------------------------------------------------------*;
%let Ids_data = SASUSER.ALLCRIME;
%let Ids_newdata =;
*------------------------------------------------------------*;
%end;
%global Ids_source;
%if "&Ids_newdata" ne "" %then %do;
%let Ids_source = USERTABLE;
%end;
%else %do;
%let Ids_source = DATASOURCE;
%end;
%mend em_usedatatable;
%em_usedatatable;
*------------------------------------------------------------*;
* Create workspace data set;
*------------------------------------------------------------*;
data workspace;
length property $64 value $200;
property= 'PROJECTLOCATION';
value= "&EM_PROJECT";
output;
property= 'PROJECTNAME';
value= "&EM_PROJECTNAME";
output;
property= 'WORKSPACENAME';
value= "&EM_WSNAME";
output;
property= 'WORKSPACEDESCRIPTION';
value= "&EM_WSDESCRIPTION";
output;
property= 'SUMMARYDATASET';
value= "&EM_SUMMARY";
output;
property= 'NUMTASKS';
value= "&EM_NUMTASKS";
output;
property= 'EDITMODE';
value= "&EM_EDITMODE";
output;
property= 'DEBUG';
value= "&EM_DEBUGVAL";
output;
run;
*------------------------------------------------------------*;
* Create nodes data set;
*------------------------------------------------------------*;
data nodes;
length id $12 component $32 description $64 X 8 Y 8 diagramID $32 parentID $32;
id= "Tree";
component="DecisionTree";
description= "Decision Tree Baseline";
diagramID="_ROOT_";
parentID="";
X=428;
Y=414;
output;
id= "TextTopic";
component="TextTopic";
description= "Text Topic";
diagramID="_ROOT_";
parentID="";
X=808;
Y=308;
output;
id= "TextRule";
component="TextBoolCat";
description= "Text Rule Builder";
diagramID="_ROOT_";
parentID="";
X=1047;
Y=220;
output;
id= "TextParsing";
component="TextParsing";
description= "Text Parsing";
diagramID="_ROOT_";
parentID="";
X=420;
Y=308;
output;
id= "TextFilter";
component="TextFilter";
description= "Text Filter";
diagramID="_ROOT_";
parentID="";
X=616;
Y=307;
output;
id= "Score";
component="Score";
description= "Score";
diagramID="_ROOT_";
parentID="";
X=1429;
Y=419;
output;
id= "Part";
component="Partition";
description= "Data Partition";
diagramID="_ROOT_";
parentID="";
X=229;
Y=308;
output;
id= "MdlComp";
component="ModelCompare";
description= "Model Comparison";
diagramID="_ROOT_";
parentID="";
X=1249;
Y=419;
output;
id= "Ids";
component="DataSource";
description= "ALLCRIME";
diagramID="_ROOT_";
parentID="";
X=43;
Y=306;
output;
id= "HPTree";
component="HPTree";
description= "HP Tree";
diagramID="_ROOT_";
parentID="";
X=1044;
Y=126;
output;
id= "HPNNA";
component="HPDMNeural";
description= "HP Neural";
diagramID="_ROOT_";
parentID="";
X=1045;
Y=312;
output;
id= "FIMPORT2";
component="FileImport";
description= "File Import (2)";
diagramID="_ROOT_";
parentID="";
X=1248;
Y=530;
output;
run;
*------------------------------------------------------------*;
* DataSource Properties;
*------------------------------------------------------------*;
data WORK.allcrime_P;
length Property $ 32
Value $ 200
;
Property="Name";
Value="ALLCRIME";
output;
Property="CreateDate";
Value="1809170268.5";
output;
Property="ModifyDate";
Value="1809170268.5";
output;
Property="CreatedBy";
Value="sasdemo";
output;
Property="ModifiedBy";
Value="sasdemo";
output;
Property="SampleSizeType";
Value="";
output;
Property="SampleSize";
Value="";
output;
;
run;
*------------------------------------------------------------*;
* USERTRAINCODE File for Tree;
*------------------------------------------------------------*;
data _null_;
if symget('sysscp')=:'WIN' then dsep='\';
else if symget('sysscp')=:'DNT' then dsep='\';
else dsep = '/';
filepath = pathname('work')!!dsep!!"Tree_USERTRAINCODE.sas";
call symput('DSPATH', filepath);
run;
data _null_;
filename dspath "&dspath";
file dspath;
run;
*------------------------------------------------------------*;
* EMNOTES File for Tree;
*------------------------------------------------------------*;
data _null_;
if symget('sysscp')=:'WIN' then dsep='\';
else if symget('sysscp')=:'DNT' then dsep='\';
else dsep = '/';
filepath = pathname('work')!!dsep!!"Tree_EMNOTES.txt";
call symput('DSPATH', filepath);
run;
data _null_;
filename dspath "&dspath" encoding="utf-8" NOBOM;
file dspath;
run;
*------------------------------------------------------------*;
* USERTRAINCODE File for TextTopic;
*------------------------------------------------------------*;
data _null_;
if symget('sysscp')=:'WIN' then dsep='\';
else if symget('sysscp')=:'DNT' then dsep='\';
else dsep = '/';
filepath = pathname('work')!!dsep!!"TextTopic_USERTRAINCODE.sas";
call symput('DSPATH', filepath);
run;
data _null_;
filename dspath "&dspath";
file dspath;
run;
*------------------------------------------------------------*;
* INITTOPICS Data Set for TextTopic;
*------------------------------------------------------------*;
*------------------------------------------------------------*;
* TOPIC_CUTOFFS Data Set for TextTopic;
*------------------------------------------------------------*;
*------------------------------------------------------------*;
* EMNOTES File for TextTopic;
*------------------------------------------------------------*;
data _null_;
if symget('sysscp')=:'WIN' then dsep='\';
else if symget('sysscp')=:'DNT' then dsep='\';
else dsep = '/';
filepath = pathname('work')!!dsep!!"TextTopic_EMNOTES.txt";
call symput('DSPATH', filepath);
run;
data _null_;
filename dspath "&dspath" encoding="utf-8" NOBOM;
file dspath;
run;
*------------------------------------------------------------*;
* USERTRAINCODE File for TextRule;
*------------------------------------------------------------*;
data _null_;
if symget('sysscp')=:'WIN' then dsep='\';
else if symget('sysscp')=:'DNT' then dsep='\';
else dsep = '/';
filepath = pathname('work')!!dsep!!"TextRule_USERTRAINCODE.sas";
call symput('DSPATH', filepath);
run;
data _null_;
filename dspath "&dspath";
file dspath;
run;
*------------------------------------------------------------*;
* TRCHANGE Data Set for TextRule;
*------------------------------------------------------------*;
data WORK.TextRule_TRCHANGE;
length _Text $ 200
_Target $ 32
_orgTarget $ 32
_PredTarget $ 32
_partition $ 16
_why $ 400
_targetVar $ 32
_post_prob 8
;
label _Text="Text"
_Target="Assigned Target"
_orgTarget="Original Target"
_PredTarget="Predicted Target"
_partition="Data Partition"
_why="Why Classified"
_targetVar="Target Variable"
_post_prob="Posterior Probability"
;
format _Text $200.
_post_prob PERCENT8.1
;
_Text="Openarms is practically overrun with supportive moms. While Austin and Ben were on the patio, a 14-year-old named Nick arrived with his mom. Nick came out to her when he was 12 but had yet to go on a";
_Target=".";
_orgTarget=".";
_PredTarget="1";
_partition="Training";
_why="continue";
_targetVar="label";
_post_prob=0.99970719856911;
output;
_Text="A Florida eye doctor was convicted on Friday of running a vast scheme to defraud Medicare of more than $90 million in a case that could have significant ramifications for Senator Robert Menendez of Ne";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="charge";
_targetVar="label";
_post_prob=0.99906242397114;
output;
_Text="Hate groups have come to tiny Pikeville in a bid for support, but locals fear a violent standoff between the neo-Nazis and anti-fascist protesters In a tent deep in the woods of rural Kentucky, an ol";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="hate";
_targetVar="label";
_post_prob=0.99800627684643;
output;
_Text="British TV personality Katie Hopkins, known for her biting beliefs on obesity, put her words into action for a new TV special. Hopkins, 39, gained nearly 50 pounds, hoping to turn around and quickly";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.99386164433689;
output;
_Text="Itâs all too easy to blame Brexit for last weekâs horrific assault in Croydon (Report, 3 April) that has left a teenage Kurdish-Iranian asylum seeker fighting for his life, but problems in this Lo";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.99386164433689;
output;
_Text="My father, Ben Obumselu, who has died aged 86, was a leading literary critic, a key figure in the Biafran war and, later, an influential political adviser in Nigeria. A combination of scholarship and";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="church";
_targetVar="label";
_post_prob=0.96909136097159;
output;
_Text="My father, Ben Obumselu, who has died aged 86, was a leading literary critic, a key figure in the Biafran war and, later, an influential political adviser in Nigeria. A combination of scholarship and";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="church";
_targetVar="label";
_post_prob=0.96909136097159;
output;
_Text="The number of individuals applying for insolvency jumped to the highest level in almost three years in the first three months of 2017, in a further sign of the mounting financial pressure facing UK ho";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="case";
_targetVar="label";
_post_prob=0.96727940400565;
output;
_Text="Two former headmasters who were life trustees at Choate Rosemary Hall stepped down this week, forced aside by allegations that teachers at the school had sexually abused students for decades and that";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="case";
_targetVar="label";
_post_prob=0.96727940400565;
output;
_Text="Elections have long been won and lost on the state of the economy. So Theresa Mayâs decision to call a snap poll just as UK growth appears to be slowing has raised eyebrows. But with the Brexit vote";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="happen";
_targetVar="label";
_post_prob=0.95642205917762;
output;
_Text="New York-based photographer and film-maker Daniel Soares became fascinated with the look of late nights in the Big Apple after spending a lot of time in Chinatown. In his striking series Neon Nights h";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Training";
_why="night";
_targetVar="label";
_post_prob=0.87865764761793;
output;
_Text="Castleford powered back to the top of the table in style with their biggest Super League win over Wigan. The scrum-half Luke Gale needed to pass a head test before kick-off to take his place in the Ti";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="night";
_targetVar="label";
_post_prob=0.87865764761793;
output;
_Text="Castleford powered back to the top of the table in style with their biggest Super League win over Wigan. The scrum-half Luke Gale needed to pass a head test before kick-off to take his place in the Ti";
_Target="0";
_orgTarget="0";
_PredTarget="1";
_partition="Validate";
_why="night";
_targetVar="label";
_post_prob=0.87865764761793;
output;
_Text="WALK-AND-TALK INTERVIEW GEORGE STEPHANOPOULOS: Mr. President, thank you for doing this. As we're walking towards your office I have to think you're going to miss this short commute. BARACK OBAMA: [l";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.86753202491031;
output;
_Text="Word of a forthcoming speech to be delivered by white nationalist Richard Spencer at Texas A&M University next month has jolted many at the school and its surrounding community, sparking multiple peti";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.86753202491031;
output;
_Text="Aditya Chakraborttyâs article (Disabled people have become human collateral in an ideological war, 9 June) is a travesty of the truth. First among a catalogue of inaccuracies is the claim that suppo";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.86753202491031;
output;
_Text="This summer Brighton hosted Europeâs first ever trans pride march as part of its second annual Trans Pride weekend. Traditional pride events encompass transgender people by default under the LGBT u";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.86753202491031;
output;
_Text="Chelsea and the Football Association have been criticised by a campaigning group after the police announced no action will be taken over alleged comments made by the referee Mark Clattenburg. Chelsea";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.86753202491031;
output;
_Text="Sign up to Society daily email briefing Today's top SocietyGuardian stories ⢠Stroke survivors 'missing out on recovery services' ⢠David Miliband: austerity measures put UK and Germany on the";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
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output;
_Text="White nationalist Richard Spencer wasnât fazed by the protesters who turned up at his Texas A&M University appearance on Tuesday. âWe triggered the world,â? Spencer told âNightline.â? âI th";
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output;
_Text="Joshua Bonehill-Paine, 24, made Luciana Berger fear for her safety with series of racist articles and offensive pictures A racist internet troll has been found guilty of harassing a Labour MP with a";
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output;
_Text="Campaigners and victims are reporting a rise in racist abuse since the referendum. Has it always been there under the surface â and will this âcelebratory racismâ cause lasting damage? Brexit w";
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output;
_Text="Canadian police have said that the assault and robbery of a Muslim woman in Toronto appears to have been âmotivated by hateâ?. Police said two men beat the woman up Monday while she was heading to";
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output;
_Text="Muslim Council of Britain expresses concern at figures showing anti-Muslim attacks in London increased by 70% in year up to July The Muslim Council of Britain has warned of increasing levels of Islam";
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output;
_Text="A New York white supremacist was convicted by a federal jury on Friday of plotting to use a remote-controlled radiation device he called âHiroshima on a light switchâ? to harm Muslims and President";
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output;
_Text="Former secretary of University of Westminsterâs LGBT society says complaints about speakers booked by Islamic society were not treated seriously enough The London university attended by Mohammed Em";
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_partition="Validate";
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output;
_Text="The psychologist who tackles football's divers Maybe for once the Arsenal coach Arsène Wenger can be persuaded to keep his mouth shut. The ""yes he did, no he didn't"" Eduardo-diving controversy mig";
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_partition="Validate";
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output;
_Text="To the Editor: Re âHostile Acts Against Minorities, Often Invoking Trump, Erupt Across U.S.â? (news article, Nov. 11): The fact that The New York Times was able to document so many adverse incide";
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output;
_Text="Video BERLIN â A basement room used as a place of worship by Muslims in a southern Swedish town was destroyed by a fire on Monday, officials and the imam for the town said. It was the second time i";
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output;
_Text="âI started running,â? Dr. Singh said. But the assailants were on bicycles, the police said, and easily caught him and his companion, a fellow Sikh who Dr. Singh said asked not to be identified. Th";
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output;
_Text="Immigration officials said Monday that they would not try to deport Dharun Ravi, the Indian-born 20-year-old convicted in March of using a webcam to spy on his roommate having sex with another man in";
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_partition="Validate";
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output;
_Text="â? the adviser said. But because""";
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output;
_Text="Chicago police revealed today how the man seen bound and allegedly tortured in a Facebook Live video was able to escape his captors. After nearly six hours of being tormented by his captors Tuesday,";
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_partition="Validate";
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output;
_Text="Itâs been just over a week since Donald Trump was declared the president-elect, and he has kept a relatively low profile, holed up in Trump Tower in New York City, assembling his incoming Cabinet an";
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output;
_Text="NOTABLES --TRUMP NAMES PRIEBUS AS CHIEF OF STAFF, BANNON AS SENIOR ADVISER: Donald Trump named Republican National Committee Chairman Reince Priebus as chief of staff to his new administration and fo";
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output;
_Text="Aditya Chakraborttyâs article (Disabled people have become human collateral in an ideological war, 9 June) is a travesty of the truth. First among a catalogue of inaccuracies is the claim that suppo";
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_partition="Validate";
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output;
_Text="Murderer of Laguna hotel manager gets life without parole By ORANGE COUNTY REGISTER March 1, 2014 at 7:30 am SANTA ANA â A 23-year-old Lake Forest man will spend the rest of his life in priso";
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output;
_Text="âThese charges are serious,â? Judge Hodges told him. Supporters and family of Mr. Meek sat in the courtroom, some covering their faces with their hands, and declined to comment as they left. As Mr";
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_partition="Validate";
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output;
_Text="Resistance to this push has varied, with some hard-core Confederate sympathizers who swore defiance to politicians explaining that they simply thought things were moving too quickly. Lawmakers in Sout";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="A 19-year-old student and left-wing activist, Clément Méric, died Thursday after being beaten by a group of people described as skinheads in the heart of a Paris shopping district. Interior Minister";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="NEW BRUNSWICK, N.J. â As Dharun Ravi posted Twitter feeds about using a webcam to see his Rutgers University roommate in a sexual encounter with another man, one of those reading intently was the ro";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="We were warned. An April assessment by the Department of Homeland Securityâs Office of Intelligence and Analysis said pointedly: âLone wolves and small terrorist cells embracing violent rightwing";
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_partition="Validate";
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output;
_Text="Your look at the five biggest and most buzz-worthy stories of the morning. 1. Taliban Video Shows the Moment Bowe Bergdahl was Released New video released by the Taliban reportedly shows Bowe Bergda";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="His name was Timothy Caughman. He was from Manhattan and was 66 when he died. The police say he was stabbed on Monday night by a 28-year-old man who had come to New York City from Baltimore looking to";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="Director tells Tribeca Festival first public screening of his debut was âa fucking disasterâ but revels in memory of dancing when Harvey Keitel came onboard When Reservoir Dogs hit theaters in 19";
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output;
_Text="When Geoff Barton started teaching in 1985, parentsâ evening â a brief five-minute chat â was the only time teachers saw most mums and dads. If families had a concern, they might write a letter,";
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_why="happen";
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output;
_Text="Question of the social networkâs role in amplifying crime has intensified after it took several hours to remove a brutal video seen millions of times âThis is a horrific crime and we do not allow";
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output;
_Text="An Ohio community came together on Sunday to rally for a woman who was allegedly the target of anti-Muslim fliers posted around her neighborhood. Over 300 people from all across the state of Ohio ral";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="A noteable feature of the London mayor campaign has been the praise heaped on Labourâs Sadiq Khan by Jewish media commentators. Following a hustings held by Jewish News last week, the paperâs onli";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="The Campaign Against Antisemitism has formally complained to the Labour party about Jeremy Corbyn. It has acted over a video posted on the party leaderâs official Facebook and Twitter accounts.in w";
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_orgTarget="1";
_PredTarget="0";
_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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_post_prob=0.64272965692018;
output;
_Text="A judge on Tuesday followed a juryâs recommendation and sentenced an avowed anti-Semite to death for the fatal shootings of three people at Kansas Jewish sites. Judge Thomas Kelly Ryan of Johnson Co";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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_post_prob=0.64272965692018;
output;
_Text="The attack on a teenage asylum seeker in Croydon last Friday comes as reports of abuse directed at refugee children are becoming more frequent, charities and experts have warned. As Reker Ahmed, the";
_Target="1";
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_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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_post_prob=0.64272965692018;
output;
_Text="The police on Staten Island were searching for three assailants Sunday in connection with the robbery and beating of a Mexican teenager a day earlier â the latest in a series of attacks on Mexican i";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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_post_prob=0.64272965692018;
output;
_Text="Four young men pleaded guilty yesterday in the beating of a Manhattan singer who was subjected to antigay slurs as he was attacked. The four â Akino George, 21, Gregory Archie, 19, Jarell Sears, 21";
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_orgTarget="1";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="The second suspect in the brutal December beating death of an Ecuadorean immigrant in Brooklyn did not bother to offer any denials upon his arrest on Friday morning, according to the police. âSo I";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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_post_prob=0.64272965692018;
output;
_Text="Shadow chancellor says murder of MP is part of trend of abuse and violence that is on the rise in British politics People on all sides of politics must work to unite the country and ensure debate tak";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="The Lucero de America Foundation has its origins in the community mourning and outrage that followed the ambush and death of an unarmed Ecuadorean immigrant, Marcelo Lucero, in Patchogue in November 2";
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_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.62294651771103;
output;
_Text="The family of an 18-year old Chicago-area man who was bound and allegedly tortured Tuesday in a Facebook Live video spoke out for the first time Thursday. ""He's doing well â as well as he could be";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
_targetVar="label";
_post_prob=0.62294651771103;
output;
_Text="A man charged in the shooting death of three honors students in North Carolina had clashed with the victims before, a relative said. Craig Stephen Hicks, 46, was charged with three counts of first-de";
_Target="1";
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_PredTarget="0";
_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="A white Maryland man accused of roaming the streets of New York City looking for a black person to ""assassinate"" pleaded not guilty this morning to multiple counts of murder, including murder as an ";
_Target="1";
_orgTarget="1";
_PredTarget="0";
_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="The Latest on a fatal shooting in downtown Fresno, California (all times local): 5:45 p.m. The man suspected of killing three white men in a racially motivated attack in Fresno says he joined a gang";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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_post_prob=0.61350471810442;
output;
_Text="Security is being ramped up at LGBT nightclubs and events across the country in the wake of the deadly Orlando nightclub shooting. There will be extra police officers at the Chicago pride festival th";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="A man wearing traditional South Asian clothing was attacked by two men shouting âISIS! ISIS!â? as he walked near a school in the Bronx on Saturday night, the police said. The police department sai";
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_partition="Validate";
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_post_prob=0.57904697203855;
output;
_Text="Analysis: previous objections from Tory ministers such as Greg Clark and Nicky Morgan may account for some notable omissions from the latest proposals Donât make the mistake of thinking it was only";
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_partition="Validate";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="President Barack Obamaâs Justice Department has been unabashed in its use of federal resources to sue state and local governments over alleged discrimination, even hosting press conferences to annou";
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output;
_Text="Speaking to reporters from the Oval Office Monday in the wake of the Orlando massacre, President Obama expressed frustration over what he said was the ease with which known or suspected terrorists are";
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output;
_Text="BERLIN â Two men and a woman who made a gasoline bomb, drove to a building converted to home for refugees and then hurled the bomb into an apartment last year received stiff prison sentences on Thur";
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_partition="Training";
_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="A former University of Mississippi student has been indicted on federal charges in connection with a noose put on a statue of James Meredith, the student who integrated the campus, the Justice Departm";
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_why="â & ~continue & ~crime & ~photo & ~gay & ~hate & ~jew";
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output;
_Text="CPS says Kashif Samuels, 25, jailed for 16 weeks after video on social media showed him shouting racist abuse at pensioner on 149 bus A man who shouted racist abuse at a pensioner before throwing his";
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_partition="Validate";
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_post_prob=0.55088304256668;
output;
_Text="Mr. Beauchamp said the countryâs tense racial climate following shootings of blacks by the police, and retaliatory killings of the police, was the âtipping pointâ? giving renewed impetus to Ms. G";
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output;
_Text="The incendiary issue of the flag was one that Ms. Haley, 43, had sidestepped in her five years in office. At times, she had defended the flagâs presence. During her initial run for governor, she sai";
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output;
_Text="To the Editor: Re âAt Gateway to Hamptons, Ku Klux Klan Advertises for New Membersâ? (news article, Aug. 30): It should come as no surprise to see the Ku Klux Klan in the Hamptons. The Klan has h";
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output;
_Text="Evidence is emerging of an increase in racist incidents in the wake of the Brexit vote. There have been more than 100 reports of racist incidents since Friday, causing alarm about increasing racial, r";
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output;
_Text="Dylann Roof, the 22-year-old accused of killing nine people in a Charleston, South Carolina, church, stood over his victims, shooting them over and over again, the prosecution argued this morning at R";
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output;
_Text="Dylann Roof, the 22-year-old convicted of killing nine black parishioners at a church in Charleston, South Carolina, told a judge today he has ""no plans whatsoever to call witnesses"" during the sent";
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_partition="Validate";
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_post_prob=0.53628576787676;
output;
_Text="They terrorized a black childâs party, then cried when a judge read their sentences BY BEN GUARINO The Washington Post * LINKEDIN * GOOGLE+ * PINTEREST * REDDIT * PRINT * ORDER";
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_post_prob=0.53628576787676;
output;
_Text="I saw the exhilarating promise of America in the oddest places â the friendly drag queen with her Long Island iced tea at Two Hearts, the local gay bar; the dollar classics night at the campus movie";
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