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HOW TO MODEL WITH GRADIENT BOOSTING MACHINE IN R Variables of interest. First we want build a data frame for our model, which includes our outcome variable cnt (the ‘ count of total rental bikes including both casual and registered ’) and the features we want to help explain: season_fct = Factor w/ 4 levels, “Spring”, “Summer”, “Fall”, “Winter”. yr_fct = Factor w/ 2 levels HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO CALCULATE A ROLLING AVERAGE IN R To calculate a simple moving average (over 7 days), we can use the rollmean () function from the zoo package. This function takes a k, which is an ’ integer width of the rolling window. The code below calculates a 3, 5, 7, 15, and 21-day rolling average for the deaths from COVID in the US. HOW TO CREATE A SIMPLE LINE CHART IN R Click "Run" or hit Command-Shift-Return to run the script and see the plot in the bottom-right "plots" pane. Download the line chart using the "Export" menu in the bottom-right "plots" pane. You can select one of several file extensions and resize to your heart's content. Final HOW TO BUILD A WEBSITE WITH BLOGDOWN IN R The command for building a website with blogdown is new_site (). I changed the default Hugo theme to blackburn from yoshiharuyamashita. The description of this argument is below. A Hugo theme on Github (a character string of the form user/repo, and you can optionally specify a GIT branch or tag name after @, i.e., theme can be of the form user HOW TO ACCESS APIS IN R APIs, or application program interfaces, are a way for people to access data in a plain text format using multiple programming languages.Many websites, organizations and services offer APIs for accessing their data, like Twitter, Wikipedia, Reddit and OpenSecrets.. This tutorial will walk you through accessing APIs from DataUSA and OpenSecrets in R Studio with the help of R’s httr and SCRAPING HTML TABLES AND DOWNLOADING FILES WITH R Split the ExOffndrsComplete data frame into ExExOffndrshtml and ExExOffndrsjpg. Save each of these data frames as .csv files. We should have two datasets with the following counts. ExOffndrsComplete % > % dplyr:: count ( jpg_html, sort = TRUE) # A tibble: 2 x 2 jpg_html n 1 jpg 378 2 html 180. HOW TO GEOCODE A CSV OF ADDRESSES IN R Download the ggmap package in R Studio. We’ll need ggmap, a spatial visualization package, to geocode the csv. To install it in R Studio, open a new R script in “File” > “New File” > “R Script.” Type install.packages (‘ggmap’) on line 1 of the top-left pane. Click “Run” or hit Shift-Command-Return. You should see the HOW TO BUILD A GIF OF SATELLITE IMAGERY IN R Downloading the satellite imagery. After navigating to Sentinel Hub Playground, type “Chennai, India” into the search bar and drag the window over to the reservoir of interest. Make sure you have “Sentinel-2” selected under Datasets on the top-right and “Natural color” in the Rendering tab on the far left. Select thecalendar icon
HOW TO MODEL WITH GRADIENT BOOSTING MACHINE IN R Variables of interest. First we want build a data frame for our model, which includes our outcome variable cnt (the ‘ count of total rental bikes including both casual and registered ’) and the features we want to help explain: season_fct = Factor w/ 4 levels, “Spring”, “Summer”, “Fall”, “Winter”. yr_fct = Factor w/ 2 levels HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO CREATE A SIMPLE LINE CHART IN R Click "Run" or hit Command-Shift-Return to run the script and see the plot in the bottom-right "plots" pane. Download the line chart using the "Export" menu in the bottom-right "plots" pane. You can select one of several file extensions and resize to your heart's content. Final HOW TO BUILD A WEBSITE WITH BLOGDOWN IN R The command for building a website with blogdown is new_site (). I changed the default Hugo theme to blackburn from yoshiharuyamashita. The description of this argument is below. A Hugo theme on Github (a character string of the form user/repo, and you can optionally specify a GIT branch or tag name after @, i.e., theme can be of the form user HOW TO ACCESS APIS IN R APIs, or application program interfaces, are a way for people to access data in a plain text format using multiple programming languages.Many websites, organizations and services offer APIs for accessing their data, like Twitter, Wikipedia, Reddit and OpenSecrets.. This tutorial will walk you through accessing APIs from DataUSA and OpenSecrets in R Studio with the help of R’s httr and HOW TO BUILD A GIF OF SATELLITE IMAGERY IN R Downloading the satellite imagery. After navigating to Sentinel Hub Playground, type “Chennai, India” into the search bar and drag the window over to the reservoir of interest. Make sure you have “Sentinel-2” selected under Datasets on the top-right and “Natural color” in the Rendering tab on the far left. Select thecalendar icon
HOW THE WALL STREET JOURNAL VISUALIZED THE 2020 ELECTION How the Wall Street Journal visualized the 2020 election results. November 30, 2020. November 30, 2020. Sharmila Kuthunur Behind the scenes. Each time an election year dawns, it brings changes – the candidates campaigning, how the battleground states are polling, and, of course, changes in our national obsession: election maps. HOW TO MAP POINT DATA AND POLYGON SHAPEFILES IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW THE WALL STREET JOURNAL DEVELOPED ITS MAKE-YOUR-OWN How the Wall Street Journal developed its make-your-own hedcut feature. As of December 2019, the Wall Street Journal has been offering all members the opportunity to create their own portrait “hedcut,” a drawing made of dots and hatched lines. At the Journal, they typically use these hedcuts to depict notable subjectsin stories or the
PIVOTING DATA FROM COLUMNS TO ROWS (AND BACK!) IN THE Pivoting data from columns to rows (and back!) in the tidyverse. TLDR: This tutorial was prompted by the recent changes to the tidyr package (see the tweet from Hadley Wickham below). Two functions for reshaping columns and rows ( gather () and spread ()) were replaced with tidyr::pivot_longer () and tidyr::pivot_wider () functions. HOW TO DOWNLOAD YOUTUBE DATA IN R USING "TUBER" AND "PURRR Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based VISUALIZING MEXICO'S DRUG CARTELS: A ROUNDUP OF MAPS Visualizing Mexico’s drug cartels: A roundup of maps. January 12, 2016. April 12, 2016. Aleszu Bajak Insights. With the big news this week of the arrest of Joaquín “El Chapo” Guzmán’s, the head of Mexico’s largest drug cartel, most of the attention is being paid to actor Sean Penn’s Rolling Stone interview with the kingpin in his HOW TO CREATE A SIMPLE LINE CHART IN R Click "Run" or hit Command-Shift-Return to run the script and see the plot in the bottom-right "plots" pane. Download the line chart using the "Export" menu in the bottom-right "plots" pane. You can select one of several file extensions and resize to your heart's content. Final HOW TO CALCULATE A ROLLING AVERAGE IN R To calculate a simple moving average (over 7 days), we can use the rollmean () function from the zoo package. This function takes a k, which is an ’ integer width of the rolling window. The code below calculates a 3, 5, 7, 15, and 21-day rolling average for the deaths from COVID in the US. SCRAPING HTML TABLES AND DOWNLOADING FILES WITH R Split the ExOffndrsComplete data frame into ExExOffndrshtml and ExExOffndrsjpg. Save each of these data frames as .csv files. We should have two datasets with the following counts. ExOffndrsComplete % > % dplyr:: count ( jpg_html, sort = TRUE) # A tibble: 2 x 2 jpg_html n 1 jpg 378 2 html 180. HOW TO GEOCODE A CSV OF ADDRESSES IN R Download the ggmap package in R Studio. We’ll need ggmap, a spatial visualization package, to geocode the csv. To install it in R Studio, open a new R script in “File” > “New File” > “R Script.” Type install.packages (‘ggmap’) on line 1 of the top-left pane. Click “Run” or hit Shift-Command-Return. You should see the HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU GETTING STARTED WITH NOSQL FOR STORING AND RETRIEVING DATA Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO PLOT STATE-BY-STATE DATA ON A MAP OF THE U.S. IN R Set up your map in ggplot. Next, we call up the state boundaries data using data (“fifty_states”). We then plot that using ggplot2 with the following line: ggplot () + geom_polygon ( data=fifty_states, aes (x=long, y=lat, group = group),color="white", fill="grey10" ) You should see the following in the Plots pane of R Studio: Fine, if a bit DIAGNOSING THE ACCURACY OF YOUR LINEAR REGRESSION IN R In this post we’ll cover the assumptions of a linear regression model. There are a ton of books, blog posts, and lectures covering these topics in greater depth (and we’ll link to those in the notes at the bottom), but we wanted to distill some of this information into a single post you can bookmark and revisit whenever you’re considering running a linear regression. VISUALIZING MEXICO'S DRUG CARTELS: A ROUNDUP OF MAPS Visualizing Mexico’s drug cartels: A roundup of maps. January 12, 2016. April 12, 2016. Aleszu Bajak Insights. With the big news this week of the arrest of Joaquín “El Chapo” Guzmán’s, the head of Mexico’s largest drug cartel, most of the attention is being paid to actor Sean Penn’s Rolling Stone interview with the kingpin in his HOW TO CREATE A SIMPLE LINE CHART IN R Click "Run" or hit Command-Shift-Return to run the script and see the plot in the bottom-right "plots" pane. Download the line chart using the "Export" menu in the bottom-right "plots" pane. You can select one of several file extensions and resize to your heart's content. Final HOW TO CALCULATE A ROLLING AVERAGE IN R To calculate a simple moving average (over 7 days), we can use the rollmean () function from the zoo package. This function takes a k, which is an ’ integer width of the rolling window. The code below calculates a 3, 5, 7, 15, and 21-day rolling average for the deaths from COVID in the US. SCRAPING HTML TABLES AND DOWNLOADING FILES WITH R Split the ExOffndrsComplete data frame into ExExOffndrshtml and ExExOffndrsjpg. Save each of these data frames as .csv files. We should have two datasets with the following counts. ExOffndrsComplete % > % dplyr:: count ( jpg_html, sort = TRUE) # A tibble: 2 x 2 jpg_html n 1 jpg 378 2 html 180. HOW TO GEOCODE A CSV OF ADDRESSES IN R Download the ggmap package in R Studio. We’ll need ggmap, a spatial visualization package, to geocode the csv. To install it in R Studio, open a new R script in “File” > “New File” > “R Script.” Type install.packages (‘ggmap’) on line 1 of the top-left pane. Click “Run” or hit Shift-Command-Return. You should see the HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU GETTING STARTED WITH NOSQL FOR STORING AND RETRIEVING DATA Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO PLOT STATE-BY-STATE DATA ON A MAP OF THE U.S. IN R Set up your map in ggplot. Next, we call up the state boundaries data using data (“fifty_states”). We then plot that using ggplot2 with the following line: ggplot () + geom_polygon ( data=fifty_states, aes (x=long, y=lat, group = group),color="white", fill="grey10" ) You should see the following in the Plots pane of R Studio: Fine, if a bit DIAGNOSING THE ACCURACY OF YOUR LINEAR REGRESSION IN R In this post we’ll cover the assumptions of a linear regression model. There are a ton of books, blog posts, and lectures covering these topics in greater depth (and we’ll link to those in the notes at the bottom), but we wanted to distill some of this information into a single post you can bookmark and revisit whenever you’re considering running a linear regression. VISUALIZING MEXICO'S DRUG CARTELS: A ROUNDUP OF MAPS Visualizing Mexico’s drug cartels: A roundup of maps. January 12, 2016. April 12, 2016. Aleszu Bajak Insights. With the big news this week of the arrest of Joaquín “El Chapo” Guzmán’s, the head of Mexico’s largest drug cartel, most of the attention is being paid to actor Sean Penn’s Rolling Stone interview with the kingpin in his HOW TO BUILD A WEBSITE WITH BLOGDOWN IN R The command for building a website with blogdown is new_site (). I changed the default Hugo theme to blackburn from yoshiharuyamashita. The description of this argument is below. A Hugo theme on Github (a character string of the form user/repo, and you can optionally specify a GIT branch or tag name after @, i.e., theme can be of the form user HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO ACCESS APIS IN R APIs, or application program interfaces, are a way for people to access data in a plain text format using multiple programming languages.Many websites, organizations and services offer APIs for accessing their data, like Twitter, Wikipedia, Reddit and OpenSecrets.. This tutorial will walk you through accessing APIs from DataUSA and OpenSecrets in R Studio with the help of R’s httr and HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO PLOT STATE-BY-STATE DATA ON A MAP OF THE U.S. IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO MAP POINT DATA AND POLYGON SHAPEFILES IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO INSTALL R ON A JUPYTER NOTEBOOK Launch jupyter notebooks. Open a new terminal window, enter the following commands. This will launch the jupter notebook. You’ll see this in your Terminal: Click on the New icon in the upper right corner of the Jupyter notebook and select R. Click on the Untitled text next to the Jupyter on the top of the notebook and rename the file GETTING STARTED WITH NOSQL FOR STORING AND RETRIEVING DATA Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO DOWNLOAD YOUTUBE DATA IN R USING “TUBER” AND “PURRR” Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW THE WALL STREET JOURNAL DEVELOPED ITS MAKE-YOUR-OWN How the Wall Street Journal developed its make-your-own hedcut feature. As of December 2019, the Wall Street Journal has been offering all members the opportunity to create their own portrait “hedcut,” a drawing made of dots and hatched lines. At the Journal, they typically use these hedcuts to depict notable subjectsin stories or the
HOW TO CALCULATE A ROLLING AVERAGE IN R To calculate a simple moving average (over 7 days), we can use the rollmean () function from the zoo package. This function takes a k, which is an ’ integer width of the rolling window. The code below calculates a 3, 5, 7, 15, and 21-day rolling average for the deaths from COVID in the US. HOW TO CREATE A SIMPLE LINE CHART IN R Click "Run" or hit Command-Shift-Return to run the script and see the plot in the bottom-right "plots" pane. Download the line chart using the "Export" menu in the bottom-right "plots" pane. You can select one of several file extensions and resize to your heart's content. Final SCRAPING HTML TABLES AND DOWNLOADING FILES WITH R Split the ExOffndrsComplete data frame into ExExOffndrshtml and ExExOffndrsjpg. Save each of these data frames as .csv files. We should have two datasets with the following counts. ExOffndrsComplete % > % dplyr:: count ( jpg_html, sort = TRUE) # A tibble: 2 x 2 jpg_html n 1 jpg 378 2 html 180. HOW TO GEOCODE A CSV OF ADDRESSES IN R Download the ggmap package in R Studio. We’ll need ggmap, a spatial visualization package, to geocode the csv. To install it in R Studio, open a new R script in “File” > “New File” > “R Script.” Type install.packages (‘ggmap’) on line 1 of the top-left pane. Click “Run” or hit Shift-Command-Return. You should see the HOW TO BUILD A GIF OF SATELLITE IMAGERY IN R Downloading the satellite imagery. After navigating to Sentinel Hub Playground, type “Chennai, India” into the search bar and drag the window over to the reservoir of interest. Make sure you have “Sentinel-2” selected under Datasets on the top-right and “Natural color” in the Rendering tab on the far left. Select thecalendar icon
HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO MAP POINT DATA AND POLYGON SHAPEFILES IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU HOW TO PLOT STATE-BY-STATE DATA ON A MAP OF THE U.S. IN R Set up your map in ggplot. Next, we call up the state boundaries data using data (“fifty_states”). We then plot that using ggplot2 with the following line: ggplot () + geom_polygon ( data=fifty_states, aes (x=long, y=lat, group = group),color="white", fill="grey10" ) You should see the following in the Plots pane of R Studio: Fine, if a bit HOW THE WALL STREET JOURNAL DEVELOPED ITS MAKE-YOUR-OWN How the Wall Street Journal developed its make-your-own hedcut feature. As of December 2019, the Wall Street Journal has been offering all members the opportunity to create their own portrait “hedcut,” a drawing made of dots and hatched lines. At the Journal, they typically use these hedcuts to depict notable subjectsin stories or the
HOW TO CALCULATE A ROLLING AVERAGE IN R To calculate a simple moving average (over 7 days), we can use the rollmean () function from the zoo package. This function takes a k, which is an ’ integer width of the rolling window. The code below calculates a 3, 5, 7, 15, and 21-day rolling average for the deaths from COVID in the US. HOW TO CREATE A SIMPLE LINE CHART IN R Click "Run" or hit Command-Shift-Return to run the script and see the plot in the bottom-right "plots" pane. Download the line chart using the "Export" menu in the bottom-right "plots" pane. You can select one of several file extensions and resize to your heart's content. Final SCRAPING HTML TABLES AND DOWNLOADING FILES WITH R Split the ExOffndrsComplete data frame into ExExOffndrshtml and ExExOffndrsjpg. Save each of these data frames as .csv files. We should have two datasets with the following counts. ExOffndrsComplete % > % dplyr:: count ( jpg_html, sort = TRUE) # A tibble: 2 x 2 jpg_html n 1 jpg 378 2 html 180. HOW TO GEOCODE A CSV OF ADDRESSES IN R Download the ggmap package in R Studio. We’ll need ggmap, a spatial visualization package, to geocode the csv. To install it in R Studio, open a new R script in “File” > “New File” > “R Script.” Type install.packages (‘ggmap’) on line 1 of the top-left pane. Click “Run” or hit Shift-Command-Return. You should see the HOW TO BUILD A GIF OF SATELLITE IMAGERY IN R Downloading the satellite imagery. After navigating to Sentinel Hub Playground, type “Chennai, India” into the search bar and drag the window over to the reservoir of interest. Make sure you have “Sentinel-2” selected under Datasets on the top-right and “Natural color” in the Rendering tab on the far left. Select thecalendar icon
HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO MAP POINT DATA AND POLYGON SHAPEFILES IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO BUILD A MAP AND USE FILTERS IN TABLEAU HOW TO PLOT STATE-BY-STATE DATA ON A MAP OF THE U.S. IN R Set up your map in ggplot. Next, we call up the state boundaries data using data (“fifty_states”). We then plot that using ggplot2 with the following line: ggplot () + geom_polygon ( data=fifty_states, aes (x=long, y=lat, group = group),color="white", fill="grey10" ) You should see the following in the Plots pane of R Studio: Fine, if a bit HOW THE WALL STREET JOURNAL DEVELOPED ITS MAKE-YOUR-OWN How the Wall Street Journal developed its make-your-own hedcut feature. As of December 2019, the Wall Street Journal has been offering all members the opportunity to create their own portrait “hedcut,” a drawing made of dots and hatched lines. At the Journal, they typically use these hedcuts to depict notable subjectsin stories or the
HOW TO BUILD A WEBSITE WITH BLOGDOWN IN R The command for building a website with blogdown is new_site (). I changed the default Hugo theme to blackburn from yoshiharuyamashita. The description of this argument is below. A Hugo theme on Github (a character string of the form user/repo, and you can optionally specify a GIT branch or tag name after @, i.e., theme can be of the form user HOW TO ACCESS APIS IN R APIs, or application program interfaces, are a way for people to access data in a plain text format using multiple programming languages.Many websites, organizations and services offer APIs for accessing their data, like Twitter, Wikipedia, Reddit and OpenSecrets.. This tutorial will walk you through accessing APIs from DataUSA and OpenSecrets in R Studio with the help of R’s httr andSIDIKPYTHON7
Storybench takes an “under the hood” look at the latest in digital storytelling, from data visualization and investigative journalism to virtual reality and the digital humanities. In addition to in-depth features and interviews with industry practitioners, we offer hands-on tutorials that can be “downloaded” right into the newsroom orclassroom.
HOW TO BUILD A GIF OF SATELLITE IMAGERY IN R Downloading the satellite imagery. After navigating to Sentinel Hub Playground, type “Chennai, India” into the search bar and drag the window over to the reservoir of interest. Make sure you have “Sentinel-2” selected under Datasets on the top-right and “Natural color” in the Rendering tab on the far left. Select thecalendar icon
HOW TO MAP POINT DATA AND POLYGON SHAPEFILES IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO GET TWITTER DATA WITH RTWEET IN R Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based HOW TO BUILD AN INTERACTIVE COUNTY-LEVEL MAP IN TABLEAU Last year, to explore the impact the opioids crisis is having on the United States, The New York Times visualized overdose deaths by county.Storybench published a tutorial for creating the map in Carto.com. The following tutorial shows you how to create the same map using Tableau Public. HOW TO INSTALL R ON A JUPYTER NOTEBOOK Launch jupyter notebooks. Open a new terminal window, enter the following commands. This will launch the jupter notebook. You’ll see this in your Terminal: Click on the New icon in the upper right corner of the Jupyter notebook and select R. Click on the Untitled text next to the Jupyter on the top of the notebook and rename the file PIVOTING DATA FROM COLUMNS TO ROWS (AND BACK!) IN THE Pivoting data from columns to rows (and back!) in the tidyverse. TLDR: This tutorial was prompted by the recent changes to the tidyr package (see the tweet from Hadley Wickham below). Two functions for reshaping columns and rows ( gather () and spread ()) were replaced with tidyr::pivot_longer () and tidyr::pivot_wider () functions. SIX WAYS ALBERTO CAIRO THINKS YOU CAN IMPROVE YOUR DATA Over the last three years, Storybench has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-basedSkip to content
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Emily Hopkins, a data reporter on the Indy Star Investigations team, spoke with Storybench about their reporting on improperly funded nursing homes in the time of COVID-19. Hopkins spoke about November 23, 2020November 23, 2020 Mark Kobzik Behind thescenes ,
Interviews
HOW WE USED MATH TO EXPLORE RACIAL SEGREGATION IN PENNSYLVANIA PUBLICSCHOOL DISTRICTING
HOW THE CENTER FOR COLLABORATIVE INVESTIGATIVE JOURNALISM IS REPORTING ON WATER ACCESS AROUND THE WORLD HOW CULTURAL SURVIVAL IS MAPPING THE IMPACT OF THE PANDEMIC ON INDIGENOUS COMMUNITIES FOUR TIPS FROM THE WALL STREET JOURNAL’S YAN WU ON VISUALIZINGPOLICE DATA
HOW NATURE MAGAZINE VISUALIZED 150 YEARS OF SCIENTIFIC DISCOVERY HOW INTERACTIVE, VISUAL STORYTELLING HELPS READERS BETTER RETAININFORMATION
2020 ELECTION COVERAGE TRACKER REOPEN SCHOOLS NARRATIVE SPREADS ACROSS SHADOWY LOCAL NEWS SITES Americans are divided about reopening schools this fall and polls show that this disagreement falls along party lines with Republicans more in favor of children returning to schools. Which is August 26, 2020August 26, 2020 Aleszu Bajak ElectionTracker
HOW NEWS MEDIA ARE SETTING THE 2020 ELECTION AGENDA: CHASING DAILY CONTROVERSIES, OFTEN BURYING POLICY FACEBOOK CONTINUES TO RUN POLITICAL ADS WITH MISINFORMATION EVEN BEFORE UKRAINE NEWS, JOE BIDEN WAS THE 2020 CANDIDATE WITH THEMOST MEDIA COVERAGE
PETE BUTTIGIEG IS FLOODING IOWA AND NEW HAMPSHIRE WITH FACEBOOK ADS ABOUT HIS CLIMATE PLAN IN THE EFFORT TO COVER IMPEACHMENT INQUIRY, MEDIA IGNORES 2020CANDIDATES
GABBARD, BOOKER AND BIDEN GET MOST NEGATIVE MEDIA COVERAGE OVER LASTFOUR MONTHS
TUTORIALS
HOW TO CALCULATE A ROLLING AVERAGE IN R Rolling or moving averages are a way to reduce noise and smooth time series data. During the Covid-19 pandemic, rolling averages have been used by researchers and journalists around the June 22, 2020June 22, 2020 Martin Frigaard DataJournalism in R
, How to
UPDATE: HOW TO GEOCODE A CSV OF ADDRESSES IN R HOW TO SHIFT ALASKA AND HAWAII BELOW THE LOWER 48 FOR YOUR INTERACTIVECHOROPLETH MAP
WHAT I LEARNED APPLYING DATA SCIENCE TO U.S. REDISTRICTING HOW TO USE HIERARCHICAL CLUSTER ANALYSIS ON TIME SERIES DATA DIAGNOSING THE ACCURACY OF YOUR LINEAR REGRESSION IN R HOW TO COLLECT TWEETS FROM THE TWITTER STREAMING API USING PYTHONBEHIND THE SCENES
HOW INDYSTAR’S EMILY HOPKINS HELPED BREAK A NURSING HOME SCANDAL ININDIANAPOLIS
Emily Hopkins, a data reporter on the Indy Star Investigations team, spoke with Storybench about their reporting on improperly funded nursing homes in the time of COVID-19. Hopkins spoke about November 23, 2020November 23, 2020 Mark Kobzik Behind thescenes ,
Interviews
HOW WE USED MATH TO EXPLORE RACIAL SEGREGATION IN PENNSYLVANIA PUBLICSCHOOL DISTRICTING
HOW THE CENTER FOR COLLABORATIVE INVESTIGATIVE JOURNALISM IS REPORTING ON WATER ACCESS AROUND THE WORLD HOW CULTURAL SURVIVAL IS MAPPING THE IMPACT OF THE PANDEMIC ON INDIGENOUS COMMUNITIES FOUR TIPS FROM THE WALL STREET JOURNAL’S YAN WU ON VISUALIZINGPOLICE DATA
HOW NATURE MAGAZINE VISUALIZED 150 YEARS OF SCIENTIFIC DISCOVERY HOW INTERACTIVE, VISUAL STORYTELLING HELPS READERS BETTER RETAININFORMATION
INSIGHTS
JOURNALISTS DON’T NEED TO DO WHAT A BOT DOES October 26, 2020October 26, 2020Sérgio Spagnuolo
Insights
PANDEMIC NEWS COVERAGE IS FALLING, BUT CASES KEEP RISING UPDATE: HOW TO GEOCODE A CSV OF ADDRESSES IN R AUDIO STORYTELLER MOLLY SEGAL ON REPORTING IN THE WILDROUNDUPS
A ROUNDUP OF CORONAVIRUS DASHBOARDS, DATASETS AND RESOURCES April 17, 2020April 17, 2020Martin Frigaard
Roundups
FIVE WAYS ORGANIZATIONS ARE VISUALIZING CARBON EMISSIONS SIX WAYS YOU MIGHT CONSIDER VISUALIZING POLITICAL ISSUES AND IDEOLOGIES THIS ELECTION SIX DIGITAL SKILLS ALL NEW JOURNALISTS SHOULD CONSIDER LEARNING AND A ROAD MAP TO UNLOCKING THEMLONGFORM
REPORTERS OFTEN COVER TRAUMATIC EVENTS BUT DISCUSSIONS OF MENTAL HEALTH ARE RARE IN MOST NEWSROOMS. THAT’S CHANGING. Journalists who are frequently first responders at harrowing scenes of devastation and human suffering are primed to develop post-traumatic stress disorder, substance abuse, depression and anxiety – the“big four”
January 22, 2020April 3, 2020 George Barker and Stella WestlakeInsights
, Longform
JOURNALISM SCHOOLS NEED TO FOCUS ON DATA, LOCAL NEWS, SOCIAL MEDIA AND BUSINESS MODELS. HERE ARE SOME THAT ARE. THE FUTURE OF MACHINE LEARNING IN JOURNALISM JOURNALISTS IMPROVE COVERAGE OF MEMES WITH CAREFUL REPORTING HOW THE PALM BEACH POST UNEARTHED AN OPIOID CONSPIRACY WITH ROOTS INFLORIDA
SOCIAL MEDIA AND NEWS: THE DILEMMA OF OUR TIME HOW THE WASHINGTON POST DESIGNS ITS SNAPCHAT STORIESWHAT IS STORYBENCH?
_Storybench_ takes an “under the hood” look at the latest in digital storytelling, from data visualization and investigative journalism to virtual reality and the digital humanities. In addition to in-depth FEATURES andINTERVIEWS with
industry practitioners, we offer hands-on TUTORIALSthat can be
“downloaded” right into the newsroom or classroom. We also publish research we're running at Northeastern's SCHOOL OFJOURNALISM
along with collaborators in data science, communication studies, computational social sciences and information design. These projects include the CO-LABORATORY FOR DATA IMPACT,
the CLIMATE JOURNALISM LAB, the
2020 STORYBENCH ELECTION COVERAGE TRACKERand the
REINVENTING LOCAL TV NEWS PROJECT.
Want to contribute to _Storybench_? PITCH US or join us for a graduate degree in the MEDIA INNOVATION program at Northeastern University’s School of Journalism. SUBSCRIBE TO OUR NEWSLETTER STORYBENCH 2020 ELECTION COVERAGE TRACKER The Storybench 2020 Election Coverage Tracker intends to keep tabs on the political coverage of the 2020 presidential election by covering media trends and using various data sources to explore medianarratives.
Instead of keeping track of who’s ahead in the horse race, we’ll be turning our focus to those covering the horse race – the media outlets themselves and various proxies for public attention. Followalong here .
BEST OF STORYBENCH
How the Wall Street Journal visualized 500+ conflicts of interest ofthe Trumps
Women on the 2020 campaign trail are being treated more negatively bythe media
Getting started with data visualization in R using ggplot2 Understanding what makes a visualization memorable Using French wine reviews to understand TF-IDF, a measure of how unique a word is to a documentPROJECTS
Over the next two years we’ll be surveying the media’s coverage of the candidates and the issues. Follow along here.
The Reinventing Local TV News Project , from Northeastern’s School of Journalism, is analyzing the formats and practices of local news stations, and suggesting new ways of telling stories that can better engage diverse audiences. Read our inaugural post here.
THE CLIMATE JOURNALISM LAB The Climate Journalism Labaims to
examine and unpack the trends, tools and techniques employed by reporters and organizations covering climate change. JOIN US AT NORTHEASTERN! Want to write for _Storybench_ and probe the frontiers of mediainnovation? Apply
for one of our graduate programs at Northeastern University’s Schoolof Journalism .
Rolling admissions, no GREs required and financial aid available.Email here.
INTERVIEWS
Pizza, Press & Politicsis our weekly
speaker series at Northeastern’s School of Journalism. Watch interviews with David Filipov, Mike Workman, Jenn Smith, Martha Durkee-Neuman, Susan Labandibar, John Ward, Marc Fortier, Carol Gregory, Ling-Mei Wong and Elana Gordon. COLLABORATIVE, OPEN, MOBILE Over the last three years, _Storybench_ has interviewed 72 data journalists, web developers, interactive graphics editors, and project managers from around the world to provide an “under the hood” look at the ingredients and best practices that go into today’s most compelling digital storytelling projects. They boil down to three key areas of emphasis: 1) highly networked, team-based collaboration; 2) an ethos of open-source sharing, both within and between newsrooms; 3) and mobile-driven story presentation. Read our paper here.
STORYBENCH ON TWITTERWHAT IS STORYBENCH?
_Storybench_ takes an “under the hood” look at the latest in digital storytelling, from data visualization and investigative journalism to virtual reality and the digital humanities. In addition to in-depth FEATURES andINTERVIEWS with
industry practitioners, we offer hands-on TUTORIALSthat can be
“downloaded” right into the newsroom or classroom. We also publish research we're running at Northeastern's SCHOOL OFJOURNALISM
along with collaborators in data science, communication studies, computational social sciences and information design. These projects include the CO-LABORATORY FOR DATA IMPACT,
the CLIMATE JOURNALISM LAB, the
2020 STORYBENCH ELECTION COVERAGE TRACKERand the
REINVENTING LOCAL TV NEWS PROJECT.
Want to contribute to _Storybench_? PITCH US or join us for a graduate degree in the MEDIA INNOVATION program at Northeastern University’s School of Journalism. __ Proudly powered by WordPress | Theme: NewsAnchor by aThemes.Details
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