Introduction

The aim for this assignment is to create an example of tidyverse library and it is splitted into two parts:

Create an Example. Using one or more TidyVerse packages, and any dataset from fivethirtyeight.com or Kaggle, create a programming sample “vignette” that demonstrates how to use one or more of the capabilities of the selected TidyVerse package with your selected dataset. (25 points)

Extend an Existing Example. Using one of your classmate’s examples (as created above), extend his or her example with additional annotated code.

Loading the required libraries

library(tidyverse)
library(knitr)

tidyverse package is one of the efficient and effective libraries that is used for data manipulation. tidyverse has bunch of other libraries which are mostly used for data cleaning and visualization. According to Gabernet and Limburn (2017), employees use 80 percent of their times cleaning their data to make it ready for analysis. It shows the importance of data cleaning in the data science world.

tidyverse examples

Data cleaning

For this example, I am reading the data from fivethirtyeight.com with reference to their polls on impeachment.

imp_data <- read.csv("impeachment_polls.csv", header=TRUE, na.strings = c("", "NA"))
view(imp_data)

Here, I will be using pipe and some tidyverse functions to group the data and select the required columns and show them using kable function.

# Creating another dataset after filtering the required columns
grouped_data <- imp_data %>% 
  select(Pollster, Text, Category, Yes, No, Unsure)

# Grouping the new dataset by Pollster
grouped_data %>% 
  group_by(Pollster) %>% 
  kable()
Pollster Text Category Yes No Unsure
ABC News/Washington Post Based on what you know, do you think Congress should or should not begin impeachment proceedings that could lead to Trump being removed from office? Do you feel that way strongly or somewhat? begin_proceedings 37.00 59.00 4.00
ABC News/Washington Post Based on what you know, do you think Congress should or should not begin impeachment proceedings that could lead to Trump being removed from office? Do you feel that way strongly or somewhat? begin_proceedings 37.00 56.00 6.00
ABC News/Washington Post Based on what you know, do you think Congress should or should not begin impeachment proceedings that could lead to Trump being removed from office? Do you feel that way strongly or somewhat? begin_proceedings 40.00 55.00 6.00
ABC News/Washington Post Based on what you know, do you think Congress should or should not begin impeachment proceedings that could lead to Trump being removed from office? Do you feel that way strongly or somewhat? begin_proceedings 49.00 46.00 5.00
Civiqs Do you think the House of Representatives should open an impeachment inquiry to determine if President Donald Trump should be removed from office? begin_inquiry 43.00 51.00 5.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 41.00 54.00 5.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 37.00 59.00 4.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 36.00 59.00 5.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 43.00 50.00 8.00
CNN/SSRS Do you think there is or is not enough cause right now for Congress to begin hearings into whether or not President Trump should be impeached? begin_inquiry 37.00 58.00 4.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 42.00 55.00 3.00
CNN/SSRS Do you think there is or is not enough cause right now for Congress to begin hearings into whether or not President Trump should be impeached? begin_inquiry 42.00 53.00 5.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 47.00 48.00 5.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 42.00 51.00 7.00
Fox News Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 42.00 50.00 8.00
Fox News Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 43.00 50.00 6.00
Fox News Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 42.00 50.00 8.00
Fox News Do you think President Donald Trump should be impeached and removed from office, or not? impeach_and_remove 41.00 49.00 10.00
Fox News Do you think President Donald Trump should be impeached and removed from office, or not? impeach_and_remove 42.00 47.00 12.00
Fox News Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 39.00 51.00 9.00
Gallup Based on what you know about Robert Mueller’s investigation into Donald Trump’s activities, do you think that Donald Trump should or should not be impeached and removed from office? reasons 45.00 53.00 2.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 44.00 41.00 15.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 45.00 45.00 11.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 42.00 45.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 43.00 47.00 10.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 45.00 44.00 12.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 42.00 44.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 43.00 42.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 46.00 42.00 12.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 43.00 43.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 42.00 46.00 12.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 41.00 46.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 43.00 44.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 44.00 43.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 41.00 46.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 45.00 42.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 43.00 44.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 44.00 43.00 12.00
HarrisX Do you think the House of Representatives should formally launch an impeachment hearing against the president? begin_inquiry 39.00 44.00 18.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 41.00 44.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 41.00 45.00 15.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 42.00 45.00 13.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 37.00 48.00 15.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 42.00 47.00 11.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 47.00 39.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 45.00 41.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 44.00 41.00 15.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 43.00 43.00 14.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 44.00 41.00 15.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 39.00 47.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 45.00 45.00 10.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 40.00 42.00 18.00
Monmouth University Do you think President Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 35.00 59.00 6.00
Monmouth University Do you think President Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 35.00 59.00 6.00
Monmouth University Do you think President Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 39.00 56.00 5.00
Monmouth University Do you think President Donald Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 42.00 54.00 4.00
Monmouth University Do you think President Donald Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 36.00 59.00 5.00
Monmouth University Do you think President Donald Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 39.00 56.00 5.00
Monmouth University Do you think President Donald Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 38.00 57.00 4.00
Monmouth University Do you think President Donald Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 41.00 53.00 6.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 43.00 43.00 13.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 36.00 49.00 15.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 37.00 50.00 12.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 35.00 53.00 12.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 37.00 50.00 13.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 36.00 52.00 12.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 37.00 46.00 16.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 38.00 50.00 12.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 36.00 50.00 15.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 36.00 51.00 13.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 36.00 50.00 14.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 38.00 48.00 14.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 38.00 48.00 14.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 35.00 50.00 15.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 32.00 51.00 17.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 34.00 48.00 18.00
NBC News/Wall Street Journal Do you believe that Congress should hold impeachment hearings to remove Donald Trump from office or not? begin_inquiry 41.00 54.00 5.00
Public Religion Research Institute Based on what you have read or heard, do you believe that President Donald Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 47.00 51.00 2.00
Public Religion Research Institute Based on what you have read or heard, do you believe that President Donald Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 40.00 56.00 4.00
Public Religion Research Institute Based on what you have read or heard, do you believe that President Donald Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 40.00 54.00 6.00
Public Religion Research Institute Based on what you have read or heard, do you believe that President Donald Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 40.00 53.00 7.00
Public Religion Research Institute Based on what you have read or heard, do you believe that President Donald Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 30.00 65.00 5.00
Quinnipiac University Do you think that President Trump should be impeached and removed from office, or don’t you think so? impeach_and_remove 37.00 57.00 6.00
Quinnipiac University Do you think that Congress should begin the process to impeach President Trump, which could lead to his removal from office, or don’t you think so? begin_proceedings 32.00 60.00 8.00
Quinnipiac University Do you think that Congress should begin the process to impeach President Trump, which could lead to his removal from office, or don’t you think so? begin_proceedings 33.00 61.00 6.00
Quinnipiac University Do you think that Congress should begin the process to impeach President Trump, which could lead to his removal from office, or don’t you think so? begin_proceedings 29.00 66.00 4.00
Quinnipiac University Do you think that Congress should begin the process to impeach President Donald Trump, which could lead to his removal from office, or don’t you think so? begin_proceedings 35.00 59.00 7.00
Quinnipiac University Do you think that Congress should begin the process to impeach President Donald Trump, which could lead to his removal from office, or don’t you think so? begin_proceedings 35.00 60.00 5.00
Quinnipiac University Would you like to see Congress begin the process to impeach President Donald Trump, or not? begin_proceedings 36.00 56.00 8.00
Rasmussen Reports/Pulse Opinion Research Should the House impeach President Trump? impeach 40.00 50.00 10.00
Suffolk University From your own point of view, do you think the House of Representatives should seriously consider impeaching President Donald Trump, yes or no? consider 37.00 57.00 5.00
Suffolk University From your own point of view, do you think the House of Representatives should seriously consider impeaching President Donald Trump? consider 32.00 61.00 7.00
Suffolk University From your own point of view, do you think the House of Representatives should seriously consider impeaching President Donald Trump? consider 28.00 62.00 10.00
Suffolk University How about you, do you think the House of Representatives should seriously consider impeaching President Donald Trump? consider 39.00 54.00 7.00
Suffolk University Based on what you know now, do you think the House of Representatives should seriously consider impeaching President Donald Trump? consider 44.00 47.00 9.00
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 45.00 30.00 25.00
Washington Post/George Mason University Based on what you know, do you think Congress should or should not begin impeachment proceedings that could lead to Donald Trump being removed from office? begin_proceedings 41.00 54.00 5.00
YouGov Do you think the U.S. House of Representatives should or should not try to impeach President Trump? begin_proceedings 35.00 45.00 20.00
YouGov Do you think the U.S. House of Representatives should or should not try to impeach President Trump? begin_proceedings 40.00 43.00 18.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 36.00 43.00 21.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 37.00 42.00 22.00
YouGov Do you think the U.S. House of Representatives should or should not try to impeach President Trump? begin_proceedings 35.00 47.00 18.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 38.00 41.00 20.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 36.00 40.00 24.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over collusion with Russia in the 2016 presidential election? reasons 32.00 44.00 24.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 35.00 43.00 21.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 47.00 39.00 14.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 43.00 41.00 16.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 41.00 42.00 16.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 40.00 44.00 17.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 41.00 42.00 17.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 38.00 42.00 21.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 45.00 40.00 15.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 37.00 41.00 22.00
YouGov Do you think the U.S. House of Representatives should or should not try to impeach President Trump? begin_proceedings 36.00 45.00 19.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over campaign spending violations of federal law? reasons 38.00 39.00 23.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over collusion with Russia in the 2016 presidential election? reasons 41.00 37.00 22.00
Marist College Do you approve or disapprove of the House of Representatives formally starting an impeachment inquiry into President Trump? begin_inquiry 49.00 48.00 4.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.00 45.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 44.00 42.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.00 44.00 13.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.00 44.00 13.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 38.00 50.00 11.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.50 46.30 13.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.40 45.50 14.10
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.70 45.50 13.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.40 46.30 13.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 39.70 47.00 13.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 39.60 46.90 13.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 38.80 46.70 14.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 38.20 47.80 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 38.40 47.80 13.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 37.70 48.80 13.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 38.40 47.40 14.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 38.70 46.80 14.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 39.30 45.80 14.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.70 44.90 14.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.20 44.00 14.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.90 43.10 15.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.30 41.70 16.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.80 42.00 15.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.50 41.20 15.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.10 43.70 14.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.20 44.70 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.30 44.10 13.60
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.50 46.20 13.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.00 46.30 12.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.70 45.80 13.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.00 45.60 13.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 40.50 46.00 13.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.50 45.10 13.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.60 44.70 13.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.40 42.70 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.70 42.50 13.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 45.80 40.70 13.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 46.80 40.20 13.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 47.70 39.10 13.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 47.90 39.30 12.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 48.10 39.30 12.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 48.20 39.60 12.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 50.80 37.40 11.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.70 41.70 14.60
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.70 41.70 14.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.90 41.70 14.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 45.80 40.10 14.10
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 44.50 40.90 14.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 44.30 40.40 15.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.70 40.50 15.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.10 40.80 16.10
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.00 40.90 16.10
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.70 41.30 16.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 41.90 42.20 15.90
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.90 40.90 16.10
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.60 41.50 15.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.90 41.90 15.10
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.10 41.60 16.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.60 41.70 15.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.00 41.50 15.50
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.70 41.50 15.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.40 42.30 15.30
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.70 41.90 15.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.80 41.60 15.60
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.70 41.50 14.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.50 40.90 15.60
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.30 40.80 15.90
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 43.30 40.30 16.40
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.90 40.30 16.70
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.60 41.20 16.20
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 42.20 41.40 16.40
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 39.00 47.00 14.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 38.00 43.00 19.00
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 44.00 42.60 13.40
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 43.90 42.80 13.30
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 44.00 43.40 12.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 44.50 43.00 12.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 44.40 43.00 12.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 43.40 43.00 13.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 43.00 43.90 13.10
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 42.90 44.00 13.10
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 42.30 44.40 13.40
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 41.30 44.80 14.00
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.30 45.40 14.30
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.50 46.30 14.30
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.00 46.60 13.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.90 46.70 13.40
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.90 47.60 13.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.90 47.20 13.80
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.60 46.20 14.20
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.60 46.70 13.80
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.30 46.20 14.50
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 33.00 51.00 17.00
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.80 46.50 14.70
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.80 46.10 15.10
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.70 46.10 15.20
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 37.80 46.90 15.30
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 37.60 47.50 15.00
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.50 45.90 15.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.60 45.70 15.70
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.10 45.20 16.70
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.10 45.30 16.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.90 44.10 17.00
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.90 43.00 17.10
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.10 43.10 16.80
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.30 44.00 16.70
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.40 44.10 16.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.70 44.40 15.90
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.40 43.50 17.10
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.80 43.30 16.80
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 39.60 43.50 16.80
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.00 43.30 16.70
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.30 42.50 17.20
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.90 41.70 17.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.40 40.90 18.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 41.30 41.50 17.20
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.80 41.60 17.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 41.10 40.80 18.10
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.40 39.90 19.60
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 40.80 39.70 19.50
Ipsos Agree/Disagree: The House should begin impeachment proceedings against Donald Trump begin_proceedings 38.50 42.00 19.50
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 42.00 42.00 16.00
SurveyMonkey Would you like to see Congress begin the process to impeach President Donald Trump, or not? begin_proceedings 44.00 51.00 5.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 39.00 48.00 13.00
SurveyUSA Based on what you’ve read and heard, do you think the Congress should or should not impeach Donald Trump and remove him from the presidency, or are you not sure? impeach_and_remove 42.00 42.00 15.00
HarrisX Should Democrats in the House of Representatives begin impeachment proceedings against President Trump? begin_proceedings 35.00 45.00 20.00
HarrisX Do you support or oppose the decision of House Democrats to start a formal impeachment inquiry on President Trump? begin_inquiry 47.00 42.00 11.00
YouGov Do you approve or disapprove of Congressional Democrats starting an impeachment inquiry into Donald Trump? begin_inquiry 55.00 45.00 NA
YouGov As of now, do you feel a Congressional inquiry into Donald Trump is necessary or unnecessary? begin_inquiry 55.00 45.00 NA
YouGov From what you have heard or read so far about Donald Trump’s handling of matters concerning Ukraine, do you think Donald Trump deserves to be impeached over his actions, does not deserve to be impeached over his actions, or is it too soon to say? reasons 42.00 36.00 22.00
Quinnipiac University Do you think that President Trump should be impeached and removed from office, or don’t you think so? impeach_and_remove 47.00 47.00 6.00
Quinnipiac University As you may know, the House of Representatives has begun a formal impeachment inquiry to determine whether or not to bring impeachment charges against President Trump. Do you approve or disapprove of this impeachment inquiry? begin_inquiry 52.00 45.00 3.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 47.00 45.00 8.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 45.00 41.00 15.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should not be impeached impeach 45.00 43.00 12.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 37.00 45.00 18.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 45.00 42.00 14.00
Marist College Do you approve or disapprove of the House of Representatives formally starting an impeachment inquiry into President Trump? begin_inquiry 49.00 46.00 5.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 46.00 40.00 14.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 41.00 47.00 11.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 46.00 44.00 10.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 46.00 42.00 12.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 46.00 45.00 9.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 45.00 44.00 11.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 51.00 42.00 7.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 49.00 41.00 10.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 48.00 43.00 9.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 48.00 41.00 11.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 45.00 43.00 12.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 47.00 43.00 10.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 48.00 41.00 11.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 40.00 48.00 12.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 44.00 45.00 11.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 44.00 45.00 12.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 41.00 46.00 13.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 46.00 46.00 9.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 40.00 48.00 12.00
Public Policy Polling Would you support or oppose impeaching Donald Trump? impeach 35.00 50.00 16.00
CNBC/Hart/Public Opinion Strategies Do you believe that Congress should hold impeachment hearings to remove Donald Trump from office, or not? begin_inquiry 44.00 47.00 9.00
Monmouth University Do you think President Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 44.00 52.00 5.00
Monmouth University Do you think it is a good idea or bad idea for the House Judiciary Committee to conduct an impeachment inquiry into President Trump that may or may not lead to impeachment? begin_inquiry 49.00 43.00 7.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 36.00 43.00 21.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 37.00 42.00 22.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 38.00 41.00 20.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 36.00 40.00 24.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over collusion with Russia in the 2016 presidential election? reasons 32.00 44.00 24.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over allegations of obstruction of justice? reasons 35.00 43.00 21.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over campaign spending violations of federal law? reasons 38.00 39.00 23.00
YouGov Do you think the Congress should or should not impeach and remove President Trump from office over collusion with Russia in the 2016 presidential election? reasons 41.00 37.00 22.00
YouGov From what you have heard or read so far about Donald Trump’s handling of matters concerning Ukraine, do you think Donald Trump deserves to be impeached over his actions, does not deserve to be impeached over his actions, or is it too soon to say? reasons 42.00 36.00 22.00
Gallup Based on what you know about Robert Mueller’s investigation into Donald Trump’s activities, do you think that Donald Trump should or should not be impeached and removed from office? reasons 45.00 53.00 2.00
Marist College Do you think Special Counsel Robert Mueller´s report investigating possible wrongdoing and Russian interference in the 2016 election should or should not lead to hearings in Congress to impeach President Trump? reasons 39.00 53.00 8.00
Morning Consult As you may know, the first step toward removing a president from office is impeachment. Do you believe Congress should or should not begin impeachment proceedings to remove President Trump from office? impeach_and_remove 46.00 43.00 11.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 51.00 42.00 8.00
YouGov Do you think the U.S. House of Representatives should or should not try to impeach President Trump? begin_proceedings 44.00 37.00 18.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 46.00 37.00 17.00
Ipsos In your opinion, should the U.S. House vote to impeach President Trump? impeach 45.00 38.00 17.00
Ipsos In your opinion… If the House votes to impeach, should the U.S. Senate vote to convict President Trump? if_impeach_then_remove 44.00 35.00 21.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 44.00 40.00 16.00
IBD/TIPP Do you approve or disapprove Congress’s decision to open an impeachment inquiry on President Trump? begin_inquiry 55.00 44.00 2.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 48.00 39.00 13.00
Washington Post/George Mason University As you may know, Congress has begun an impeachment inquiry that could lead to Trump being removed from office. Do you think Congress should or should not have begun an impeachment inquiry of Trump? begin_inquiry 58.00 38.00 4.00
Zogby Interactive/JZ Analytics Do you approve or disapprove of the impeachment inquiry into President Trump? begin_inquiry 53.00 40.00 6.00
Zogby Interactive/JZ Analytics Do you support the impeachment of President Trump? impeach 47.00 41.00 12.00
Quinnipiac University Do you think that President Trump should be impeached and removed from office, or don’t you think so? impeach_and_remove 45.00 49.00 6.00
Quinnipiac University As you may know, the House of Representatives has begun a formal impeachment inquiry to determine whether or not to bring impeachment charges against President Trump. Do you approve or disapprove of this impeachment inquiry? begin_inquiry 53.00 43.00 4.00
NBC News/Wall Street Journal And based upon what you know today, would you say Congress should impeach Donald Trump and remove him from office, not impeach Donald Trump and he should remain in office. impeach_and_remove 43.00 49.00 8.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 45.00 39.00 16.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 50.00 44.00 6.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 50.00 43.00 7.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 50.00 42.00 7.00
YouGov Do you approve or disapprove of the U.S. House of Representatives starting an impeachment inquiry against President Trump? begin_inquiry 45.00 42.00 12.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 45.00 39.00 16.00
IBD/TIPP Do you think that Trump’s actions related to Ukraine rise to the level of an impeachable offense or not? reasons 50.00 46.00 4.00
Global Strategy Group/GBAO As you may know, the House of Representatives has formally opened an impeachment inquiry into President Trump to determine whether or not there is enough evidence for impeachment. Do you support or oppose Congress starting an impeachment inquiry? begin_inquiry 53.00 42.00 5.00
Fox News Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 51.00 43.00 6.00
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 47.06 29.17 10.25
Marist College Do you approve or disapprove of the House of Representatives formally starting an impeachment inquiry into President Trump? begin_inquiry 52.00 43.00 5.00
Marist College Do you approve or disapprove of the House of Representatives formally starting an impeachment inquiry into President Trump? begin_inquiry 52.00 45.00 3.00
Marist College Based on what you know at this point, do you support or oppose the impeachment of President Trump? impeach 49.00 47.00 4.00
Marist College Based on what you know at this point, do you support or oppose the impeachment of President Trump? impeach 49.00 48.00 4.00
Marist College Based on what you know at this point, do you support or oppose the U.S. Senate voting to remove President Trump from office? NA 48.00 48.00 4.00
Marist College Based on what you know at this point, do you support or oppose the U.S. Senate voting to remove President Trump from office? NA 47.00 49.00 4.00
Global Strategy Group/GBAO Do you support or oppose Congress impeaching President Trump? impeach 52.00 43.00 4.00
YouGov Do you approve or disapprove of Congressional Democrats starting an impeachment inquiry into Donald Trump? begin_inquiry 53.00 46.00 NA
YouGov From what you have heard or read so far about Donald Trump’s handling of matters concerning Ukraine, do you think Donald Trump deserves to be impeached over his actions, does not deserve to be impeached over his actions, or is it too soon to say? reasons 42.00 38.00 NA
Quinnipiac University Do you think that President Trump should be impeached and removed from office, or don’t you think so? impeach_and_remove 46.00 48.00 7.00
Quinnipiac University As you may know, the House of Representatives has begun a formal impeachment inquiry to determine whether or not to bring impeachment charges against President Trump. Do you approve or disapprove of this impeachment inquiry? begin_inquiry 51.00 45.00 4.00
HarrisX Should President Trump be impeached and removed from office? impeach_and_remove 50.00 38.00 12.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 50.00 43.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 51.00 41.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 51.00 41.00 8.00
Lake Research Partners/The Tarrance Group Now, thinking about what you have seen, read or heard about this possible impeachment of President Trump, do you think President Trump should be impeached and sent to the U.S. Senate for a trial? impeach 51.10 46.30 2.60
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 45.00 41.00 14.00
Ipsos And based upon what you know today, would you say Congress should impeach Donald Trump and remove him from office, not impeach Donald Trump and he should remain in office. impeach_and_remove 43.00 42.00 14.00
Gallup Next we have some questions about the allegations being reported in the news concerning President Trump. Based on what you know at this point, do you think that Donald Trump should or should not be impeached and removed from office? impeach_and_remove 52.00 46.00 2.00
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 47.00 38.00 15.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 48.00 37.00 14.00
Ipsos And based upon what you know today, would you say Congress should impeach Donald Trump and remove him from office, not impeach Donald Trump and he should remain in office. impeach_and_remove 44.00 43.00 12.00
Pew Research Center As you may know, the House of Representatives has been investigating Donald Trump’s conduct during his time in office and during his campaign for president. Based on what you know, do you favor or oppose the House of Representatives conducting impeachment proceedings against Donald Trump? begin_proceedings 50.00 50.00 1.00
Pew Research Center Do you approve or disapprove of the House of Representatives’ decision to conduct an impeachment inquiry into Donald Trump? begin_inquiry 54.00 44.00 1.00
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 46.60 29.50 NA
SurveyUSA If the U.S. House of Representatives were to vote on an article of impeachment today, should the U.S. House vote to impeach President Trump? Or vote not to impeach President Trump? impeach 49.00 42.00 9.00
SurveyUSA In an impeachment trial in the U.S. Senate today, should the Senate convict President Trump? Or find President Trump not guilty? if_impeach_then_remove 47.00 40.00 13.00
Public Religion Research Institute Based on what you have read or heard, do you believe that President Donald Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 47.00 53.00 1.00
Public Religion Research Institute Do you believe that Trump should be impeached and removed from office or not? impeach_and_remove 51.00 47.00 2.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 50.00 43.00 7.00
Emerson College Do you support or oppose impeaching President Trump? impeach 47.60 43.70 8.80
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 46.00 40.00 14.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 49.00 43.00 9.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 50.00 42.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose if_impeach_then_remove 49.00 43.00 8.00
Quinnipiac University Do you think that President Trump should be impeached and removed from office, or don’t you think so? impeach_and_remove 48.00 46.00 6.00
Quinnipiac University As you may know, the House of Representatives has begun a formal impeachment inquiry to determine whether or not to bring impeachment charges against President Trump. Do you approve or disapprove of this impeachment inquiry? begin_inquiry 55.00 43.00 3.00
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 44.00 40.00 16.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 45.00 41.00 15.00
SurveyMonkey Do you think that President Trump should be impeached and removed from office? impeach_and_remove 49.00 49.00 2.00
Selzer & Co. Do you think President Trump should or should not be impeached and removed from office? impeach_and_remove 42.00 44.00 14.00
Selzer & Co. Do you agree or disagree with the decision of the House of Representatives to open an impeachment inquiry into President Trump? begin_inquiry 48.00 42.00 10.00
Suffolk University If the House impeaches President Trump, do you think the Senate should convict him, removing him from office - yes or no? if_impeach_then_remove 45.50 46.90 7.60
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 48.00 43.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 49.00 42.00 9.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 48.00 43.00 9.00
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 46.00 39.00 16.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 47.00 40.00 13.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 47.00 41.00 12.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 48.00 42.00 10.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 45.00 39.00 16.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 47.00 39.00 14.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 48.00 39.00 13.00
ABC News/Washington Post Based on what you know, do you think Congress should or should not impeach Trump and remove him from office? Do you feel that way strongly or somewhat? impeach_and_remove 49.00 47.00 4.00
AP-NORC Do you approve or disapprove, or neither approve nor disapprove of the impeachment inquiry into Donald Trump by the House of Representatives? begin_inquiry 47.00 38.00 13.00
IBD/TIPP NA NA 61.00 39.00 NA
Fox News Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 49.00 45.00 7.00
NBC News/Wall Street Journal And, based upon what you know today about President Trump’s call and actions related to his discussion with the Ukrainian president, do you approve or disapprove of the impeachment inquiry being conducted by Congress to determine if there is enough evidence to remove Donald Trump from office? reasons 53.00 44.00 3.00
NBC News/Wall Street Journal And, based upon what you know today, would you say Congress should impeach Donald Trump and remove him from office, not impeach Donald Trump and he should remain in office. impeach_and_remove 49.00 46.00 5.00
Gallup Next we have some questions about the allegations being reported in the news concerning President Trump. Based on what you know at this point, do you think that Donald Trump should or should not be impeached and removed from office? impeach_and_remove 51.00 48.00 1.00
Monmouth University Do you think President Trump should be impeached and compelled to leave the presidency, or not? impeach_and_remove 44.00 51.00 4.00
Monmouth University Do you think it is a good idea or bad idea for the House of Representatives to conduct an impeachment inquiry into President Trump that may or may not lead to impeachment? begin_inquiry 51.00 44.00 4.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 49.00 43.00 9.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 47.00 43.00 10.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 47.00 42.00 10.00
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 46.00 39.00 16.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 46.00 40.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 45.00 41.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 47.00 41.00 12.00
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 50.20 30.00 NA
USC Dornsife/LA Times Based on what you know or have heard about the issues, which of the following comes closer to your view? The U.S. House of Representatives should… Vote to impeach President Trump and send the case to trial in the Senate; Vote against impeaching President Trump; Not sure, or it is too soon to say impeach 44.00 30.00 26.00
USC Dornsife/LA Times If the U.S. House of Representatives does vote to impeach President Trump, and sends the case to trial in the Senate, which of the following comes closer to your view? The Senate should… Vote to remove President Trump from office; Vote to acquit President Trump of all charges; Not sure, or it is too soon to say if_impeach_then_remove 54.00 28.00 28.00
Change Research Based on everything you’ve heard so far, do you support or oppose the impeachment inquiry into Donald Trump? begin_inquiry 53.00 45.00 NA
Change Research Based on everything you’ve heard so far, do you support or oppose impeaching Donald Trump and removing him from office? impeach_and_remove 51.00 46.00 NA
YouGov Do you approve or disapprove of Congressional Democrats starting an impeachment inquiry into Donald Trump? begin_inquiry 53.00 47.00 NA
YouGov From what you have heard or read so far about Donald Trump’s handling of matters concerning Ukraine, do you think Donald Trump deserves to be impeached over his actions, does not deserve to be impeached over his actions, or is it too soon to say? reasons 43.00 40.00 17.00
Global Strategy Group/GBAO Do you support or oppose Congress impeaching President Trump? impeach 52.00 41.00 8.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 50.00 41.00 9.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 49.00 41.00 10.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 48.00 42.00 10.00
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 45.00 39.00 16.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 45.00 39.00 16.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 45.00 42.00 13.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 46.00 43.00 11.00
YouGov Do you support or oppose the House of Representatives opening an impeachment inquiry into Donald Trump’s presidency? begin_inquiry 52.30 47.80 NA
YouGov Do you think that the House of Representatives should vote to impeach Donald Trump? impeach 49.40 43.60 7.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 44.00 40.00 16.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 46.00 40.00 14.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 45.00 42.00 14.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 48.00 45.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 48.00 44.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 47.00 44.00 8.00
Marist College Do you approve or disapprove of the House of Representatives’ impeachment inquiry into President Trump? begin_inquiry 50.00 43.00 7.00
Marist College Do you approve or disapprove of the House of Representatives’ impeachment inquiry into President Trump? begin_inquiry 48.00 46.00 5.00
Marist College Based on what you know at this point, do you support or oppose the impeachment of President Trump? impeach 47.00 46.00 6.00
Marist College Based on what you know at this point, do you support or oppose the impeachment of President Trump? impeach 45.00 50.00 5.00
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 45.00 40.00 16.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 47.00 39.00 15.00
Gallup Next we have some questions about the allegations being reported in the news concerning President Trump. Based on what you know at this point, do you think that Donald Trump should or should not be impeached and removed from office? impeach_and_remove 48.00 50.00 2.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 46.00 41.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 48.00 42.00 10.00
Emerson College Do you support or oppose impeaching President Trump? impeach 43.00 45.30 11.70
YouGov Do you favor or oppose the U.S. House of Representatives impeaching President Trump? If impeached, President Trump would have a trial in the U.S. Senate where Senators would listen to evidence and decided whether or not to remove President Trump from office. impeach 46.00 38.00 16.00
YouGov Do you think President Trump should be removed from office? NA 48.00 45.00 7.00
YouGov Do you think President Trump should be impeached and removed from office, or not? impeach_and_remove 45.00 42.00 13.00
SurveyUSA If the U.S. House of Representatives were to vote on an article of impeachment today, should the U.S. House vote to impeach President Trump? Or vote not to impeach President Trump? impeach 51.00 42.00 8.00
SurveyUSA In an impeachment trial in the U.S. Senate today, should the Senate convict President Trump? Or find President Trump not guilty? if_impeach_then_remove 49.00 42.00 9.00
CNN/SSRS Based on what you have read or heard, do you believe that President Trump should be impeached and removed from office, or don’t you feel that way? impeach_and_remove 50.00 43.00 6.00
Morning Consult Do you support or oppose the current impeachment inquiry into President Trump? begin_inquiry 48.00 43.00 9.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The House of Representatives impeaching President Trump. impeach 50.00 41.00 8.00
Morning Consult As you may know, the Constitution gives the House of Representatives the sole power to impeach the president. Once a president is impeached by the House of Representatives, the Senate has the sole power to legally try the president and, if convicted, remove the president from office. Would you support or oppose each of the following? The Senate removing President Trump from office. Strongly support, Somewhat support, Somewhat oppose, Strongly oppose NA 50.00 42.00 9.00
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 48.00 28.00 NA
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 47.00 32.00 NA
SurveyMonkey Audience Impeachment is the first step in the process of removing a president from office. Do you think the House of Representatives should impeach President Trump? impeach 45.00 33.00 NA
Quinnipiac University Do you think that President Trump should be impeached and removed from office, or don’t you think so? impeach_and_remove 45.00 48.00 6.00
Quinnipiac University As you may know, the House of Representatives has begun a formal impeachment inquiry to determine whether or not to bring impeachment charges against President Trump. Do you approve or disapprove of this impeachment inquiry? begin_inquiry 54.00 42.00 3.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 47.00 40.00 NA
YouGov Do you think the U.S. House of Representatives should or should not impeach Donald Trump? impeach 46.00 38.00 16.00
YouGov If the U.S. House of Representatives votes to impeach Donald Trump, do you think the U.S. Senate should or should not remove him from office? if_impeach_then_remove 45.00 40.00 14.00
Ipsos Which of the following comes closest to your opinion? President Trump should be impeached, President Trump should NOT be impeached, don’t know impeach 47.00 42.00 11.00

References

https://www.ibm.com/cloud/blog/ibm-data-catalog-data-scientists-productivity