Professional Skills: Data Storytelling – 33310- JOUR 4401 – A – 2021

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 Professional Skills: Data Storytelling  – 33310- JOUR 4401 – A
School of Journalism and Communication
Fall 2021

Day: Wednesday
Time: 6:05 – 8:55

Location: usual location is room Richcraft Hall 1105 (the TV Newsroom),
Hybrid of in-person and virtual

Instructor: David McKie
Phone Number: 1-613-288-6523 (office) 1-613-290-7380 (cell)
Email: davidmckiec@gmail.com
Teaching Assistant:
Payton Pei
Email: PaytonPei@cmail.carleton.ca
873-354-4085
 Rebecca Bartlett & Meaghan Kenny
GIS and Digital Resources Librarians
Research Support Services
Carleton University Library
613-520-2600 x 1615
gis@carleton.ca.

David and Fred are co-authors of
The Data Journalist: Getting the Story
You can also obtain a copy of The Data Journalist e-book. You’ll need a Kobo device or reader (reader available free for AndroidiOS, Mac and PC).

Data journalism stories |  What you will learn |    Needs and Special Accommodations  | Assignments and deadlines |  Week one | Week two | Week three | Week four | Week five | Week six |Week seven | Week eight | Week nine | Week ten | Week eleven | Week twelve | Week thirteen | Assignment One | Assignment One |Assignment Two| Assignment Three |Readings | Additional Reading |Tutorials | Datasets | Additional Resources

COURSE DESCRIPTION

The goal of the Data Journalism Storytelling course is to teach students how to find and negotiate for data that is publicly available, or must be obtained formally or informally through a federal access-to-information, or provincial or municipal freedom-of-information request. We will analyse the records using the following: Excel; MySQL;  DocumentCloud; Qgis; and ArcGISOnline;

Taken together, these tools are packaged into a discipline called data journalism. Our textbook is The Data Journalist: Getting the Story., which is available at the Carleton bookstore in hard copy for  curbside pickup, or as ebooks. 

At the end of this term, you will become adept at searching for information, perusing and downloading files from government open-data websites, recognizing patterns in data, analyzing the material for story ideas, or for questions that could lead to stories or background information for interviews.

As the course’s name suggests, there will be a heavy emphasis on storytelling, using words, maps, charts, video and sound. As such, we will emphasize stories that have appeared in the news, either as examples of how data journalism was used, or how it could or should have been used. These discussions and in-class exercises will help you develop new analytical and storytelling skills. Specially designed tutorials based on data used in this class, and tutorials from The Data Journalist will be used to hone your newly-learned skills.

The course will be comprised of three modules: spreadsheets (Excel);  database managers (MySQL); mapping (Qgis and ArcGIS Online)

There will be three assignments ( please see chart below ). At the end of each segment, there will be an in-class tests worth five percent.

This is a professional school, and you’ll be held to professional standards in both assignments and conduct. As a student of journalism, you must read and adhere to the school’s policies:

  1. Our ethics policy sets out the rules of behaviour that you, as students and journalists, are expected to follow as you carry out your assignments for this course.
  2. Our publishing policy requires certain authorizations before journalistic coursework can be published outside of the class. In addition, your sources must understand that any assignments they are associated with may be published outside of class.
  3. Our policy on electronic media usage requires that you follow copyright regulations with respect to your use of all materials culled from the Internet.

Undergraduates can find all three policies on this page https://carleton.ca/sjc/journalism/undergraduate-studies/resources-current-undergraduate-students/

Graduates can find all three policies here https://carleton.ca/sjc/journalism/graduate-studies/resources-current-students/

You are expected to be familiar with these policies and apply them to your work. Failure to abide by them will adversely affect your standing in the course.

Requests for Academic Accommodation (TOP)

You may need special arrangements to meet your academic obligations during the term. For an accommodation request, the processes are as follows:

Pregnancy obligation
Please contact your instructor with any requests for academic accommodation during the first two weeks of class, or as soon as possible after the need for accommodation is known to exist. For more details, visit the Equity Services website: carleton.ca/equity/wp-content/uploads/Student-Guide-to-Academic-Accommodation.pdf

Religious obligation
Please contact your instructor with any requests for academic accommodation during the first two weeks of class, or as soon as possible after the need for accommodation is known to exist. For more details, visit the Equity Services website: carleton.ca/equity/wp-content/uploads/Student-Guide-to-Academic-Accommodation.pdf

Academic Accommodations for Students with Disabilities
If you have a documented disability requiring academic accommodations in this course, please contact the Paul Menton Centre for Students with Disabilities  at 613-520-6608 or pmc@carleton.ca for a formal evaluation or contact your centre coordinator to send your instructor your letter of accommodation at the beginning of the term. You must also contact the Paul Menton Centre no later than two weeks before the first in-class scheduled test or exam requiring accommodation (if applicable). After requesting accommodation, meet with your instructor as soon as possible to ensure accommodation arrangements are made.

Survivors of Sexual Violence
As a community, Carleton University is committed to maintaining a positive learning, working and living environment where sexual violence will not be tolerated. Survivors are supported through academic accommodations as per Carleton’s Sexual Violence Policy. For more information about the services available at the university and to obtain information about sexual violence and/or support, visit: carleton.ca/sexual-violence-support

Accommodation for Student Activities
Carleton University recognizes the substantial benefits, both to the individual student and for the university, that result from a student participating in activities beyond the classroom experience. Reasonable accommodation must be provided to students who compete or perform at the national or international level. Please contact your instructor with any requests for academic accommodation during the first two weeks of class, or as soon as possible after the need for accommodation is known to exist. https://carleton.ca/senate/wp-content/uploads/Accommodation-for-Student-Activities-1.pdf

If you are an international or exchange student and need help in areas such as proofreading, please feel free to contact the International Student Services Office.

For more information on academic accommodation, please contact the departmental administrator or visit: students.carleton.ca/course-outline

WHAT YOU WILL LEARN (TOP)

1) How to use federal, provincial and municipal open-data web portals;

2) How to analyze statistics using a spreadsheet;

3) How to create a pivot table;

4) How to use advanced functions in Excel;

5) How to use technical skills such as exporting tables from PDFs into Excel;

6) How to use MySQL;

7) How to advance your numeracy skills;

8) How to use Tableau Public;

9) How to use Qgis , ArcGIS Online, and OpenStreetMap;

10) How to become effective storytellers.

Assignments and Deadlines (TOP)

Assignments in this course are governed by the provisions of the document Ethics and Standards in the School of Journalism and Communication. There are three assignments, each with a deadline. Lateness will be penalized with the deduction of a half a grade for every day the story is overdue, though exceptional circumstances will be taken into account. Assignments will be graded and returned with feedback within two weeks of submission.

Questions or appeals about your grade on assignments or other graded components of the course should be raised with the instructor no later than seven business days after the grade has been issued, as explained in the university’s academic regulations (2.7 and 2.8). Your final course grade is based on grades earned throughout the term on the assignments and other graded components listed in the syllabus. This means requests to raise an overall course grade at the end of the term or year cannot be considered.

Standing in a course is determined by the course instructor subject to the approval of the faculty dean. This means that grades submitted by an instructor may be subject to revision. No grades are final until they have been approved by the Dean.

There is no final examination. Each assignment has two components, all of which will figure in the grade:

A. A description of how the documents and data were obtained, why they were useful and how the material was analyzed

B. The resulting story

Academic Integrity

This course abides by Carleton University’s Academic Integrity Policy. Acts of academic dishonesty include, but are not restricted to, plagiarism and unauthorized resubmission of work, and will be dealt with accordingly. Plagiarism is a serious offence, which cannot be resolved directly between the student and the course instructor. If an academic offence is suspected, it will be referred to the office of the dean of the Faculty of Public Affairs. The associate dean of the faculty will conduct a rigorous investigation, including an interview with the student, when an instructor suspects a piece of work has been plagiarized. Penalties are not trivial. They can include a final grade of “F” for the course.

  • Do not, under any circumstances, present someone else’s work as your own.
  • Do not download and/or copy any files, stories, photos, audio or video you find online or elsewhere and use them as your own.
  • Do not fabricate sources of information.
  • Do not invent facts.

For undergraduates: Undergraduate Calendar section 12.0 Academic Integrity http://calendar.carleton.ca/undergrad/regulations/academicregulationsoftheuniversity/ or http://carleton.ca/senate/wp-content/uploads/Academic-Integrity-Policy1.pdf

For graduates: General Regulations, Section 19, of the Graduate Calendar http://calendar.carleton.ca/grad/gradregulations/

Assignments

Percent

Assignment#1: A story using numbers crunched in Excel. Deadline: Midnight Oct. 5 15%
Assignment #2: A story using data analyzed using MySQL. Deadline: Midnight Nov 14. 25%
 Assignment #3: Mapping assignment. Deadline: Midnight Dec 08 35%
Three in-class tests with one at the end of the spreadsheet, MySQL and Mapping sections, respectively. 15%
Participation/professional conduct: For punctuality, informative in-class participation and professionalism displayed by actions such as prompt responses to emailed messages, and the prompt following up after emailed instructions regarding the use of certain software. 10%

GRADES

A+       90-100             A         85-89               A-        80-84

 B+       77-79              B         73-76               B-        70-72

 C+       67-69              C         63-66               C-        60-62

 D+       57-59              D         53-56               D-        50-52

For undergraduates: The passing grade for this course is a grade of C

Questions or appeals about your grade on assignments or other graded components of the course should be raised with the instructor no later than seven business days after the grade has been issued, as explained in the university’s undergraduate calendar.  Your final course grade is based on grades earned throughout the term on the assignments and other graded components listed in the syllabus. This means requests to raise an overall course grade at the end of the term or year cannot be considered.

Standing in a course is determined by the course instructor subject to the approval of the faculty dean. This means that grades submitted by an instructor may be subject to revision. No grades are final until they have been approved by the dean.

*******

For graduates: The passing grade for this course is a grade of B minus

Informal questions or appeals about your grade on assignments or other graded components of the course should be raised with the instructor no later than seven business days after the grade has been issued.

For information about the formal Grade Review process, please see the graduate regulations: http://calendar.carleton.ca/grad/gradregulations/administrationoftheregulations/#15

Standing in a course is determined by the course instructor subject to the approval of the Faculty Dean. This means that grades submitted by an instructor may be subject to revision. No grades are final until they have been approved by the Dean.

Ethics and Professional Standards
This is a professional school, and you’ll be held to professional standards in both assignments and conduct. As a student of journalism, you must read and adhere to the school’s policies.

  1. Our ethics policy sets out the rules of behaviour that you, as students and journalists, are expected to follow as you carry out your assignments for this course. One of the rules, for example, makes clear that you must not interview relatives or friends for your story, except in rare and special circumstances and with the advance permission of the instructor.
  2. Our publishing policy requires certain authorizations before journalistic coursework can be published outside of the class. In addition, your sources must understand that any assignments they are associated with may be published outside of class.
  3. Our policy on electronic media usage requires that you follow copyright regulations with respect to your use of all materials culled from the Internet. For example, you cannot use any pictures you find online in your assignments unless you get written permission from the copyright holder to use them and submit it to the instructor.

Undergraduates can find all three policies on this page https://carleton.ca/sjc/journalism/undergraduate-studies/resources-current-undergraduate-students/

Graduates can find all three policies here https://carleton.ca/sjc/journalism/graduate-studies/resources-current-students/

You are expected to be familiar with these policies and apply them to your work. Failure to abide by them will adversely affect your standing in the course.

Academic Advice

For undergraduates: If you have questions about the journalism program, degree requirements, your standing in the program or your academic audit, you should contact your Undergraduate Administrator Joan Thompson at Joan.Thompson@carleton.ca or Undergraduate Supervisor Randy Boswell at Randy.Boswell@carleton.ca

For graduates: If you have questions about the journalism program, degree requirements, your standing in the program or your academic audit, you should contact your Graduate Administrator Jena Lynde-Smith at JenaLyndesmith@cunet.carleton.ca or Graduate Supervisor Janice Tibbetts at Janice.Tibbetts@carleton.ca

COMMUNICATIONS WITH STUDENTS

This will be done primarily through email correspondence and phone calls — especially during a pandemic — given that I do not have an office at Carleton University. The protocol will dictate that emailed queries will be answered as promptly as possible, if possible within the hour. As such, it will be important for you to regularly check your email account for updates regarding assignments, new datasets or class work. You’ll also be required to use your Carleton University account, not a second account such as gmail.

PROFESSIONALISM

We’ll conduct ourselves as professional journalists. That means attending class, showing up on time; being prepared and ready to make a meaningful contribution based on the preparation work you’ve been assigned; paying attention to your instructor and colleagues and ignoring email correspondence, Facebook, text messages, Twitter, Instagram, and promptly responding to emails from the instructor. You’ll also be expected to stay on top of current events, which is part of your obligation as a journalist.

If your absence is due to a medical reason, you may be required to provide a doctor’s note. If it’s for an internship, then you’ll have to provide details. You are expected to attend ALL classes. If personal reasons prevent you from attending a specific class, please let me know in advance via email.

REQUIRED SUPPORT RESOURCES

Because of the pandemic, the course will be taught online and synchronously, using Zoom. As the school possesses an ArcMap licence, we are be able to use the mapping software. We also use the open-source software, Qgis, and MySQL for our database work. You can use the licence that comes with your tuition to download the latest version of Microsoft Excel, a better option than Google Sheets.

The library’s Maps, Research Support Services is well positioned to provide support to faculties including journalism and communications.

Data Journalism Stories (TOP)

Examples stories using data journalism

CAJ Data Award Winners and finalists

Andreas Wesley, Anu Singh, Caitlin Taylor, Dan Taekema, David Common, Ellen Mauro, Jorge Barrera, Joseph Loiero, Sian Lloyd, Valerie Ouellet, David McKie
Peer-on-Peer Violence in Canadian Schools
CBC News

Inayat Singh, Naël Shiab, Romain Schué, Valérie Ouellet, Zach Dubinsky, Vincent Maisonneuve
Who’s behind Canada’s Most Active Airbnb Accounts?
CBC News / Radio-Canada – Investigative unit

Institute for Investigative Journalism and media partners
Tainted Water
IIJ / Toronto Star / Global News / Le Devoir / Regina Leader-Post / National Observer

Philippe Langlois, Sarah-Maude Lefebvre, Andrea Valéria
Combien gagnent vos élus?
Le Journal de Montréal – Bureau d’enquête

Bethanee Diamond, Ava Coulter, Ian Gibb, Piper MacDougall, Isabel Ruitenbeek, Julia-Simone Rutgers, Jane Sangster, Stacey Seward
Foreclosed
The Signal / University of King’s College, Halifax / The Coast / Pictou Advocate / Port Hawkesbury Reporter

Investintech — CAJ Data Journalism Scholarship
https://www.investintech.com/data-journalism-scholarship/winners/


2019 Philip Meyer Award winners

Winners announced
https://www.ire.org/archives/40165

First place: Hidden Injustice; How U.S. courts cover up deadly secrets
https://www.reuters.com/investigates/section/usa-courts-secrecy/
Reuters

Second place: Ahead of the Fire
https://www.azcentral.com/in-depth/news/local/arizona-wildfires/2019/07/22/wildfire-risks-more-than-500-spots-have-greater-hazard-than-paradise/1434502001/
The Arizona Republic and the USA TODAY Network

Third place: Forced Out: Measuring the scale of the conflict in South Sudan
https://interactive.aljazeera.com/aje/2019/south-sudan-forced-out/index.html
Al Jazeera, supported by Pulitzer Center on Crisis Reporting, African Defence Review and Code for Africa

Honourable mention: Heat and Health in American Cities
https://www.npr.org/2019/09/03/754044732/as-rising-heat-bakes-u-s-cities-the-poor-often-feel-it-most
NPR
Code Red: Baltimore’s Climate Divide
https://cnsmaryland.org/interactives/summer-2019/code-red/index.html
The Howard Center For Investigative Journalism and Capital News Service at the University Of Maryland with additional work done by WMAR TV and Wide Angle Youth Media

The Sigma Awards 2020 winners
https://datajournalism.com/awards

Student Examples

Harbour Rising
https://signalhfx.ca/harbour-rising/
The Signal / University of King’s College, Halifax

The Fish You (Don’t Know You) Eat
https://globalreportingprogram.org/fishmeal/
Oscar Beardmore-Gray, Melanie Woods, Annie Rueter, Ryan Patrick Jones, Abi Hayward, Rehmatullah Sheikh, Dustin Patar, Monique Rodrigues, Rithika Shenoy, Stephan Kroener Hao Luo, Jonathan Ventura, Sebastian Romero Torres, Yuxian Wang, Shumin Wei, Dandan Dong, Thomas Smith, Cameron Bullen, Caroline Graham, Vito Zou, Paige Dean
Global Reporting Program, University of British Columbia / NBC Nightly Films

Left in the Cold: Canada’s First Internment Camps
https://clars377.wixsite.com/ukraine
Mount Royal University / Calgary Journal

Trafficked
http://doc.journalism.ryerson.ca/trafficked/
Sarah Chew, Katie Swyers, Martha Currie, Stephanie Liu
RSJ Doc / Ryerson University

To Die For
https://drive.google.com/a/ryerson.ca/file/d/1tC5XHPPjgVwIGcZBUHBCBck6S2TSLwys/view?usp=sharing
Trevor Green, Katie Li, Vartan Bzdikian, Daniel Drigo
RSJ Doc / Ryerson University

Canvas is tracking your data. What is UBC doing with it?
https://www.ubyssey.ca/features/double-edged-sword/
Zak Vescera
RSJ Doc / Ryerson University

General Investigations

Medical Disorder, parts one and two (Toronto Star)
http://projects.thestar.com/doctor-discipline/

http://projects.thestar.com/doctor-discipline/part-2/index.html

http://projects.thestar.com/doctor-discipline/part-3/index.html

People have a right to ‘as much transparency as possible’ when it comes to doctors’ pasts, health minister says
https://www.thestar.com/news/medical-disorder/2018/05/03/people-have-a-right-to-as-much-transparency-as-possible-when-it-comes-to-doctors-pasts-health-minster-says.html

Rachel Browne (Vice News)
https://news.vice.com/en_ca/article/d35eyq/black-and-indigenous-people-are-overrepresented-in-canadas-weed-arrests

Jacques Marcoux and Katie Nicholson (CBC Manitoba)
https://newsinteractives.cbc.ca/longform-custom/deadly-force

Nael Shiab (L’Actualité)
http://lactualite.com/societe/2017/06/28/un-canada-sans-immigrants/

http://lactualite.com/societe/2018/01/23/philippe-couillard-vous-fait-il-perdre-ou-economiser-de-largent-notre-robot-journaliste-repond-a-vos-questions/

Canada’s Highest Paid CEO’s (The Globe and Mail)
https://www.theglobeandmail.com/report-on-business/careers/management/executive-compensation/table-canadas-top-100-highest-paid-ceos/article30131636/?from=30171589

To gain access to a running, up-to-date list of the latest data journalism stories, please click here.

General Examples

Walmart: Thousands of police calls. You paid the bill.
http://www.tampabay.com/projects/2016/public-safety/walmart-police

Census-related stories

Report reveals alarming — and growing — racialized income divide in GTA
https://www.thestar.com/news/gta/2019/05/06/report-reveals-alarming-and-growing-racialized-income-divide-in-gta.html

Could devastate Rohingya camps
http://fingfx.thomsonreuters.com/gfx/rngs/MYANMAR-ROHINGYA/010062VK4VN/index.html?utm_source=The+Den+Bulletin&utm_campaign=ac556dbf53-EMAIL_CAMPAIGN_2018_05_15&utm_medium=email&utm_term=0_01a9377b12-ac556dbf53-149972721

Is Canada ‘ripping us off’? Or is it the best U.S. trade partner?https://www.washingtonpost.com/graphics/2018/business/us-canada-trade-balance/?utm_term=.5d06e66050de

Stories about data journalism

Can digital government produce usable and useful data for non-expert users? Canada’s National Energy Board faced the challenge with data visualization
http://policyoptions.irpp.org/magazines/february-2019/data-visualization-government-can-empower-dialogue/

OUTLINE

Week One(TOP)

Sept. 8

Class recording
https://studio.youtube.com/video/e9YHk3CiqTo/edit

What we will cover:

Introduction to the course;

A discussion about open data;

A discussion of COVID-19 data;

An introduction to federal and provincial political party ads, voting and campaign donations;

Filtering and sorting.

LINKS:

Following the messaging: Mining Facebook’s ad library on Election 2021
https://www.nationalobserver.com/2021/09/08/analysis/mining-facebook-ad-library-election-2021

NFA attack ads target Trudeau as Tories shift gears on gun control
https://www.nationalobserver.com/2021/09/08/news/nfa-attack-ads-target-trudeau-tories-shift-gears-gun-control

Liberals ask election watchdog to investigate allegation of Conservative collusion with gun lobby
https://www.cbc.ca/news/politics/liberals-elections-watchdog-gun-lobby-1.6168265

Facebook Ad Library
https://bit.ly/3tocKnv

Éric Grenier’s Poll Tracker
https://newsinteractives.cbc.ca/elections/poll-tracker/canada/

338Canada | Poll Analysis & Electoral Projections
https://338canada.com/polls.htm

Voter Turnout – Elections Canada
https://www.elections.ca/content.aspx?section=res&dir=rec/eval/pes2019/vtsa&document=index&lang=e

Albertans donated the most to federal parties — and Quebecers the least — ahead of the 2019 election
https://www.cbc.ca/news/canada/calgary/federal-political-donations-2019-by-province-postal-code-1.5394104

Conservatives raise twice as much as Liberals in first half of year as election looms
https://www.ctvnews.ca/politics/conservatives-raise-twice-as-much-as-liberals-in-first-half-of-year-as-election-looms-1.5534316

Federal political financing
https://www.elections.ca/content.aspx?section=fin&&document=index&lang=e

Elections Ontario
https://www.elections.on.ca/en.html

A list of open-data portals
http://www.davidmckie.com/open-data-portals/

Federal government research
https://www.canada.ca/en.html

Information about programs and information holdings
https://www.canada.ca/en/treasury-board-secretariat/services/access-information-privacy/access-information/information-about-programs-information-holdings/sources-federal-government-employee-information.html

Data on COVID-19 vaccination in the EU/EEA
https://www.ecdc.europa.eu/en/publications-data/data-covid-19-vaccination-eu-eea

Coronavirus disease (COVID-19): Outbreak update
https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection.html?topic=tilelink#a1

COVID-19 vaccination in Canada
https://health-infobase.canada.ca/covid-19/vaccination-coverage/

SANTÉ MONTRÉAL
https://santemontreal.qc.ca/en/public/coronavirus-covid-19/situation-of-the-coronavirus-covid-19-in-montreal/#c41383

COVID-19: Status of Cases in Toronto
https://www.toronto.ca/home/covid-19/covid-19-latest-city-of-toronto-news/covid-19-status-of-cases-in-toronto/

Incident-based crime statistics, by detailed violations, Canada, provinces, territories and Census Metropolitan Areas
https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=3510017701

Week Two(TOP)

Sept. 15

Class recording
https://www.youtube.com/watch?v=KcgvgH5qN_Y

WHAT WE WILL COVER

Given that we are in the middle of a federal election,
we will briefly discuss polling data and how to read the numbers

How to clean and analyse federal political donation statistics

A more detailed explanation about creating pivot tables

Working with Statistics Canada data tables – if we have time

Working with COVID-19 data – if we have time

Links

Éric Grenier’s Poll Tracker
https://newsinteractives.cbc.ca/elections/poll-tracker/canada/

338Canada | Poll Analysis & Electoral Projections
https://338canada.com/polls.htm

Twitter analysis suggests ‘none of the above’ won Thursday’s debate
https://globalnews.ca/news/8179493/english-debate-twitter-reaction/

Conservatives raise twice as much as Liberals in first half of year as election looms
https://www.ctvnews.ca/politics/conservatives-raise-twice-as-much-as-liberals-in-first-half-of-year-as-election-looms-1.5534316

Albertans donated the most to federal parties — and Quebecers the least — ahead of the 2019 election
https://www.cbc.ca/news/canada/calgary/federal-political-donations-2019-by-province-postal-code-1.5394104

Federal political financing
https://www.elections.ca/content.aspx?section=fin&&document=index&lang=e

Population estimates, quarterly
https://www150.statcan.gc.ca/t1/tbl1/en/cv.action?pid=1710000901

Population estimates on July 1st, by age and sex
https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=1710000501

Labour force characteristics, monthly, seasonally adjusted and trend-cycle, last 5 months
https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=1410028701

Labour Force Survey in brief: Interactive app
https://www150.statcan.gc.ca/n1/pub/14-20-0001/142000012018001-eng.htm

Canada Revenue Agency – List of Charities
https://apps.cra-arc.gc.ca/ebci/hacc/srch/pub/dsplyBscSrch?request_locale=en

StatCan release schedules

Statistics Canada’s data tables

Week Three(TOP)

Sept. 22

WHAT WE WILL COVER

Review the fundamentals of reading polling data

Review of Statistics Canada and Ontario sunshine list tables

A continuation of pivot tables

LINKS:

Election Results – Elections Canada
https://enr.elections.ca/ElectoralDistricts.aspx?lang=e

Éric Grenier’s Poll Tracker
https://newsinteractives.cbc.ca/elections/poll-tracker/canada/

Eric Grenier
https://twitter.com/EricGrenierTW

338Canada | Poll Analysis & Electoral Projections
https://338canada.com/polls.htm

Philipple J. Fournier
https://twitter.com/338Canada

Labour Force Survey in brief: Interactive app
https://www150.statcan.gc.ca/n1/pub/14-20-0001/142000012018001-eng.htm

Ontario’s 2020 Sunshine List revealed. Here are the people who got paid the most
https://toronto.ctvnews.ca/ontario-s-2020-sunshine-list-revealed-here-are-the-people-who-got-paid-the-most-1.5354551

Public sector salary disclosure 2020: all sectors and seconded employees
https://www.ontario.ca/page/public-sector-salary-disclosure-2020-all-sectors-and-seconded-employees

A list of open-data portals
http://www.davidmckie.com/open-data-portals/

Ontario COVID-19 Data Catalogue
https://data.ontario.ca/en/group/2019-novel-coronavirus

Population estimates, July 1, by census metropolitan area and census agglomeration, 2016 boundaries
https://www150.statcan.gc.ca/t1/tbl1/en/cv.action?pid=1710013501

Calculating rates using Ontario COVID-19 case-count data and Statistics  Canada’s population estimates, July 1, by census subdivision, 2016 boundaries
https://www150.statcan.gc.ca/t1/tbl1/en/cv.action?pid=1710014201

Facility greenhouse gas reporting: overview of 2019 reported emissions
https://www.canada.ca/en/environment-climate-change/services/climate-change/greenhouse-gas-emissions/facility-reporting/overview-2019.html

Greenhouse Gas Reporting Program data search
https://climate-change.canada.ca/facility-emissions/

Greenhouse Gas Reporting Program (GHGRP) – Facility Greenhouse Gas (GHG) Data
https://open.canada.ca/data/en/dataset/a8ba14b7-7f23-462a-bdbb-83b0ef629823

Week Four(TOP)

Sept. 29

Class recording
https://www.youtube.com/watch?v=o5DTOAc9suw

WHAT WE WILL COVER

Brief discussion of assignment, now due on Oct. 5

Brief discussion of the federal election result;

Upload test posts to WordPress;

Using DocumentCloud;

Continuing with pivot tables using election results;

Review of pivot tables using Statistics Canada tables;

Brief discussion of next week’s installation of MySQL software.

LINKS:

Elections Canada
https://www.elections.ca/home.aspx

Gross domestic product (GDP) at basic prices, by industry, monthly, growth rates (x 1,000,000)
https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=3610043401

Definition of the “chained dollars” reference in the GDP numbers
https://dictionary.university/Chained%20dollars

Real Gross Domestic Product definition
https://www.investopedia.com/terms/r/realgdp.asp

Trending Economics Publications: Scotiabank Economics
https://www.scotiabank.com/ca/en/about/economics.html

Open Ottawa
https://open.ottawa.ca/

COVID-19 in Ottawa Neighbourhoods
https://www.neighbourhoodstudy.ca/covid-19-in-ottawa-neighbourhoods/

Week Five(TOP)

Oct. 6

Class recording
https://www.youtube.com/watch?v=xONJg2l49Es

WHAT WE WILL COVER

Excel test

Introduction to MySQL using datasets we have curated

Links

Canadian international merchandise trade, August 2021
https://www150.statcan.gc.ca/n1/daily-quotidien/211005/dq211005a-eng.htm?HPA=1

Canadian international merchandise trade by industry for all countries
https://open.canada.ca/data/en/dataset/cf26a8f3-bf96-4fd3-8fa9-e0b4089b5866

International trade monthly interactive dashboard
https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2020013-eng.htm

Canadian International Merchandise Trade Web Application
https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2021004-eng.htm

Variant of NAPCS Canada 2017 Version 1.0 – Merchandise import and export accounts
https://www23.statcan.gc.ca/imdb/p3VD.pl?Function=getVD&TVD=817415

Open Ottawa
https://open.ottawa.ca/

City’s call centre log provides snapshot of Ottawans’ top irritants
https://ottawacitizen.com/news/local-news/citys-call-centre-log-provides-snapshot-of-ottawans-top-irritants

Ottawa Service Monthly Requests
https://open.ottawa.ca/search?q=311

NFA attack ads target Trudeau as Tories shift gears on gun control
https://www.nationalobserver.com/2021/09/08/news/nfa-attack-ads-target-trudeau-tories-shift-gears-gun-control

Registry of Lobbyists – federal
https://lobbycanada.gc.ca/app/secure/ocl/lrs/do/guest?lang=eng

MySQL
https://www.mysql.com/

MySQL Tutorial
https://www.mysqltutorial.org/

Week Six(TOP)

Oct. 13

Class recording
https://www.youtube.com/watch?v=pMk4ZZzC9sY

WHAT WE WILL COVER

Continuation of MySQL;

Queries using 311 data;

Introduction of Statistics Canada’s import-export data

LINKS:

EmEditor
https://www.emeditor.com/

UltraEdit
https://www.ultraedit.com/

Notepad++
https://notepad-plus-plus.org/

TextWrangler
https://www.barebones.com/products/textwrangler/

Week Seven(TOP)

Oct. 20

Class recording
https://www.youtube.com/watch?v=moe-z5WLndY

WHAT WE WILL COVER

Feedback on first assignment;

A continuation of work MySQL

Links: 

North American Industry Classification System (NAICS) Canada 2017 Version 2.0
https://www23.statcan.gc.ca/imdb/p3VD.pl?Function=getVD&TVD=380372

International trade monthly interactive dashboard
https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2020013-eng.htm

Canadian International Merchandise Trade Web Application
https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2021004-eng.htm

Week Eight (TOP(Fall break)
Oct. 27

Have a good break!!

Week Nine (TOP

Nov. 3

Class recording
https://www.youtube.com/watch?v=_E-ii8cILo8

MySQL Test

Scraping

Links

CEWS Registry Results
https://apps.cra-arc.gc.ca/ebci/hacc/cews/srch/pub/fllLstSrh?dsrdPg=411&q.ordrClmn=NAME&q.ordrRnk=ASC

Replit.com
https://replit.com/~

PYCharm Community Edition
https://www.jetbrains.com/pycharm/download/#section=windows

Week Ten(TOP)

Nov. 10

Class recording
https://www.youtube.com/watch?v=AL8gp9M4n4g

WHAT WE WILL COVER

An introduction to mapping

Links:

Mapbox
https://www.mapbox.com/

Ottawa Neighbourhood Study
https://www.neighbourhoodstudy.ca/

2,000 COVID-19 cases missing from Toronto’s map of hot spots
https://www.cbc.ca/news/canada/toronto/covid-19-data-toronto-public-health-hot-spots-1.5598844

Why COVID-19 may come calling at your door but not your neighbour’s
https://ottawacitizen.com/news/local-news/why-covid-19-may-knock-at-your-door-and-not-others

These are the Toronto neighbourhoods that have the highest and lowest vaccination rates so far
https://www.thestar.com/news/gta/2021/05/16/these-are-the-toronto-neighbourhoods-that-have-the-highest-and-lowest-vaccination-rates-so-far.html

COVID-19 hits poorer Montreal boroughs hardest, data reveals, with Montreal North bearing the brunt
https://montreal.ctvnews.ca/covid-19/covid-19-hits-poorer-montreal-boroughs-hardest-data-reveals-with-montreal-north-bearing-the-brunt-1.4935066

Decades after mercury poisoned the water, Grassy Narrows still searches for answers
https://www.nationalobserver.com/2021/06/16/decades-after-mercury-poisoned-water-grassy-narrows-searches-answers

Week Eleven(TOP)

Nov. 17

Class recording
https://www.youtube.com/watch?v=BGMqBNXf39c

WHAT WE WILL COVER:

A continuation for mapping.

Links

Second Qgis tutorial

Ottawa wards
https://open.ottawa.ca/datasets/wards-2010/explore?location=45.249387%2C-75.801086%2C1.59

2016 Census – Boundary files
https://www12.statcan.gc.ca/census-recensement/2011/geo/bound-limit/bound-limit-2016-eng.cfm

Ontario Electoral District Shapefiles
https://www.elections.on.ca/en/voting-in-ontario/electoral-district-shapefiles.html

OpenStreetMap
https://www.openstreetmap.org/#map=3/71.34/-96.82

Week Twelve(TOP)

Nov. 24

Class recording
https://www.youtube.com/watch?v=1itacQX22_Q

WHAT WE WILL COVER
Assignment feedback;
DocumentCloud demo;
A continuation of mapping.

Links:

Uploading documents to DocumentCloud
https://www.youtube.com/watch?v=i_d0zsw6hhQ&feature=youtu.be

DocumentCloud Tips and Tricks
https://www.documentcloud.org/help/tips

Canadian international merchandise trade by industry for all countries
https://open.canada.ca/data/en/dataset/cf26a8f3-bf96-4fd3-8fa9-e0b4089b5866

International trade monthly interactive dashboard
https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2020013-eng.htm

Exports  — Statistics Canada
https://www150.statcan.gc.ca/n1/pub/71-607-x/2021004/exp-eng.htm

Week Thirteen (TOP)

Dec. 1
Class recording
What we will learn

A continuation of mapping with ArcGIS Online
https://www.youtube.com/watch?v=ZcPaF2R2vfE

Brief  assignment discussion

Links
Possible expert voices for your stories

Dalla Lana School of Public Health – Live Updates on COVID-​​19 from DLSPH
http://www.dlsph.utoronto.ca/

University of Ottawa – Need an expert? COVID-19 and seniors
https://media.uottawa.ca/news/need-expert-covid-19-and-seniors

Dalhousie University – COVID-19 Expertise
https://www.dal.ca/news/media/experts/newsletter/2020/04/20/april_8__2020.html

State & Territorial Health Department Websites
https://www.cdc.gov/publichealthgateway/healthdirectories/healthdepartments.html

Assignment One(TOP)

Qs AND As:

What is the due date?  Midnight Oct. 5

What do I submit?

  1. A 600-word story using a dataset discussed in class. If you want to use a dataset from an open-data portal that we have not discussed, you must run it by me. The story needs to be uploaded to the assigned category of  our WordPress site, and kept in draft form until you receive permission to  publish.
  2.  A 500-word explanation in an emailed Word document of how you researched the story, including original documents, data and sources, complete with their phone numbers, email addresses and Twitter accounts.
  3. An emailed Excel workbook with the original table and worksheets containing subsets of your data?
  4. The actual story also emailed in a Word document.

Should I check with you before using the data? Only if it’s one discussed outside of class.

How should I analyze the data? Using the techniques that we’ve studied so far (filtering, sorting, pivot tables and  perhaps percent increases if we get far)

What am I looking for in the story? A well-told yarn, with a sharp, crisp lead that makes the audience want to keep reading. Avoid using too many numbers. Think about the most important numbers (one or two), and concentrate on them. As writing coach Don Gibb once remarked, choose a number as carefully as you choose a quote. All your specific references (to studies, events, news conferences, etc.)  MUST be hyperlinked to the PRIMARY source. For instance, if you are referring to a study that states a certain fact, then there should be a hyperlinked reference to the primary record. What I want to see is evidence of solid research. FOR INSTANCE, DO NOT LINK TO A NEWS REPORTS THAT REFERS TO THE STUDY IN QUESTION. MEDIA OUTLETS GET THINGS WRONG. YOU DON’T WANT TO REPEAT THEIR MISTAKES.

Should the story emerge from the data? Yes. Don’t make an assumption, and then use a dataset to try to test it. Have faith that you’ll be able to find newsworthy patterns in your dataset by using the techniques that we’ve learned. If there are no patterns, then perhaps  you should keep looking for a new dataset. For example, mining the Statistics Canada employment data, we learned that young men in most provinces had higher unemployment rates than women in the same age category. Such a finding could lead to interesting stories, featuring compelling characters.

Should the story have any interviews? An interview with AT LEAST one expert who can put your data into context. So get the data work completed early enough to allow for enough time to find the right characters for your story.

Will I lose marks if I don’t have an interview? Yes, half a grade.

Should I have any visualizations? Absolutely. We’ll explore visualizations more in-depth as the term progresses. For this assignment, there should be at least two, including a picture of the subject of your story. Infogr.am or Datawrapper (you’ll have access to tutorials) with  their shallow learning curves might be the easiest options for simple bar or line graphs. You will also be introduced to Tableau Public.

Will I lose marks for neglecting to submit visualizations, or at least the minimum number of them? Yes,  half a grade.

Will I lose marks for failing to reach or exceeding the word limit? It’s not a big deal if you’re 20 or so words over or under the limit. However, anything longer than 650 is too long and should be trimmed. Anything less than 550 is too short.

Can I submit a draft? Yes. However, because this is a large class, I will accept ONLY ONE per student, and will only accept  drafts up to  48 hours BEFORE the due date. Remember, a draft can be point form, or even an explanation of where you intend to take the story. What you submit should not be your first or second draft.

What is the deadline? Midnight Sept. 30. Anything after that will be considered late and docked half a mark. Extensions will be only  be granted for exceptional circumstances. However, we must have a conversation.

Assignment Two (TOP)

What’s the due date? By midnight Sunday Nov. 14

What do I submit?

  1. A 600-word story using a dataset discussed in class;
  2.  A 500-word emailed Word document containing the following: MySQL queries used to produce the data for your story and  an explanation of how you researched the story, including original documents, data and sources, complete with their phone numbers, email addresses and Twitter accounts;
  3. An emailed csv file you that contains the table produced by your MySQL query;
  4. The actual story also emailed in a Word document.

Should I check with you before using the data? Only if it’s one discussed outside of class.

How should I analyze the data? Using the select queries we have learned so far. Once you export the data as a csv file and convert it into an Excel workbook to continue your analysis, you may end up using the techniques we learned during the Excel portion of the course: filtering, sorting, pivot tables, creating percentages and ratios, etc.

What am I looking for in the story? Same as the first assignment. A well-told yarn, with a sharp, crisp lead that makes the audience want to keep reading. Avoid using too many numbers. Think about the most important numbers (one or two), and concentrate on them. As writing coach Don Gibb once remarked, choose a number as carefully as you choose a quote. All your specific references (to studies, events, news conferences, etc.)  MUST be hyperlinked to the PRIMARY source. For instance, if you are referring to a study that states a certain fact, then there should be a hyperlinked reference to the primary record. As was the case with the first assignment, I want to see is evidence of solid research. FOR INSTANCE, DO NOT LINK TO A NEWS REPORTS THAT REFERS TO THE STUDY IN QUESTION. MEDIA OUTLETS GET THINGS WRONG. YOU DON’T WANT TO REPEAT THEIR MISTAKES.

Should the story emerge from the data? Yes.

Should the story have any interviews? An interview with AT LEAST two experts who can put your data into context. So get the data work completed early enough to allow for enough time to find the right characters for your story.

Will I lose a half mark if I only have one interview? Yes

Will I lose a full mark if I don’t have any interviews? Yes

Should I have any visualizations? Absolutely. Repeating what you did for the first assignment,  there should be at least two, including a picture of the subject of your story. Infogr.am or Datawrapper (you’ll have access to tutorials) with  their shallow learning curves might be the easiest options for simple bar or line graphs.

Will I lose marks for neglecting to submit visualizations, or at least the minimum number of them? Yes,  half a grade.

Will I lose a half marks for neglecting to provide cutlines and source citations for my visualizations? Yes, half a grade.

Will I lose marks for failing to reach or exceeding the word limit? It’s not a big deal if you’re 20 or so words over or under the limit. However, anything longer than 650 is too long and should be trimmed. Anything less than 550 is too short.

Can I submit a draft? Yes. However, because this is a large class, I will accept ONLY ONE per student, and will only accept  drafts up to  48 hours BEFORE the due date. Remember, a draft can be point form, or even an explanation of where you intend to take the story. What you submit should not be your first,  second or even third draft.

What is the deadline? Midnight Nov 30. Anything after that will be considered late and docked half a mark. Extensions will be only  be granted for exceptional circumstances. However, we must have a conversation.

Assignment Three (TOP)

What’s the due date? By December 8, midnight

What do I submit?

  1. A 600-word story using a dataset discussed in class;
  2.  A 500-word emailed Word document explaining your methodology.

Should I check with you before using the data? No, because we’re using datasets we have mapped in class.

How should I analyze the data? Using the Qgis join techniques that we have learned.

What am I looking for in the story? Same as the first two assignments.  A well-told yarn about a neighbourhood you have chosen to profile based on your map. It must be a story with a strong central character, with a sharp, crisp lead that makes the audience want to keep reading. As was the case with the previous two assignments, avoid using too many numbers. Think about the most important numbers (one or two), and concentrate on them. As writing coach Don Gibb once remarked, choose a number as carefully as you choose a quote. All your specific references (to studies, events, news conferences, etc.)  MUST be hyperlinked to the PRIMARY source, which for the most part excludes media reports.

Should the story emerge from the data? Yes.

Should the story have any interviews? An interview with one central character and AT LEAST one expert who can put your data and neighbourhood into context. So get the data work completed early enough to allow for enough time to find the right characters for your story.

Will I lose a half mark if I only have one interview? Yes

Will I lose a full mark if I don’t have any interviews? Yes

Should I have any visualizations? Absolutely. Repeating what you did for the first assignment,  there should be at least three, including an embeddable map created in ArcGIS Online, picture of the subject of your story and a visualization using Infogr.am, Datawrapper or Tableau

Am I required to have an embeddable map? Yes

Will I lose marks for neglecting to submit visualizations, or at least the minimum number of them? Yes,  half a grade.

Will I lose a half marks for neglecting to provide cutlines and source citations for my map and other visualizations? Yes, half a grade.

Will I lose marks for failing to reach or exceeding the word limit? It’s not a big deal if you’re 20 or so words over or under the limit. However, anything longer than 650 is too long and should be trimmed. Anything less than 550 is too short.

Can I submit a draft? Yes. However, because this is a large class, I will accept ONLY ONE per student, and will only accept  drafts up to  48 hours BEFORE the due date. Remember, a draft can be point form, or even an explanation of where you intend to take the story. What you submit should not be your first,  second or even third draft.

What is the deadline? Thursday, midnight Dec. 8.  Anything after that will be considered late and docked half a mark. Extensions will be only  be granted for exceptional circumstances. However, we must have a conversation.

Readings(TOP)

Week One:
The Data Journalist: Chapters 1, 2 and 3

Week two:
The Data Journalist: Chapter 4

Week three:
The Data Journalist: Chapters 8 and 11

Week four:
The Data Journalist: Chapters 6 and 7

Week five:
To be assigned

Week six: 
To be assigned

Week seven:
To be assigned

Week eight:
To be assigned

Week nine:
To be assigned

Week ten:
Chapter 7 of The Data Journalist

Week eleven:
to be assigned

Week twelve:

Additional Reading (TOP)

Week one:
Writing coach’s Don Gibb’s do’s and don’t’s column

10 principles for data journalism in its second decade
https://medium.com/@paulbradshaw/10-principles-for-data-journalism-in-its-second-decade-3b45e08a4793

Tutorials(TOP)

From week one:

Search for federal political donations tutorial.pdf

Instructions for downloading 2020 federal political donations

Data Journalism Academy: Writing with data
https://sites.google.com/view/mj-basic-data-academy/data-state-of-mind/writing-with-data?authuser=0

The Quartz guide to bad data
https://github.com/Quartz/bad-data-guide

From week two:

To obtain the Statistics Canada tutorial on using data tables, please click here.

Professional Skills Data Storytelling, Sept 16 StatCan pivot table 1
https://www.youtube.com/watch?v=PoZA3EuN-sM
Professional Skills Data Storytelling, Sept 16 StatCan pivot table 2

Tutorial for downloading federal political contribution data.pdf

Follow this tutorial which explains how to download, save and open the donations table. Upload the Conservative Party leadership contribution file to Google Sheet. Determine which candidate raised the most money and attracted the highest number of donors.

To obtain the pivot table tutorial, please click here.

To download the DocumentCloud tutorial, please click here.

From week three:

To download the Infogram tutorial, please click here.

To obtain the tutorial on calculating per cents, please click here.

To obtain the specialized functions tutorial, please click here.

To obtain the paste special tutorial, please click here.

To download the workbook for the “Working with specialized functions in Excel” tutorial, please click here.

From week four:

Getting data into Tableau:
https://www.youtube.com/watch?v=rrt8hyOaZRI

Working with data:
https://www.youtube.com/watch?v=a7nuVSsXWeM

Building dashboards:
https://www.youtube.com/watch?v=Es50LH0Pbiw

Tableau’s Free Training Videos
https://www.tableau.com/learn/training

From week five:

Peyton Pei’s Youtube installation tutorial MySQL installation tutorial for Macs and PCs

Installing MAMP

To download the Windows version of MySQL installation tutorial, please click here.

To download the Mac version of the MySQL installation tutorial, please click here.

Instructions for accessing MySQL on the computers in the Carleton computer lab.pdf

Setting up your own personal MySQL server in the cloud with Microsoft Azure 

CH5 – Making Tables and Importing Data into MySQL.pdf

CH5 – Getting Started with Queries in MySQL.pdf

From week nine:

Payton Pei’s  Web Crawler for CEWS Registry tutorial
https://www.youtube.com/watch?v=zt20Av9RSeE

Payton Pei’s tutorial using PyCharm to scrape CEWS data
https://www.youtube.com/watch?v=M7nsc3rJDQs

From week ten:

Rebecca Bartlett’s Qgis installation instruction video
https://mediaspace.carleton.ca/media/Installing+QGIS+on+a+Mac/1_tnil5l3l

The first part of the tutorial for downloading Qgis covers the installation instructions for PC users. Please click here.

A video instruction for installing Qgis on a Mac
https://www.youtube.com/watch?v=tGtnCiAwg68&feature=youtu.be

Week1_JOUR4101Handout2021_Nov4rb.pdf

From week eleven:

Qgis tutorial – part one

Qgis tutorial – part two

CH7 – The Data Journalist: Selecting Features in QGIS Desktop.pdf

From week twelve:

To download the QGIS geocoding tutorial, please click here.

Instructions for adding point features to Qgis.pdf

From week thirteen

Meaghan’s ArcGIS Online tutorial

IntroArcGISOnline_media.pdf

ArcGIS Online – Add and Edit Data

To download the ArcGIS Online tutorial  for Story Map Journal templates ( beginning at Exercise: 7 on page 28 ), please click here.

Datasets(TOP)

From week one:

From week two:
Quarterly Political Donation Data_updated.zip

NestedIFStatements_.txt

LabourForceSurvey_1410028701.zip

From week three:

1410035501_Industrial Sector.xlsx

Labour Force Survey_1410028701.xlsx

Sunshine List_2020.csv

Sunshine List_2019.csv

From week four:

From week five:

OttawaInspections.zip

City of Ottawa 311 data_updated.zip

FederalLobbying.zip

From week six:

From week seven:

From week nine:

311_master_updated to Sept 2021

Payton Pei’s web scraping package

Payton’s python code for scraping the CRA CEWS website

CEWS recipients_scraped Nov 2, 2021.xlsx

CEWS recipients_scraped Nov 16, 2021.xlxs

From week ten:

davidmckie.com/ONS Gen2 Web Data_July2020.zip

Data tables for ONS Neighbourhood COVID-19 Vaccination Maps
https://open.ottawa.ca/datasets/data-tables-for-ons-neighbourhood-covid-19-vaccination-maps-/explore

Week eleven:

From week twelve:

From week thirteen:

Additional Resources(TOP)

Using pivot tables – Aneurin Bosley

Canadian Press Style Guide: An Overview

W3 Schools: MySQL Tutorials
https://www.w3schools.com/sql/sql_isnull.asp

MySQL Crash Course 

MySQL Crash Course | Learn SQL

SQL Crash Course – Beginner to Intermediate

Math Tools for Journalists
https://www.amazon.ca/Math-Tools-Journalists-Professor-Professional/dp/0972993746

Fundamental search for journalists (Conversations with Data, Issue #39)

Data Visualization: A Primer

The history of data journalism
https://datajournalism.com/read/longreads/the-history-of-data-journalism