Datasets:
Modalities:
Tabular
Formats:
csv
Languages:
English
Size:
< 1K
Tags:
raman-spectroscopy
time-gated-raman
biotechnology
streptococcus-thermophilus
fermentation
batch-cultivation
License:
Search is not available for this dataset
487.3633 float64 0 0 | 495.7407 float64 0 0 | 504.1124 float64 0 0 | 512.4784 float64 0 0 | 520.8387 float64 0 0 | 529.1933 float64 0 0 | 537.5423 float64 0 0 | 545.8855 float64 0 0 | 554.2231 float64 0 0.01 | 562.555 float64 0 0.01 | 570.8813 float64 0 0.01 | 579.2019 float64 0 0.01 | 587.5169 float64 0 0.01 | 595.8262 float64 0 0.01 | 604.1299 float64 0 0.01 | 612.428 float64 0 0.01 | 620.7205 float64 0 0.01 | 629.0074 float64 0 0.01 | 637.2886 float64 0 0.01 | 645.5643 float64 0 0.01 | 653.8343 float64 0 0.01 | 662.0988 float64 0 0.01 | 670.3577 float64 0 0.01 | 678.611 float64 0 0.01 | 686.8588 float64 0 0.01 | 695.101 float64 0 0 | 703.3376 float64 0 0 | 711.5687 float64 0 0 | 719.7943 float64 0 0 | 728.0143 float64 0 0 | 736.2288 float64 0 0 | 744.4377 float64 0 0 | 752.6412 float64 0 0 | 760.8391 float64 0 0 | 769.0316 float64 0 0 | 777.2185 float64 0 0 | 785.4 float64 0 0.01 | 793.5759 float64 0 0 | 801.7464 float64 0 0 | 809.9114 float64 0 0 | 818.071 float64 0 0 | 826.2251 float64 0 0 | 834.3737 float64 0 0 | 842.5169 float64 0 0.01 | 850.6546 float64 0 0.01 | 858.7869 float64 0 0.01 | 866.9138 float64 0 0.01 | 875.0352 float64 0 0.01 | 883.1513 float64 0 0.01 | 891.2619 float64 0 0.01 | 899.3671 float64 0 0.01 | 907.4669 float64 0 0.01 | 915.5613 float64 0 0.01 | 923.6504 float64 0 0.01 | 931.734 float64 0 0.01 | 939.8123 float64 0 0.01 | 947.8852 float64 0 0.01 | 955.9528 float64 0 0.01 | 964.015 float64 0 0.01 | 972.0718 float64 0 0.01 | 980.1233 float64 0 0.01 | 988.1695 float64 0 0.01 | 996.2103 float64 0 0.01 | 1004.2458 float64 0 0.01 | 1012.276 float64 0 0.01 | 1020.3009 float64 0.01 0.01 | 1028.3204 float64 0 0.01 | 1036.3347 float64 0 0.01 | 1044.3436 float64 0 0.01 | 1052.3473 float64 0 0.01 | 1060.3457 float64 0 0.01 | 1068.3388 float64 0 0.01 | 1076.3266 float64 0 0.01 | 1084.3092 float64 0 0.01 | 1092.2865 float64 0 0 | 1100.2585 float64 0 0 | 1108.2253 float64 0 0.01 | 1116.1869 float64 0 0.01 | 1124.1432 float64 0 0.01 | 1132.0943 float64 0 0.01 | 1140.0401 float64 0 0 | 1147.9807 float64 0 0 | 1155.9162 float64 0 0.01 | 1163.8464 float64 0 0 | 1171.7714 float64 0 0 | 1179.6912 float64 0 0 | 1187.6058 float64 0 0 | 1195.5153 float64 0 0 | 1203.4195 float64 0 0 | 1211.3186 float64 0 0 | 1219.2125 float64 0 0.01 | 1227.1013 float64 0 0.01 | 1234.9849 float64 0 0.01 | 1242.8633 float64 0 0.01 | 1250.7367 float64 0 0.01 | 1258.6048 float64 0 0.01 | 1266.4679 float64 0 0.01 | 1274.3258 float64 0 0.01 | 1282.1785 float64 0 0.01 | 1290.0262 float64 0 0.01 | 1297.8688 float64 0 0.02 | 1305.7062 float64 0 0.02 | 1313.5386 float64 0 0.02 | 1321.3658 float64 0 0.02 | 1329.188 float64 0 0.01 | 1337.0051 float64 0 0.01 | 1344.8171 float64 0 0.01 | 1352.6241 float64 0 0.01 | 1360.4259 float64 0 0.01 | 1368.2227 float64 0 0.01 | 1376.0145 float64 0 0 | 1383.8012 float64 0 0 | 1391.5829 float64 0 0 | 1399.3595 float64 0 0 | 1407.1311 float64 0 0 | 1414.8977 float64 0 0.01 | 1422.6593 float64 0 0 | Lactose float64 0.1 22.3 | Galactose float64 0.19 9.54 | Lactate float64 0.3 12.6 | OD600 float64 0.06 6.75 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.001023 | 0.001829 | 0.002289 | 0.002106 | 0.001405 | 0.001972 | 0.002761 | 0.00281 | 0.003291 | 0.00492 | 0.005902 | 0.005895 | 0.006732 | 0.006783 | 0.00734 | 0.007979 | 0.007009 | 0.008438 | 0.010362 | 0.009806 | 0.008081 | 0.007562 | 0.007079 | 0.00626 | 0.004406 | 0.002649 | 0.001807 | 0.001407 | 0.001499 | 0.000918 | 0.001182 | 0.001646 | 0.002265 | 0.002672 | 0.002085 | 0.002734 | 0.003068 | 0.002083 | 0.002738 | 0.003402 | 0.002745 | 0.002792 | 0.00338 | 0.004092 | 0.004954 | 0.005299 | 0.005719 | 0.006423 | 0.007219 | 0.008542 | 0.009492 | 0.008473 | 0.007041 | 0.008699 | 0.010412 | 0.009721 | 0.009762 | 0.009488 | 0.008967 | 0.009128 | 0.010391 | 0.013017 | 0.01456 | 0.013932 | 0.012513 | 0.011108 | 0.010006 | 0.009924 | 0.010222 | 0.008179 | 0.005417 | 0.004619 | 0.004849 | 0.004367 | 0.004061 | 0.004476 | 0.004461 | 0.004277 | 0.004389 | 0.004459 | 0.003297 | 0.00353 | 0.004299 | 0.003177 | 0.002344 | 0.002604 | 0.002734 | 0.002904 | 0.00327 | 0.00315 | 0.003701 | 0.003981 | 0.00326 | 0.004646 | 0.005981 | 0.006759 | 0.007195 | 0.007147 | 0.007297 | 0.007293 | 0.007507 | 0.008093 | 0.009257 | 0.009163 | 0.008834 | 0.007653 | 0.005783 | 0.005848 | 0.005198 | 0.00363 | 0.003906 | 0.003614 | 0.002932 | 0.002985 | 0.004226 | 0.003935 | 0.00115 | 22.28561 | 0.189328 | 0.350012 | 0.068 |
0.000743 | 0.001662 | 0.002555 | 0.002715 | 0.002886 | 0.003671 | 0.003516 | 0.003855 | 0.004332 | 0.003329 | 0.00348 | 0.006522 | 0.008322 | 0.00696 | 0.007518 | 0.009078 | 0.009547 | 0.01002 | 0.010753 | 0.01061 | 0.009049 | 0.009067 | 0.008932 | 0.006328 | 0.003422 | 0.002404 | 0.001464 | 0.000514 | 0.000872 | 0.001124 | 0.001307 | 0.001059 | 0.001754 | 0.003968 | 0.004509 | 0.003835 | 0.00338 | 0.003662 | 0.003477 | 0.002829 | 0.002452 | 0.002341 | 0.003171 | 0.004414 | 0.004919 | 0.00589 | 0.008057 | 0.008537 | 0.009613 | 0.010918 | 0.010964 | 0.009842 | 0.008771 | 0.009707 | 0.01117 | 0.012548 | 0.012117 | 0.010282 | 0.009706 | 0.01092 | 0.0124 | 0.014105 | 0.013863 | 0.012307 | 0.010885 | 0.011076 | 0.011352 | 0.009775 | 0.009256 | 0.006895 | 0.003497 | 0.002694 | 0.004733 | 0.004524 | 0.002721 | 0.004532 | 0.00601 | 0.005622 | 0.005568 | 0.005183 | 0.004295 | 0.00429 | 0.004405 | 0.002991 | 0.002579 | 0.003267 | 0.002897 | 0.00263 | 0.003476 | 0.004546 | 0.005445 | 0.006205 | 0.007235 | 0.008977 | 0.010353 | 0.010736 | 0.01136 | 0.013177 | 0.012393 | 0.012195 | 0.013416 | 0.01425 | 0.015361 | 0.013621 | 0.01057 | 0.009483 | 0.008595 | 0.007101 | 0.006348 | 0.004996 | 0.004374 | 0.00393 | 0.002733 | 0.002582 | 0.002846 | 0.003684 | 0.002378 | 22.239126 | 0.269881 | 0.339968 | 0.058 |
0.000923 | 0.000918 | 0.000901 | 0.000949 | 0.001139 | 0.002026 | 0.002693 | 0.003899 | 0.003869 | 0.004371 | 0.004693 | 0.004158 | 0.005645 | 0.007037 | 0.00649 | 0.005917 | 0.006943 | 0.008017 | 0.010119 | 0.010288 | 0.008548 | 0.007798 | 0.005618 | 0.004763 | 0.004746 | 0.002753 | 0.001449 | 0.000693 | 0.001013 | 0.001211 | 0.00063 | 0.000505 | 0.001529 | 0.003173 | 0.003029 | 0.002871 | 0.002755 | 0.002378 | 0.002931 | 0.003054 | 0.002453 | 0.002192 | 0.003103 | 0.004606 | 0.004361 | 0.004402 | 0.005461 | 0.005864 | 0.006729 | 0.00777 | 0.008603 | 0.008276 | 0.008189 | 0.009824 | 0.010604 | 0.009672 | 0.008174 | 0.008787 | 0.010597 | 0.009814 | 0.009768 | 0.011021 | 0.011693 | 0.011224 | 0.010756 | 0.00981 | 0.007188 | 0.007129 | 0.006904 | 0.00449 | 0.003056 | 0.002965 | 0.004795 | 0.00392 | 0.001577 | 0.001734 | 0.002147 | 0.003346 | 0.004251 | 0.004806 | 0.004566 | 0.004147 | 0.004429 | 0.003195 | 0.002076 | 0.002239 | 0.002954 | 0.003501 | 0.003498 | 0.003623 | 0.004517 | 0.00516 | 0.005313 | 0.006446 | 0.008609 | 0.010646 | 0.010766 | 0.00971 | 0.010186 | 0.01133 | 0.012627 | 0.013186 | 0.011835 | 0.011143 | 0.009651 | 0.008532 | 0.008712 | 0.008118 | 0.005957 | 0.003011 | 0.001921 | 0.001433 | 0.001613 | 0.002763 | 0.002656 | 0.003386 | 0.002392 | 22.133092 | 0.398155 | 0.429764 | 0.131 |
0.000767 | 0.001012 | 0.002069 | 0.002454 | 0.001333 | 0.001711 | 0.002213 | 0.002749 | 0.003571 | 0.005587 | 0.005281 | 0.002982 | 0.004406 | 0.00618 | 0.006647 | 0.007403 | 0.00881 | 0.008766 | 0.00963 | 0.00964 | 0.007337 | 0.008059 | 0.00856 | 0.005695 | 0.004075 | 0.003335 | 0.001789 | 0.001407 | 0.001912 | 0.001767 | 0.00136 | 0.001592 | 0.002755 | 0.002778 | 0.001619 | 0.0028 | 0.003438 | 0.003292 | 0.00387 | 0.003058 | 0.002531 | 0.002967 | 0.003093 | 0.003433 | 0.003685 | 0.004015 | 0.006151 | 0.008051 | 0.008031 | 0.009077 | 0.009736 | 0.008154 | 0.008078 | 0.009287 | 0.010005 | 0.010439 | 0.010789 | 0.010001 | 0.009481 | 0.009668 | 0.009289 | 0.012745 | 0.014351 | 0.011772 | 0.010881 | 0.010256 | 0.009964 | 0.00905 | 0.007572 | 0.005686 | 0.004783 | 0.005066 | 0.006056 | 0.00509 | 0.002781 | 0.0033 | 0.004103 | 0.004859 | 0.005069 | 0.004387 | 0.004179 | 0.004592 | 0.004228 | 0.002854 | 0.001281 | 0.001232 | 0.002775 | 0.003841 | 0.004271 | 0.004888 | 0.005852 | 0.006221 | 0.006872 | 0.008135 | 0.00947 | 0.010492 | 0.010985 | 0.011085 | 0.010813 | 0.012243 | 0.012668 | 0.013561 | 0.014072 | 0.010809 | 0.010677 | 0.010593 | 0.008237 | 0.00697 | 0.005169 | 0.003269 | 0.002667 | 0.002134 | 0.002213 | 0.003529 | 0.003632 | 0.003601 | 0.001874 | 21.470497 | 0.458543 | 0.43919 | 0.1885 |
0.000893 | 0.001419 | 0.001364 | 0.001374 | 0.001738 | 0.00343 | 0.004042 | 0.004643 | 0.005537 | 0.005018 | 0.005662 | 0.006122 | 0.006608 | 0.007372 | 0.009165 | 0.010557 | 0.010412 | 0.011114 | 0.011824 | 0.010841 | 0.010168 | 0.010408 | 0.00791 | 0.006356 | 0.005107 | 0.00258 | 0.001693 | 0.001142 | 0.00123 | 0.001106 | 0.000941 | 0.000855 | 0.001281 | 0.002607 | 0.003343 | 0.004238 | 0.00325 | 0.001972 | 0.003494 | 0.003594 | 0.002743 | 0.003457 | 0.003821 | 0.004782 | 0.006618 | 0.007312 | 0.00749 | 0.008173 | 0.00807 | 0.009221 | 0.011222 | 0.010222 | 0.010865 | 0.011994 | 0.011537 | 0.012889 | 0.013087 | 0.011114 | 0.010673 | 0.010524 | 0.010915 | 0.012947 | 0.014281 | 0.014696 | 0.014089 | 0.01181 | 0.010704 | 0.009 | 0.008302 | 0.006944 | 0.003814 | 0.003734 | 0.004406 | 0.004695 | 0.004167 | 0.004371 | 0.004532 | 0.003884 | 0.004919 | 0.005325 | 0.004024 | 0.00419 | 0.004209 | 0.003685 | 0.002939 | 0.002347 | 0.002483 | 0.002315 | 0.002256 | 0.003697 | 0.005659 | 0.006879 | 0.007453 | 0.008213 | 0.00957 | 0.011044 | 0.012998 | 0.013741 | 0.012475 | 0.014584 | 0.016019 | 0.01581 | 0.015773 | 0.015011 | 0.01383 | 0.01261 | 0.011175 | 0.008372 | 0.006255 | 0.004058 | 0.00339 | 0.003237 | 0.00286 | 0.003143 | 0.002859 | 0.005021 | 0.003889 | 0.292388 | 8.648333 | 12.136395 | 5.63 |
0.001043 | 0.001808 | 0.002585 | 0.00235 | 0.002512 | 0.00456 | 0.004831 | 0.004129 | 0.00364 | 0.004494 | 0.005052 | 0.005313 | 0.005912 | 0.006035 | 0.008152 | 0.0102 | 0.0097 | 0.009909 | 0.010849 | 0.010365 | 0.009415 | 0.009313 | 0.009754 | 0.007631 | 0.004085 | 0.00266 | 0.002494 | 0.002007 | 0.002015 | 0.00145 | 0.000582 | 0.001609 | 0.002884 | 0.003463 | 0.00358 | 0.003507 | 0.004551 | 0.004355 | 0.003949 | 0.00376 | 0.002267 | 0.002576 | 0.004825 | 0.005432 | 0.00539 | 0.006634 | 0.007266 | 0.007679 | 0.007396 | 0.008156 | 0.01035 | 0.010252 | 0.009668 | 0.009445 | 0.01035 | 0.010918 | 0.010639 | 0.010752 | 0.009487 | 0.009511 | 0.011189 | 0.01242 | 0.013106 | 0.013059 | 0.011441 | 0.009682 | 0.008955 | 0.008349 | 0.008333 | 0.005732 | 0.003184 | 0.004491 | 0.00587 | 0.004941 | 0.003785 | 0.004037 | 0.003605 | 0.00343 | 0.004676 | 0.005144 | 0.004452 | 0.004851 | 0.005392 | 0.003611 | 0.0014 | 0.002405 | 0.003187 | 0.001965 | 0.002575 | 0.004122 | 0.005271 | 0.005646 | 0.005818 | 0.007321 | 0.009372 | 0.010322 | 0.00994 | 0.010685 | 0.012304 | 0.012645 | 0.013235 | 0.013972 | 0.012833 | 0.011605 | 0.012276 | 0.011593 | 0.009863 | 0.008302 | 0.00593 | 0.00366 | 0.002187 | 0.002785 | 0.003139 | 0.002377 | 0.002522 | 0.003909 | 0.002386 | 0.201124 | 8.455249 | 12.596613 | 5.905 |
0.000716 | 0.000939 | 0.000997 | 0.000748 | 0.000968 | 0.001009 | 0.001289 | 0.001262 | 0.00094 | 0.001433 | 0.001665 | 0.001768 | 0.002668 | 0.003178 | 0.00318 | 0.003495 | 0.004033 | 0.00442 | 0.004272 | 0.00442 | 0.004106 | 0.003603 | 0.003545 | 0.003232 | 0.002235 | 0.001346 | 0.001063 | 0.000648 | 0.000792 | 0.00061 | 0.000608 | 0.00102 | 0.001673 | 0.002122 | 0.001714 | 0.001969 | 0.002241 | 0.001342 | 0.001196 | 0.001306 | 0.000791 | 0.001212 | 0.001593 | 0.001347 | 0.002042 | 0.00273 | 0.002979 | 0.003962 | 0.003621 | 0.002506 | 0.003127 | 0.003488 | 0.003328 | 0.003543 | 0.002892 | 0.002202 | 0.002601 | 0.003128 | 0.003135 | 0.002821 | 0.003628 | 0.0046 | 0.004262 | 0.004587 | 0.004965 | 0.005027 | 0.004854 | 0.004 | 0.003726 | 0.002993 | 0.002228 | 0.002532 | 0.002632 | 0.001893 | 0.002154 | 0.002671 | 0.002417 | 0.002335 | 0.001836 | 0.001758 | 0.002065 | 0.001803 | 0.001282 | 0.002142 | 0.00281 | 0.002478 | 0.002288 | 0.002486 | 0.002401 | 0.001986 | 0.002285 | 0.002057 | 0.001478 | 0.001788 | 0.00203 | 0.002909 | 0.003884 | 0.003413 | 0.003123 | 0.003866 | 0.004584 | 0.004233 | 0.004 | 0.003688 | 0.003383 | 0.003752 | 0.003188 | 0.002604 | 0.002183 | 0.001562 | 0.001446 | 0.001303 | 0.001272 | 0.001279 | 0.001444 | 0.001658 | 0.000803 | 20.786259 | 0.306004 | 0.301314 | 0.0665 |
0.000279 | 0.001043 | 0.001964 | 0.002545 | 0.002308 | 0.001712 | 0.002162 | 0.002337 | 0.002872 | 0.004564 | 0.004525 | 0.003758 | 0.005193 | 0.00574 | 0.006023 | 0.005533 | 0.004693 | 0.005461 | 0.006635 | 0.008027 | 0.007887 | 0.006821 | 0.006129 | 0.005426 | 0.004123 | 0.00218 | 0.000558 | 0.000684 | 0.001299 | 0.000991 | 0.000718 | 0.001253 | 0.001895 | 0.002926 | 0.00241 | 0.002334 | 0.002921 | 0.00271 | 0.003328 | 0.002693 | 0.001783 | 0.002593 | 0.002533 | 0.002787 | 0.003584 | 0.004498 | 0.006121 | 0.005972 | 0.006054 | 0.007059 | 0.008239 | 0.00798 | 0.006792 | 0.007008 | 0.007244 | 0.006988 | 0.006536 | 0.006584 | 0.007279 | 0.007777 | 0.008549 | 0.009733 | 0.012036 | 0.012011 | 0.010317 | 0.010043 | 0.009833 | 0.008433 | 0.007713 | 0.005981 | 0.003989 | 0.003922 | 0.004262 | 0.004195 | 0.002489 | 0.002599 | 0.003077 | 0.003249 | 0.004092 | 0.004218 | 0.002573 | 0.003158 | 0.004932 | 0.003118 | 0.001602 | 0.001382 | 0.001356 | 0.002057 | 0.002469 | 0.002493 | 0.003632 | 0.004522 | 0.003186 | 0.002857 | 0.005489 | 0.006611 | 0.006806 | 0.006378 | 0.004848 | 0.005928 | 0.007691 | 0.008357 | 0.008487 | 0.007409 | 0.006078 | 0.006664 | 0.006043 | 0.004607 | 0.004733 | 0.003851 | 0.003648 | 0.004014 | 0.004105 | 0.003085 | 0.001768 | 0.002423 | 0.001491 | 20.062673 | 0.647857 | 0.452122 | 0.1815 |
0.000744 | 0.000767 | 0.001128 | 0.001219 | 0.001168 | 0.001314 | 0.001573 | 0.001935 | 0.002287 | 0.002332 | 0.002861 | 0.003214 | 0.004077 | 0.004677 | 0.004592 | 0.005219 | 0.004813 | 0.004674 | 0.005655 | 0.005734 | 0.005083 | 0.004823 | 0.00449 | 0.00411 | 0.002819 | 0.001174 | 0.000831 | 0.000645 | 0.000848 | 0.000838 | 0.00094 | 0.001896 | 0.002023 | 0.002131 | 0.001574 | 0.001684 | 0.00279 | 0.002901 | 0.002272 | 0.001256 | 0.000879 | 0.001718 | 0.001856 | 0.002768 | 0.003995 | 0.003991 | 0.004852 | 0.005113 | 0.003927 | 0.003596 | 0.004818 | 0.004795 | 0.004074 | 0.004901 | 0.005438 | 0.005168 | 0.005286 | 0.005424 | 0.005109 | 0.004564 | 0.00573 | 0.006648 | 0.007167 | 0.007015 | 0.00678 | 0.006927 | 0.006553 | 0.005744 | 0.005785 | 0.005839 | 0.003803 | 0.003178 | 0.004412 | 0.004601 | 0.003346 | 0.003031 | 0.003001 | 0.003057 | 0.003452 | 0.003665 | 0.002611 | 0.002588 | 0.003653 | 0.002654 | 0.00178 | 0.002123 | 0.002404 | 0.002293 | 0.002684 | 0.003232 | 0.003259 | 0.002851 | 0.002935 | 0.003134 | 0.004237 | 0.005535 | 0.004853 | 0.004445 | 0.004058 | 0.004334 | 0.005025 | 0.005257 | 0.004582 | 0.003974 | 0.004391 | 0.004273 | 0.004382 | 0.004203 | 0.003856 | 0.003076 | 0.002842 | 0.003327 | 0.003119 | 0.003094 | 0.002791 | 0.002875 | 0.001699 | 18.781246 | 1.356292 | 1.198849 | 0.45425 |
0.000753 | 0.000824 | 0.001014 | 0.001178 | 0.001146 | 0.001612 | 0.002202 | 0.003035 | 0.00359 | 0.003646 | 0.003704 | 0.004193 | 0.00442 | 0.003988 | 0.005655 | 0.006796 | 0.006677 | 0.00751 | 0.008093 | 0.006932 | 0.005719 | 0.006709 | 0.006245 | 0.003609 | 0.002305 | 0.001601 | 0.001005 | 0.001752 | 0.001856 | 0.001023 | 0.001138 | 0.001918 | 0.00244 | 0.002219 | 0.002109 | 0.002952 | 0.003387 | 0.002411 | 0.002278 | 0.002403 | 0.001125 | 0.001361 | 0.002531 | 0.002765 | 0.003794 | 0.004951 | 0.005977 | 0.006647 | 0.005411 | 0.005429 | 0.006826 | 0.007375 | 0.006299 | 0.006681 | 0.008411 | 0.007165 | 0.006053 | 0.005877 | 0.006324 | 0.007229 | 0.008008 | 0.008646 | 0.009273 | 0.010193 | 0.010517 | 0.009326 | 0.008213 | 0.007713 | 0.006698 | 0.005287 | 0.005042 | 0.004441 | 0.004238 | 0.004904 | 0.003825 | 0.003767 | 0.003999 | 0.003771 | 0.00415 | 0.004199 | 0.002775 | 0.002729 | 0.003258 | 0.002685 | 0.001475 | 0.001736 | 0.002888 | 0.002741 | 0.002754 | 0.003055 | 0.002917 | 0.003467 | 0.004046 | 0.004219 | 0.005473 | 0.006163 | 0.005856 | 0.005143 | 0.005191 | 0.00616 | 0.007611 | 0.008201 | 0.007269 | 0.005905 | 0.006065 | 0.006179 | 0.005197 | 0.005104 | 0.003814 | 0.002955 | 0.004459 | 0.004249 | 0.003056 | 0.002813 | 0.002389 | 0.002089 | 0.00095 | 14.865242 | 2.919289 | 2.642094 | 1.294 |
0.000518 | 0.000723 | 0.001438 | 0.001866 | 0.001338 | 0.001382 | 0.00217 | 0.002766 | 0.002239 | 0.003217 | 0.004181 | 0.004137 | 0.00566 | 0.006776 | 0.00694 | 0.00699 | 0.006172 | 0.006188 | 0.007235 | 0.006908 | 0.00648 | 0.006802 | 0.006093 | 0.004877 | 0.003006 | 0.001365 | 0.00114 | 0.000679 | 0.000658 | 0.000892 | 0.000731 | 0.001246 | 0.001743 | 0.002353 | 0.003023 | 0.003243 | 0.003082 | 0.003209 | 0.003215 | 0.002322 | 0.001915 | 0.003211 | 0.003648 | 0.003561 | 0.004034 | 0.004693 | 0.005801 | 0.005221 | 0.00481 | 0.00641 | 0.007228 | 0.00635 | 0.006974 | 0.008089 | 0.008042 | 0.007852 | 0.007375 | 0.006988 | 0.006742 | 0.006774 | 0.008301 | 0.009976 | 0.011019 | 0.010694 | 0.009834 | 0.009975 | 0.009506 | 0.008659 | 0.008499 | 0.00746 | 0.004865 | 0.003674 | 0.004097 | 0.003748 | 0.003907 | 0.003992 | 0.003254 | 0.003242 | 0.003408 | 0.003105 | 0.002947 | 0.003548 | 0.004464 | 0.003616 | 0.002693 | 0.002927 | 0.002317 | 0.00218 | 0.002586 | 0.003008 | 0.003397 | 0.00397 | 0.003656 | 0.003642 | 0.005012 | 0.005987 | 0.005985 | 0.006671 | 0.00641 | 0.006227 | 0.007211 | 0.007141 | 0.006344 | 0.005889 | 0.005348 | 0.005083 | 0.005953 | 0.006186 | 0.004598 | 0.003297 | 0.003145 | 0.002822 | 0.002988 | 0.003719 | 0.003304 | 0.002311 | 0.001198 | 5.441551 | 7.433934 | 7.318774 | 4.2975 |
0.000812 | 0.000765 | 0.000815 | 0.001236 | 0.001928 | 0.00272 | 0.00307 | 0.002667 | 0.002829 | 0.003355 | 0.003578 | 0.004182 | 0.00506 | 0.006048 | 0.00697 | 0.007186 | 0.006497 | 0.007559 | 0.008399 | 0.007473 | 0.00727 | 0.008116 | 0.007338 | 0.004963 | 0.00332 | 0.002896 | 0.001991 | 0.000834 | 0.001173 | 0.000983 | 0.001353 | 0.001584 | 0.001998 | 0.003888 | 0.003167 | 0.002518 | 0.002809 | 0.00206 | 0.002163 | 0.002305 | 0.00169 | 0.002278 | 0.003986 | 0.003997 | 0.00391 | 0.005091 | 0.006076 | 0.006623 | 0.006789 | 0.007394 | 0.008141 | 0.007879 | 0.007735 | 0.00815 | 0.008058 | 0.008739 | 0.009304 | 0.009565 | 0.010655 | 0.009354 | 0.008934 | 0.009693 | 0.00972 | 0.010348 | 0.010409 | 0.011064 | 0.011063 | 0.00898 | 0.007406 | 0.006315 | 0.00465 | 0.003845 | 0.005551 | 0.005496 | 0.003847 | 0.003715 | 0.0037 | 0.003597 | 0.00369 | 0.002858 | 0.002304 | 0.004039 | 0.005838 | 0.004624 | 0.002112 | 0.002255 | 0.002873 | 0.003147 | 0.002805 | 0.002227 | 0.003347 | 0.003778 | 0.003287 | 0.00437 | 0.005658 | 0.005846 | 0.006029 | 0.006621 | 0.007049 | 0.008611 | 0.009488 | 0.009972 | 0.009949 | 0.008902 | 0.008385 | 0.006885 | 0.006378 | 0.00599 | 0.005259 | 0.004732 | 0.004787 | 0.004098 | 0.003409 | 0.004458 | 0.00296 | 0.001952 | 0.001366 | 0.406133 | 9.541221 | 10.735528 | 6.3675 |
0.000379 | 0.001284 | 0.002012 | 0.002118 | 0.001978 | 0.002422 | 0.002626 | 0.002046 | 0.002458 | 0.002671 | 0.003477 | 0.00429 | 0.004953 | 0.006648 | 0.006748 | 0.005738 | 0.005766 | 0.006826 | 0.00793 | 0.009206 | 0.00866 | 0.006823 | 0.005861 | 0.005108 | 0.003563 | 0.002014 | 0.001275 | 0.001298 | 0.00124 | 0.000764 | 0.001163 | 0.001425 | 0.001773 | 0.002279 | 0.002082 | 0.003772 | 0.005038 | 0.002813 | 0.002188 | 0.002585 | 0.001289 | 0.001619 | 0.002336 | 0.002361 | 0.003686 | 0.004245 | 0.00507 | 0.005367 | 0.005708 | 0.006278 | 0.007531 | 0.007778 | 0.006466 | 0.006838 | 0.007045 | 0.006847 | 0.006758 | 0.00729 | 0.007025 | 0.006967 | 0.007815 | 0.009929 | 0.01086 | 0.009853 | 0.009931 | 0.009564 | 0.008865 | 0.008277 | 0.007226 | 0.006008 | 0.004369 | 0.003469 | 0.00377 | 0.003543 | 0.003098 | 0.003223 | 0.004108 | 0.003616 | 0.00341 | 0.003865 | 0.003355 | 0.003663 | 0.004632 | 0.003721 | 0.001491 | 0.002084 | 0.002459 | 0.002559 | 0.002993 | 0.003195 | 0.003758 | 0.004231 | 0.004388 | 0.005041 | 0.006131 | 0.006454 | 0.00706 | 0.007174 | 0.006036 | 0.00637 | 0.007413 | 0.006947 | 0.007056 | 0.008175 | 0.008004 | 0.007819 | 0.007298 | 0.005748 | 0.00423 | 0.002027 | 0.001882 | 0.002457 | 0.003249 | 0.003803 | 0.002596 | 0.002415 | 0.001434 | 0.259946 | 9.267597 | 11.260885 | 6.745 |
0.000447 | 0.000864 | 0.001791 | 0.001521 | 0.001029 | 0.002118 | 0.00296 | 0.002878 | 0.002729 | 0.004179 | 0.004785 | 0.003846 | 0.004867 | 0.005655 | 0.006215 | 0.006312 | 0.00626 | 0.006924 | 0.008674 | 0.00841 | 0.006816 | 0.007002 | 0.005384 | 0.003379 | 0.003 | 0.002287 | 0.001281 | 0.001347 | 0.000877 | 0.00051 | 0.000905 | 0.001323 | 0.001469 | 0.001598 | 0.00211 | 0.002261 | 0.00232 | 0.002659 | 0.00239 | 0.001996 | 0.002506 | 0.002598 | 0.00315 | 0.004204 | 0.004609 | 0.005033 | 0.00497 | 0.00542 | 0.006086 | 0.00614 | 0.007134 | 0.007438 | 0.007128 | 0.007161 | 0.006727 | 0.008315 | 0.008579 | 0.007655 | 0.008773 | 0.008844 | 0.008497 | 0.010579 | 0.010946 | 0.010156 | 0.01073 | 0.009251 | 0.008524 | 0.008784 | 0.008957 | 0.00734 | 0.004328 | 0.003228 | 0.00426 | 0.00385 | 0.002224 | 0.002845 | 0.003308 | 0.00409 | 0.005069 | 0.004612 | 0.002901 | 0.002782 | 0.00322 | 0.002177 | 0.001771 | 0.001965 | 0.002227 | 0.002141 | 0.002277 | 0.002736 | 0.002975 | 0.003402 | 0.003469 | 0.003458 | 0.004751 | 0.006239 | 0.006713 | 0.006516 | 0.006006 | 0.006528 | 0.007036 | 0.007611 | 0.008855 | 0.008417 | 0.006631 | 0.006 | 0.006099 | 0.00571 | 0.003923 | 0.003046 | 0.003415 | 0.002898 | 0.003341 | 0.002792 | 0.001843 | 0.002979 | 0.002031 | 0.103921 | 8.3494 | 12.173692 | 6.43 |
Dataset Card for Time-Gated Raman Spectra from Fermentations of Streptococcus thermophilus
Dataset Summary
This dataset contains offline Raman spectra collected during batch cultivations of Streptococcus thermophilus. Unlike conventional continuous-wave Raman, these measurements were captured using Time-Gated Raman Spectroscopy, which allows for the temporal separation of the Raman signal from background fluorescence.
The dataset includes two distinct fermentation runs conducted in shake flasks over a 24-hour period, paired with reference analytical measurements (HPLC and spectrophotometry).
Dataset Structure
Data Points
Each entry consists of a Raman spectrum (intensity vs. Raman shift) paired with the following quantitative annotations:
- Lactose [g/L]: Primary carbon source.
- Galactose [g/L]: Metabolic byproduct.
- Lactate [g/L]: Primary fermentation product.
- OD600: Optical density at 600 nm (biomass concentration).
Preprocessing
- Status: Raw.
- Note: The spectra are provided in their raw format. No computational fluorescence rejection, baseline correction, or smoothing has been applied. The time-gating hardware provides the initial fluorescence suppression.
Technical Specifications
Cultivation Parameters
- Organism: Streptococcus thermophilus
- Cultivation Mode: Batch
- Vessel: Shake flask
- Duration: ~24 hours
Measurement Setup
- Spectrometer: Timegate PicoRaman (First Generation)
- Technology: Time-Gated Raman Spectroscopy (pulsed laser)
- Sampling: Offline samples taken throughout the fermentation.
- Reference Analytics: * Metabolites measured via High-Performance Liquid Chromatography (HPLC).
- Biomass measured via UV-Vis Spectrophotometry ($OD_{600}$).
Dataset Sources
- Repository: https://huggingface.co/datasets/chlange/streptococcus_thermophilus_fermentation_timegate
- Paper: [Link to paper if available]
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