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@@ -33,3 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+models/biomass/cat.cbm filter=lfs diff=lfs merge=lfs -text
+models/biomass/mlp.keras filter=lfs diff=lfs merge=lfs -text
+models/biomass/xgb.json filter=lfs diff=lfs merge=lfs -text
+models/carb/cat.cbm filter=lfs diff=lfs merge=lfs -text
+models/carb/mlp.keras filter=lfs diff=lfs merge=lfs -text
+models/carb/xgb.json filter=lfs diff=lfs merge=lfs -text
+models/lipid/cat.cbm filter=lfs diff=lfs merge=lfs -text
+models/lipid/mlp.keras filter=lfs diff=lfs merge=lfs -text
+models/lipid/xgb.json filter=lfs diff=lfs merge=lfs -text
+models/protein/cat.cbm filter=lfs diff=lfs merge=lfs -text
+models/protein/mlp.keras filter=lfs diff=lfs merge=lfs -text
+models/protein/xgb.json filter=lfs diff=lfs merge=lfs -text

ai_al.csv

@@ -0,0 +1,204 @@
+species,media,Light ,expo-day,expo-night ,_c,pH ,days,biomass,lipid,protein,carb 
+a. platensis ,zarrouk ,60,12,12,30,,15,1.94,8.3,75.7,8.9
+a. platensis ,zarrouk ,60,12,12,30,8.5,,3.00 ,13.34,69.78 ,12.41 
+a. platensis ,zarrouk ,,12,12,30,,10,1.77 ,12.7,57.4,12.8
+a. platensis ,zarrouk ,70 ,12,12,30,,15 ,3.6 ,26.73 ,64.56 ,15.41 
+a. platensis ,zarrouk ,238,12,12,25,8.5,21,2.98,5.18,65.55,
+a. platensis ,zarrouk ,,12,12,28,9,,2.07 ,6.96 ,66.10 ,21.24 
+a. platensis ,zarrouk ,,24,0,30,9.5,7,5.97,9.36,85.89,42.36
+a. platensis ,zarrouk ,60,16,8,30,,18 ,1.18,,,
+a. platensis ,zarrouk ,75,16,8,25,8.5,12,2.11,8.63,55.31,26.43
+a. platensis ,zarrouk ,45,12,12,28, 9,14,13.77,,,
+a. platensis ,zarrouk ,75,24,0,25,,,4.07,,,
+a. platensis ,zarrouk ,20,14,10,25,,7,,,42,
+a. platensis ,zarrouk ,50 ,12,12,30,,30,3.13 ,18,75,30
+a. platensis ,zarrouk ,110,24,0,30 ,8.5,10,2.58,25,61.88,17
+a. platensis ,zarrouk ,125 ,,,28 ,,12 ,5.403  ,,,
+a. platensis ,zarrouk ,50,13,11,28,,25,4.5,5.96,,0.93
+a. platensis ,cftri,50 ,,,30,9.5 ,,2.83 ,,,
+a. platensis ,zarrouk ,150 ,24,0,28,9,16,6.78,,,
+a. platensis ,zarrouk ,200 ,,,25 ,,30,8.8,,,
+a. platensis ,bg-11,90,24,0,26,,15,1.27,28.6,,
+a. platensis ,zarrouk , 416  ,12, 12,30,8.5,8,1.19,15,62,60
+a. platensis ,zarrouk ,80 ,24,0,25,,30,10.01,,55.33 ,
+a. platensis ,zarrouk ,120 ,12,12,,,,5.35 ,30.45,38.39,
+a. platensis ,zarrouk ,135,12,12,32,9,,,,32.37,36.568 
+a. platensis ,zarrouk ,140 ,24,0,,,12 ,1.47 ,,67.3.3 ,17.9.
+a. platensis ,zarrouk ,238,12,12,,,,2.98,5.18,65.55,47.83
+a. platensis ,zarrouk ,80,14,10,30,9 ,,7.83,,62.1,
+a. platensis ,zarrouk ,60,12,12,30,,15 ,2.38 ,9.87 ,73.2,30.32
+a. platensis ,zarrouk , 50 ,14,10 ,30 ,,15,1.2,11.84,52.35,
+a. platensis ,zarrouk ,80  ,,,22 ,,12,1.56 ,,45.5 ,
+c.vulgaris, bg-11,185 ,,,25,,,6.16,,2.17,
+c. vulgaris, bg-11,120,12,12,25,7,10,2.37,33.52,36.15,
+c. vulgaris, bg-11,450,,,28,,,5.51,19.03,60.38,54.13
+c. vulgaris, bg-11,70,12,12,25,7,12,1.5 ,25,,30.3
+c. vulgaris,detmer,85,24,0,25,,10,0.26,10.9,40.5,76.4
+c. vulgaris,bbm,,,,25,7,,8.9,8.3,20.2,63.7
+c. vulgaris, bg-11,140,,,25,,15  ,2.36,37.8,,
+c. vulgaris,b3n,75,,,20,7,,1.3,,,
+c. vulgaris,basal ,60,24,0,25,,,5,53,,
+c. vulgaris,bg-11,185,,, 30  ,,,6.16,,22,
+c. vulgaris,bg-11,36,12,12,24,7,,,40.96 ,39.76,
+c. vulgaris,bbm,50,,,,,,1.08,18,,
+c. vulgaris,bbm,45,,,25,6.2,,0.171 ,33,29,10
+c. vulgaris,bg-11,300 ,24,0,,,,7.13,24.1,40,59.2
+c. vulgaris,,200,14,10,23,7.3,,,17,65.2,
+c. vulgaris,knop,50,16,8,25,,,1.27,,0.81,73
+c. vulgaris,f/2,80,24,0, 24 ,,,0.94,27.2,,
+c. vulgaris,beijerinck ,,16,8,25,6.8,20,6,53.2,20,64
+c. vulgaris,lc oligo ,150,16,8,20,7,,0.41,31.9,,48
+c. vulgaris,bbm,45,24,0,25,,,1,28,21.92,
+c. vulgaris,bg-11,,,,,7,,0.9,31.45 ,61.56 ,
+c. vulgaris,F/2-Si ,100,14,10,20,,,1,0.67,,
+c. vulgaris,bg-11,,,,,,,0.76 ,28.3,,
+c. vulgaris,bbm,,,,,,,0.8,29.6,37.8,
+chlorella spp.,bg-11,42,18,6,25,,20,2.14,16.89,,
+chlorella spp.,,,,,,,,,,,
+chlorella spp.,bg-11,50 ,24,0,27,,12,2.5,25,,
+chlorella spp.,jaworski ,65,24,0,25,,,3.77,23.78,,
+chlorella spp.,ha-sk ,,,,,,,6.9,,54.67,51.23
+scendedesmus sp,bg-11,,18,6,30,7.4,14,1.51,20,,
+scendedesmus sp,bg-11,60,12,12,25,,,0.55,20.91,50.12,30.88
+scendedesmus sp,bbm,250,24,0,25,,20,,18,18,
+scendedesmus sp,,132,,,24,,,9,30,25,45
+scendedesmus sp,bg-11,,12,12,25,,12,0.6,27.93,47.75,
+scendedesmus sp,bbm,,,,,,15,1.18,16.5,40,41.3
+scendedesmus sp,bg-11,50,,,,,,2.56,58,,
+scendedesmus sp,bg-11,25,10,14,,,,1.5,28.3,30,
+scendedesmus sp,bg-11,50,,,,,,3.88,41.1,11.1,
+scendedesmus sp,detme,102,24,0,25,8,,1.1,,,
+scendedesmus sp,bg-11,60,12,12,25,,15,0.42,,,
+ s.obliquus,bbm,50,24,0,27,,14,1.7,,35,34
+ s.obliquus,,520,24,0,22,7,,4.2,13.81,21.04,68.81
+ s.obliquus,f/2 and bbm ,150,24,0,25,8,,1.76,33,,
+ s.obliquus,carbon free bg 11,,24,0,,6.9,,4.98,33.04,9.48,30.87
+ s.obliquus,bg-11,88,14,10,25,,,0.72,32.26,,
+ s.obliquus,mineral bold basal ,50,16,8,7,,,,,,
+ s.obliquus,bbm,60,16,8,25,,14,7,42.6,6.8,
+ s.obliquus,bbm,40,,,27,,20,0.65,34,,21
+s. quadricauda,,,14,10,25,,30,1,22.63,32,46.17
+s. quadricauda,,100,,,25,7,,,13.02,,
+s. quadricauda,bg-11,40,,,,,,1,39.33,8,19.26
+s. quadricauda,bbm,100,,,25,,15,1.46,15.40 ,,
+s.acuminatus,bg-11,300,,,,,14,4.24,36.4,,28.64
+s.acuminatus,bg-11,300,,,25,,20,12.41,25.2,39.11,34.43
+s.acuminatus,bg-11,300,,,25,7.6,18,7.6,22.2,38.2,
+s. dimorphus,,,,,,,,0.59,32,,
+s. rubescens,guillard F/2 ,60,16,8,23,,25,1.74,38.14,40,
+s. bajacalifornicus,bg-11,180,16,,,7,14,0.85,25.81,,25
+s. obtusus,bbm,20,16,8,,7.5,,0.52,28.74,25.94,20.74
+c. sorokiniana ,,110,,,28,,,,,27.38,34.06
+c. sorokiniana ,tap ,185,24,0,28,7.5,14,5.2,25,,
+c. sorokiniana ,bg-11,600,24,0,35,,,1.71,,63.2,
+c. sorokiniana ,HS ,2000,24,0,25,7.5,30,0.9,,,
+c. sorokiniana ,bg-11,,,,,,16,1.62,25.54,47.2,26.6
+c. sorokiniana ,bg-11,120,16,8,25,,,2.6,35.85,,
+c. sorokiniana ,bg-11,,,,,,,0.4,12,50,
+c. sorokiniana ,bbm,33,16,8,25,,,1.94,33,,
+c. sorokiniana ,bg-11,"100, 211, 284 ",,,30,7.5,,,,,
+c. sorokiniana ,mann and myer ,,,,30,,,5.04,,,
+c. sorokiniana ,bg-11,120,24,0,25,,30,1.5,61.52,,
+c. sorokiniana ,bbm,,,,,,,2.93,,,
+c. sorokiniana ,bg-11,20,,,25,,,1.89,46,,
+c. sorokiniana ,pe-001A ,200,12,12,,7.5,,6.51,25,30.7,
+c. sorokiniana ,bg-10,250,12,12,25,,30,1.44,,,
+c. sorokiniana ,bg-11,75,,,30,9,,1,44.1,,
+c. sorokiniana ,bbm,80,,,30,,,1.6,28.7,,
+c. sorokiniana ,,80,,,25,,,1.67,25,35.02,16.3
+c. sorokiniana ,,140,12,12,28,,,1.8,35,,
+c. sorokiniana ,,100,12,12,25,,,2.33,10,12,14
+c. sorokiniana ,bg-11,327,16,8,27,,,1.42,20,,42.13
+c. sorokiniana ,,100,,,25,8,,1.93,25,30,55
+c. sorokiniana ,bg-11,80,12,12,25,,,1.85,30,,
+c. sorokiniana ,,85,12,12,23,,,0.68,25,,
+c. sorokiniana ,bg-11,200,12,12,,,,1.5,33,,
+c. sorokiniana ,bg-11,130,14,10,25,,15,0.9,,,
+c. sorokiniana ,,650,,,,,,11.58,,,
+c. sorokiniana ,sk medium,900,24,0,25,,,0.97,,,56
+c. sorokiniana ,bg-11,120,12,12,25,,,2.3,,15,13
+c. sorokiniana , (MWC + Se),72,16,8,25,,30,1.2 ,39.7,,
+c. sorokiniana ,bbm 6N ,100,24,0,32,,9,2.67,26,,
+c. sorokiniana ,bg-11  and knop,221,24,0,25,,26,2.6,,,22
+c. sorokiniana ,cooking cocoon wastewater,"50 
+",12,12,25,7,,2.83,25.91,48.39,25.32
+p.purpureum ,artificial sea water ,350,24,0,,,16,5.54,12,47.1,52.1
+p.purpureum ,f/2  ,30,16,8,25,7.5  ,35,1.22,,,
+p.purpureum , erdseiber  and bold 1nv ,,24,0,25,8,18,5.85,26.73,,
+p.purpureum ,artificial sea water ,30,16,8,25,,21,1.83,37.43,,
+p.purpureum ,artificial sea water ,100  ,24,0,25,,20  ,2.02 ,,30,30
+p.purpureum ,artificial sea water ,50  ,24,0,25,7.6,18,2.55  ,10.49,31.04,45.86
+p.purpureum ,MM1-2,56,24,0,25,7,14,2.3-2.5 ,,40,39.6
+p.purpureum ,"artificial sea water, F/2 and KOCH",100 ,24,0,25,,20  ,16.24  ,25,46.9,50
+p.purpureum ,f/2-RSE ,100 ,24,0,20 ,8.0 ,,3.4  ,,,
+p.purpureum ,vonshak , 165 ,12,(12:12),21,,,3.10 ,3.26,23.09 ,25.11 
+p. cruentum , f/2 ,300,24,0,20,7.5,,0.91,51.8,,
+p. cruentum ,"modified provasoli, f/2 , hemerick ", 150,24,0,18,,,4.65,,34,
+h. pluvialis,bg-11,330,24,0,26,,40,2,,,
+h. pluvialis,"bbm,mm2,km1,provasoli",60,24,0,24,,, 1.4 ,,,
+h. pluvialis,jaworski,75,16,8,20,7.5,22,0.4/d,,,
+h. pluvialis,bbm,20,16,8,25,,35,1.8,,,
+h. pluvialis,NIES-C  ,50,12,12,23,,,2.47,,,
+h. pluvialis,synthetic ,,,,,,,0.09,,62.7,
+h. pluvialis,,250,16,8,22,7.5,,2.2,34.22,,
+h. pluvialis,mbg-11,66,,,22,,,4,62,45,16
+h. pluvialis,"bbm,rm,bg-11,km2",40,24,0,,,,0.64,,58,
+h. pluvialis,NIES-N,20,12,12,30,,,1.26 ,,,
+h. pluvialis,NIES-C  ,80,24,0,25,7.5,,1.53,,,
+h. pluvialis,bbm,60,24,0,30,,,0.6,,,
+h. pluvialis,bbm,150,,,28,,,0.77,,10,85.6
+h. pluvialis,,80,14,10,24,,,1.2–1.3,,,
+h. pluvialis,bbm,50,,,25,,,1.84  ,,30,33.2
+h. pluvialis,bg-11,105 ,,,,,,2.09,,,
+h. pluvialis,bg-11,30 ,,,28,7.5,15,1.65,55.11,,
+h. pluvialis,,,,,,,23,0.87,25.43,,
+h. pluvialis,NSIII ,104,16,8,,,,9.1,,,
+h. pluvialis,bg-11,30,,,28,,25,1.5,55,0.24,34
+h. pluvialis,modified standard inorganic ,70,,,,,,2,,,
+h. pluvialis,autotrophic,60,16,8,25,,,4.4,,,
+h. pluvialis,bbm,150,,,28,7.5,,0.59,42.84,,
+h. pluvialis,jaworski,37,12,12,21,,,1.34 ,,,
+h. pluvialis,NIES-C,40,,,,,,2.06,25.5,41.2,17.3
+h. pluvialis,bbm,108,24,0,25,,,2.36,43,,
+h. pluvialis,,50,12,12,22,7.5,,3,27,18,27
+c. pyrenoidosa,tap ,60,16,8,30 ,7.5,8,0.58,,,
+c. pyrenoidosa,bbm,,,,28,,,,27.5,53.8,69.7
+c. pyrenoidosa,,92,12,12,25,,,1.36,50.24,24.06,12.91
+c. pyrenoidosa,bg-11 ,36,12,12,24,,12,, ,,
+c. pyrenoidosa,bbm,45,16,8,20,,,2.56,14,55,
+c. pyrenoidosa,bg-11 ,35,14,10,25,,,4.5,27,62,57
+c. pyrenoidosa,SE ,,12,12,25,,,6.4,31.12,48.93,
+c. pyrenoidosa,bg-11 ,,12,12,,,,1,28,56,
+c. pyrenoidosa,synthetic aquaculture wastewater,105,12,12,25,,,1.2,,,
+c. pyrenoidosa,bg-11,106.4,12,12,25,,,1,37.03,,
+c. pyrenoidosa,selenite enrichment  ,127,12,12,25,,,2.72,,54,
+c. pyrenoidosa,fogg's medium,,12,12,25,7.2,,0.64,,,
+c. pyrenoidosa,selenite enrichment,127,12,12,25,,,4.03,25,60.46,
+c. pyrenoidosa,bg-11,30,,,46,,,5.68,15.8,27.85,
+c. pyrenoidosa,recycled seawater ,,,,45,,,3.4,32.1,15,
+c. pyrenoidosa,bg-11,46,,,,,,1.48,,,
+c. zofingiensis ,tap ,150,,,,,29,3.3,37,,
+c. zofingiensis ,modified bristol ,150,,,,,,8.3 ,64.5,,
+c. zofingiensis ,bbm,65,12,12,,,,1.2,30,,
+c. zofingiensis ,,,,,,,,9.9,66.1,28,
+c. zofingiensis ,bg-11,100,24,0,25,,28,5.99,65.1,,
+c. zofingiensis ,modified M-8,63,,,, ,,4.1,,,
+c. zofingiensis ,bg-11,,,,,,,2.27,47.73,33.15,47.73
+c. zofingiensis ,bristol ,50,,,,,,0.62,,,
+c. zofingiensis ,modified bg-11,,,,,7.6,,2.83,,39.9,33.6
+c. zofingiensis ,bg-11,150,,,25,,,3,,,
+c. variabilis,bg-11,120,12,12,25,6.9,,1.6,12,50,
+c. variabilis,mn-8,40,24,0,24,,16,0.75,,56,35
+c. variabilis,bbm,95,18,6,,,,1.86,25.22,,
+c. variabilis,zarrouk,150,12,12,37,7.5,,,75,,49.29
+c. variabilis,zarrouk,60,12,12,,,18,1.51 ,20.97,58,15.06
+c. variabilis,,39,16,8,25,,,,24.8,,31.4
+c. variabilis,,40,24,0,24,,,0.64,22,74,34
+c. variabilis,wuxal,30.4,14,10,28,7.5,,2.66,,,
+c. variabilis,tap ,150,24,0,25,7.5,14,7.37,26.5,49.6,26.17
+c. variabilis,wuxal ,30.4,,,28,,14,6,,,
+c. salina,waln,50,12,12,25,,,1.06,15,38,25
+c. salina,"conway (1st stage), yao synthetic (2nd stage), and pretreated wastewater",30,12,12,30,,,0.58,,,24
+c. salina,DsMG , 100 ,12,12,25.5,,20,0.7,11.8,,
+c. salina,modified johnson,55,24,0,20,7.5,,1.4,15,70,25
+c. salina,artificial medium,42.4,12,12,25,,,1.23,22.28,,

doi.csv

@@ -0,0 +1,204 @@
+species,media,Light ,expo-day,expo-night ,_c,pH ,days,biomass,lipid,protein,carb ,doi
+a. platensis ,zarrouk ,60,12,12,30,,15,1.94,8.3,75.7,8.9,https://link.springer.com/article/10.1007/s13399-020-00934-4#Abs1
+a. platensis ,zarrouk ,60,12,12,30,8.5,,3.00 ,13.34,69.78 ,12.41 ,https://doi.org/10.1016/j.procbio.2018.09.024
+a. platensis ,zarrouk ,,12,12,30,,10,1.77 ,12.7,57.4,12.8,https://doi.org/10.1016/j.biortech.2018.01.122
+a. platensis ,zarrouk ,70 ,12,12,30,,15 ,3.6 ,26.73 ,64.56 ,15.41 ,https://link.springer.com/article/10.1007/s12155-021-10310-3#Sec8
+a. platensis ,zarrouk ,238,12,12,25,8.5,21,2.98,5.18,65.55,,https://doi.org/10.1371/journal.pone.0224294
+a. platensis ,zarrouk ,,12,12,28,9,,2.07 ,6.96 ,66.10 ,21.24 ,https://doi.org/10.1007/s12033-023-00842-8
+a. platensis ,zarrouk ,,24,0,30,9.5,7,5.97,9.36,85.89,42.36,
+a. platensis ,zarrouk ,60,16,8,30,,18 ,1.18,,,,https://doi.org/10.1007/s10811-021-02664-0 
+a. platensis ,zarrouk ,75,16,8,25,8.5,12,2.11,8.63,55.31,26.43,https://doi.org/10.1016/j.scitotenv.2022.159920
+a. platensis ,zarrouk ,45,12,12,28, 9,14,13.77,,,,https://doi.org/10.1016/j.biortech.2017.12.068
+a. platensis ,zarrouk ,75,24,0,25,,,4.07,,,,https://doi.org/10.1016/j.biortech.2018.11.042
+a. platensis ,zarrouk ,20,14,10,25,,7,,,42,,https://doi.org/10.1016/j.sajb.2025.05.040
+a. platensis ,zarrouk ,50 ,12,12,30,,30,3.13 ,18,75,30,https://doi.org/10.1016/j.biteb.2024.101904
+a. platensis ,zarrouk ,110,24,0,30 ,8.5,10,2.58,25,61.88,17,https://doi.org/10.1016/j.chemosphere.2024.141387
+a. platensis ,zarrouk ,125 ,,,28 ,,12 ,5.403  ,,,,
+a. platensis ,zarrouk ,50,13,11,28,,25,4.5,5.96,,0.93,https://doi.org/10.3390/fermentation8080374
+a. platensis ,cftri,50 ,,,30,9.5 ,,2.83 ,,,,https://doi.org/10.1111/jpy.12597
+a. platensis ,zarrouk ,150 ,24,0,28,9,16,6.78,,,,https://doi.org/10.1016/j.biortech.2014.12.073
+a. platensis ,zarrouk ,200 ,,,25 ,,30,8.8,,,,https://doi.org/10.1016/j.algal.2025.104129
+a. platensis ,bg-11,90,24,0,26,,15,1.27,28.6,,,https://doi.org/10.1155/2023/2257271
+a. platensis ,zarrouk , 416  ,12, 12,30,8.5,8,1.19,15,62,60,https://link.springer.com/article/10.1007/s12010-019-03126-7#Abs1
+a. platensis ,zarrouk ,80 ,24,0,25,,30,10.01,,55.33 ,,https://doi.org/10.1016/j.foodchem.2023.136843
+a. platensis ,zarrouk ,120 ,12,12,,,,5.35 ,30.45,38.39,,https://doi.org/10.1016/j.watres.2017.10.057
+a. platensis ,zarrouk ,135,12,12,32,9,,,,32.37,36.568 ,https://doi.org/10.1016/j.chemosphere.2023.139107
+a. platensis ,zarrouk ,140 ,24,0,,,12 ,1.47 ,,67.3.3 ,17.9.,https://link.springer.com/article/10.1007/s12010-016-2128-2#Abs1
+a. platensis ,zarrouk ,238,12,12,,,,2.98,5.18,65.55,47.83,https://doi.org/10.1371/journal.pone.0276317
+a. platensis ,zarrouk ,80,14,10,30,9 ,,7.83,,62.1,,https://doi.org/10.5897/AJAR2015.10210
+a. platensis ,zarrouk ,60,12,12,30,,15 ,2.38 ,9.87 ,73.2,30.32,https://doi.org/10.1016/j.biortech.2016.08.038
+a. platensis ,zarrouk , 50 ,14,10 ,30 ,,15,1.2,11.84,52.35,,https://link.springer.com/article/10.1007/s40003-015-0168-4#Abs1
+a. platensis ,zarrouk ,80  ,,,22 ,,12,1.56 ,,45.5 ,,https://link.springer.com/article/10.1007/s10811-018-1398-1#Abs1
+c.vulgaris, bg-11,185 ,,,25,,,6.16,,2.17,,https://doi.org/10.3390/foods13162514
+c. vulgaris, bg-11,120,12,12,25,7,10,2.37,33.52,36.15,,https://doi.org/10.1016/j.procbio.2019.11.022
+c. vulgaris, bg-11,450,,,28,,,5.51,19.03,60.38,54.13,https://doi.org/10.1016/j.biortech.2012.10.100
+c. vulgaris, bg-11,70,12,12,25,7,12,1.5 ,25,,30.3,https://doi.org/10.1007/s10811-023-03010-2
+c. vulgaris,detmer,85,24,0,25,,10,0.26,10.9,40.5,76.4,https://doi.org/10.2166/wst.2020.192
+c. vulgaris,bbm,,,,25,7,,8.9,8.3,20.2,63.7,https://doi.org/10.1016/j.algal.2019.101754
+c. vulgaris, bg-11,140,,,25,,15  ,2.36,37.8,,,https://doi.org/10.1007/s10811-020-02308-9
+c. vulgaris,b3n,75,,,20,7,,1.3,,,,https://doi.org/10.1016/j.biortech.2021.124995
+c. vulgaris,basal ,60,24,0,25,,,5,53,,,https://doi.org/10.1016/j.biortech.2011.11.103
+c. vulgaris,bg-11,185,,, 30  ,,,6.16,,22,,https://doi.org/10.3390/foods13162514
+c. vulgaris,bg-11,36,12,12,24,7,,,40.96 ,39.76,,https://doi.org/10.1007/s10811-017-1350-9
+c. vulgaris,bbm,50,,,,,,1.08,18,,,https://doi.org/10.1016/j.bej.2022.108435
+c. vulgaris,bbm,45,,,25,6.2,,0.171 ,33,29,10,https://doi.org/10.1002/elsc.200900116
+c. vulgaris,bg-11,300 ,24,0,,,,7.13,24.1,40,59.2,https://doi.org/10.1016/j.algal.2016.04.008
+c. vulgaris,,200,14,10,23,7.3,,,17,65.2,,https://doi.org/10.3390/jmse4040084
+c. vulgaris,knop,50,16,8,25,,,1.27,,0.81,73,https://doi.org/10.1007/s10725-013-9867-7
+c. vulgaris,f/2,80,24,0, 24 ,,,0.94,27.2,,,https://doi.org/10.1016/j.phytochem.2014.12.022
+c. vulgaris,beijerinck ,,16,8,25,6.8,20,6,53.2,20,64,https://doi.org/10.1016/j.algal.2024.103515
+c. vulgaris,lc oligo ,150,16,8,20,7,,0.41,31.9,,48,https://doi.org/10.1016/j.aquatox.2015.01.002
+c. vulgaris,bbm,45,24,0,25,,,1,28,21.92,,https://doi.org/10.1016/j.bej.2020.107818
+c. vulgaris,bg-11,,,,,7,,0.9,31.45 ,61.56 ,,https://doi.org/10.1186/s13068-022-02204-z
+c. vulgaris,F/2-Si ,100,14,10,20,,,1,0.67,,,https://doi.org/10.1016/j.biortech.2007.09.073
+c. vulgaris,bg-11,,,,,,,0.76 ,28.3,,,https://doi.org/10.1016/j.biortech.2019.02.063
+c. vulgaris,bbm,,,,,,,0.8,29.6,37.8,,https://doi.org/10.1002/jctb.5899
+chlorella spp.,bg-11,42,18,6,25,,20,2.14,16.89,,,https://doi.org/10.1016/j.algal.2020.101942
+chlorella spp.,,,,,,,,,,,,
+chlorella spp.,bg-11,50 ,24,0,27,,12,2.5,25,,,https://doi.org/10.1186/s13068-019-1647-9
+chlorella spp.,jaworski ,65,24,0,25,,,3.77,23.78,,,https://doi.org/10.1016/j.ecmx.2025.101082
+chlorella spp.,ha-sk ,,,,,,,6.9,,54.67,51.23,https://doi.org/10.1016/j.biortech.2021.126187 
+scendedesmus sp,bg-11,,18,6,30,7.4,14,1.51,20,,,https://doi.org/10.1016/j.renene.2014.09.005
+scendedesmus sp,bg-11,60,12,12,25,,,0.55,20.91,50.12,30.88,https://doi.org/10.1016/j.biortech.2015.06.107
+scendedesmus sp,bbm,250,24,0,25,,20,,18,18,,https://doi.org/10.1016/j.biortech.2021.125814
+scendedesmus sp,,132,,,24,,,9,30,25,45,https://www.academia.edu/66066366/Effect_of_nitrogen_source_on_the_growth_and_biochemical_composition_of_a_new_Bulgarian_isolate_of_Scenedesmus_sp
+scendedesmus sp,bg-11,,12,12,25,,12,0.6,27.93,47.75,,https://doi.org/10.1016/j.biortech.2014.01.025
+scendedesmus sp,bbm,,,,,,15,1.18,16.5,40,41.3,https://doi.org/10.1016/j.algal.2019.101771 
+scendedesmus sp,bg-11,50,,,,,,2.56,58,,,https://doi.org/10.1016/j.biortech.2017.03.102
+scendedesmus sp,bg-11,25,10,14,,,,1.5,28.3,30,,https://doi.org/10.1016/j.btre.2021.e00621 
+scendedesmus sp,bg-11,50,,,,,,3.88,41.1,11.1,,https://doi.org/10.1007/s12010-012-9639-2 
+scendedesmus sp,detme,102,24,0,25,8,,1.1,,,,https://doi.org/10.3390/biom10111515
+scendedesmus sp,bg-11,60,12,12,25,,15,0.42,,,,https://doi.org/10.1016/j.biortech.2015.04.017
+ s.obliquus,bbm,50,24,0,27,,14,1.7,,35,34,https://doi.org/10.1016/j.biortech.2014.09.002
+ s.obliquus,,520,24,0,22,7,,4.2,13.81,21.04,68.81,https://doi.org/10.1007/s10499-020-00533-0
+ s.obliquus,f/2 and bbm ,150,24,0,25,8,,1.76,33,,,https://doi.org/10.1080/17597269.2018.1448634 
+ s.obliquus,carbon free bg 11,,24,0,,6.9,,4.98,33.04,9.48,30.87,https://doi.org/10.1016/j.biortech.2013.06.010
+ s.obliquus,bg-11,88,14,10,25,,,0.72,32.26,,,https://doi.org/10.1016/j.scitotenv.2018.03.240
+ s.obliquus,mineral bold basal ,50,16,8,7,,,,,,,https://doi.org/10.1007/s00344-018-9816-9
+ s.obliquus,bbm,60,16,8,25,,14,7,42.6,6.8,,https://doi.org/10.1016/j.biombioe.2020.105708
+ s.obliquus,bbm,40,,,27,,20,0.65,34,,21,https://doi.org/10.1007/s00449-013-0919-1 
+s. quadricauda,,,14,10,25,,30,1,22.63,32,46.17,https://doi.org/10.1016/j.biortech.2014.12.097
+s. quadricauda,,100,,,25,7,,,13.02,,,https://doi.org/10.1016/j.algal.2017.09.020 
+s. quadricauda,bg-11,40,,,,,,1,39.33,8,19.26,https://doi.org/10.1016/j.psep.2022.07.051 
+s. quadricauda,bbm,100,,,25,,15,1.46,15.40 ,,,https://doi.org/10.1016/j.algal.2018.08.009
+s.acuminatus,bg-11,300,,,,,14,4.24,36.4,,28.64,https://doi.org/10.1007/s10811-019-01783-z
+s.acuminatus,bg-11,300,,,25,,20,12.41,25.2,39.11,34.43,https://doi.org/10.1007/s10811-022-02777-0
+s.acuminatus,bg-11,300,,,25,7.6,18,7.6,22.2,38.2,,https://doi.org/10.1016/j.algal.2019.101728
+s. dimorphus,,,,,,,,0.59,32,,,https://doi.org/10.1007/s13369-023-08187-9 
+s. rubescens,guillard F/2 ,60,16,8,23,,25,1.74,38.14,40,,https://doi.org/10.3390/recycling10030109
+s. bajacalifornicus,bg-11,180,16,,,7,14,0.85,25.81,,25,https://doi.org/10.1007/s12010-016-2330-2
+s. obtusus,bbm,20,16,8,,7.5,,0.52,28.74,25.94,20.74,https://doi.org/10.1016/j.biteb.2022.101286
+c. sorokiniana ,,110,,,28,,,,,27.38,34.06,https://doi.org/10.1007/s12155-021-10292-2
+c. sorokiniana ,tap ,185,24,0,28,7.5,14,5.2,25,,,https://doi.org/10.1016/j.biortech.2023.129477
+c. sorokiniana ,bg-11,600,24,0,35,,,1.71,,63.2,,https://doi.org/10.1186/s40643-021-00436-9
+c. sorokiniana ,HS ,2000,24,0,25,7.5,30,0.9,,,,https://doi.org/10.1007/s10811-015-0652-z
+c. sorokiniana ,bg-11,,,,,,16,1.62,25.54,47.2,26.6,https://doi.org/10.1016/j.biombioe.2025.107832
+c. sorokiniana ,bg-11,120,16,8,25,,,2.6,35.85,,,https://doi.org/10.1016/j.algal.2019.101518
+c. sorokiniana ,bg-11,,,,,,,0.4,12,50,,https://doi.org/10.1007/s12010-010-9012-2
+c. sorokiniana ,bbm,33,16,8,25,,,1.94,33,,,https://doi.org/10.1186/2193-1801-1-33
+c. sorokiniana ,bg-11,"100, 211, 284 ",,,30,7.5,,,,,,https://doi.org/10.1016/j.biortech.2022.126816
+c. sorokiniana ,mann and myer ,,,,30,,,5.04,,,,https://doi.org/10.1016/j.biortech.2022.128130
+c. sorokiniana ,bg-11,120,24,0,25,,30,1.5,61.52,,,https://doi.org/10.1016/j.biortech.2014.03.064
+c. sorokiniana ,bbm,,,,,,,2.93,,,,https://doi.org/10.3390/plants11081086 
+c. sorokiniana ,bg-11,20,,,25,,,1.89,46,,,https://doi.org/10.1016/j.algal.2017.02.004
+c. sorokiniana ,pe-001A ,200,12,12,,7.5,,6.51,25,30.7,,https://doi.org/10.1016/j.algal.2017.11.004
+c. sorokiniana ,bg-10,250,12,12,25,,30,1.44,,,,https://doi.org/10.1007/s12010-012-9793-6
+c. sorokiniana ,bg-11,75,,,30,9,,1,44.1,,,https://doi.org/10.1016/j.biteb.2018.03.006
+c. sorokiniana ,bbm,80,,,30,,,1.6,28.7,,,https://doi.org/10.1007/s00343-009-9216-x
+c. sorokiniana ,,80,,,25,,,1.67,25,35.02,16.3,https://doi.org/10.1016/j.jwpe.2022.102760
+c. sorokiniana ,,140,12,12,28,,,1.8,35,,,https://doi.org/10.1007/s40201-020-00483-y
+c. sorokiniana ,,100,12,12,25,,,2.33,10,12,14,https://doi.org/10.1016/j.biortech.2021.125593 
+c. sorokiniana ,bg-11,327,16,8,27,,,1.42,20,,42.13,https://doi.org/10.1016/j.algal.2022.102630
+c. sorokiniana ,,100,,,25,8,,1.93,25,30,55,https://doi.org/10.1016/j.algal.2022.102965
+c. sorokiniana ,bg-11,80,12,12,25,,,1.85,30,,,https://doi.org/10.1016/j.enconman.2017.05.001
+c. sorokiniana ,,85,12,12,23,,,0.68,25,,,https://doi.org/10.1088/1755-1315/689/1/012026 
+c. sorokiniana ,bg-11,200,12,12,,,,1.5,33,,,https://doi.org/10.1007/s00253-014-6088-6
+c. sorokiniana ,bg-11,130,14,10,25,,15,0.9,,,,https://doi.org/10.3390/plants14071010 
+c. sorokiniana ,,650,,,,,,11.58,,,,https://doi.org/10.1016/j.bej.2025.109632
+c. sorokiniana ,sk medium,900,24,0,25,,,0.97,,,56,https://doi.org/10.1016/j.fuel.2022.126362
+c. sorokiniana ,bg-11,120,12,12,25,,,2.3,,15,13,https://doi.org/10.1016/j.algal.2024.103814
+c. sorokiniana , (MWC + Se),72,16,8,25,,30,1.2 ,39.7,,,https://doi.org/10.1016/j.chemosphere.2021.131044
+c. sorokiniana ,bbm 6N ,100,24,0,32,,9,2.67,26,,,https://doi.org/10.1088/2515-7655/acb383
+c. sorokiniana ,bg-11  and knop,221,24,0,25,,26,2.6,,,22,https://doi.org/10.3390/en14051411
+c. sorokiniana ,cooking cocoon wastewater,"50 
+",12,12,25,7,,2.83,25.91,48.39,25.32,https://doi.org/10.2166/wst.2021.154
+p.purpureum ,artificial sea water ,350,24,0,,,16,5.54,12,47.1,52.1,https://doi.org/10.3390/md17020124
+p.purpureum ,f/2  ,30,16,8,25,7.5  ,35,1.22,,,,https://link.springer.com/article/10.1007/s10811-025-03441-z#Abs1
+p.purpureum , erdseiber  and bold 1nv ,,24,0,25,8,18,5.85,26.73,,,https://doi.org/10.1016/j.biteb.2025.102136
+p.purpureum ,artificial sea water ,30,16,8,25,,21,1.83,37.43,,,https://doi.org/10.1016/j.bcab.2021.102253
+p.purpureum ,artificial sea water ,100  ,24,0,25,,20  ,2.02 ,,30,30,https://doi.org/10.1016/j.biortech.2024.131800
+p.purpureum ,artificial sea water ,50  ,24,0,25,7.6,18,2.55  ,10.49,31.04,45.86,https://doi.org/10.1016/j.foodchem.2022.133103
+p.purpureum ,MM1-2,56,24,0,25,7,14,2.3-2.5 ,,40,39.6,https://doi.org/10.3390/md22050208
+p.purpureum ,"artificial sea water, F/2 and KOCH",100 ,24,0,25,,20  ,16.24  ,25,46.9,50,https://doi.org/10.1016/j.biortech.2020.123362
+p.purpureum ,f/2-RSE ,100 ,24,0,20 ,8.0 ,,3.4  ,,,,https://doi.org/10.1016/j.algal.2015.04.025
+p.purpureum ,vonshak , 165 ,12,(12:12),21,,,3.10 ,3.26,23.09 ,25.11 ,
+p. cruentum , f/2 ,300,24,0,20,7.5,,0.91,51.8,,,https://doi.org/10.4014/jmb.2011.11004
+p. cruentum ,"modified provasoli, f/2 , hemerick ", 150,24,0,18,,,4.65,,34,,https://link.springer.com/article/10.1007/s13399-023-04703-x#Abs1
+h. pluvialis,bg-11,330,24,0,26,,40,2,,,,https://doi.org/10.1007/s12155-022-10554-7
+h. pluvialis,"bbm,mm2,km1,provasoli",60,24,0,24,,, 1.4 ,,,,https://doi.org/10.1007/s10499-021-00655-z
+h. pluvialis,jaworski,75,16,8,20,7.5,22,0.4/d,,,,https://doi.org/10.3390/app12031261
+h. pluvialis,bbm,20,16,8,25,,35,1.8,,,,https://doi.org/10.1016/j.biortech.2018.01.130
+h. pluvialis,NIES-C  ,50,12,12,23,,,2.47,,,,https://doi.org/10.1007/s00449-014-1180-y
+h. pluvialis,synthetic ,,,,,,,0.09,,62.7,,https://doi.org/10.1007/s10811-022-02696-0
+h. pluvialis,,250,16,8,22,7.5,,2.2,34.22,,,https://doi.org/10.1007/s10811-013-0048-x
+h. pluvialis,mbg-11,66,,,22,,,4,62,45,16,https://doi.org/10.1007/s10098-024-02803-4
+h. pluvialis,"bbm,rm,bg-11,km2",40,24,0,,,,0.64,,58,,https://doi.org/10.4025/actascitechnol.v44i1.59590 
+h. pluvialis,NIES-N,20,12,12,30,,,1.26 ,,,,https://doi.org/10.1007/s00253-015-6440-5
+h. pluvialis,NIES-C  ,80,24,0,25,7.5,,1.53,,,,https://doi.org/10.3390/app12041791
+h. pluvialis,bbm,60,24,0,30,,,0.6,,,,https://doi.org/10.1016/j.btre.2020.e00538
+h. pluvialis,bbm,150,,,28,,,0.77,,10,85.6,https://doi.org/10.1016/j.algal.2018.05.021
+h. pluvialis,,80,14,10,24,,,1.2–1.3,,,,https://doi.org/10.3389/fmicb.2024.1332642
+h. pluvialis,bbm,50,,,25,,,1.84  ,,30,33.2,https://doi.org/10.1016/j.biortech.2019.121334
+h. pluvialis,bg-11,105 ,,,,,,2.09,,,,https://doi.org/10.1016/j.algal.2019.101647
+h. pluvialis,bg-11,30 ,,,28,7.5,15,1.65,55.11,,,https://doi.org/10.1016/j.biortech.2020.124418
+h. pluvialis,,,,,,,23,0.87,25.43,,,https://doi.org/10.1016/j.biortech.2012.10.049
+h. pluvialis,NSIII ,104,16,8,,,,9.1,,,,https://doi.org/10.1016/j.bcab.2017.10.004
+h. pluvialis,bg-11,30,,,28,,25,1.5,55,0.24,34,https://doi.org/10.1016/j.biortech.2024.131848
+h. pluvialis,modified standard inorganic ,70,,,,,,2,,,,https://doi.org/10.1016/j.jbiosc.2014.09.002
+h. pluvialis,autotrophic,60,16,8,25,,,4.4,,,,https://doi.org/10.1007/s11738-010-0623-6
+h. pluvialis,bbm,150,,,28,7.5,,0.59,42.84,,,https://doi.org/10.1021/acs.jafc.8b02178
+h. pluvialis,jaworski,37,12,12,21,,,1.34 ,,,,https://doi.org/10.3390/life14010029
+h. pluvialis,NIES-C,40,,,,,,2.06,25.5,41.2,17.3,https://doi.org/10.1016/j.biortech.2022.128218
+h. pluvialis,bbm,108,24,0,25,,,2.36,43,,,https://doi.org/10.1016/j.biortech.2015.12.076
+h. pluvialis,,50,12,12,22,7.5,,3,27,18,27,https://doi.org/10.1016/j.algal.2021.102539
+c. pyrenoidosa,tap ,60,16,8,30 ,7.5,8,0.58,,,,https://doi.org/10.1016/j.jafr.2021.100163
+c. pyrenoidosa,bbm,,,,28,,,,27.5,53.8,69.7,https://doi.org/10.1016/j.biortech.2014.09.084
+c. pyrenoidosa,,92,12,12,25,,,1.36,50.24,24.06,12.91,https://doi.org/10.1016/j.chemosphere.2022.136558
+c. pyrenoidosa,bg-11 ,36,12,12,24,,12,, ,,,https://doi.org/10.3390/en10111696
+c. pyrenoidosa,bbm,45,16,8,20,,,2.56,14,55,,https://doi.org/10.1016/j.biortech.2015.08.100
+c. pyrenoidosa,bg-11 ,35,14,10,25,,,4.5,27,62,57,https://doi.org/10.1016/j.biortech.2017.05.095
+c. pyrenoidosa,SE ,,12,12,25,,,6.4,31.12,48.93,,https://doi.org/10.1051/e3sconf/20 201430 20 33
+c. pyrenoidosa,bg-11 ,,12,12,,,,1,28,56,,https://doi.org/10.1016/j.biortech.2023.129141
+c. pyrenoidosa,synthetic aquaculture wastewater,105,12,12,25,,,1.2,,,,https://doi.org/10.1016/j.envres.2024.120405
+c. pyrenoidosa,bg-11,106.4,12,12,25,,,1,37.03,,,https://doi.org/10.1016/j.jenvman.2024.120445
+c. pyrenoidosa,selenite enrichment  ,127,12,12,25,,,2.72,,54,,https://doi.org/10.1016/j.biortech.2017.09.152
+c. pyrenoidosa,fogg's medium,,12,12,25,7.2,,0.64,,,,https://doi.org/10.1007/s12046-017-0723-8
+c. pyrenoidosa,selenite enrichment,127,12,12,25,,,4.03,25,60.46,,https://doi.org/10.1016/j.bej.2018.04.005
+c. pyrenoidosa,bg-11,30,,,46,,,5.68,15.8,27.85,,https://doi.org/10.1016/j.algal.2018.01.014
+c. pyrenoidosa,recycled seawater ,,,,45,,,3.4,32.1,15,,https://doi.org/10.1016/j.algal.2018.10.015
+c. pyrenoidosa,bg-11,46,,,,,,1.48,,,,https://doi.org/10.1016/j.renene.2019.05.081
+c. zofingiensis ,tap ,150,,,,,29,3.3,37,,,https://doi.org/10.1016/j.biortech.2023.129635
+c. zofingiensis ,modified bristol ,150,,,,,,8.3 ,64.5,,,https://doi.org/10.1016/j.biortech.2019.122242
+c. zofingiensis ,bbm,65,12,12,,,,1.2,30,,,https://doi.org/10.1007/s13399-023-04153-5
+c. zofingiensis ,,,,,,,,9.9,66.1,28,,https://doi.org/10.1007/s10811-021-02618-6
+c. zofingiensis ,bg-11,100,24,0,25,,28,5.99,65.1,,,https://doi.org/10.1016/j.jbiosc.2012.05.007
+c. zofingiensis ,modified M-8,63,,,, ,,4.1,,,,https://doi.org/10.1016/j.algal.2014.08.006
+c. zofingiensis ,bg-11,,,,,,,2.27,47.73,33.15,47.73,https://doi.org/10.1016/j.jbiosc.2014.12.018
+c. zofingiensis ,bristol ,50,,,,,,0.62,,,,https://doi.org/10.1023/B:WIBI.0000040398.93103.21
+c. zofingiensis ,modified bg-11,,,,,7.6,,2.83,,39.9,33.6,https://doi.org/10.1016/j.fuel.2020.117795
+c. zofingiensis ,bg-11,150,,,25,,,3,,,,https://doi.org/10.1016/j.biortech.2013.10.092
+c. variabilis,bg-11,120,12,12,25,6.9,,1.6,12,50,,https://doi.org/10.1007/s10811-019-01943-1
+c. variabilis,mn-8,40,24,0,24,,16,0.75,,56,35,https://link.springer.com/article/10.1007/s00449-020-02338-0
+c. variabilis,bbm,95,18,6,,,,1.86,25.22,,,https://doi.org/10.3390/app142210512 
+c. variabilis,zarrouk,150,12,12,37,7.5,,,75,,49.29,https://doi.org/10.1016/j.algal.2019.101610
+c. variabilis,zarrouk,60,12,12,,,18,1.51 ,20.97,58,15.06,https://doi.org/10.1007/s10499-021-00667-9
+c. variabilis,,39,16,8,25,,,,24.8,,31.4,https://doi.org/10.1007/s12010-015-1588-0
+c. variabilis,,40,24,0,24,,,0.64,22,74,34,https://doi.org/10.1016/j.jece.2020.103750
+c. variabilis,wuxal,30.4,14,10,28,7.5,,2.66,,,,https://doi.org/10.3389/fbioe.2023.1161911
+c. variabilis,tap ,150,24,0,25,7.5,14,7.37,26.5,49.6,26.17,https://doi.org/10.1016/j.cej.2025.159744
+c. variabilis,wuxal ,30.4,,,28,,14,6,,,,https://doi.org/10.3390/molecules28145501
+c. salina,waln,50,12,12,25,,,1.06,15,38,25,https://doi.org/10.1007/s10499-022-00843-5
+c. salina,"conway (1st stage), yao synthetic (2nd stage), and pretreated wastewater",30,12,12,30,,,0.58,,,24,https://doi.org/10.1007/s10499-019-00385-3
+c. salina,DsMG , 100 ,12,12,25.5,,20,0.7,11.8,,,https://doi.org/10.1186/s13213-020-01588-3
+c. salina,modified johnson,55,24,0,20,7.5,,1.4,15,70,25,https://doi.org/10.1002/jctb.5850
+c. salina,artificial medium,42.4,12,12,25,,,1.23,22.28,,,https://doi.org/10.1038/s41598-017-07540-x

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