Package: rowingdata
IntroductionThis is a solution for the self-tracking rowers.Some of us use Concept2 rowing machines. Some of us are On-The-Water
rowers. All of us will use smartphone apps, smart watches, fitness (GPS)
watches, etc. to track our activities.Most of them will cross-train. Bike. Run. Skate.That means, the Concept2 logbook is not a sufficient training logbook for us.At the same time, the Concept2 logbook is used in rankings, for challenges,
and more. Many of us will want to log all our rowing on the Concept2 logbook.So there are a couple of challenges here:How do I get my erg rows on Strava/SportTracks/Garmin Connect?Use an ANT+ device, like explained here:https://dr3do.wordpress.com/2015/07/09/hurray/Import from RowPro to SportTracksThere are many smartphone apps to capture data from the PM3/4/5 erg monitor. Not many of them export in a format that is suitable for upload to the above-mentioned sites.How do I get all my rows (including OTW) into the Concept2 logbookFor On-Water and Erg: Add them manuallyFor erg: Upload from ErgData, RowPro, Concept2 utilityThis project aims at giving you ways to:Upload fitness data captured in TCX format to the Concept2 logbook (implemented)This should cover all your On-Water activities, whether they are captured with a SpeedCoach, a GPS fitness watch, your phone, or any other device. As long as you are able to export a valid TCX file.Get erg data captured with apps that have no “upload to Concept2” functionality and upload them to the Concept2 logbook (implemented)For example, painsledGet erg data captured with apps that have no TCX export functionality and convert hem to TCX (implemented)ErgData - downloaded to CSV, converted to TCXRowPro data - exported to CSV, converted to TCX.Make the data accessible in python and create useful plots. Who wants to be limited to what the on-line logbooks plot. Get your data and create:Color HR band charts or Pie Charts (implemented)Plot drive length, drive time, and other erg related parameters as a function of time or distance (implemented)Create histograms (Do-it-yourself).And much more (do-it-yourself). You’ve got the entire Python matplotlib at your disposal. Goodbye excel!As soon as Crewnerd or Speedcoach can upload to C2 natively, or a web
synchronization can be set up between the C2 logbook and popular fitness
tracking sites, my project will lose much of its significance. But that’s OK.Well, at least the colorful plots remain.CreditsThe project is based on python plotting code by
Greg Smith (https://quantifiedrowing.wordpress.com/)
and inspired by the RowPro Dan Burpee spreadsheet
(http://www.sub7irc.com/RP_Split_Template.zip).To install$ easy_install rowingdataOr$ pip install rowingdataTo upgrade:$ pip install --upgrade rowingdataor$ easy_install --upgrade rowingdataNumpy, SciPy and matplotlib are needed. On Linux systems, they should be installed automatically through the dependencies.On Windows, there may be installation issues.A workaround is to install Anaconda, as described here:https://www.scipy.org/install.htmlAnother option is to use official 32-bit installers:http://sourceforge.net/projects/numpy/files/http://sourceforge.net/projects/scipy/files/http://sourceforge.net/projects/matplotlib/files/matplotlib/Or you can fetch the unofficial but recommended Windows releases fromhttp://www.lfd.uci.edu/~gohlke/pythonlibs/(get the MKL builds for NumPy)Command Line ToolsBeta. Use with caution.The easiest way to use rowingdata is from the command line.First, create a rower data file (if you don’t have one yet). Just run the
following command and answer a few questions about yourself. If you don’t
know what heart rate bands are, check herehttp://www.freespiritsrowing.com/content/utilities/hr-bands/:$ roweredit yourfilename.txtYou can omit the file name. This will create a file defaultrower.txt.
You can always run the same command to change parameters (for example
if you lost or gained weight, change the user name or password, etc.Now you need the data files for your row. (The install comes with a few test
files.) Get a TCX file (and a CSV summary file) from CrewNerd. TCX files from
other tools should also work (not tested), as long as the TCX is valid.Or get a CSV export from painsled.TCX filesGeneric TCXIf you have a generic TCX file (from a SpeedCoach, from a Garmin), the
following will create plots and spit out some summary text$ tcxplot tcxfile.tcx yourrower.txtIf you prefer a time based plot:$ tcxplottime tcxfile.tcx yourrower.txtSome TCX files do not have GPS position data. For example SpeedCoach with impeller.
In that case:$ tcxplot_nogeo tcxfile.tcx yourrower.txt
$ tcxplottime_nogeo tcxfile.tcx yourrower.txtThe following will upload your row to the Concept2 logbook, and create a
file crewnerddata.tcx_o.csv that looks like a painsled csv, for future use$ tcxtoc2 tcxfile.tcx yourrower.txtAgain, yourrower.txt is optional.Here is the row on the Concept2 logbook:CrewNerd with summaryHaving a crewnerddata.csv (summary csv) and a crewnerddata.tcx, the following
will create plots and spit out some summary text$ crewnerdplot crewnerddata yourrower.txtThe yourrower.txt argument is the file where you keep your rower data.
This is optional. If you don’t provide it, the tool will look for
defaultrower.txt. If it doesn’t find that, it will use some default values.The script will also spit out some statistics from the summary csv.If you prefer a time based plot:$ crewnerdplottime crewnerddata yourrower.txtPainsledHaving painsled data in testdata.csv, the following will create plots and
spit out some summary text$ painsledplot testdata.csv yourrower.txtor$ painsledplottime testdata.csv yourrower.txtThe yourrower.txt argument is the file where you keep your rower data.
This is optional. If you don’t provide it, the tool will look for
defaultrower.txt. If it doesn’t find that, it will use some default values.The following will upload your row to the Concept2 logbook:$ painsledtoc2 testdata.csv yourrower.txtAgain, yourrower.txt is optional.Here is the row on the Concept2 logbookSpeedCoach GPSHaving SpeedCoach GPS data in testdata.csv, the following will create plots and
spit out some summary text$ speedcoachplot testdata.csv yourrower.txtor$ speedcoachplottime testdata.csv yourrower.txtThe yourrower.txt argument is the file where you keep your rower data.
This is optional. If you don’t provide it, the tool will look for
defaultrower.txt. If it doesn’t find that, it will use some default values.The following will upload your row to the Concept2 logbook:$ speedcoachtoc2 testdata.csv yourrower.txt '2015-11-05T13:15:30-05:00'Again, yourrower.txt and date string are optional.
Because the SpeedCoach CSV file content doesn’t have the row date,
you may provide a date string. The tool should be quite forgiving regarding
the exact format in which you write your date/time string. However, if
you input something ambiguous (time zone), the tool will guess
and your row may end up on the wrong date.
If nothing is provided, today’s date will be taken.RowProHaving RowPro exported data in testdata.csv,
the following will create plots and
spit out some summary text$ rowproplot testdata.csv yourrower.txtor$ rowproplottime testdata.csv yourrower.txtThe yourrower.txt argument is the file where you keep your rower data.
This is optional. If you don’t provide it, the tool will look for
defaultrower.txt. If it doesn’t find that, it will use some default values.For RowPro CSV files, upload to C2 logbook is not available on the command
line. You can upload to C2 directly from the RowPro application.ErgDataIf you use ErgData, you can download a CSV file from your Concept2 log.
Here is how you use those data in this tool:$ ergdataplot testdata.csv yourrower.txtor$ ergdataplottime testdata.csv yourrower.txtThe yourrower.txt argument is the file where you keep your rower data.
This is optional. If you don’t provide it, the tool will look for
defaultrower.txt. If it doesn’t find that, it will use some default values.As your data are already on the Concept2 logbook, it doesn’t make sense to
have a script to upload them once more.However, you may appreciate creating a TCX file for uploading to SportTracks.mobi or Strava:$ ergdatatotcx testdata.csvThis will create a file testdata.csv_o.tcx which you can upload. I have tested
this file on Strava and SportTracks with success. Somehow, even though the
resulting file validates against the TCX Schema, I wasn’t able to upload the file to Garmin Connect, because Garmin Connect rejects TCX files from non-Garmin devices.ErgStickIf you use ErgStick, you can download a CSV file from your Concept2 log.
Here is how you use those data in this tool:$ ergstickplot testdata.csv yourrower.txtor$ ergstickplottime testdata.csv yourrower.txtThe yourrower.txt argument is the file where you keep your rower data.
This is optional. If you don’t provide it, the tool will look for
defaultrower.txt. If it doesn’t find that, it will use some default values.As your data are already on the Concept2 logbook, it doesn’t make sense to
have a script to upload them once more.However, you may appreciate creating a TCX file for uploading to SportTracks.mobi or Strava:$ ergsticktotcx testdata.csvThis will create a file testdata.csv_o.tcx which you can upload. I have tested
this file on Strava and SportTracks with success. Somehow, even though the
resulting file validates against the TCX Schema, I wasn’t able to upload the file to Garmin Connect.Copying to clipboardFrom the command-line, this only works on windows:$ copystats testdata.csv yourrower.txtDirectly in PythonBeta. Use with caution.ImportImport the package>>> import rowingdataYour personal dataThe old and difficult wayIf you’re not me (or have identical heart rate thresholds),
you will have to change the default values for the rower. For example:>>> john = rowingdata.rower(hrut2=100,hrut1=120,hrat=140,hrtr=150,hran=170,hrmax=180,c2username="johntherower",c2password="caughtacrab")You can store this locally like this>>> john.write("johnsdata.txt")Then you can load this like this>>> john = rowingdata.read_obj("johnsdata.txt")The new and easy waySince version 0.65 there are easier ways.Create a new rower through some interactive Q&A:>>> rowingdata.roweredit("johnsdata.txt")If you omit the file name, it will default to “defaultrower.txt”>>> john = rowingdata.getrower("johnsdata.txt")If you want to change John’s data, again just type:>>> rowingdata.roweredit("johnsdata.txt")Painsled iOSTo use with Painsled iOS CSV data, simply do>>> row = rowingdata.rowingdata(csvfile="testdata.csv",rower=myrower)
>>> row.plotmeters_erg()
>>> print row.allstats()The rowingdata object is the basic object containing your rowing data.RowProTo use with RowPro CSV data, simply do>>> rp = rowingdata.RowProParser(csvfile="RP_testdata.csv")
>>> row = rowingdata.rowingdata(df=rp.df)
>>> row.plotmeters_erg()
>>> row.plottime_erg()
>>> print row.summary()The rp object has a dataframe “df” that you can pass to rowingdata.rowingdata
using the df keyword. Thus, you avoid storing intermediate results.Alternatively, you can use:>>> rp = rowingdata.RowProParser(csvfile="RP_testdata.csv")
>>> rp.write_csv("example_data.csv")
>>> row = rowingdata.rowingdata(csvfile="example_data.csv")
>>> row.plotmeters_erg()
>>> row.plottime_erg()
>>> print row.summary()SpeedCoachTo use with SpeedCoach CSV data, simply do>>> sc = rowingdata.speedcoachParser(csvfile="RP_testdata.csv")
>>> row = rowingdata.rowingdata(df=sc.df)
>>> row.plotmeters_erg()
>>> row.plottime_erg()
>>> print row.summary()CrewNerd (and other TCX)To use with CrewNerd TCX data, simply do>>> tcx = rowingdata.TCXParser(csvfile="2016-03-25-0758.tcx")
>>> tcx.write_csv("example_data.csv")
>>> row = rowingdata.rowingdata(csvfile=open("example_data.csv"),rower=myrower)
>>> row.plotmeters_otw()
>>> row.plottime_otw()
>>> print row.summary()Other useful stuffTo get any data column as a numpy array, use (for example for HR data -
see list below for other accessible data fields).>>> row.getvalues[' HRCur (bpm)']Of course you have access to the entire data frame as well:>>> df = row.df
>>> df.describeTo create the colorful plots,
assuming you have a summary file from CrewNerd called 2016-03-25-0758.CSV and
a TCX file called 2016-03-25-0758.TCX>>> rowingdata.dorowall("2016-03-25-0758")Plots and statistics>>> row.uploadtoc2()This will upload your row to Concept2 logbook. It just simply fill the online
form for you. So nothing more than total distance and duration, date, weight
category and row type.Export or re-export to a tcx file is done with>>> row.exporttotcx("test.tcx")With the package at your full disposal, the sky is the limit. You can do any
plot you like or do other statistics, like calculate your average stroke length
including error margin, etc.You can add two rowingdata objects and obtain a new one:>>> row = row1+row2This is an experimental feature and it may lead to unexpected results.
The addition will merge the two dataframes and sort them by time stamp,
removing duplicate time stamps.Data FieldsThe available data fields are‘Timestamp (sec)’‘ Horizontal (meters)’‘ Cadence (stokes/min’‘ HRCur (bpm)’‘ Stroke500mPace (sec/500m)’‘ Power (watts)’‘ DriveLength (meters)’‘ StrokeDistance (meters)’‘ DriveTime (ms)’‘ StrokeRecoveryTime (ms)’‘ AverageDriveForce (lbs)’‘ PeakDriveForce (lbs)’‘cum_dist’If imported from TCX, Rowpro, or other tools, some data fields may not contain
useful information.CSV File StandardThe basic rowingdata class reads CSV files that adher to the standard
described here. Any parser implementation should adher to the minimum
standard as described here.Please send to me any CSV file that adhers to the standard described here
but does not parse well in the “rowingdata” module. I will update the module
and add the file to standard testing.Field Names (Columns)The standard field names are:‘Timestamp (sec)’‘ Horizontal (meters)’‘ Cadence (stokes/min’‘ HRCur (bpm)’‘ Stroke500mPace (sec/500m)’‘ Power (watts)’‘ DriveLength (meters)’‘ StrokeDistance (meters)’‘ DriveTime (ms)’‘ StrokeRecoveryTime (ms)’‘ AverageDriveForce (lbs)’‘ PeakDriveForce (lbs)’‘ lapIdx’‘ ElapsedTime (sec)’The CSV file adhers to the US conventions, with fields
separated by a comma (‘,’)
and using the dot ‘.’ as the decimal symbol.The field names are on the first line. There are no header or footer lines
in the CSV file, to simplify data ingestion.The field names must match exactly, including use of capitals and
leading spaces. Please note the space at the beginning
of some of the field names. If one of the “standard” field names is
missing, the parser shall create it and set the values for this field to 0 (zero), except for the ‘TimeStamp (sec)’ field which is mandatory.The parser shall not depend on the order of the field names (columns).
The parser may reorder columns as well as rows, for example reordering
by the time stamp.Data Fields (Rows)It is recommended that there is one data record per one rowing stroke.Sometimes this is difficult to implement. In that case, the following
formats are happily parsed as well:One record per N meters traveledOne record per N secondsFor calculating statistics, it is important to be consistent. Rowers may
use different devices to capture data in different situations.
Inconsistencies between the devices may lead to inconsistencies in aggregrate data, such as (for example) an app that calculates the number of strokes
taken during a season.
As a “stroke” is a
unit that is natural for rowers, we recommend to have one data field
per stroke.Unless otherwise stated below, all numerical types shall be parsed by
the parser, so it is up to the user to implement single, double, decimal
or integer, and common (en-US) numerical notation shall be parsed well, e.g.234 (integer)22.1 (float)6.3e4 (scientific)Percentages are not guaranteed to be parsed well. Use fractions, e.g.:0.67 (good)67% (not good)Missing DataIf a measuring device does not obtain a value during a stroke, this shall
be indicated in the file. Avoid using dummy values. It will be up to the
parser and further data processing to “clean” the data.Recommended values are ‘nan’ (not a number), or leaving the field empty.Please not that ‘nan’ replacing a missing time stamp may lead to
unpredictable results.TimeStamp (sec)Field name: ‘TimeStamp (sec)’ (no leading space).Unit: secondsThis shall be a Unix time stamp (seconds since January 1, 1970, midnight UTC/GMT) in the UTC time zone.For human readability, it is advised to add a ISO8601 formatted time stamp
as a separate column called ‘ ISO8601’.The value reported shall be the time at the end of the stroke cycle (i.e.
the start of the next stroke), or
at the crossing of the finish line (or lap end distance), whichever
is first. If this
is not adhered to, lap times may be inaccurate.The precision may be up to microseconds, but as a minimum the parser shall
take into account tenths of seconds.It is strongly advised to have no “missing data” in the time stamp field.Distance (m)Field name: ‘ Horizontal (meters)’Unit: metersThis is the distance covered at the end of the stroke since the beginning
of the workout or lap.For best results, it is recommended to report the cumulative distance since
the beginning of the workout, but it is allowed to reset the distance at
the beginning of each lap.Cadence (SPM)Field name: ‘ Cadence (stokes/min)’Unit: strokes/minPlease note the typo in the field name. It is recommended that the parser
checks for “strokes” if “stokes” is not found, but this is not guaranteed.Heart RateField name: ‘ HRCur (bpm)’Unit: beats per minuteHeart Rate in beats per minutePaceField name: ‘ Stroke500mPace (sec/500m)’Unit: secondsPace in seconds per 500m. Avoid negative values.When the rower stops, this value goes to infinity. Use empty field, ‘nan’,
‘inf’ or equivalent. Avoid inserting 0, because this will mess
up speed calculations.If this field is missing, there must be a possibility to calculate it
from distance and time fields. If distance and pace fields are missing,
the parser may throw an error.Power (watts)Field name: ‘ Power (watts)’Unit: WattPower in watts. For erg it should be the power reported by the monitor.
For OTW rowing, it is recommended that this is the total mechanical
power exerted by the rower, i.e. power used for propulsion, plus waste
(puddles, drag), as opposed to the metabolistic power.Drive LengthField name: ‘ DriveLength (meters)’Unit: meterThe distance traveled by the handle along the longitudal
axis of the boat or erg.For OTW rowing, where the oar or scull rotates around the pin, this
is not equal to the length trajectory traveled by the hands. It
is the projection of that trajectory on the longitudal axis.Stroke DistanceField name: ‘ StrokeDistance (meters)’Unit: meterThe distance traveled during the stroke cycle.Drive TimeField name: ‘ DriveTime (ms)’Unit: msThe duration of the drive part (from catch to finish) of the stroke. For
OTW rowing it is recommended to measure this as
the time it takes from the minimum (catch) oar angle to the maximum (finish)
or angle,
as opposed to “blade in” to “blade out” times.Recovery TimeField name: ‘ StrokeRecoveryTime (ms)’Unit: msThe duration of the recovery part. See Drive Time for the definition. Drive Time plus Recovery Time should equal the duration of the entire stroke cycle.Average Drive ForceField name: ‘ AverageDriveForce (lbs)’ / ‘ AverageDriveForce (N)’Unit: lbs - or N, see belowCurrently implemented is only the field name and value in lbs. In the future,
we will implement ‘ AverageDriveForce (N)’ so we can report in SI units.This should be the part of the handle force that does actual work.For dynamic ergs and OTW rowing this is not sufficient to describe the
complete stroke dynamics, so additional fields can be defined, for example
‘ StretcherForce’.For OTW rowing there are various measurement systems. Some measure at
or near the handle. Some measure at the pin.I recommend to eitherRecalculate to handle force if possible, adding a separate field with the
real measured value and a descriptive field nameReport the real measured value in this field as well as in a separate
field with a descriptive field nameThe average should be an average over the working distance of the force,
as opposed to an average over time or oar angles.Peak Drive ForceField name: ‘ PeakDriveForce (lbs)’ or ‘ PeakDriveForce (N)’Unit: lbs (currently) or N (supported in the future)See discusison about measuring forces under Average Drive Force.Lap IdentifierField name: ‘ lapIdx’Unit: N/AA unique identifier identifying the lap. It is recommended to use
integer numbers, starting at 0, and increasing in time, but the following
should also parse well:‘aap’, ‘noot’, ‘mies’, ‘jet’‘a’, ‘b’, ‘c’‘first’, ‘second’, ‘third’‘clubtobridge’, ‘straightkm’, etc ..As long as each identifier is unique.Elapsed TimeField name: ‘ ElapsedTime (sec)’Unit: SecondsElapsed time since start of workout (or interval). The value may
reset at the start of a new lap. In that case, it should be consistent
with the lap identifier.Measured at the end of the stroke cycle or when crossing the finish or lap
line, whatever comes first. The first reported time in a new lap or workout
should be at the end of the first stroke cycle.Seconds in decimal notation. So ‘32425.2’ is good. Other time notations,
e.g. ‘34:45.2’ may not be parsed.Workout StateField name: ‘ WorkoutState’A number indicating the workout state, following the Concept2 erg convention:Work strokes: 1, 4, 5, 6, 7, 8, 9Rest strokes: 3Transitions: 0,2,10,11,12,13The transitions (“waiting for interval start”) are not supported, so a
parser may simply consider all strokes with a workout state that is not
equal to 3 as work strokes.It is not mandatory to record rest (paddle) strokes, but it is recommended.If this field is not present, the parser shall assume that all strokes
are work strokes.CoordinatesField names: ‘ latitude’, ‘ longitude’Units: degrees, in decimal notationFor example:52.059876, 5.111655 (good)52 03’35.5”N, 5 06’42.0”E (bad)Wind speed and directionField names: ‘vwind’ and ‘winddirection’Units: m/s and degrees (0 = North, 90 = East)Boat bearingField name: ‘bearing’Unit: degreesBoat bearing.Release Notes:0.97.xImproved time zone awareness0.96.xImproved Interval String Parser0.95.xBug fixes on TCX exportAdded addition method to rowingdata objectErgData parser: Offset ElapsedTime by the value of the first strokeBoatCoach parser: Calculate RecoveryTimeAdded support for NK SpeedCoach set to impeller0.94.xRecognizes C2 logbook summary CSV (which is not supported)Added RowPerfect3 Parser0.93.xAdded support for Empower Oarlock parameters from the CSV file export from SpeedCoach GPS 2 with Data Pack (LiNK v1.27 and higher)Enabled gzip (through gzip=True in write_csv)Revamped CSV parsers.0.92.xAdded Power ZonesImproved Pie ChartsAdded drag info to some chartsBug fix in summary statisticsUpdated ErgDataParser because ErgData corrected a typo in their column headerAdded power info to summary and interval summariesAdded BoatCoachParser0.90.xImproved handling of RowPro files. Taking the split/interval info from the footer and putting it in the resulting data frame.Added functionality to update the intervals/splitsSome fiddling with the interval statistics calculations0.89.xSome internal optimizations to reduce memory consumptionA simple EU format “1.000,0” instead of “1 000.0” recognition added to RowProParserAdded a MysteryParser for a CSV file type that is clearly rowing data, but I don’t know the origin0.86.xAdded support for SpeedCoach GPS 2 CSV fileAdded support for FIT filesImproved the CrewNerd summary (now calculates time weighted averages)0.85.xChanges to support rowsandall.com rowing physics calculationsTCX Export now adds Power if power calculations have been done0.84.xAdded support for wind and stream updates on rowsandall.comOther changes to support rowsandall.com rowing physics calculations0.81.xadded some plotting for rowsandall.coma workaround for the ugly HR plateaux in plots from CrewNerd0.80.xfixed bug in summary strings for CrewNerd plotsfixed bug in parser of ErgData files. Interval workouts should now work well.0.79.xrowingdata now uses a file object instead of a file name. Command-line tools updated.added code to get image objects (for use on web app)changing RowPro to cumulativetime0.78.xAdded some experimental code for doing wind corrected paceImproved TCX processing (to minimize impact of some CrewNerd glitches)0.77.xAdded ErgStickParserAdded write_csv(writeFile) to rowingdata class0.76.xAdded export to TCX fileCorrected some bugs in dynamic y axis algoCorrected bug in Meter based OTW rowing plots (missing AN HR data in bar chart)Correct bug in CrewNerd summary stats algorithm.Pie chart improved: Now matches the HR bar plot (difference between < and <=)Pie chart - strange values. Corrected.0.75.xAdded plotting for ErgData CSV files (exported from Concept2 log)Improved the colorful HR bar charts (with width parameter)Made y axis ranges dynamic (except for stroke rate plots)Replaced moving average with Exponentially Weighted Moving Average. Sounds more scientific. Doesn’t make a big difference in the data.In TCXParser, moved some of the heavy data lifting to __init__ (from write_csv)0.74.xAdded command-line scripts to plot data from RowProAdded Pie Chart as extra plot to time based plot0.73.xAdded parser for speedcoach CSV filesFixed bugs in RowProParser0.72.xadded command line tools for generic TCX files (should work with RIM)0.71.xpainsledDesktopParser now removes the “00 waiting to row”: Statistics for Painsled Desktop workCommand line scripts should now install wellMoved test data to testdata folderreplaced * operator for the bool dtype with &tested on Linux (Ubuntu), Mac OS X (thx Greg), Windows 7 & Windows 10fixed bug related to clipboard copying on Mac and Linux. I have temporarily disabled clipboard copying of summary strings for all platforms except windows.using elapsed time where possible instead of time stamps0.65Expanded command line scripts with time plotsCommand line scripts now take a rower file as an optional second argumentCommand line script to change rower parameters easily0.63Fixed a bug that caused unwanted forgetting of Concept2 username and password0.62Fixed the time plot bug which also led to errors in the Concept2 upload (needed to sort the painsled data by time)0.6Added command-line tools and some test data0.52Adding weight and row type to Concept2 uploadAdding options to locally save concept2 username and passwordAdded row type (e.g. “Indoor Rower” or “On-water”) to rowingdata0.51Corrected some dependencies errors0.5Upload to Concept2 logbook is working!0.45Added saving and loading of rower data (so you can store your password and HR data)0.43Attempting to remove the dubious DataFrame copy errors using df.loc0.42Added RowPro CSV ParserAdded summary statistics and interval statistics (also copies the output to clipboard)Interval statistics now (sort of) works for Desktop Painsled dataKnown bugsCopy to clipboard doesn’t work from command-line on Linux, OS XThe summary statistics don’t work well when you use the TCX from Rowing in Motion (RIM).RowProParser doesn’t read the header information. Total row time reported by the tool is shorter by about half a stroke. Also there are a few meters missing. As RowPro has its own upload to C2 log, I didn’t fix this bug. I guess RowPro users would use the tool mainly for plotting.The TCX created from the CSV doesn’t work upload to Garmin Connect. This is not a bug. It’s Garmin’s policy to not accept TCX from non-Garmin devices.Future functionalityAdd support for other erg software tools (just need the csv/tcx and it will be easy)Done for generic TCXDone for CSV from SpeedCoachDone for RowProDone for ErgDataDone for ErgStickCome up with a way to add Watts to the rowing plots - Done in EXPERIMENTAL modeUse the C2 logbook API and add splits and other data to the workout on the Concept2 logbook