dbcolstats - compute statistics on a fsdb column
dbcolstats [-amS] [-c ConfidenceFraction] [-q NumberOfQuantiles] column
Compute statistics over a COLUMN of data. Records containing non-numeric data are considered null do not contribute to the stats (with the "-a" option they are treated as zeros).
Confidence intervals are a t-test (+/- (t_{a/2})*s/sqrt(n)) and assume the population takes a normal distribution with a small number of samples (< 100).
By default, all statistics are computed for as a population sample (with an ’’n-1’’ term), not as representing the whole population (using ’’n’’). Select between them with --sample or --nosample. When you measure the entire population, use the latter option.
The output of this program is probably best looked at after reformatting with dblistize.
Dbcolstats runs in O(1) memory. Median or quantile requires sorting the data and invokes dbsort. Sorting will run in constant RAM but O(number of records) disk space. If median or quantile is required and the data is already sorted, dbcolstats will run more efficiently with the -S option.
-a or --include-non-numeric
Compute stats over all records (treat non-numeric records as zero rather than just ignoring them).
-c FRACTION or --confidence FRACTION
Specify FRACTION for the confidence interval. Defaults to 0.95 for a 95% confidence factor.
-f FORMAT or --format FORMAT
Specify a printf(3)-style format for output statistics. Defaults to "%.5g".
-m or --median
Compute median value. (Will sort data if necessary.) (Median is the quantitle for N=2.)
-q N or --quantile N
Compute quantile (quartile when N is 4), or an arbitrary quantile for other values of N, where the scores that are 1 Nth of the way across the population.
--sample
Compute sample population statistics (e.g., the sample standard deviation), assuming n-1 degrees of freedom.
--nosample
Compute whole population statistics (e.g., the population standard devation).
-S or --pre-sorted
Assume data is already sorted. With one -S, we check and confirm this precondition. When repeated, we skip the check. (This flag is ignored if quartiles are not requested.)
--parallelism=N or "-j N"
Allow sorting to happen in parallel. Defaults on. (Only relevant if using non-pre-sorted data with quantiles.)
-F or --fs or --fieldseparator S
Specify the field (column) separator as "S". See dbfilealter for valid field separators.
-T TmpDir
where to put temporary data. Only used if median or quantiles are requested. Also uses environment variable TMPDIR, if -T is not specified. Default is /tmp.
-k KeyField
Do multi-stats, grouped by each key. Assumes keys are sorted. (Use dbmultistats to guarantee sorting order.)
--output-on-no-input
Enables null output (all fields are "-", n is 0) if we get input with a schema but no records. Without this option, just output the schema but no rows. Default: no output if no input.
This module also supports the standard fsdb options:
-d |
Enable debugging output. |
-i or --input InputSource
Read from InputSource, typically a file name, or "-" for standard input, or (if in Perl) a IO::Handle, Fsdb::IO or Fsdb::BoundedQueue objects.
-o or --output OutputDestination
Write to OutputDestination, typically a file name, or "-" for standard output, or (if in Perl) a IO::Handle, Fsdb::IO or Fsdb::BoundedQueue objects.
--autorun or --noautorun
By default, programs process automatically, but Fsdb::Filter objects in Perl do not run until you invoke the run() method. The "--(no)autorun" option controls that behavior within Perl.
--help
Show help.
--man
Show full manual.
Input:
#fsdb absdiff
0
0.046953
0.072074
0.075413
0.094088
0.096602
# | /home/johnh/BIN/DB/dbrow
# | /home/johnh/BIN/DB/dbcol event clock
# | dbrowdiff clock
# | /home/johnh/BIN/DB/dbcol absdiff
Command:
cat data.fsdb | dbcolstats absdiff
Output:
#fsdb mean:d stddev:d pct_rsd:d conf_range:d conf_low:d conf_high:d conf_pct:d sum:d sum_squared:d min:d max:d n:q
0.064188 0.036194 56.387 0.037989 0.026199 0.102180.95 0.38513 0.031271 0 0.096602 6
# | /home/johnh/BIN/DB/dbrow
# | /home/johnh/BIN/DB/dbcol event clock
# | dbrowdiff clock
# | /home/johnh/BIN/DB/dbcol absdiff
# | dbcolstats absdiff
# 0.95 confidence intervals assume normal distribution and small n.
dbmultistats(1), handles multiple experiments in a single file.
dblistize(1), to pretty-print the output of dbcolstats.
dbcolpercentile(1), to compute an even more general version of median/quantiles.
dbcolstatscores(1), to compute z-scores or t-scores for each row
dbrvstatdiff(1), to see if two sample populations are statistically different.
Fsdb.
The algorithms used to compute variance have not been audited to check for numerical stability. (See http://en.wikipedia.org/wiki/Algorithms_for_calculating_variance).) Variance may be incorrect when standard deviation is small relative to the mean.
The field "conf_pct" implies percentage, but it’s actually reported as a fraction (0.95 means 95%).
Because of limits of floating point, statistics on numbers of widely different scales may be incorrect. See the test cases dbcolstats_extrema for examples.
new
$filter = new Fsdb::Filter::dbcolstats(@arguments);
Create a new dbcolstats object, taking command-line arguments.
set_defaults
$filter->set_defaults();
Internal: set up defaults.
parse_options
$filter->parse_options(@ARGV);
Internal: parse command-line arguments.
setup
$filter->setup();
Internal: setup, parse headers.
_round_up
$i = _round_up($x);
Internal: Round up to the next integer.
_compute_quantile
($median, $quantile_aref) = _compute_quantile($n, $mean);
Internal: Compute quantile from the saved data. Not generalizable. We assume the saved output is closed before we enter.
run_one_key
$filter->run_one_key();
Internal: run over each row, for a given key.
run
$filter->run();
Internal: run over each row, for one or many keys.
Copyright (C) 1991-2018 by John Heidemann <johnh AT isi DOT edu>
This program is distributed under terms of the GNU general public license, version 2. See the file COPYING with the distribution for details.