Category Archives: Computers & Internet

naijR 0.2.2

This post is to announce the arrival of naijR 0.2.2 on CRAN.

New S3 classes

This version of the package introduces the use of an object-oriented style to programming, making available constructors for states and lgas objects. To create instances of both classes, we pass a character vector of States or LGAs as appropriate. These constructors are somewhat permissive and do not perform strict accuracy checks. For that we have the functions is_state and is_lga.

Check for LGAs

There are 774 LGAs in the country and they are pivotal to any analytic tasks done with country data. They are also very often misspelt as any dataset taken from the wild would reveal. I have taken the pains to provide authoritative appellation for this tier of governance using government sources. This can be easily inspected in the inbuilt package dataset lgas_nigeria.

The new function is_lga will scan through a vector to check whether its elements have correctly spelt LGAs. Where poorly spelt ones are found, the function fix_region can be used to correct this. The method for lgas objects will attempt to do this automatically using partial matching. For example

> library(naijR)
> mylga <- c("Amuwo-Odofin", "Bukuru", "Askira-Uba")
> is_lga(mylga)

Fix mispelt regions

A major addition in the current version is the function fix_region, which helps a user to repair any misspelt adminstrative regions within a dataset. The function has methods for different kinds of regions i.e. States and Local Government Areas, which are optionally represented as the S3 objects states and lgas, respectively. However, the function also has a method for base character vectors, mainly for States, since they are not that many. To repair our vector my_lga, we will create an lgas object first and then pass it as an argument to fix_region.

> fixed <- fix_region(lgas(mylga))
Approximate match(es) not found for the following:
* Bukuru
Warning message:
In lgas(mylga) : One or more elements is not an LGA
> fixed
[1] "Amuwo-Odofin" "Bukuru"       "Askira/Uba"

The LGA Askira-Uba has been corrected to its correct spelling, Askira/Uba. However, a match could not be found for the element Bukuru. (Bukuru is actually the name of the headquarters of Jos South LGA of Plateau State). To continue attempting to repair our vector, we run fix_region in interactive mode

> fixed <- fix_region(lgas(mylga), interactive = TRUE)
Approximate match(es) not found for the following:
* Bukuru
Do you want to repair interactively? (Y/N): 

The user is prompted to continue interactively. To continue enter something like y.

Fixing ‘Bukuru’
Search pattern: buk
Select the LGA 
1: Bukkuyum
2: Retry
3: Skip
4: Quit

We are searching for options using the search term buk and only one option was returned i.e. Bukkuyum. Unfortunately, that’s not the one we are looking for so we will enter 2 and run the search again, by passing only bu

Selection: 2
Search pattern: bu
Select the LGA 
 1: Buruku                         2: Akpabuyo                    
 3: Obubra                         4: Obudu                       
 5: Burutu                         6: Abuja Municipal Area Council
 7: Babura                         8: Buji                        
 9: Bunkure                       10: Sabuwa                      
11: Bunza                         12: Kabba/Bunu                  
13: Ijebu East                    14: Ijebu North                 
15: Ijebu North East              16: Ijebu Ode                   
17: Abua/Odual                    18: Tambuwal                    
19: Bursari                       20: Bukkuyum                    
21: Bungudu                       22: Retry                       
23: Skip                          24: Quit      

The LGA I wanted to select was Buruku, so I pick option 1

Selection: 1
Warning message:
In lgas(mylga) : One or more elements is not an LGA
> fixed
[1] "Amuwo-Odofin" "Buruku"       "Askira/Uba"  
> is_lga(fixed)

We’ve fixed the LGAs! At this point, any LGAs that could not be fixed can be treated be directly manipulation of the object,


This version of the package provides increased granularity for the Nigeria country map, currently going down to LGA levels.


To know more about drawing Nigeria maps with the package, see the documentation (?map_ng) or read the vignette.


This version of naijR brings some new functionality to aid with data cleaning and validation of LGA names, as well as LGA level mapping. I would like you to try it out and give me some feedback.

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Filed under Data Scoemce

RQDAassist v.0.3.1

This is to announce a new version of the R package RQDAassist, a package whose goal is to make working with RQDA much easier.

This version principally adds new functionality in the retrieval of codings from a project database. The function takes as arguments the file path to an RQDA project and a string containing a valid SQL query (SQLite flavour). As a default, one does not need to specify the query. The function does this internally to fetch data from relevant tables in the .rqda file. Thus, for a project MyProject.rqda, one can simply call


The default query that is run internally by this function is as follows:

SELECT treecode.cid AS cid, AS codecat
FROM treecode, codecat
WHERE treecode.catid=codecat.catid AND codecat.status=1;

The user is at liberty to form their own queries; a reference for the database tables is in the RQDA package and the documentation for this function (accessed with ?retrieve_codingtable) provides a quick link to that help page. For example, if we want to just collect the filenames of the transcripts used in an analysis, we can use a different query. Note that the data are returned invisibly, to prevent cluttering of the console, so it’s better to bind it to a variable.

qry <- "SELECT DISTINCT name FROM source WHERE status=1;"
tbl <- retrieve_codingtable("path/to/MyProject.rqda", qry)

We can easily try this out using material from the excellent RQDA workshop conducted by Lindsey Varner and team. We can download the sample project they used right inside R:

url <- ""
project <- "MyProject.rqda"
download.file(url, project, mode = 'wb')

If we check the working directory with list.files, we should see the project there. Next, using our package’s function, we can get a data frame with information on codings.

> df <- retrieve_codingtable(project)
> str(df)
Classes ‘codingTable’ and 'data.frame':	39 obs. of  9 variables:
 $ rowid       : int  1 2 3 4 6 9 10 12 13 14 ...
 $ cid         : int  1 1 2 1 2 4 4 1 4 3 ...
 $ fid         : int  2 2 2 2 2 2 3 4 4 4 ...
 $ codename    : chr  "Improved Time Management" "Improved Time Management" "Improved Organization" "Improved Time Management" ...
 $ filename    : chr  "AEA2012 - Post-Program Interview1" "AEA2012 - Post-Program Interview1" "AEA2012 - Post-Program Interview1" "AEA2012 - Post-Program Interview1" ...
 $ index1      : num  1314 1398 1688 1087 2920 ...
 $ index2      : num  1397 1687 1765 1175 2964 ...
 $ CodingLength: num  83 289 77 88 44 296 120 150 210 116 ...
 $ codecat     : chr  "Positive Outcomes" "Positive Outcomes" "Positive Outcomes" "Positive Outcomes" ...

We see that we now created a data frame with 9 columns, with interesting data in them. Note particularly the variables codename, filename, and codecat. Let us now carry out the other query we gave as an example – to get the filenames of all the transcripts in the project:

> qry <- "SELECT DISTINCT name FROM source WHERE status=1;"
> tbl <- retrieve_codingtable(project, qry)
> tbl
1  AEA2012 - Post-Program Interview1
2  AEA2012 - Post-Program Interview2
3  AEA2012 - Post-Program Focus Group
4  AEA2012 - Pre-Program Focus Group

This project contains only 4 active files from which all the codings are derived!

A practical point

This function is useful for developing qualitative codebooks, and particularly when coding is carried out inductively and as has been demonstrated, can be extended to other uses, depending on the kind of data that are retrieved.


The easiest way to install the package is from an R session with

# install.packages("remotes")

This is a source package, and to build it on Wiindows, Rtools needs to have been properly installed.

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Filed under Computers & Internet, Data Scoemce

An R package to help with RQDA

A few weeks aga, I published a package on GitHub, which I called RQDAassist. The package was inspired by a script I wrote to help RQDA users, myself included, to install the package after it was archived on CRAN when R 4.0 arrived on the scene. So, when RQDAassist was first published, that was its only real functionality.

Today, I am releasing a minor update (v. 0.2.0) that has a few functions added. It can now convert transcripts written in Word into plain text files – a desired format for RQDA projects – and it can prepare those test files into objects that can be read, in bulk, into an RQDA database. Another thing I personally needed for my work was the ability to seaarch qualitative codes using R scripts rather than the graphics user interface; so I wrote a search function, which currently works for active RQDA projects.

This package has so far been tested on Windows 10 (x64) but it should work fine on other major platforms (any subequent update will include the relevant tests for Linux and Mac OS).

There are no plans to take this package to CRAN and indeed there should be no need to do so once RQDA installation from that repository is fully restored. But I find the prospect of additional helper functions to be quite useful in my work and hope others do too. I hope to see these functionalities expand over time.

You are welcome to check out this project at the GitHub repository or try it out using the instructions in the README.

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Filed under Computers & Internet

I uninstalled the Twitter app

Twitter is a sinking ship.

Honestly I’m sick of it. The toxicity. The lies. The biases. The censorship. What started as a fun platform has turned into a daily, waking-hours nightmare.

I remember how I started out on Twitter, back in 2009. At the time, I and one of my friends on MySpace, who was an aspiring model, continued sharing our thoughts on the site. At the time, she wasn’t too sure of her looks and I assured her that she had what it takes to make a good career. And she did make it big time. But she’s since been suspended on Twitter — maybe for showing too much flesh. I won’t mention her name for obvious reasons.

Twitter has not been a very positive experience for me in 2020. The role it has played in silencing valid dissenting medical opinion on the COVID-19 response is what I found most repulsive. I am particularly offended by their censorship of tweets about valid research that do not fit a certain narrative.

The deliberate suppression of tweets on damning information on one of the U.S. presidential candidates is also unforgivable.

Frankly, I’m done. I’ve decided to pull back, first by removing the Twitter mobile app. I will remain active on the platform but on a more impersonal note. I don’t think the site can survive too long anyway. There is no trust anymore and even the beneficiaries of its antics know this.

I remember how we used to complain about porn and terror on Twitter. Nothing much was ever done about it – basically it boiled down to free speech and we just decided to live with it. “Face your tribe and ignore the stuff you don’t like” was the approach we followed. Nowadays, the woke brigade at Twitter will flag a tweet that says “only females can have cervical cancer”. Balderdash!

For me it’s time to scale down. Thank God I don’t have a million followers, so it’s going to be easy to disappear altogether, soon.


Filed under Computers & Internet

Why you need your own space on the Web

The other day I encountered a tweet by a well-known Norwegian C++ programmer, Patricia Aas on Net Neutrality and we exchanged a few mentions regarding that very topic. She was trying to make a case for the use of web browsers over apps, citing serial abuse by app owners.

These days, social media platforms seem to have come to a head. The era of innocent social media fun and banter seems to be over. The violation of this innocence probably began with the Arab Spring, when Twitter rose to prominence as a powerful tool for political activism. During the rise of ISIL, and then ISIS, merchants of death began to make audacious appearances on the same site. Then came the US 2016 elections and the fallout from the Cambridge Analytica affair, which resulted in much hue and cry about election interference.

Social media is toast. All the same, we still flock to the watering holes, most of us oblivious of the crocodiles that lay in wait (or perhaps many are just too thirsty to even care).

Nowadays social media giants wield a lot of power, power that they derive from other people’s data. I am not saying that they are doing any thing wrong. I am convinced that the onus lies on the users not to do themselves a disservice when they totally trust and depend on these companies. It seems we are in a time where people simply refuse to accept responsibility for they own lives.

And this is why many have lost out. How many, like me, lost all their data after MySpace was sold? What about all the time invested in Google Plus? How many remember how Facebook vowed not to mash up WhatsApp data with that of the parent company, only to break that promise a few years later? Some people get banned or suspended for their harmless political views, simply because some “fact checker” at a company disagrees with them — does something have to be consensual before being accepted as a fact and how bland is social interaction without dissent?

Am I advocating the avoidance of social media sites? Absolutely not. That they have done us all a good service is not in doubt. After all, this post is written on, a social blogging site. What I am saying is that we, the consumers, need to start playing smart with our use of these services. There are 2 simple things I have started to do that could help:

  1. Have a strategy for regularly backing up ALL your data from social media sites.
  2. Develop your own space. Start off by buying a domain. Host your own website — and it doesn’t have to be anything fancy — and work to mirror your social media content

What do you think?

Photo by Nikita Kachanovsky on Unsplash


Filed under Computers & Internet