Election hate crime analysis
•Download as PPTX, PDF•
0 likes•45 views
The goal of this project is to build a model using multiple linear regression that accurately predicts patterns between various socioeconomic factors that affect hate crime in the US before the 2016 US presidential elections and how these factors tied to the success of the president Donald Trump using MS Excel and SAS Studio.
Report
Share
Report
Share
Recommended
National Latinx Opinions on Criminal Justice Reform
LatinoJustice developed a survey in collaboration with Latino Decisions that surveyed Latinxs on a range of criminal justice reform issues. This first national poll of Latinx opinions on criminal justice reform reveals that Latinos Are Concerned About Police Violence, Feel Less Safe Under Trump But Insist on Increased Spending on Rehabilitation Instead of More Funding for Prisons or Police
Interesting facts about the killing of black males by police officers
This may help clear up some misconceptions about the use of deadly force against black males by police officers.
What the Hill?
The recent controversy surrounding Indiana Attorney General Curtis Hill may not have had much impact on what Hoosiers think of the job he is doing.
As part of our Indy Politics scientific poll of 600 likely voters, conducted last week by Mason Strategies LLC, we asked about Hill’s favorable and unfavorable ratings.
Crime statistics
The document discusses several methods for measuring crime: police recorded crime statistics, victimization surveys, and self-reported offending surveys. It notes that police statistics can be unreliable because crimes may be misclassified or not recorded at all. Victimization surveys interview over 51,000 people annually and can find higher crime levels than police statistics, especially for sensitive crimes. However, all methods only provide information about crimes, not offenders. Self-reported surveys ask about illegal acts but respondents may lie, and only certain groups like students are surveyed, limiting representativeness.
Ch06 Measuring Crime
Maxfield, Michael G. & Babbie, Earl R. (2011). Research Methods for Criminal Justice and Criminology, 6th Edition. Belmont, CA: Wadsworth Publishing
SociologyExchange.co.uk Shared Resource
There are three main ways to measure crime: official crime statistics collected by police, victim surveys which ask people about crimes committed against them, and self-report surveys which anonymously ask people about their own criminal behavior. Each method has advantages and disadvantages, such as official statistics only capturing reported crimes while victim surveys provide information about unreported crimes but have smaller sample sizes. Understanding these different measurement methods is important for gaining an accurate picture of crime in a society.
6 THREE WAYS OF MEASURING CRIME
The document discusses 3 methods of measuring crime statistics:
1. Official criminal statistics recorded by police - this will likely indicate the fewest crimes as it only includes reported crimes.
2. Victim surveys - these aim to capture unreported "dark figure" crimes by asking people about crimes they experienced. Victim surveys typically indicate more crimes than official statistics.
3. Self-report studies - these ask people about crimes they themselves have committed to get a sense of unreported crimes. These are expected to indicate the most crimes of the three methods.
LGBT Domestic Violence Report
This document summarizes LGBT domestic violence incident data from the Metropolitan Police Department from January 2013 to June 2015. It finds that the Sixth and Seventh Districts accounted for over half of LGBT domestic violence cases and the Third District had the highest density, particularly in the DuPont Circle neighborhood. Assaults and threats made up most incidents (75%) and occurred most between 9pm-3am, peaking on Saturdays. Arrest rates for assaults were higher (73-81%) than general crime closure rates.
Recommended
National Latinx Opinions on Criminal Justice Reform
LatinoJustice developed a survey in collaboration with Latino Decisions that surveyed Latinxs on a range of criminal justice reform issues. This first national poll of Latinx opinions on criminal justice reform reveals that Latinos Are Concerned About Police Violence, Feel Less Safe Under Trump But Insist on Increased Spending on Rehabilitation Instead of More Funding for Prisons or Police
Interesting facts about the killing of black males by police officers
This may help clear up some misconceptions about the use of deadly force against black males by police officers.
What the Hill?
The recent controversy surrounding Indiana Attorney General Curtis Hill may not have had much impact on what Hoosiers think of the job he is doing.
As part of our Indy Politics scientific poll of 600 likely voters, conducted last week by Mason Strategies LLC, we asked about Hill’s favorable and unfavorable ratings.
Crime statistics
The document discusses several methods for measuring crime: police recorded crime statistics, victimization surveys, and self-reported offending surveys. It notes that police statistics can be unreliable because crimes may be misclassified or not recorded at all. Victimization surveys interview over 51,000 people annually and can find higher crime levels than police statistics, especially for sensitive crimes. However, all methods only provide information about crimes, not offenders. Self-reported surveys ask about illegal acts but respondents may lie, and only certain groups like students are surveyed, limiting representativeness.
Ch06 Measuring Crime
Maxfield, Michael G. & Babbie, Earl R. (2011). Research Methods for Criminal Justice and Criminology, 6th Edition. Belmont, CA: Wadsworth Publishing
SociologyExchange.co.uk Shared Resource
There are three main ways to measure crime: official crime statistics collected by police, victim surveys which ask people about crimes committed against them, and self-report surveys which anonymously ask people about their own criminal behavior. Each method has advantages and disadvantages, such as official statistics only capturing reported crimes while victim surveys provide information about unreported crimes but have smaller sample sizes. Understanding these different measurement methods is important for gaining an accurate picture of crime in a society.
6 THREE WAYS OF MEASURING CRIME
The document discusses 3 methods of measuring crime statistics:
1. Official criminal statistics recorded by police - this will likely indicate the fewest crimes as it only includes reported crimes.
2. Victim surveys - these aim to capture unreported "dark figure" crimes by asking people about crimes they experienced. Victim surveys typically indicate more crimes than official statistics.
3. Self-report studies - these ask people about crimes they themselves have committed to get a sense of unreported crimes. These are expected to indicate the most crimes of the three methods.
LGBT Domestic Violence Report
This document summarizes LGBT domestic violence incident data from the Metropolitan Police Department from January 2013 to June 2015. It finds that the Sixth and Seventh Districts accounted for over half of LGBT domestic violence cases and the Third District had the highest density, particularly in the DuPont Circle neighborhood. Assaults and threats made up most incidents (75%) and occurred most between 9pm-3am, peaking on Saturdays. Arrest rates for assaults were higher (73-81%) than general crime closure rates.
Behind the Badge: A Nationally Representative Survey of Police Officers
Presentation of finding from Pew Research Center's survey of police officers and the general public delivered at the American Association for Public Opinion Research (AAPOR) 2017 Annual Conference
Public Opinion Landscape – Election 2016 – Iowa Caucuses
The document provides an overview of polling data and analysis related to the 2016 Iowa caucuses for both Republicans and Democrats. For Republicans, polls show Donald Trump and Ted Cruz leading ahead of the caucuses, with Marco Rubio gaining momentum. For Democrats, Hillary Clinton maintains a narrow lead over Bernie Sanders that has been shrinking in recent weeks. Factors like voter turnout, undecided voters, and momentum shifts could impact the final results.
Public Opinion Landscape: Election 2016 - Iowa Caucuses
The document provides information on the Iowa caucuses from several recent polls and surveys. For Republicans, Donald Trump and Ted Cruz are leading in Iowa according to prediction markets and polls, though Marco Rubio is gaining momentum. For Democrats, Hillary Clinton maintains a narrow lead over Bernie Sanders in Iowa, though Sanders' support has been growing. The outcomes in Iowa could depend on factors like voter turnout and any last-minute shifts in support.
Riding the Red Line
A new poll by Indy Politics and Mason Strategies shows nearly 60 percent of voters either don't like or have no opinion about IndyGo's Red Line.
620 Police Brutality Presentation
This document discusses the issue of police brutality against African Americans in the United States. It provides statistics showing that African Americans, especially boys and men ages 15-19, are much more likely to be killed by police than whites. Several recent cases are described where unarmed African or black men were killed by police and the officers were not indicted, including Eric Garner, John Crawford III, Michael Brown, Kajieme Powell, Tamir Rice, and Milton Hall. Commentators argue that there are two different justice systems for black Americans versus others and that policing has become a major civil rights issue. It is suggested that communities need more than just police and that jobs, housing and youth programs are also needed.
SociologyExchange.co.uk Shared Resource
This chapter discusses the main techniques used to measure crime levels and trends, including official statistics collected by law enforcement and victimization surveys. It examines the strengths and weaknesses of each approach and how they can be compared. The chapter also looks at recent crime trends shown by different data sources and why this remains a controversial area given limitations in the various sources. It assesses how criminologists deal with competing claims from different measurement approaches.
Argosy psy 303 module 1 assignment 3 measures of crime new
psy 303 module 1 assignment 2 new,psy 303 module 1 assignment 3 measures of crime new,argosy psy 303 new,psy 303 new,argosy psy 303 new module 1 tutorial,psy 303 new module 1 assignment,argosy psy 303 new module 1 help
Argosy psy 303 module 1 assignment 3 measures of crime new
psy 303 new,argosy psy 303 new,argosy psy 303 new complete course,argosy psy 303 new entire course,psy 303 all assignments new,argosy psy 303 new module 1,argosy psy 303 new module 2,argosy psy 303 new module 3m argosy psy 303 new module 4,argosy psy 303 new module 5,argosy psy 303 new tutorials,psy 303 new assignments,psy 303 new help
Police bruitality
The National Police Misconduct Reporting Project (NPMRP) tracked 4,861 reports of police misconduct in 2010 involving 6,613 officers and 6,826 alleged victims. This included 247 fatalities and $346.5 million in civil judgments. The NPMRP aggregates reports of police misconduct on a Twitter feed and in a database, following criteria like the incident involving an on or off-duty officer, and reports of allegations, investigations, litigation, etc. The author advocates using social media and technology to monitor and spread awareness of police brutality cases around the world.
Pete's Poll Numbers
As South Bend Mayor and Presidential candidate Pete Buttigieg tries to win over voters in Iowa and New Hampshire, a poll of likely voters here in Marion County, a Democratic stronghold, shows nearly 60 percent of them either view him unfavorably or have no opinion of him.
Democracy Corps/Campaign for America's Future Election 2010 Poll
A Democracy Corps/Campaign for America's Future poll highlights the messages voters sought to convey on Tuesday. It not only shows that voter fears about the economy drove this election, but it also shows that conservatives do not have a mandate from voters for their proposals for deep cuts in spending combined with tax cuts for the rich. There is deep anger at the failure of government to make it work for middle class families, even as Wall Street got bailed out.
Math in the News: Issue 67
In this issue of Math in the News, we look at statistics for the recent Presidential election. For more math resources go to www.media4math.com.
Public Opinion Landscape - Election 2016 10.13.15
The document provides an overview of the state of the 2016 Democratic primary race leading up to the first Democratic debate. It summarizes polls showing Hillary Clinton maintaining a lead nationally but in closer races in Iowa and New Hampshire, while Bernie Sanders has gained ground. Joe Biden is also discussed as a potential candidate, with polls showing many Americans want him to run. The document examines factors like media coverage, fundraising, and voter perceptions that may influence how the primary race unfolds.
Magellan Strategies Minnesota US Senate General Election Survey April 2014
1) A survey of likely 2014 Minnesota voters finds Senator Al Franken potentially vulnerable in the November election. He has not faced voters in a midterm election before and won his previous election by a narrow margin.
2) The survey shows the Republican candidate leading the Democrat candidate by 3 points in a generic Senate ballot test. Additionally, Al Franken's approval ratings are below 50%.
3) Key findings indicate the political environment may be better for Republicans, as voters think the country is headed in the wrong direction and disapprove of President Obama's job performance.
U.k. Election Special
Britain’s two-party system is being eroded by an unprecedented surge of support for smaller parties. This Bloomberg Brief report examines the implications of the most uncertain general election in a generation.
Doug Schoen's Poll on American Expectations from the Obama Administration
Douglas Schoen conducted a survey of 800 voters to provide context for decisions made by the Obama administration. Key findings include:
- While Obama remains personally popular, his policies are less so and voters are skeptical they will create jobs or increase the deficit.
- The electorate supports Obama's healthcare and climate initiatives but doubts their efficiency and impact.
- There is no appetite for another stimulus package amid concerns over government involvement in the economy and rising deficits.
- On foreign policy, voters generally approve of Obama's handling of most issues but are divided on Afghanistan and using torture against terrorists.
Public Opinion Landscape: Election 2016
The document provides an overview and analysis of the 2016 US elections. It discusses the races for President, Senate, and House. For the presidency, Democrats will attempt to retain the White House while Republicans will seek to win it. Control of the Senate is also at stake with Democrats needing to gain 5 seats. Public opinion polling shows most Americans feel the country is on the wrong track. The Republican and Democratic nomination races are also previewed and analyzed through current polling data and priorities for each party.
The 2016 Election - How and why it's President Trump
Presented at AAPOR 2017 by Sofi Sinozich, Research Analyst at Langer Research Associates, and Gregory Holyk, Senior Research Analyst at Langer Research Associates
Counting the Council
The results of an Indy Politics poll of this year’s upcoming City-County Council races indicates control of the body could be up for grabs. However, candidates have a long way to go to educate voters about who’s even on the ballot in their district.
Tech2Empower.v2
Workshop presentation for Texas Council on Family Violence Tech2Empower conference, August 28-30. Austin, TX
Trump vs Clinton - Polling Opinions: How the polls were wrong and how to fix...
This document discusses ways that pollsters could improve their election predictions in the future based on failures in the 2016 US presidential election. It identifies several issues with polls in 2016, including relying on small sample sizes, outdated polling methods, and neglecting online data sources. It then provides eight fixes for pollsters, such as applying robust statistical models, incorporating modern technology and online data, accurately assessing the impact of scandals, and utilizing digital advertising data from Facebook. The overall message is that pollsters need to embrace new data sources and statistical methods to make more accurate predictions.
Migration Patterns in the US and its Effects on Terror_Anya_FINAL (1)
This document summarizes a research paper that analyzes the impact of terrorist acts committed by foreign-born immigrants and U.S.-born citizens in the United States from 2000-2015. The researchers constructed a dataset of terrorism incidents from public data sources and identified key attributes of individuals involved, such as immigration status, religion, and demographics. Machine learning models were used to analyze patterns in the data and determine whether foreign-born individuals were more likely to commit acts of terrorism compared to U.S.-born citizens. The analysis found that, with the exception of immigrants who were born Muslim or converted to Islam, the foreign-born population did not commit any acts of terrorism during this period.
More Related Content
What's hot
Behind the Badge: A Nationally Representative Survey of Police Officers
Presentation of finding from Pew Research Center's survey of police officers and the general public delivered at the American Association for Public Opinion Research (AAPOR) 2017 Annual Conference
Public Opinion Landscape – Election 2016 – Iowa Caucuses
The document provides an overview of polling data and analysis related to the 2016 Iowa caucuses for both Republicans and Democrats. For Republicans, polls show Donald Trump and Ted Cruz leading ahead of the caucuses, with Marco Rubio gaining momentum. For Democrats, Hillary Clinton maintains a narrow lead over Bernie Sanders that has been shrinking in recent weeks. Factors like voter turnout, undecided voters, and momentum shifts could impact the final results.
Public Opinion Landscape: Election 2016 - Iowa Caucuses
The document provides information on the Iowa caucuses from several recent polls and surveys. For Republicans, Donald Trump and Ted Cruz are leading in Iowa according to prediction markets and polls, though Marco Rubio is gaining momentum. For Democrats, Hillary Clinton maintains a narrow lead over Bernie Sanders in Iowa, though Sanders' support has been growing. The outcomes in Iowa could depend on factors like voter turnout and any last-minute shifts in support.
Riding the Red Line
A new poll by Indy Politics and Mason Strategies shows nearly 60 percent of voters either don't like or have no opinion about IndyGo's Red Line.
620 Police Brutality Presentation
This document discusses the issue of police brutality against African Americans in the United States. It provides statistics showing that African Americans, especially boys and men ages 15-19, are much more likely to be killed by police than whites. Several recent cases are described where unarmed African or black men were killed by police and the officers were not indicted, including Eric Garner, John Crawford III, Michael Brown, Kajieme Powell, Tamir Rice, and Milton Hall. Commentators argue that there are two different justice systems for black Americans versus others and that policing has become a major civil rights issue. It is suggested that communities need more than just police and that jobs, housing and youth programs are also needed.
SociologyExchange.co.uk Shared Resource
This chapter discusses the main techniques used to measure crime levels and trends, including official statistics collected by law enforcement and victimization surveys. It examines the strengths and weaknesses of each approach and how they can be compared. The chapter also looks at recent crime trends shown by different data sources and why this remains a controversial area given limitations in the various sources. It assesses how criminologists deal with competing claims from different measurement approaches.
Argosy psy 303 module 1 assignment 3 measures of crime new
psy 303 module 1 assignment 2 new,psy 303 module 1 assignment 3 measures of crime new,argosy psy 303 new,psy 303 new,argosy psy 303 new module 1 tutorial,psy 303 new module 1 assignment,argosy psy 303 new module 1 help
Argosy psy 303 module 1 assignment 3 measures of crime new
psy 303 new,argosy psy 303 new,argosy psy 303 new complete course,argosy psy 303 new entire course,psy 303 all assignments new,argosy psy 303 new module 1,argosy psy 303 new module 2,argosy psy 303 new module 3m argosy psy 303 new module 4,argosy psy 303 new module 5,argosy psy 303 new tutorials,psy 303 new assignments,psy 303 new help
Police bruitality
The National Police Misconduct Reporting Project (NPMRP) tracked 4,861 reports of police misconduct in 2010 involving 6,613 officers and 6,826 alleged victims. This included 247 fatalities and $346.5 million in civil judgments. The NPMRP aggregates reports of police misconduct on a Twitter feed and in a database, following criteria like the incident involving an on or off-duty officer, and reports of allegations, investigations, litigation, etc. The author advocates using social media and technology to monitor and spread awareness of police brutality cases around the world.
Pete's Poll Numbers
As South Bend Mayor and Presidential candidate Pete Buttigieg tries to win over voters in Iowa and New Hampshire, a poll of likely voters here in Marion County, a Democratic stronghold, shows nearly 60 percent of them either view him unfavorably or have no opinion of him.
Democracy Corps/Campaign for America's Future Election 2010 Poll
A Democracy Corps/Campaign for America's Future poll highlights the messages voters sought to convey on Tuesday. It not only shows that voter fears about the economy drove this election, but it also shows that conservatives do not have a mandate from voters for their proposals for deep cuts in spending combined with tax cuts for the rich. There is deep anger at the failure of government to make it work for middle class families, even as Wall Street got bailed out.
Math in the News: Issue 67
In this issue of Math in the News, we look at statistics for the recent Presidential election. For more math resources go to www.media4math.com.
Public Opinion Landscape - Election 2016 10.13.15
The document provides an overview of the state of the 2016 Democratic primary race leading up to the first Democratic debate. It summarizes polls showing Hillary Clinton maintaining a lead nationally but in closer races in Iowa and New Hampshire, while Bernie Sanders has gained ground. Joe Biden is also discussed as a potential candidate, with polls showing many Americans want him to run. The document examines factors like media coverage, fundraising, and voter perceptions that may influence how the primary race unfolds.
Magellan Strategies Minnesota US Senate General Election Survey April 2014
1) A survey of likely 2014 Minnesota voters finds Senator Al Franken potentially vulnerable in the November election. He has not faced voters in a midterm election before and won his previous election by a narrow margin.
2) The survey shows the Republican candidate leading the Democrat candidate by 3 points in a generic Senate ballot test. Additionally, Al Franken's approval ratings are below 50%.
3) Key findings indicate the political environment may be better for Republicans, as voters think the country is headed in the wrong direction and disapprove of President Obama's job performance.
U.k. Election Special
Britain’s two-party system is being eroded by an unprecedented surge of support for smaller parties. This Bloomberg Brief report examines the implications of the most uncertain general election in a generation.
Doug Schoen's Poll on American Expectations from the Obama Administration
Douglas Schoen conducted a survey of 800 voters to provide context for decisions made by the Obama administration. Key findings include:
- While Obama remains personally popular, his policies are less so and voters are skeptical they will create jobs or increase the deficit.
- The electorate supports Obama's healthcare and climate initiatives but doubts their efficiency and impact.
- There is no appetite for another stimulus package amid concerns over government involvement in the economy and rising deficits.
- On foreign policy, voters generally approve of Obama's handling of most issues but are divided on Afghanistan and using torture against terrorists.
Public Opinion Landscape: Election 2016
The document provides an overview and analysis of the 2016 US elections. It discusses the races for President, Senate, and House. For the presidency, Democrats will attempt to retain the White House while Republicans will seek to win it. Control of the Senate is also at stake with Democrats needing to gain 5 seats. Public opinion polling shows most Americans feel the country is on the wrong track. The Republican and Democratic nomination races are also previewed and analyzed through current polling data and priorities for each party.
The 2016 Election - How and why it's President Trump
Presented at AAPOR 2017 by Sofi Sinozich, Research Analyst at Langer Research Associates, and Gregory Holyk, Senior Research Analyst at Langer Research Associates
Counting the Council
The results of an Indy Politics poll of this year’s upcoming City-County Council races indicates control of the body could be up for grabs. However, candidates have a long way to go to educate voters about who’s even on the ballot in their district.
Tech2Empower.v2
Workshop presentation for Texas Council on Family Violence Tech2Empower conference, August 28-30. Austin, TX
What's hot (20)
Behind the Badge: A Nationally Representative Survey of Police Officers
Behind the Badge: A Nationally Representative Survey of Police Officers
Public Opinion Landscape – Election 2016 – Iowa Caucuses
Public Opinion Landscape – Election 2016 – Iowa Caucuses
Public Opinion Landscape: Election 2016 - Iowa Caucuses
Public Opinion Landscape: Election 2016 - Iowa Caucuses
Argosy psy 303 module 1 assignment 3 measures of crime new
Argosy psy 303 module 1 assignment 3 measures of crime new
Argosy psy 303 module 1 assignment 3 measures of crime new
Argosy psy 303 module 1 assignment 3 measures of crime new
Democracy Corps/Campaign for America's Future Election 2010 Poll
Democracy Corps/Campaign for America's Future Election 2010 Poll
Magellan Strategies Minnesota US Senate General Election Survey April 2014
Magellan Strategies Minnesota US Senate General Election Survey April 2014
Doug Schoen's Poll on American Expectations from the Obama Administration
Doug Schoen's Poll on American Expectations from the Obama Administration
The 2016 Election - How and why it's President Trump
The 2016 Election - How and why it's President Trump
Similar to Election hate crime analysis
Trump vs Clinton - Polling Opinions: How the polls were wrong and how to fix...
This document discusses ways that pollsters could improve their election predictions in the future based on failures in the 2016 US presidential election. It identifies several issues with polls in 2016, including relying on small sample sizes, outdated polling methods, and neglecting online data sources. It then provides eight fixes for pollsters, such as applying robust statistical models, incorporating modern technology and online data, accurately assessing the impact of scandals, and utilizing digital advertising data from Facebook. The overall message is that pollsters need to embrace new data sources and statistical methods to make more accurate predictions.
Migration Patterns in the US and its Effects on Terror_Anya_FINAL (1)
This document summarizes a research paper that analyzes the impact of terrorist acts committed by foreign-born immigrants and U.S.-born citizens in the United States from 2000-2015. The researchers constructed a dataset of terrorism incidents from public data sources and identified key attributes of individuals involved, such as immigration status, religion, and demographics. Machine learning models were used to analyze patterns in the data and determine whether foreign-born individuals were more likely to commit acts of terrorism compared to U.S.-born citizens. The analysis found that, with the exception of immigrants who were born Muslim or converted to Islam, the foreign-born population did not commit any acts of terrorism during this period.
Data analysis regression paper
This paper explores whether racial prejudice affected the results of the 2016 Republican primary elections. The author uses regression analysis to examine the relationship between the percentage of votes Donald Trump received in each state and various measures of racism, including hate crime rates, numbers of hate groups, and racially charged Google searches. The analysis found that Trump performed better in states with higher levels of hate crimes and more hate groups per capita. This suggests that racial prejudice may have contributed to Trump's success in the 2016 Republican primaries.
Hall_Elizabeth_Unit_Two_Written_assignment[1]
This document discusses victim typologies in relation to hate crimes. It provides background on hate crime laws and data collection in the US. It summarizes a five-category typology of victimization developed by Sellin and Wolfgang, including primary, secondary, tertiary, mutual, and no victimization. Hate crimes involve primary victimization, targeting individuals for their race, religion, or other attributes. While polls showed improving race relations after Obama's election, data from the Uniform Crime Report shows hate crime rates have actually been decreasing since 1996.
Hall Elizabeth Unit Two Written assignment
This document discusses victim typologies in relation to hate crimes. It summarizes five categories of victimization proposed by victimologists Sellin and Wolfgang: 1) primary victimization where a specific victim is targeted, 2) secondary victimization where victims are not the objective, 3) tertiary victimization where the general public is affected, 4) mutual victimization between criminal perpetrators, and 5) no clear victimization. Hate crimes fall under primary victimization, targeting individuals for their race, religion, or other attributes. While polls showed improving race relations after Obama's election, newer polls show declining confidence in Obama's impact on race as media coverage influences public opinion. Criminological data shows hate crime rates have actually
S Johnson SROP Poster_Melde (1)
This document summarizes a student's research analyzing self-reported crime data to understand the decline in youth violence. The student used data from the GREAT surveys from 1995-1999 and 2006-2010. The results showed that self-reported simple assault decreased consistently across both time periods, matching conclusions from police and victimization data. Specifically, the prevalence and frequency of reported simple assault declined, suggesting this contributed most to the overall drop in youth violence.
2020 Campaign Coverage: Beyond the Horse Race – ONA19
This document discusses strategies for moving beyond "horse race" reporting of political campaigns. It defines horse race reporting as focusing on who is winning/losing polls rather than substantive policy issues. The document provides tips for local political reporting, such as fact-checking candidates' resumes and spending claims. It also discusses following the money in campaigns by examining donors and how they may influence politicians. The document emphasizes the importance of local political reporting for accountability and engaged voters.
Immigration + US Election Webinar Slides
This document discusses immigration and the US election. It provides snapshots of current US immigration trends, the candidates' positions on immigration, and scenarios for how different immigration policies could impact GDP growth and the stock market. Skills-based immigration reforms could boost GDP by 0.5% annually and send markets to new highs. The status quo would mean continued slow growth. Restrictive policies under a "Trump Wall" scenario could drag down GDP and cause a market correction. Gridlock is expected to continue or worsen after the election.
Immigration + US election - June 2016 War Room
This document discusses immigration and the US election. It provides snapshots of current US immigration trends, the candidates' positions on immigration, and scenarios for how different immigration policies could impact GDP growth and the stock market. Skills-based immigration reforms could boost GDP by 0.5% annually and send markets to new highs. The status quo would mean continued slow growth. A crackdown that drastically reduced immigration could lower GDP and cause a stock market correction. Gridlock is expected to continue or worsen after the election, precluding major policy changes.
Pandemic, Social Unrest, and Crime in U.S. Cities: 2020 Year-End Update
Pandemic, Social Unrest, and Crime in U.S. Cities: 2020 Year-End Update. A report was done by the National Commission on Criminal Justice and COVID.
Somtypes Focusreport - What are you talking about, Mr. Trump
This document appears to be a report analyzing online discussions related to the 2016 US presidential election between Donald Trump and Hillary Clinton. It examines discussions in the month before and after the November 8th election across several topics, including the candidates, voting, the media, key issues, and the positions of each candidate. The report is broken into sections on pre-election discussion and post-election discussion, with each major topic further broken down into related subtopics and examples of online discussions analyzed on each.
Frankel Crime Trends Michigan
Michigan crime trends have generally been decreasing over the past decade. Homicide rates have been steadily decreasing since 2005, with the exception of a spike in 2006. Rates of forcible rape and aggravated assault have also declined significantly between 2005-2010. Property crimes such as robbery, burglary, larceny, and motor vehicle theft have all decreased by over 25% in the past five years. While homicide rates increased slightly in Michigan from 2005-2007, the midwestern states as a whole experienced a 3% reduction over the same period. Overall, available data suggests that most violent and property crime rates have trended downward in Michigan in recent years.
Big Mountain Data
This presentation was a lightening talk (15 min) at the #WIDS2017 conference in Sarasota, FL. It explains how we address intimate partner violence by developing data-driven solutions.
2017 Edelman Trust Barometer - Trust and the U.S. Presidential Election
The document provides information on a supplementary research study conducted by Edelman on trust and the 2016 U.S. presidential election. It finds that a majority of Americans feel the system is failing them and hold fears related to issues like corruption, globalization and immigration. Trump voters were more likely to be fearful, especially of immigration and globalization, while Clinton voters showed less fear. The study also found divisions between Trump and Clinton voters in levels of trust in institutions and support for various policy priorities.
Running head Hate Crimes 1Hate Crimes 2My tuto.docx
Running head: Hate Crimes
1
Hate Crimes
2
My tutorial comes with a Certificate, which is a report attached to each tutorial, and shows that my work is plagiarism free. I usually use Turnitin checker software and Dustball plagiarism checker software to prepare this certificate. According to most Plagiarism checker systems, an original paper is a paper with similarity amount range between 10% to 20 % OR (( 80-90% unique contents)).
In many cities throughout the United States, the prevalence of hate crimes has increased. You have been asked to provide your insight into this and recommend ways to decrease the occurrence of these types of crimes.
Research the topic of hate crimes and address the following:
· Create a profile of the typical individual who commits hate crimes.
· Who are some targets and/or victims of hate crimes?
· What are some of the causes and effects of these crimes?
· What actions can be taken to minimize the occurrence of hate crimes?
Hate Crimes
Student Name
University Name
Hate Crimes
Hate Crimes care awful and nevertheless they happen each day. The thought that a hate crimes will happen anytime anyplace isn't one thing that crosses everyone’s mind daily. among this essay we'll cowl the everyday individual United Nations agency commits hate crimes, United Nations agency the targets or victims of hate crimes ar, what the causes and effects of hate crimes ar, and what actions are often taken to reduce the number and prevalence of hate crimes. sadly hate crimes are a vicinity of the u. s., before the u. s. being named. they're a vicinity of our history as Americans, tho' it's not sensible history, it's still there. “A hate crime is typically outlined by state law jointly that involves threats, harassment, or physical hurt and is driven by prejudice against someone's race, color, religion, national origin, ethnicity, sexual orientation or physical or mental incapacity.” (USLegal, 2011)
According to statistics an outsized majority of hate crime offenders ar white, young adult, males. this is often solely statistically speaking tho', hates crime offenders are often anyone, anytime, anywhere. tho' this looks a shivery thought that's however things ar. there's no excellent profile for a personal that
commits hate crimes, any person has the potential to try and do it, and it simply depends on the individual and whether or not they place their thoughts into motion. It are often as easy as somebody harassing or stepping into a fight with another person as a result of they are doing not believe their faith, or it are often as horrific as someone murdering somebody due to their physiological property or race.
The targets of hate crimes are often anyone. people that commit hate crimes, commit them as a result of they are doing not sort of a person’s faith, race, physiological property preference, ethnicity, or maybe physical or mental incapacity. A majority of your time we tend to hear cases on the news that talk o.
ThinkNow 2020 Election Report
The report measures attitudes and preferences regarding the 2020 presidential election, as well as attitudes about the current administration and its policies.
Select a city you have visited or resided in (or the nearest major m.docx
Select a city you have visited or resided in (or the nearest major metropolitan area).
Research background information on your city of choice, including demographics, the economic and job outlook, cost of living, and any other information you think may be relevant to crime.
Research two index crimes—one against persons and the other against property—using one of the following websites, then answer the questions below.
Bureau of Justice Statistics
The FBI
The National Criminal Justice Reference Service
1. What are the crime patterns in the city? How do your two crimes figure into this pattern?
2. How have crime patterns changed in the city over time?
2. What efforts are being made to combat these crimes?
4. In what ways do these patterns or changes in patterns map to any major social, political, or economic changes in the city or in society at large?
.
Elections & Impacts - Stall Ahead or Major Changes?
The document discusses the upcoming 2016 US presidential election and its potential impacts. It analyzes candidate choices, voter demographics, key issues, and electoral maps. The election is framed as highly unpredictable with both major candidates holding very negative ratings. The outcome could significantly influence policy on trade, taxes, energy, immigration and more. Whoever wins will also impact which party controls Congress in the upcoming years.
Randall Siwiec Harvard University Govt - 40 Russia interference of the U.S. 2...
Randall Siwiec Harvard University
Publication project for Senate Intelligence Committee, National Security Counsel, and the White House: Russia and the U.S. 2016 Presidential Election
Randall siwiec Harvard university (group) paper for congressional intelligenc...
Published group project from Harvard University to the Congressional Intelligence Committees and National Security Counsel (NSC) addressing Russia's interference of the 2016 U.S. Presidential election.
Similar to Election hate crime analysis (20)
Trump vs Clinton - Polling Opinions: How the polls were wrong and how to fix...
Trump vs Clinton - Polling Opinions: How the polls were wrong and how to fix...
Migration Patterns in the US and its Effects on Terror_Anya_FINAL (1)
Migration Patterns in the US and its Effects on Terror_Anya_FINAL (1)
2020 Campaign Coverage: Beyond the Horse Race – ONA19
2020 Campaign Coverage: Beyond the Horse Race – ONA19
Pandemic, Social Unrest, and Crime in U.S. Cities: 2020 Year-End Update
Pandemic, Social Unrest, and Crime in U.S. Cities: 2020 Year-End Update
Somtypes Focusreport - What are you talking about, Mr. Trump
Somtypes Focusreport - What are you talking about, Mr. Trump
2017 Edelman Trust Barometer - Trust and the U.S. Presidential Election
2017 Edelman Trust Barometer - Trust and the U.S. Presidential Election
Running head Hate Crimes 1Hate Crimes 2My tuto.docx
Running head Hate Crimes 1Hate Crimes 2My tuto.docx
Select a city you have visited or resided in (or the nearest major m.docx
Select a city you have visited or resided in (or the nearest major m.docx
Elections & Impacts - Stall Ahead or Major Changes?
Elections & Impacts - Stall Ahead or Major Changes?
Randall Siwiec Harvard University Govt - 40 Russia interference of the U.S. 2...
Randall Siwiec Harvard University Govt - 40 Russia interference of the U.S. 2...
Randall siwiec Harvard university (group) paper for congressional intelligenc...
Randall siwiec Harvard university (group) paper for congressional intelligenc...
Recently uploaded
一比一原版南昆士兰大学毕业证如何办理
原版一模一样【微信：741003700 】【南昆士兰大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理南昆士兰大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理南昆士兰大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理南昆士兰大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理南昆士兰大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版多伦多大学毕业证(UofT毕业证书)学历如何办理
办理【微信号:176555708】【办理(UofT毕业证书)】【微信号:176555708】《成绩单、外壳、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号:176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号:176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...
This webinar discusses the limitations of traditional approaches for business process simulation based on had-crafted model with restrictive assumptions. It shows how process mining techniques can be assembled together to discover high-fidelity digital twins of end-to-end processes from event data.
06-18-2024-Princeton Meetup-Introduction to Milvus
06-18-2024-Princeton Meetup-Introduction to Milvus
tim.spann@zilliz.com
https://www.linkedin.com/in/timothyspann/
https://x.com/paasdev
https://github.com/tspannhw
https://github.com/milvus-io/milvus
Get Milvused!
https://milvus.io/
Read my Newsletter every week!
https://github.com/tspannhw/FLiPStackWeekly/blob/main/142-17June2024.md
For more cool Unstructured Data, AI and Vector Database videos check out the Milvus vector database videos here
https://www.youtube.com/@MilvusVectorDatabase/videos
Unstructured Data Meetups -
https://www.meetup.com/unstructured-data-meetup-new-york/
https://lu.ma/calendar/manage/cal-VNT79trvj0jS8S7
https://www.meetup.com/pro/unstructureddata/
https://zilliz.com/community/unstructured-data-meetup
https://zilliz.com/event
Twitter/X: https://x.com/milvusio https://x.com/paasdev
LinkedIn: https://www.linkedin.com/company/zilliz/ https://www.linkedin.com/in/timothyspann/
GitHub: https://github.com/milvus-io/milvus https://github.com/tspannhw
Invitation to join Discord: https://discord.com/invite/FjCMmaJng6
Blogs: https://milvusio.medium.com/ https://www.opensourcevectordb.cloud/ https://medium.com/@tspann
Expand LLMs' knowledge by incorporating external data sources into LLMs and your AI applications.
一比一原版英属哥伦比亚大学毕业证(UBC毕业证书)学历如何办理
原版办【微信号:BYZS866】【英属哥伦比亚大学毕业证(UBC毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(曼大毕业证书)曼尼托巴大学毕业证如何办理
原版一模一样【微信：741003700 】【(曼大毕业证书)曼尼托巴大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(曼大毕业证书)曼尼托巴大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(曼大毕业证书)曼尼托巴大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(曼大毕业证书)曼尼托巴大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(曼大毕业证书)曼尼托巴大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
Senior Engineering Sample EM DOE - Sheet1.pdf
Sample Engineering Profiles from Product Companies DOE EM etc
一比一原版爱尔兰都柏林大学毕业证(本硕）ucd学位证书如何办理
原版一模一样【微信：741003700 】【爱尔兰都柏林大学毕业证(本硕）ucd成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版斯威本理工大学毕业证（swinburne毕业证）如何办理
原版一模一样【微信：741003700 】【斯威本理工大学毕业证（swinburne毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
社内勉強会資料_Hallucination of LLMs .
社内エンジニア・リサーチャー勉強会の発表資料「Hallucination of LLMs」を公開しました！
大規模言語モデル(LLM)に起こるハルシネーションのメカニズムと、それらを軽減する方法について紹介しています。
一比一原版(UO毕业证)渥太华大学毕业证如何办理
原件一模一样【微信：95270640】【渥太华大学毕业证UO学位证成绩单】【微信：95270640】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信：95270640】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信：95270640】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份【微信：95270640】
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
→ 【关于价格问题（保证一手价格）
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！
办理渥太华大学毕业证毕业证offerUO学位证【微信：95270640 】外观非常精致，由特殊纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理渥太华大学毕业证UO学位证毕业证offer【微信：95270640 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理渥太华大学毕业证毕业证offerUO学位证【微信：95270640 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理渥太华大学毕业证毕业证offerUO学位证【微信：95270640 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版加拿大麦吉尔大学毕业证（mcgill毕业证书）如何办理
原版一模一样【微信：741003700 】【加拿大麦吉尔大学毕业证（mcgill毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
[VCOSA] Monthly Report - Cotton & Yarn Statistics May 2024
We are pleased to share with you the latest VCOSA statistical report on the cotton and yarn industry for the month of May 2024.
Starting from January 2024, the full weekly and monthly reports will only be available for free to VCOSA members. To access the complete weekly report with figures, charts, and detailed analysis of the cotton fiber market in the past week, interested parties are kindly requested to contact VCOSA to subscribe to the newsletter.
一比一原版(UofT毕业证)多伦多大学毕业证如何办理
原件一模一样【微信：95270640】【多伦多大学毕业证UofT学位证成绩单】【微信：95270640】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信：95270640】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信：95270640】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份【微信：95270640】
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
→ 【关于价格问题（保证一手价格）
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！
办理多伦多大学毕业证毕业证假文凭UofT学位证【微信：95270640 】外观非常精致，由特殊纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理多伦多大学毕业证UofT学位证毕业证假文凭【微信：95270640 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理多伦多大学毕业证毕业证假文凭UofT学位证【微信：95270640 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理多伦多大学毕业证毕业证假文凭UofT学位证【微信：95270640 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
reading_sample_sap_press_operational_data_provisioning_with_sap_bw4hana (1).pdf
Gran libro. Lo recomiendo
一比一原版马来西亚博特拉大学毕业证（upm毕业证）如何办理
原版一模一样【微信：741003700 】【马来西亚博特拉大学毕业证（upm毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
PyData London 2024: Mistakes were made (Dr. Rebecca Bilbro)
To honor ten years of PyData London, join Dr. Rebecca Bilbro as she takes us back in time to reflect on a little over ten years working as a data scientist. One of the many renegade PhDs who joined the fledgling field of data science of the 2010's, Rebecca will share lessons learned the hard way, often from watching data science projects go sideways and learning to fix broken things. Through the lens of these canon events, she'll identify some of the anti-patterns and red flags she's learned to steer around.
Telemetry Solution for Gaming (AWS Summit'24)
Discover the cutting-edge telemetry solution implemented for Alan Wake 2 by Remedy Entertainment in collaboration with AWS. This comprehensive presentation dives into our objectives, detailing how we utilized advanced analytics to drive gameplay improvements and player engagement.
Key highlights include:
Primary Goals: Implementing gameplay and technical telemetry to capture detailed player behavior and game performance data, fostering data-driven decision-making.
Tech Stack: Leveraging AWS services such as EKS for hosting, WAF for security, Karpenter for instance optimization, S3 for data storage, and OpenTelemetry Collector for data collection. EventBridge and Lambda were used for data compression, while Glue ETL and Athena facilitated data transformation and preparation.
Data Utilization: Transforming raw data into actionable insights with technologies like Glue ETL (PySpark scripts), Glue Crawler, and Athena, culminating in detailed visualizations with Tableau.
Achievements: Successfully managing 700 million to 1 billion events per month at a cost-effective rate, with significant savings compared to commercial solutions. This approach has enabled simplified scaling and substantial improvements in game design, reducing player churn through targeted adjustments.
Community Engagement: Enhanced ability to engage with player communities by leveraging precise data insights, despite having a small community management team.
This presentation is an invaluable resource for professionals in game development, data analytics, and cloud computing, offering insights into how telemetry and analytics can revolutionize player experience and game performance optimization.
Recently uploaded (20)
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...
06-18-2024-Princeton Meetup-Introduction to Milvus
06-18-2024-Princeton Meetup-Introduction to Milvus
[VCOSA] Monthly Report - Cotton & Yarn Statistics May 2024
[VCOSA] Monthly Report - Cotton & Yarn Statistics May 2024
reading_sample_sap_press_operational_data_provisioning_with_sap_bw4hana (1).pdf
reading_sample_sap_press_operational_data_provisioning_with_sap_bw4hana (1).pdf
PyData London 2024: Mistakes were made (Dr. Rebecca Bilbro)
PyData London 2024: Mistakes were made (Dr. Rebecca Bilbro)
Election hate crime analysis
- 1. Election - Hate Crime Analysis OMIS 694 – Applied Statistics for Business Analytics Using SAS Presented by: Group I Savya Keerthi Ravuri Ramya Elizabeth Calius Balakrishna Nandigam Lalasa Reddy Gurram
- 2. Introduction What is hate crime ? Bias-motivated crimes What causes hate crime ? Motivational and Situational What We Are Interested ? Factors tied to Donald Trump’s success in 2016 presidential elections. Impact of Donald Trump’s share of votes on hate crime rate post the elections.
- 3. Data Exploration 36,000 hate crimes were reported between 2010-2015 by FBI. Average of 16 per day. 900 hate crimes were reported in next 10 days after 2016 U.S presidential elections by Southern Poverty Law Center. Average of 90 per day. Challenges Faced FBI tracked data is from various agencies reported and SPLC collected is from people’s self-reports. Identifying the data set at county level.
- 4. Hate crime statistics Nov 9th – 18th 0.0 0.5 1.0 1.5 hate_crimes_per_100k_splc Wyoming Washington Utah South Dakota Pennsylvania Ohio New York New Hampshire Monta0 Minnesota Maryland Kentucky India0 Hawaii District of Columbia Colorado Arizo0 state Hate crimesfor state after 2016 USpresidency elections
- 5. Variables Population Unemployed Rate Median Household Income Gini Index (Income Inequality) Share of white residents below Poverty Share of population not white Population from metro areas Population that are not U.S. citizens Share of adults 25 or higher with high school diploma only Population from metro areas Average hate crimes from FBI between 2010-2015 Rate of hate crimes for first 10 days after 2016 presidency elections.
- 6. Donald Trump’s election success analysis Test conducted – Multivariate Linear Regression Null Hypothesis – Socioeconomic variables doesn’t significantly determine Donald Trump’s success in 2016 US presidential elections. Alternative Hypothesis – Socioeconomic variables significantly determine Donald Trump’s success in 2016 US presidential elections.
- 7. Analysis How different factors impact share of voters voted for Donald Trump in 2016 U.S Presidency elections ? Regression Equation Shareofvoters = b0 + b1 *unemploymentrate + b2 *Median_Houesehold_income+ b3*Gini_index + b4*share_non_white + b5*percent_of_adults_with_a_high_sc
- 8. Pre-election hate crime analysis Test conducted – Multivariate Linear Regression Null Hypothesis – Socioeconomic variables doesn’t determine hate crimes rate observed in 2010-2015 period. Alternative Hypothesis – There is at least one socioeconomic variable that determine hate crimes rate observed in 2010-2015 period.
- 9. Analysis Does the median household income or unemployment rate effects the hate crime rate?
- 10. Analysis How does non-white population effects the hate crime in USA?
- 11. Analysis which socioeconomic factor majorly effects the hate crime rate? Regression equation: Avg_Hatecrime_ = b0 + b1* gini_index + b2*share_non_white + Per_100K_FBI b3* share_population_with_high_school
- 12. Post-election hate crime analysis Test conducted – Multivariate Linear Regression Null Hypothesis – Socioeconomic variables doesn’t determine high raise in the hate crime rate within 10 days after elections. Alternative Hypothesis – There is at least one socioeconomic variable that determine high raise in the hate crime rate within 10 days after elections.
- 13. Analysis Does the number of population voted trump is a significant determinant for population-adjusted hate incidents across the country? Regression equation: Hatecrime_Per_ = b0 + b1* gini_index + b2*share_non_white + 100K_SPLC b3* share_voters_voted_trump
- 14. Analysis As the same factors were linked to hate incidents for both analysis, it is still uncertain that hate incidents truly increased after the election due to the trump victory. Post-election hate crime analysis Pre-election hate crime analysis
- 15. To Summarize Analysis conducted on Donald Trump’s election win. Analysis on rate of hate crime during pre-election and post election period. How far Donald Trump’s share of votes affected the rise in crime rate.
- 16. Questions ?
- 17. Thank You