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December 10, 2019 22:25
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Extract 2d and 3d (if available) pupil diameters for a set of given recordings. The resulting csv file will be saved within its according recording.
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import argparse | |
import csv | |
import logging | |
import os | |
import traceback as tb | |
import numpy as np | |
import msgpack | |
logger = logging.getLogger(__name__) | |
def main(recordings, csv_out, overwrite=False): | |
"""Process given recordings one by one | |
Iterates over each recording and handles cases where no pupil.pldata or | |
pupil_timestamps.npy files could be found. | |
recordings: List of recording folders | |
csv_out: CSV file name under which the result will be saved | |
""" | |
for rec in recordings: | |
try: | |
logger.info("Extracting {}...".format(rec)) | |
process_recording(rec, csv_out, overwrite=overwrite) | |
except FileNotFoundError: | |
logger.warning( | |
( | |
"The recording {} did not include any prerecorded pupil files!" | |
).format(rec) | |
) | |
logger.debug(tb.format_exc()) | |
def process_recording(recording, csv_out, overwrite=False): | |
"""Process a single recording | |
recordings: List of recording folders | |
csv_out: CSV file name under which the result will be saved | |
overwrite: Boolean indicating if an existing csv file should be overwritten | |
""" | |
csv_out_path = os.path.join(recording, csv_out) | |
if os.path.exists(csv_out_path): | |
if not overwrite: | |
logger.warning("{} exists already! Not overwriting.".format(csv_out_path)) | |
return | |
else: | |
logger.warning("{} exists already! Overwriting.".format(csv_out_path)) | |
with open(csv_out_path, "w") as csv_file: | |
writer = csv.writer(csv_file, dialect=csv.unix_dialect) | |
writer.writerow(csv_header()) | |
extracted_rows = load_and_yield_data(recording) | |
writer.writerows(extracted_rows) | |
def csv_header(): | |
"""CSV header fields""" | |
return ( | |
"eye_id", | |
"timestamp", | |
"topic", | |
"confidence", | |
"diameter_2d [px]", | |
"diameter_3d [mm]", | |
) | |
def load_and_yield_data(directory, topic="pupil"): | |
"""Load and extract pupil diameter data | |
See the data format documentation[2] for details on the data structure. | |
Adapted open-source code from Pupil Player[1] to read pldata files. | |
Removed the usage of Serialized_Dicts since this script has the sole purpose | |
of running through the data once. | |
[1] https://github.com/pupil-labs/pupil/blob/master/pupil_src/shared_modules/file_methods.py#L137-L153 | |
[2] https://docs.pupil-labs.com/#data-files | |
""" | |
ts_file = os.path.join(directory, topic + "_timestamps.npy") | |
data_ts = np.load(ts_file) | |
msgpack_file = os.path.join(directory, topic + ".pldata") | |
with open(msgpack_file, "rb") as fh: | |
unpacker = msgpack.Unpacker(fh, raw=False, use_list=False) | |
for timestamp, (topic, payload) in zip(data_ts, unpacker): | |
datum = deserialize_msgpack(payload) | |
# custom extraction function for pupil data, see below for details | |
eye_id, conf, dia_2d, dia_3d = extract_eyeid_diameters(datum) | |
# yield data according to csv_header() sequence | |
yield (eye_id, timestamp, topic, conf, dia_2d, dia_3d) | |
def extract_eyeid_diameters(pupil_datum): | |
"""Extract data for a given pupil datum | |
Returns: tuple(eye_id, confidence, diameter_2d, and diameter_3d) | |
""" | |
return ( | |
pupil_datum["id"], | |
pupil_datum["confidence"], | |
pupil_datum["diameter"], | |
pupil_datum.get("diameter_3d", 0.0), | |
) | |
def deserialize_msgpack(msgpack_bytes): | |
"""Deserialize msgpack[1] data | |
[1] https://msgpack.org/index.html | |
""" | |
return msgpack.unpackb(msgpack_bytes, raw=False, use_list=False) | |
if __name__ == "__main__": | |
# setup logging | |
logging.basicConfig(level=logging.DEBUG) | |
# setup command line interface | |
parser = argparse.ArgumentParser( | |
description=( | |
"Extract 2d and 3d (if available) " | |
"pupil diameters for a set of given recordings. " | |
"The resulting csv file will be saved within its " | |
"according recording." | |
) | |
) | |
parser.add_argument( | |
"--out", | |
help="CSV file name containing the extracted data", | |
default="extracted_diameter.csv", | |
) | |
parser.add_argument( | |
"-f", | |
"--overwrite", | |
action="store_true", | |
help=( | |
"Usually, the command refuses to overwrite existing csv files. " | |
"This flag disables these checks." | |
), | |
) | |
parser.add_argument("recordings", nargs="+", help="One or more recordings") | |
# parse command line arguments and start the main procedure | |
args = parser.parse_args() | |
main(recordings=args.recordings, csv_out=args.out, overwrite=args.overwrite) |
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eye_id | timestamp | topic | confidence | diameter_2d [px] | diameter_3d [mm] | |
---|---|---|---|---|---|---|
0 | 4682.661837 | pupil.0 | 0.9991380327684991 | 87.44727554521752 | 4.204487962341446 | |
1 | 4682.670559 | pupil.1 | 0.9986435830668804 | 87.85457729250604 | 4.089652929560017 | |
0 | 4682.678637 | pupil.0 | 0.9991765386427652 | 87.28516362304234 | 4.196578289089249 | |
1 | 4682.687359 | pupil.1 | 0.9987375139201063 | 88.0955268580668 | 4.100309338445812 | |
0 | 4682.695437 | pupil.0 | 0.9990033257102098 | 87.34867166119135 | 4.2001714262398275 | |
1 | 4682.704159 | pupil.1 | 0.9987548151731274 | 87.66616488416953 | 4.080902422367001 | |
0 | 4682.712237 | pupil.0 | 0.9953191793697888 | 87.33350768291893 | 4.199601140529594 | |
1 | 4682.720959 | pupil.1 | 0.9988451731242429 | 87.89719294347123 | 4.092621321624993 | |
0 | 4682.729037 | pupil.0 | 0.994615583789583 | 87.42624207061075 | 4.204139313777037 | |
1 | 4682.737759 | pupil.1 | 0.999441183730963 | 88.10239226364276 | 4.101803930666423 | |
0 | 4682.745837 | pupil.0 | 0.9942214888151136 | 87.77998426264568 | 4.221706433959041 | |
1 | 4682.754559 | pupil.1 | 0.9991314692601303 | 87.68641845207512 | 4.082714689294248 | |
0 | 4682.762637 | pupil.0 | 0.9988278763638183 | 87.37987222231466 | 4.202320142561374 | |
1 | 4682.771359 | pupil.1 | 0.9985779595478679 | 88.54493547408595 | 4.123070058986721 | |
0 | 4682.779437 | pupil.0 | 0.9922262814578044 | 87.35674564808069 | 4.201601095494244 | |
1 | 4682.788159 | pupil.1 | 0.9986487042444908 | 88.15504811228986 | 4.104993269386011 | |
0 | 4682.796237 | pupil.0 | 0.9982148168157593 | 87.0236598242604 | 4.18561713217846 | |
1 | 4682.804959 | pupil.1 | 0.9984305079415352 | 88.53427978202548 | 4.1228099762678045 | |
0 | 4682.813037 | pupil.0 | 0.9853784207183972 | 87.19733922799223 | 4.193105903544497 | |
1 | 4682.821759 | pupil.1 | 0.9991673728974838 | 88.04266368482008 | 4.099969891539414 | |
0 | 4682.829837 | pupil.0 | 0.9886280634718407 | 87.71202119443304 | 4.216926663462035 | |
1 | 4682.838559 | pupil.1 | 0.998012506320486 | 88.94273929435839 | 4.141074580851763 | |
0 | 4682.846637 | pupil.0 | 0.9687111715870453 | 88.17864988130721 | 4.239959475851033 | |
1 | 4682.855359 | pupil.1 | 0.9990971032397099 | 87.94696929541911 | 4.095026411990455 | |
0 | 4682.863437 | pupil.0 | 0.998757748480777 | 87.50150796355474 | 4.20756825433002 | |
1 | 4682.872159 | pupil.1 | 0.9994172175998101 | 87.73125015701885 | 4.085315585125744 | |
0 | 4682.880237 | pupil.0 | 0.9664539487341672 | 88.21758463092762 | 4.242519404206434 | |
1 | 4682.888959 | pupil.1 | 0.9990870076488567 | 88.43852661807593 | 4.117777518492312 | |
0 | 4682.897037 | pupil.0 | 0.9982333730757612 | 87.98457096999087 | 4.231495411975312 | |
1 | 4682.905759 | pupil.1 | 0.27880552632768313 | 85.63871943497958 | 3.998293719260105 | |
1 | 4682.922559 | pupil.1 | 0.36057561373861347 | 85.36963621676186 | 4.009250549651387 | |
0 | 4682.913837 | pupil.0 | 0.7163935427553827 | 89.60052771131028 | 4.311600346931277 | |
0 | 4682.930637 | pupil.0 | 0.309941415389652 | 85.3556570550199 | 4.112837134244641 | |
1 | 4682.939359 | pupil.1 | 0.9955719330806108 | 90.49139063492113 | 4.25665925814558 | |
0 | 4682.947437 | pupil.0 | 0.26096334006994953 | 84.4996144540965 | 4.082797025710661 | |
1 | -0.03188999999929365 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | -0.023811999999452382 | pupil.0 | 0.792223692745491 | 86.31459849341502 | 4.17668569869084 | |
0 | -0.0070120000000315486 | pupil.0 | 0.9970729387900779 | 86.38408857294834 | 4.182882571463209 | |
1 | -0.015089999999872816 | pupil.1 | 0.8881724261942444 | 88.25593930581755 | 4.182397233901982 | |
1 | 0.0017100000004575122 | pupil.1 | 0.9990364519687825 | 88.13313097688983 | 4.174440298187637 | |
0 | 0.00978800000029878 | pupil.0 | 0.9960998493495418 | 85.79438186350963 | 4.155504421523683 | |
1 | 0.01851000000078784 | pupil.1 | 0.9986000992042212 | 88.55438406824096 | 4.192209528293156 | |
0 | 0.02658800000062911 | pupil.0 | 0.9985637827652077 | 86.08643153583661 | 4.17054970711102 | |
1 | 0.035310000000208674 | pupil.1 | 0.9988758336574516 | 88.13635055983161 | 4.170782348493044 | |
0 | 0.04338800000004994 | pupil.0 | 0.9985976162600145 | 86.12806982974558 | 4.173269474325831 | |
1 | 0.052110000000539 | pupil.1 | 0.9982988904117617 | 87.81849624107815 | 4.162760104210411 | |
0 | 0.06018800000038027 | pupil.0 | 0.9984864712632167 | 86.23662994511588 | 4.178005890712129 | |
1 | 0.06890999999995984 | pupil.1 | 0.9987941730064277 | 88.23282029306044 | 4.182893189016387 | |
0 | 0.0769880000007106 | pupil.0 | 0.9993719474930735 | 86.08308303726534 | 4.172128277342201 | |
1 | 0.08571000000029017 | pupil.1 | 0.9973044655055386 | 88.85009429471154 | 4.213291841539505 | |
0 | 0.09378800000013143 | pupil.0 | 0.996701091823276 | 87.12343121700212 | 4.222042517202875 | |
1 | 0.1025100000006205 | pupil.1 | 0.9984190111397989 | 89.02298182354087 | 4.2214469736838565 | |
0 | 0.11058800000046176 | pupil.0 | 0.9984485366021747 | 86.58477838233006 | 4.196722780994782 | |
1 | 0.11931000000004133 | pupil.1 | 0.9981472395273923 | 89.14752041221635 | 4.22775524596908 | |
0 | 0.1273880000007921 | pupil.0 | 0.998240992025453 | 86.35593748518677 | 4.185060242739266 | |
1 | 0.13611000000037166 | pupil.1 | 0.9984738514233577 | 88.7685771523676 | 4.210984610552138 | |
0 | 0.14418800000021292 | pupil.0 | 0.9982554245015035 | 86.44771235131287 | 4.189730242243577 | |
1 | 0.15291000000070198 | pupil.1 | 0.9982564232598927 | 89.65716610969261 | 4.253037091882907 | |
0 | 0.16098800000054325 | pupil.0 | 0.9974575549307948 | 86.99280935375008 | 4.215525977052707 | |
1 | 0.16971000000012282 | pupil.1 | 0.9987583870589503 | 88.74252237225913 | 4.206614087655426 | |
0 | 0.17778799999996409 | pupil.0 | 0.9990042586776883 | 87.18066213686046 | 4.223313216496149 | |
1 | 0.18651000000045315 | pupil.1 | 0.9981666484266919 | 88.7662135794554 | 4.207294774036503 | |
0 | 0.19458800000029441 | pupil.0 | 0.9982195374065785 | 86.67092587885432 | 4.198455825953229 | |
1 | 0.20331000000078348 | pupil.1 | 0.9983104640410136 | 88.85722681581612 | 4.209594954975673 | |
0 | 0.21138800000062474 | pupil.0 | 0.9978164622844956 | 86.69975305843988 | 4.200187299610234 | |
1 | 0.2201100000002043 | pupil.1 | 0.9983251187562476 | 89.15566631314027 | 4.223140412844037 | |
0 | 0.22818800000004558 | pupil.0 | 0.9964220941055005 | 86.82393992435142 | 4.20690479387327 | |
1 | 0.23691000000053464 | pupil.1 | 0.9978865358489206 | 88.86349984873513 | 4.20813904591131 | |
0 | 0.2449880000003759 | pupil.0 | 0.9968129524148761 | 86.67307782400273 | 4.201397802275638 | |
1 | 0.25370999999995547 | pupil.1 | 0.35183729500299016 | 86.85136723705179 | 4.116625684059298 | |
0 | 0.26178800000070623 | pupil.0 | 0.274133149726667 | 85.52435500378562 | 4.15213170365192 | |
1 | 0.2705100000002858 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | 0.27858800000012707 | pupil.0 | 0.0 | 0.0 | 0.0 | |
1 | 0.28731000000061613 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | 0.2953880000004574 | pupil.0 | 0.0 | 0.0 | 0.0 | |
1 | 0.30411000000003696 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | 0.3121880000007877 | pupil.0 | 0.0 | 0.0 | 0.0 | |
1 | 0.3209100000003673 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | 0.32898800000020856 | pupil.0 | 0.0 | 0.0 | 0.0 | |
1 | 0.3377100000006976 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | 0.3457880000005389 | pupil.0 | 0.0 | 0.0 | 0.0 | |
1 | 0.35451000000011845 | pupil.1 | 0.0 | 0.0 | 0.0 | |
0 | 0.3625879999999597 | pupil.0 | 0.0 | 0.0 | 0.0 | |
1 | 0.3713100000004488 | pupil.1 | 0.10550025907093108 | 85.55917784786364 | 4.109283711497489 | |
0 | 0.37938800000029005 | pupil.0 | 0.04422041188980242 | 84.41673298390431 | 4.123850747216598 | |
1 | 0.3881100000007791 | pupil.1 | 0.0647145915290985 | 84.90722134848808 | 4.0756263226993585 | |
0 | 0.3961880000006204 | pupil.0 | 0.02657476315815738 | 86.60738758414925 | 4.130931624466583 | |
1 | 0.40491000000019994 | pupil.1 | 0.04795028134112293 | 87.43412677801624 | 4.087457787293307 | |
0 | 0.4129880000000412 | pupil.0 | 0.17980034060276825 | 87.79155820099288 | 4.152444994317668 | |
1 | 0.42171000000053027 | pupil.1 | 0.13145405782220693 | 87.9401512695286 | 4.119061710716789 | |
0 | 0.42978800000037154 | pupil.0 | 0.2802531688178675 | 85.52192023729941 | 4.107496583123382 | |
1 | 0.4385100000008606 | pupil.1 | 0.1576313410675948 | 89.51772052579581 | 4.096007279792431 | |
0 | 0.44658800000070187 | pupil.0 | 0.36413179217835046 | 86.02163621857368 | 4.1326392114685015 | |
1 | 0.45531000000028143 | pupil.1 | 0.254218449293317 | 88.105598801171 | 4.108556586980352 | |
1 | 0.47211000000061176 | pupil.1 | 0.3575651357319912 | 87.89642029832521 | 4.0999889644437255 | |
0 | 0.4633880000001227 | pupil.0 | 0.5027563435797796 | 86.0399727567474 | 4.130796548346575 | |
0 | 0.48018800000045303 | pupil.0 | 0.44768639696060336 | 86.29668833641689 | 4.14336028596501 | |
1 | 0.4889100000000326 | pupil.1 | 0.3830104375258532 | 87.61421912150908 | 4.086895224865986 | |
0 | 0.49698800000078336 | pupil.0 | 0.776769184511132 | 87.37563232614065 | 4.193115098022188 | |
1 | 0.5057100000003629 | pupil.1 | 0.4610007519516737 | 88.0370964912476 | 4.107276033427221 | |
0 | 0.5137880000002042 | pupil.0 | 0.9973639706045144 | 87.11513343145378 | 4.181698527587301 | |
1 | 0.5225100000006933 | pupil.1 | 0.9324461755632055 | 88.42372773448639 | 4.116677651487863 | |
0 | 0.5305880000005345 | pupil.0 | 0.9974227352544796 | 87.31912907397786 | 4.192636638577355 | |
1 | 0.5393100000001141 | pupil.1 | 0.997312858534553 | 87.87888880807584 | 4.089536209836211 | |
0 | 0.5473879999999554 | pupil.0 | 0.997123742899527 | 88.1443135355252 | 4.2326968384768024 | |
1 | 0.5561100000004444 | pupil.1 | 0.995651863728986 | 88.07295828934723 | 4.099575995210286 | |
0 | 0.5641880000002857 | pupil.0 | 0.9974595766738802 | 88.50482684383577 | 4.2498757644058145 | |
1 | 0.5729100000007747 | pupil.1 | 0.9358078707144448 | 88.10648919676343 | 4.100834249637206 | |
0 | 0.580988000000616 | pupil.0 | 0.9974003452011304 | 88.88416097402519 | 4.26948933897058 | |
1 | 0.5897100000001956 | pupil.1 | 0.9969327413347784 | 88.0888861105686 | 4.100849644905023 | |
0 | 0.5977880000000368 | pupil.0 | 0.9971803574282033 | 88.77476564134224 | 4.26385789109616 | |
1 | 0.6065100000005259 | pupil.1 | 0.9977346019679154 | 88.44796394471585 | 4.118108868420146 | |
0 | 0.6145880000003672 | pupil.0 | 0.9958756194612658 | 89.06080909090961 | 4.278984947318501 | |
1 | 0.6233100000008562 | pupil.1 | 0.9979486409404643 | 87.79731323840704 | 4.087943654589473 | |
0 | 0.6313880000006975 | pupil.0 | 0.9967737392747693 | 88.78495535894626 | 4.264234303846483 | |
1 | 0.6401100000002771 | pupil.1 | 0.9974819507617001 | 88.29518150999654 | 4.111575301354293 | |
0 | 0.6481880000001183 | pupil.0 | 0.9964940736946277 | 89.07943011253333 | 4.278058924828847 | |
1 | 0.6569100000006074 | pupil.1 | 0.9974978055047307 | 88.9233065104784 | 4.140636278742759 | |
0 | 0.6649880000004487 | pupil.0 | 0.9964921978718635 | 89.20656946914656 | 4.284365053282358 | |
1 | 0.6737100000000282 | pupil.1 | 0.9974928809992696 | 89.03113283283308 | 4.143949251154446 | |
0 | 0.681788000000779 | pupil.0 | 0.9953134622707207 | 89.39626958179782 | 4.293423895116151 | |
1 | 0.6905100000003586 | pupil.1 | 0.9973197138152615 | 88.6873985976074 | 4.128172655825146 | |
0 | 0.6985880000001998 | pupil.0 | 0.9956699212996454 | 89.91121868018384 | 4.317797749652036 | |
1 | 0.7073100000006889 | pupil.1 | 0.9970317991561555 | 88.95901267498004 | 4.140235624636003 | |
0 | 0.7153880000005302 | pupil.0 | 0.9959875504000265 | 90.42178603229833 | 4.341761796304971 | |
1 | 0.7241100000001097 | pupil.1 | 0.9981625996527612 | 89.47051960419763 | 4.164634957509995 | |
0 | 0.7321880000008605 | pupil.0 | 0.9959077105058227 | 90.71621793128456 | 4.354144349413291 | |
1 | 0.74091000000044 | pupil.1 | 0.9968598005245934 | 90.23334991402685 | 4.197633122984767 | |
0 | 0.7489880000002813 | pupil.0 | 0.997446240795983 | 89.85106294785575 | 4.313064452526602 | |
1 | 0.7577100000007704 | pupil.1 | 0.9974270820241984 | 89.92453973739543 | 4.183265136143829 | |
0 | 0.7657880000006116 | pupil.0 | 0.9966414078995733 | 90.20018556328496 | 4.328780766397487 | |
1 | 0.7745100000001912 | pupil.1 | 0.996931419071402 | 90.08709739394364 | 4.190627460182283 | |
0 | 0.7825880000000325 | pupil.0 | 0.9973168039379915 | 90.74014176916654 | 4.3535572236909355 | |
1 | 0.7913100000005215 | pupil.1 | 0.996968371794677 | 89.81527786290201 | 4.1783081017062935 | |
0 | 0.7993880000003628 | pupil.0 | 0.9965253134744897 | 90.84768385563454 | 4.358307394742244 | |
1 | 0.8081100000008519 | pupil.1 | 0.9980259571193109 | 90.06662536278684 | 4.186920018324649 | |
0 | 0.8161880000006931 | pupil.0 | 0.9362158192411887 | 90.15163140556804 | 4.323032888954663 | |
0 | 0.832988000000114 | pupil.0 | 0.946500860232526 | 91.02912271071548 | 4.343889586569525 | |
1 | 0.8249100000002727 | pupil.1 | 0.9102976755132177 | 91.84741480705776 | 4.2439671221776765 | |
1 | 0.841710000000603 | pupil.1 | 0.9926161902335322 | 92.41355949899427 | 4.2431055356568494 | |
0 | 0.8497880000004443 | pupil.0 | 0.38088462808352475 | 88.7477492274091 | 4.224483634517486 | |
1 | 0.8585100000000239 | pupil.1 | 0.997712066067916 | 91.77172669204563 | 4.209476369240832 | |
0 | 0.8665880000007746 | pupil.0 | 0.9985178623053176 | 92.49089838691822 | 4.390640158977061 | |
1 | 0.8753100000003542 | pupil.1 | 0.997767933770466 | 92.19608841995708 | 4.227482382819603 | |
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