Few Word Do Trick (fwdt)
Few Word Do Trick (fwdt) is a cross-platform general purpose fast logger for humans that supports incomplete csvs for a better data entry experience.
Two Laws Of Human Data Entry
First Law: To prevent data entry errors, never enter data.
Second Law: When First Law is not possible only enter changes.
Personal Anecdote
Data entry by humans is error prone. I know this from first hand experience. Though I do not have the evidence in front of me I assume that the average person can't generate flawless entries especially as the number of those entries increase to larger numbers.
Recently I stumbled across a ham radio data logger fle. It is a domain specific language (DSL) which allows data entry with minimal repetition. This command line utility is similar in spirit, but does not invent its own Amature Radio specific DSL. It uses incomplete csv files as the data input and outputs complete csv files.
Getting Started
The command used to go from a fl file to a csv file, which is comma separated, is:
# get the data
wget https://raw.githubusercontent.com/alexhallam/fwdt/main/test/data/radio_log_small.csv
# output the imputed csv file
fwdt -s, test/data/radio_log_small.csv
The output is
date,group,mycall,operator,received,sent,freq,time,call
2022-08-08,cw,wq8R,wq8R,599,599,7.2230,1107,qr3e
2022-08-08,cw,wq8R,wq8R,599,599,7.2230,1113,kn6h
2022-08-08,cw,wq8R,wq8R,599,599,7.2230,1127,ae0bc
2022-08-08,cw,wq8R,wq8R,599,599,7.2230,1207,ae4bc
2022-08-08,cw,wq8R,wq8R,599,599,14.223,1207,qr3e
2022-08-08,cw,wq8R,wq8R,599,599,14.223,1213,kn6h
2022-08-08,cw,wq8R,wq8R,599,599,14.223,1217,a8rat
2022-08-08,cw,wq8R,wq8R,599,599,14.223,1217,ko7rqq
Automatic Updates
I prefer immediate feedback. It is possible to pipe the output of fwdt
to tidy-viewer
. If entr
is used then previews of data changes can be made each time the file is saved!
find . | entr sh -c 'fwdt -s, radio_log_small.csv | tidy-viewer'
Details
Assume a user has the final dataset in mind. Using wc -m
The character count is 453
.
date group mycall operator received sent freq time call
1 2022-08-08 cw wq8R wq8R 599 599 7.2230 1107 qr3e
2 2022-08-08 cw wq8R wq8R 599 599 7.2230 1113 kn6h
3 2022-08-08 cw wq8R wq8R 599 599 7.2230 1127 ae0bc
4 2022-08-08 cw wq8R wq8R 599 599 7.2230 1207 ae4bc
5 2022-08-08 cw wq8R wq8R 599 599 14.223 1207 qr3e
6 2022-08-08 cw wq8R wq8R 599 599 14.223 1213 kn6h
7 2022-08-08 cw wq8R wq8R 599 599 14.223 1217 a2rat
8 2022-08-08 cw wq8R wq8R 599 599 14.223 1217 ko7rqq
If a user erases the repetitive data, the character count may be reduced to 187
. The only data the user must enter is shown below. I will refer to these incomplete csv files as fast logged (fl) files.
date,group,mycall,operator,received,sent,freq,time,call
2022-08-08,cw,wq8R,wq8R,599,599,7.2230,1107,qr3e
1113,kn6h
1127,ae0bc
1207,ae4bc
14.223,1207,qr3e
1213,kn6h
1217,a8rat
1217,ko7rqq
If this were mapped to the original formatting it would be easier to see what was erased.
date group mycall operator received sent freq time call
1 2022-08-08 cw wq8R wq8R 599 599 7.22 1107 qr3e
2 NA NA NA NA NA NA NA 1113 kn6h
3 NA NA NA NA NA NA NA 1127 ae0bc
4 NA NA NA NA NA NA NA 1207 ae4bc
5 NA NA NA NA NA NA 14.2 1207 qr3e
6 NA NA NA NA NA NA NA 1213 kn6h
7 NA NA NA NA NA NA NA 1217 a8rat
8 NA NA NA NA NA NA NA 1217 ko7rqq
How to make a valid fast log file
The rules are very simple.
- The first two lines (column headers and the first line of data) must be complete. The first line of data is the "mother line". This is the base for future recursive data imputation when data is not present.
- All subsequent lines are replaced by the right most column. (Put columns that change the most frequently to the right).
Install
cargo install fwdt
Scorch
How do I know when to use fl files over csv?
Scorch is defined as [1 - (fl_word_count/csv_word_count)]
. Using the example at the top of the page fl_word_count=187
and csv_word_count=453
, so 1 - (187/453) ~ 59%
. This is an uncommonly high scorch. It represents the percent of text saved by using a fl file over a complete csv. Even if scorch is smaller, 5%, that is still 5% that will not have to entered by hand thus will be error free.
Help
fwdt 0.1.2
๐๐ฅ Few Word Do Trick (fwdt) is a fast data logger ๐๐ฅ
Example Usage:
fwdt -s, data.csv
USAGE:
fwdt [FLAGS] [OPTIONS] [FILE]
FLAGS:
-b, --debug-mode Print object details to make it easier for the maintainer to find and resolve bugs.
-h, --help Prints help information
-V, --version Prints version information
OPTIONS:
-s, --delimiter <delimiter> The delimiter separating the columns. Example #1 `fwdt -s ' '
test/data/power_lift.csv`. Example #2 `fwdt -s, test/data/radio_log_small.csv`
-d, --ditto <ditto> A Ditto Mark to explicitly tell the program to fill cell with the previous line's
cell value. Example #1 `fwdt -s, -d. test/data/radio_log_small.csv` [default: .]
ARGS:
<FILE> Data file to process