diff --git a/chemogenetic.toml b/chemogenetic.toml
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+++ b/chemogenetic.toml
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+# example_config.toml
+# Dataset paths - maps dataset names to their directories
+[datasets]
+tahoe = "/data/chemogenetic_tahoe"
+replogle = "/data/chemogenetic_replogle"
+
+# Training specifications
+# All cell types in a dataset automatically go into training (excluding zeroshot/fewshot overrides)
+[training]
+tahoe = "train"
+replogle = "train"
+
+# Zeroshot specifications - entire cell types go to val or test
+[zeroshot]
+
+# Fewshot specifications - explicit perturbation lists
+[fewshot]
+[fewshot."tahoe.CVCL_1097"]
+val = ["[('Allopurinol', 0.05, 'uM')]", "[('Allopurinol', 0.5, 'uM')]", "[('Quinestrol', 0.05, 'uM')]", "[('Quinestrol', 0.5, 'uM')]", "[('Quinestrol', 5.0, 'uM')]", "[('Allantoin', 5.0, 'uM')]", "[('Allantoin', 0.05, 'uM')]", "[('Allantoin', 0.5, 'uM')]", "[('Vandetanib', 0.5, 'uM')]", "[('Vandetanib', 0.05, 'uM')]", "[('BAY1125976', 0.5, 'uM')]", "[('BAY1125976', 5.0, 'uM')]", "[('BAY1125976', 0.05, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 5.0, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.5, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.05, 'uM')]", "[('Cilostazol', 0.05, 'uM')]", "[('Cilostazol', 0.5, 'uM')]", "[('Cilostazol', 5.0, 'uM')]", "[('Tucatinib', 0.05, 'uM')]", "[('Tucatinib', 0.5, 'uM')]", "[('Tucatinib', 5.0, 'uM')]", "[('Imiquimod (maleate)', 0.05, 'uM')]", "[('Imiquimod (maleate)', 0.5, 'uM')]", "[('Imiquimod (maleate)', 5.0, 'uM')]", "[('Clotrimazole', 5.0, 'uM')]", "[('Clotrimazole', 0.05, 'uM')]", "[('Clotrimazole', 0.5, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.05, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 5.0, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.5, 'uM')]", "[('IQ 1', 5.0, 'uM')]", "[('IQ 1', 0.05, 'uM')]", "[('IQ 1', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.05, 'uM')]", "[('Larotrectinib', 0.5, 'uM')]", "[('Larotrectinib', 5.0, 'uM')]", "[('Larotrectinib sulfate', 5.0, 'uM')]", "[('Larotrectinib', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.5, 'uM')]", "[('Erdafitinib ', 5.0, 'uM')]", "[('Erdafitinib ', 0.05, 'uM')]", "[('Erdafitinib ', 0.5, 'uM')]", "[('Tetracycline (hydrochloride)', 5.0, 'uM')]", "[('Tetracycline (hydrochloride)', 0.05, 'uM')]", "[('Tetracycline (hydrochloride)', 0.5, 'uM')]", "[('NVP-BHG712', 0.5, 'uM')]", "[('NVP-BHG712', 5.0, 'uM')]", "[('NVP-BHG712', 0.05, 'uM')]", "[('Drospirenone', 0.05, 'uM')]", "[('Drospirenone', 0.5, 'uM')]", "[('ERK5-IN-2', 5.0, 'uM')]", "[('ERK5-IN-2', 0.05, 'uM')]", "[('ERK5-IN-2', 0.5, 'uM')]"]
+test = ["[('PF-06260933', 0.05, 'uM')]", "[('PF-06260933', 5.0, 'uM')]", "[('PF-06260933', 0.5, 'uM')]", "[('Dinaciclib', 0.05, 'uM')]", "[('Dinaciclib', 5.0, 'uM')]", "[('Dinaciclib', 0.5, 'uM')]", "[('Pentoxifylline', 0.05, 'uM')]", "[('Pentoxifylline', 0.5, 'uM')]", "[('LJI308', 0.5, 'uM')]", "[('LJI308', 0.05, 'uM')]", "[('LJI308', 5.0, 'uM')]", "[('Palmatine (chloride)', 0.5, 'uM')]", "[('Palmatine (chloride)', 0.05, 'uM')]", "[('Palmatine (chloride)', 5.0, 'uM')]", "[('Furosemide', 0.5, 'uM')]", "[('Furosemide', 5.0, 'uM')]", "[('Furosemide', 0.05, 'uM')]", "[('Harringtonine', 5.0, 'uM')]", "[('Harringtonine', 0.05, 'uM')]", "[('Harringtonine', 0.5, 'uM')]", "[('Voriconazole', 0.5, 'uM')]", "[('Voriconazole', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.5, 'uM')]", "[('Methylprednisolone succinate', 5.0, 'uM')]", "[('Futibatinib', 0.05, 'uM')]", "[('Futibatinib', 0.5, 'uM')]", "[('Futibatinib', 5.0, 'uM')]", "[('Baicalin', 0.5, 'uM')]", "[('Baicalin', 0.05, 'uM')]", "[('Baicalin', 5.0, 'uM')]", "[('Captopril', 0.5, 'uM')]", "[('Captopril', 0.05, 'uM')]", "[('Finasteride', 0.05, 'uM')]", "[('Finasteride', 0.5, 'uM')]", "[('Finasteride', 5.0, 'uM')]", "[('Tubulin inhibitor 6', 0.05, 'uM')]", "[('Tubulin inhibitor 6', 0.5, 'uM')]", "[('Tubulin inhibitor 6', 5.0, 'uM')]", "[('Terfenadine', 0.5, 'uM')]", "[('Terfenadine', 0.05, 'uM')]", "[('Terfenadine', 5.0, 'uM')]", "[('Vemurafenib', 5.0, 'uM')]", "[('Vemurafenib', 0.05, 'uM')]", "[('Vemurafenib', 0.5, 'uM')]", "[('Orlistat', 0.05, 'uM')]", "[('Orlistat', 0.5, 'uM')]", "[('Orlistat', 5.0, 'uM')]", "[('Gemfibrozil', 0.5, 'uM')]", "[('Gemfibrozil', 0.05, 'uM')]", "[('Gemfibrozil', 5.0, 'uM')]", "[('LY2090314', 0.5, 'uM')]", "[('LY2090314', 0.05, 'uM')]", "[('LY2090314', 5.0, 'uM')]", "[('Ligustrazine', 0.5, 'uM')]", "[('Ligustrazine', 0.05, 'uM')]", "[('Ligustrazine', 5.0, 'uM')]", "[('γ-Oryzanol', 0.05, 'uM')]", "[('γ-Oryzanol', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 5.0, 'uM')]", "[('Idarubicin (hydrochloride)', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 0.05, 'uM')]", "[('Salicylic acid', 0.5, 'uM')]", "[('Salicylic acid', 5.0, 'uM')]", "[('Salicylic acid', 0.05, 'uM')]", "[('EX229', 0.5, 'uM')]", "[('EX229', 0.05, 'uM')]", "[('EX229', 5.0, 'uM')]", "[('ETC-206', 5.0, 'uM')]", "[('ETC-206', 0.05, 'uM')]", "[('ETC-206', 0.5, 'uM')]", "[('Methotrexate', 0.5, 'uM')]", "[('Methotrexate', 0.05, 'uM')]", "[('Loperamide (hydrochloride)', 0.5, 'uM')]", "[('Loperamide (hydrochloride)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.5, 'uM')]", "[('Sinomenine', 0.05, 'uM')]", "[('Sinomenine', 5.0, 'uM')]", "[('Sinomenine', 0.5, 'uM')]", "[('Dexmedetomidine', 0.5, 'uM')]", "[('Dexmedetomidine', 5.0, 'uM')]", "[('Dexmedetomidine', 0.05, 'uM')]", "[('XRK3F2', 5.0, 'uM')]", "[('XRK3F2', 0.05, 'uM')]", "[('XRK3F2', 0.5, 'uM')]", "[('Belumosudil', 0.05, 'uM')]", "[('Belumosudil (mesylate)', 5.0, 'uM')]", "[('Belumosudil', 0.5, 'uM')]", "[('Belumosudil (mesylate)', 0.05, 'uM')]", "[('Belumosudil', 5.0, 'uM')]", "[('Belumosudil (mesylate)', 0.5, 'uM')]", "[('Tirabrutinib', 5.0, 'uM')]", "[('Tirabrutinib', 0.05, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.5, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.05, 'uM')]", "[('Tirabrutinib', 0.5, 'uM')]", "[('Minodronic acid', 0.5, 'uM')]", "[('Minodronic acid', 5.0, 'uM')]", "[('Minodronic acid', 0.05, 'uM')]", "[('Vilanterol', 0.05, 'uM')]", "[('Vilanterol', 0.5, 'uM')]", "[('Vilanterol', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib', 0.05, 'uM')]", "[('Neratinib', 0.5, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('AT7519', 5.0, 'uM')]", "[('AT7519', 0.05, 'uM')]", "[('AT7519', 0.5, 'uM')]", "[('Cepharanthine', 0.5, 'uM')]", "[('Cepharanthine', 5.0, 'uM')]", "[('Cepharanthine', 0.05, 'uM')]", "[('Radotinib', 0.5, 'uM')]", "[('Radotinib', 0.05, 'uM')]", "[('Radotinib', 5.0, 'uM')]", "[('Sonidegib', 0.5, 'uM')]", "[('Sonidegib', 5.0, 'uM')]", "[('Sonidegib', 0.05, 'uM')]", "[('ULK-101', 0.5, 'uM')]", "[('ULK-101', 5.0, 'uM')]", "[('ULK-101', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 5.0, 'uM')]", "[('Epirubicin (hydrochloride)', 0.5, 'uM')]", "[('Phenytoin (sodium)', 0.05, 'uM')]", "[('Phenytoin (sodium)', 5.0, 'uM')]", "[('Phenytoin (sodium)', 0.5, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.05, 'uM')]", "[('LY-2584702 (tosylate salt)', 5.0, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.05, 'uM')]", "[('8-Hydroxyquinoline', 5.0, 'uM')]", "[('Pitavastatin (Calcium)', 0.05, 'uM')]", "[('Pitavastatin (Calcium)', 0.5, 'uM')]", "[('Pitavastatin (Calcium)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.5, 'uM')]", "[('Doxycycline (monohydrate)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.05, 'uM')]", "[('Rutin (trihydrate)', 5.0, 'uM')]", "[('Rutin (trihydrate)', 0.5, 'uM')]", "[('Rutin (trihydrate)', 0.05, 'uM')]", "[('Dexamethasone', 0.5, 'uM')]", "[('Dexamethasone', 0.05, 'uM')]", "[('RMC-6236', 0.05, 'uM')]", "[('RMC-6236', 0.5, 'uM')]", "[('RMC-6236', 5.0, 'uM')]", "[('Bendamustine', 0.5, 'uM')]", "[('Bendamustine', 0.05, 'uM')]", "[('Bendamustine', 5.0, 'uM')]", "[('Anastrozole', 0.05, 'uM')]", "[('Anastrozole', 0.5, 'uM')]", "[('Anastrozole', 5.0, 'uM')]", "[('ML264', 0.5, 'uM')]", "[('ML264', 0.05, 'uM')]", "[('ML264', 5.0, 'uM')]", "[('Everolimus', 5.0, 'uM')]", "[('Everolimus', 0.5, 'uM')]", "[('Everolimus', 0.05, 'uM')]", "[('olaparib', 5.0, 'uM')]", "[('olaparib', 0.5, 'uM')]", "[('olaparib', 0.05, 'uM')]", "[('Sildenafil', 5.0, 'uM')]", "[('Sildenafil', 0.5, 'uM')]", "[('Sildenafil', 0.05, 'uM')]", "[('Esmolol (hydrochloride)', 0.5, 'uM')]", "[('Esmolol (hydrochloride)', 0.05, 'uM')]", "[('GSK1059615', 5.0, 'uM')]", "[('GSK1059615', 0.5, 'uM')]", "[('GSK1059615', 0.05, 'uM')]", "[('Ritonavir', 5.0, 'uM')]", "[('Ritonavir', 0.5, 'uM')]", "[('Ritonavir', 0.05, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('Riluzole hydrochloride', 0.5, 'uM')]", "[('Riluzole hydrochloride', 5.0, 'uM')]", "[('Riluzole hydrochloride', 0.05, 'uM')]", "[('Flutamide', 0.05, 'uM')]", "[('Flutamide', 0.5, 'uM')]", "[('Lipoic acid', 0.05, 'uM')]", "[('Lipoic acid', 0.5, 'uM')]", "[('Lipoic acid', 5.0, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.5, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.05, 'uM')]", "[('Dorzolamide (hydrochloride)', 5.0, 'uM')]", "[('Alpelisib', 0.5, 'uM')]", "[('Alpelisib', 0.05, 'uM')]", "[('Alpelisib', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 0.5, 'uM')]", "[('Almonertinib (mesylate)', 0.05, 'uM')]", "[('Omeprazole', 0.5, 'uM')]", "[('Omeprazole (sodium)', 0.5, 'uM')]", "[('Omeprazole', 0.05, 'uM')]", "[('Omeprazole (sodium)', 0.05, 'uM')]", "[('Raltitrexed', 0.05, 'uM')]", "[('Raltitrexed', 5.0, 'uM')]", "[('Raltitrexed', 0.5, 'uM')]", "[('Capmatinib', 0.5, 'uM')]", "[('Capmatinib', 5.0, 'uM')]", "[('Capmatinib', 0.05, 'uM')]", "[('Menadione', 0.05, 'uM')]", "[('Menadione', 5.0, 'uM')]", "[('Menadione', 0.5, 'uM')]", "[('Volasertib', 0.05, 'uM')]", "[('Volasertib', 0.5, 'uM')]", "[('Volasertib', 5.0, 'uM')]", "[('Capivasertib', 0.05, 'uM')]", "[('Capivasertib', 5.0, 'uM')]", "[('Capivasertib', 0.5, 'uM')]", "[('Sulfatinib', 5.0, 'uM')]", "[('Sulfatinib', 0.5, 'uM')]", "[('Sulfatinib', 0.05, 'uM')]", "[('Celecoxib', 5.0, 'uM')]", "[('Celecoxib', 0.5, 'uM')]", "[('Celecoxib', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 5.0, 'uM')]", "[('Chlorhexidine (diacetate)', 0.5, 'uM')]", "[('Artesunate', 5.0, 'uM')]", "[('Artesunate', 0.05, 'uM')]", "[('Artesunate', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.05, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 5.0, 'uM')]", "[('Belzutifan', 5.0, 'uM')]", "[('Belzutifan', 0.5, 'uM')]", "[('Belzutifan', 0.05, 'uM')]", "[('Oxaprozin', 0.05, 'uM')]", "[('Oxaprozin', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 5.0, 'uM')]", "[('Azithromycin (hydrate)', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 0.05, 'uM')]", "[('Roxadustat', 5.0, 'uM')]", "[('Roxadustat', 0.05, 'uM')]", "[('Roxadustat', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine', 0.5, 'uM')]", "[('Berbamine', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Berbamine', 0.05, 'uM')]", "[('Ranolazine', 0.05, 'uM')]", "[('Ranolazine', 0.5, 'uM')]", "[('Budesonide', 0.5, 'uM')]", "[('Budesonide', 0.05, 'uM')]", "[('venetoclax', 5.0, 'uM')]", "[('venetoclax', 0.5, 'uM')]", "[('venetoclax', 0.05, 'uM')]", "[('Anethole trithione', 0.5, 'uM')]", "[('Anethole trithione', 5.0, 'uM')]", "[('Anethole trithione', 0.05, 'uM')]", "[('Resveratrol', 0.05, 'uM')]", "[('Resveratrol', 0.5, 'uM')]", "[('Resveratrol', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Pyridoxine', 0.05, 'uM')]", "[('SBI-0640756', 5.0, 'uM')]", "[('SBI-0640756', 0.05, 'uM')]", "[('SBI-0640756', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 5.0, 'uM')]", "[('Trametinib', 0.05, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.05, 'uM')]", "[('Trametinib', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.5, 'uM')]", "[('Trametinib', 5.0, 'uM')]", "[('Dihydroartemisinin', 0.05, 'uM')]", "[('Dihydroartemisinin', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.05, 'uM')]", "[('Bosentan (hydrate)', 5.0, 'uM')]", "[('Afatinib', 0.5, 'uM')]", "[('Afatinib', 0.05, 'uM')]", "[('Afatinib', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.05, 'uM')]", "[('Berberine (chloride hydrate)', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.5, 'uM')]", "[('HI-TOPK-032', 0.5, 'uM')]", "[('HI-TOPK-032', 5.0, 'uM')]", "[('HI-TOPK-032', 0.05, 'uM')]", "[('Mifepristone', 0.5, 'uM')]", "[('Mifepristone', 0.05, 'uM')]", "[('Mifepristone', 5.0, 'uM')]", "[('Temuterkib', 5.0, 'uM')]", "[('Temuterkib', 0.5, 'uM')]", "[('Temuterkib', 0.05, 'uM')]", "[('Asciminib', 0.5, 'uM')]", "[('Asciminib', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 0.5, 'uM')]", "[('Ralimetinib dimesylate', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 5.0, 'uM')]", "[('Regorafenib', 0.5, 'uM')]", "[('Regorafenib', 0.05, 'uM')]", "[('Regorafenib', 5.0, 'uM')]", "[('Carbidopa (monohydrate)', 0.5, 'uM')]", "[('Carbidopa (monohydrate)', 0.05, 'uM')]", "[('Carbidopa (monohydrate)', 5.0, 'uM')]", "[('Demeclocycline', 0.05, 'uM')]", "[('Demeclocycline', 5.0, 'uM')]", "[('Demeclocycline', 0.5, 'uM')]", "[('Abiraterone acetate', 0.5, 'uM')]", "[('Abiraterone acetate', 0.05, 'uM')]", "[('Pioglitazone', 0.05, 'uM')]", "[('Pioglitazone', 0.5, 'uM')]", "[('Ixazomib citrate', 0.05, 'uM')]", "[('Ixazomib citrate', 0.5, 'uM')]", "[('Fluvoxamine (maleate)', 0.05, 'uM')]", "[('Fluvoxamine', 0.05, 'uM')]", "[('Fluvoxamine', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 0.5, 'uM')]", "[('Fluvoxamine', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Encorafenib', 5.0, 'uM')]", "[('Encorafenib', 0.5, 'uM')]", "[('Encorafenib', 0.05, 'uM')]", "[('Brimonidine', 0.5, 'uM')]", "[('Brimonidine', 0.05, 'uM')]", "[('Mozavaptan', 5.0, 'uM')]", "[('Mozavaptan', 0.5, 'uM')]", "[('Mozavaptan', 0.05, 'uM')]", "[('Saquinavir', 0.5, 'uM')]", "[('Saquinavir', 5.0, 'uM')]", "[('Saquinavir', 0.05, 'uM')]", "[('Altretamine', 0.5, 'uM')]", "[('Altretamine', 5.0, 'uM')]", "[('Altretamine', 0.05, 'uM')]", "[('TAK-901', 0.05, 'uM')]", "[('TAK-901', 0.5, 'uM')]", "[('TAK-901', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.5, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.05, 'uM')]", "[('Lonafarnib', 0.5, 'uM')]", "[('Lonafarnib', 0.05, 'uM')]", "[('Lonafarnib', 5.0, 'uM')]", "[('vincristine', 0.5, 'uM')]", "[('vincristine', 0.05, 'uM')]", "[('vincristine', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.5, 'uM')]", "[('Benproperine (phosphate)', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.05, 'uM')]", "[('Idoxuridine', 0.05, 'uM')]", "[('Idoxuridine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.05, 'uM')]", "[('APTO-253', 5.0, 'uM')]", "[('APTO-253', 0.5, 'uM')]", "[('APTO-253', 0.05, 'uM')]", "[('Clobetasol propionate', 0.05, 'uM')]", "[('Clobetasol propionate', 0.5, 'uM')]", "[('Proglumide', 0.05, 'uM')]", "[('Proglumide', 0.5, 'uM')]", "[('Diphenhydramine', 0.05, 'uM')]", "[('Diphenhydramine', 0.5, 'uM')]", "[('Diphenhydramine', 5.0, 'uM')]", "[('Docetaxel', 0.05, 'uM')]", "[('Docetaxel', 5.0, 'uM')]", "[('Docetaxel', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 5.0, 'uM')]", "[('Docetaxel (Trihydrate)', 0.05, 'uM')]", "[('Triamcinolone', 0.05, 'uM')]", "[('Triamcinolone', 0.5, 'uM')]", "[('Triamcinolone', 5.0, 'uM')]", "[('Fusidic acid', 0.05, 'uM')]", "[('Fusidic acid', 0.5, 'uM')]", "[('Fusidic acid', 5.0, 'uM')]", "[('Aprepitant', 0.5, 'uM')]", "[('Aprepitant', 0.05, 'uM')]", "[('Daptomycin', 5.0, 'uM')]", "[('Daptomycin', 0.5, 'uM')]", "[('Daptomycin', 0.05, 'uM')]", "[('Erythromycin', 0.5, 'uM')]", "[('Erythromycin', 0.05, 'uM')]", "[('Gallic acid 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+
+[fewshot."tahoe.CVCL_1285"]
+val = ["[('Allopurinol', 0.05, 'uM')]", "[('Allopurinol', 0.5, 'uM')]", "[('Quinestrol', 0.05, 'uM')]", "[('Quinestrol', 0.5, 'uM')]", "[('Quinestrol', 5.0, 'uM')]", "[('Allantoin', 5.0, 'uM')]", "[('Allantoin', 0.05, 'uM')]", "[('Allantoin', 0.5, 'uM')]", "[('Vandetanib', 0.5, 'uM')]", "[('Vandetanib', 0.05, 'uM')]", "[('BAY1125976', 0.5, 'uM')]", "[('BAY1125976', 5.0, 'uM')]", "[('BAY1125976', 0.05, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 5.0, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.5, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.05, 'uM')]", "[('Cilostazol', 0.05, 'uM')]", "[('Cilostazol', 0.5, 'uM')]", "[('Cilostazol', 5.0, 'uM')]", "[('Tucatinib', 0.05, 'uM')]", "[('Tucatinib', 0.5, 'uM')]", "[('Tucatinib', 5.0, 'uM')]", "[('Imiquimod (maleate)', 0.05, 'uM')]", "[('Imiquimod (maleate)', 0.5, 'uM')]", "[('Imiquimod (maleate)', 5.0, 'uM')]", "[('Clotrimazole', 5.0, 'uM')]", "[('Clotrimazole', 0.05, 'uM')]", "[('Clotrimazole', 0.5, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.05, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 5.0, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.5, 'uM')]", "[('IQ 1', 5.0, 'uM')]", "[('IQ 1', 0.05, 'uM')]", "[('IQ 1', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.05, 'uM')]", "[('Larotrectinib', 0.5, 'uM')]", "[('Larotrectinib', 5.0, 'uM')]", "[('Larotrectinib sulfate', 5.0, 'uM')]", "[('Larotrectinib', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.5, 'uM')]", "[('Erdafitinib ', 5.0, 'uM')]", "[('Erdafitinib ', 0.05, 'uM')]", "[('Erdafitinib ', 0.5, 'uM')]", "[('Tetracycline (hydrochloride)', 5.0, 'uM')]", "[('Tetracycline (hydrochloride)', 0.05, 'uM')]", "[('Tetracycline (hydrochloride)', 0.5, 'uM')]", "[('NVP-BHG712', 0.5, 'uM')]", "[('NVP-BHG712', 5.0, 'uM')]", "[('NVP-BHG712', 0.05, 'uM')]", "[('Drospirenone', 0.05, 'uM')]", "[('Drospirenone', 0.5, 'uM')]", "[('ERK5-IN-2', 5.0, 'uM')]", "[('ERK5-IN-2', 0.05, 'uM')]", "[('ERK5-IN-2', 0.5, 'uM')]"]
+test = ["[('PF-06260933', 0.05, 'uM')]", "[('PF-06260933', 5.0, 'uM')]", "[('PF-06260933', 0.5, 'uM')]", "[('Dinaciclib', 0.05, 'uM')]", "[('Dinaciclib', 5.0, 'uM')]", "[('Dinaciclib', 0.5, 'uM')]", "[('Pentoxifylline', 0.05, 'uM')]", "[('Pentoxifylline', 0.5, 'uM')]", "[('LJI308', 0.5, 'uM')]", "[('LJI308', 0.05, 'uM')]", "[('LJI308', 5.0, 'uM')]", "[('Palmatine (chloride)', 0.5, 'uM')]", "[('Palmatine (chloride)', 0.05, 'uM')]", "[('Palmatine (chloride)', 5.0, 'uM')]", "[('Furosemide', 0.5, 'uM')]", "[('Furosemide', 5.0, 'uM')]", "[('Furosemide', 0.05, 'uM')]", "[('Harringtonine', 5.0, 'uM')]", "[('Harringtonine', 0.05, 'uM')]", "[('Harringtonine', 0.5, 'uM')]", "[('Voriconazole', 0.5, 'uM')]", "[('Voriconazole', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.5, 'uM')]", "[('Methylprednisolone succinate', 5.0, 'uM')]", "[('Futibatinib', 0.05, 'uM')]", "[('Futibatinib', 0.5, 'uM')]", "[('Futibatinib', 5.0, 'uM')]", "[('Baicalin', 0.5, 'uM')]", "[('Baicalin', 0.05, 'uM')]", "[('Baicalin', 5.0, 'uM')]", "[('Captopril', 0.5, 'uM')]", "[('Captopril', 0.05, 'uM')]", "[('Finasteride', 0.05, 'uM')]", "[('Finasteride', 0.5, 'uM')]", "[('Finasteride', 5.0, 'uM')]", "[('Tubulin inhibitor 6', 0.05, 'uM')]", "[('Tubulin inhibitor 6', 0.5, 'uM')]", "[('Tubulin inhibitor 6', 5.0, 'uM')]", "[('Terfenadine', 0.5, 'uM')]", "[('Terfenadine', 0.05, 'uM')]", "[('Terfenadine', 5.0, 'uM')]", "[('Vemurafenib', 5.0, 'uM')]", "[('Vemurafenib', 0.05, 'uM')]", "[('Vemurafenib', 0.5, 'uM')]", "[('Orlistat', 0.05, 'uM')]", "[('Orlistat', 0.5, 'uM')]", "[('Orlistat', 5.0, 'uM')]", "[('Gemfibrozil', 0.5, 'uM')]", "[('Gemfibrozil', 0.05, 'uM')]", "[('Gemfibrozil', 5.0, 'uM')]", "[('LY2090314', 0.5, 'uM')]", "[('LY2090314', 0.05, 'uM')]", "[('LY2090314', 5.0, 'uM')]", "[('Ligustrazine', 0.5, 'uM')]", "[('Ligustrazine', 0.05, 'uM')]", "[('Ligustrazine', 5.0, 'uM')]", "[('γ-Oryzanol', 0.05, 'uM')]", "[('γ-Oryzanol', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 5.0, 'uM')]", "[('Idarubicin (hydrochloride)', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 0.05, 'uM')]", "[('Salicylic acid', 0.5, 'uM')]", "[('Salicylic acid', 5.0, 'uM')]", "[('Salicylic acid', 0.05, 'uM')]", "[('EX229', 0.5, 'uM')]", "[('EX229', 0.05, 'uM')]", "[('EX229', 5.0, 'uM')]", "[('ETC-206', 5.0, 'uM')]", "[('ETC-206', 0.05, 'uM')]", "[('ETC-206', 0.5, 'uM')]", "[('Methotrexate', 0.5, 'uM')]", "[('Methotrexate', 0.05, 'uM')]", "[('Loperamide (hydrochloride)', 0.5, 'uM')]", "[('Loperamide (hydrochloride)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.5, 'uM')]", "[('Sinomenine', 0.05, 'uM')]", "[('Sinomenine', 5.0, 'uM')]", "[('Sinomenine', 0.5, 'uM')]", "[('Dexmedetomidine', 0.5, 'uM')]", "[('Dexmedetomidine', 5.0, 'uM')]", "[('Dexmedetomidine', 0.05, 'uM')]", "[('XRK3F2', 5.0, 'uM')]", "[('XRK3F2', 0.05, 'uM')]", "[('XRK3F2', 0.5, 'uM')]", "[('Belumosudil', 0.05, 'uM')]", "[('Belumosudil (mesylate)', 5.0, 'uM')]", "[('Belumosudil', 0.5, 'uM')]", "[('Belumosudil (mesylate)', 0.05, 'uM')]", "[('Belumosudil', 5.0, 'uM')]", "[('Belumosudil (mesylate)', 0.5, 'uM')]", "[('Tirabrutinib', 5.0, 'uM')]", "[('Tirabrutinib', 0.05, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.5, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.05, 'uM')]", "[('Tirabrutinib', 0.5, 'uM')]", "[('Minodronic acid', 0.5, 'uM')]", "[('Minodronic acid', 5.0, 'uM')]", "[('Minodronic acid', 0.05, 'uM')]", "[('Vilanterol', 0.05, 'uM')]", "[('Vilanterol', 0.5, 'uM')]", "[('Vilanterol', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib', 0.05, 'uM')]", "[('Neratinib', 0.5, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('AT7519', 5.0, 'uM')]", "[('AT7519', 0.05, 'uM')]", "[('AT7519', 0.5, 'uM')]", "[('Cepharanthine', 0.5, 'uM')]", "[('Cepharanthine', 5.0, 'uM')]", "[('Cepharanthine', 0.05, 'uM')]", "[('Radotinib', 0.5, 'uM')]", "[('Radotinib', 0.05, 'uM')]", "[('Radotinib', 5.0, 'uM')]", "[('Sonidegib', 0.5, 'uM')]", "[('Sonidegib', 5.0, 'uM')]", "[('Sonidegib', 0.05, 'uM')]", "[('ULK-101', 0.5, 'uM')]", "[('ULK-101', 5.0, 'uM')]", "[('ULK-101', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 5.0, 'uM')]", "[('Epirubicin (hydrochloride)', 0.5, 'uM')]", "[('Phenytoin (sodium)', 0.05, 'uM')]", "[('Phenytoin (sodium)', 5.0, 'uM')]", "[('Phenytoin (sodium)', 0.5, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.05, 'uM')]", "[('LY-2584702 (tosylate salt)', 5.0, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.05, 'uM')]", "[('8-Hydroxyquinoline', 5.0, 'uM')]", "[('Pitavastatin (Calcium)', 0.05, 'uM')]", "[('Pitavastatin (Calcium)', 0.5, 'uM')]", "[('Pitavastatin (Calcium)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.5, 'uM')]", "[('Doxycycline (monohydrate)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.05, 'uM')]", "[('Rutin (trihydrate)', 5.0, 'uM')]", "[('Rutin (trihydrate)', 0.5, 'uM')]", "[('Rutin (trihydrate)', 0.05, 'uM')]", "[('Dexamethasone', 0.5, 'uM')]", "[('Dexamethasone', 0.05, 'uM')]", "[('RMC-6236', 0.05, 'uM')]", "[('RMC-6236', 0.5, 'uM')]", "[('RMC-6236', 5.0, 'uM')]", "[('Bendamustine', 0.5, 'uM')]", "[('Bendamustine', 0.05, 'uM')]", "[('Bendamustine', 5.0, 'uM')]", "[('Anastrozole', 0.05, 'uM')]", "[('Anastrozole', 0.5, 'uM')]", "[('Anastrozole', 5.0, 'uM')]", "[('ML264', 0.5, 'uM')]", "[('ML264', 0.05, 'uM')]", "[('ML264', 5.0, 'uM')]", "[('Everolimus', 5.0, 'uM')]", "[('Everolimus', 0.5, 'uM')]", "[('Everolimus', 0.05, 'uM')]", "[('olaparib', 5.0, 'uM')]", "[('olaparib', 0.5, 'uM')]", "[('olaparib', 0.05, 'uM')]", "[('Sildenafil', 5.0, 'uM')]", "[('Sildenafil', 0.5, 'uM')]", "[('Sildenafil', 0.05, 'uM')]", "[('Esmolol (hydrochloride)', 0.5, 'uM')]", "[('Esmolol (hydrochloride)', 0.05, 'uM')]", "[('GSK1059615', 5.0, 'uM')]", "[('GSK1059615', 0.5, 'uM')]", "[('GSK1059615', 0.05, 'uM')]", "[('Ritonavir', 5.0, 'uM')]", "[('Ritonavir', 0.5, 'uM')]", "[('Ritonavir', 0.05, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('Riluzole hydrochloride', 0.5, 'uM')]", "[('Riluzole hydrochloride', 5.0, 'uM')]", "[('Riluzole hydrochloride', 0.05, 'uM')]", "[('Flutamide', 0.05, 'uM')]", "[('Flutamide', 0.5, 'uM')]", "[('Lipoic acid', 0.05, 'uM')]", "[('Lipoic acid', 0.5, 'uM')]", "[('Lipoic acid', 5.0, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.5, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.05, 'uM')]", "[('Dorzolamide (hydrochloride)', 5.0, 'uM')]", "[('Alpelisib', 0.5, 'uM')]", "[('Alpelisib', 0.05, 'uM')]", "[('Alpelisib', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 0.5, 'uM')]", "[('Almonertinib (mesylate)', 0.05, 'uM')]", "[('Omeprazole', 0.5, 'uM')]", "[('Omeprazole (sodium)', 0.5, 'uM')]", "[('Omeprazole', 0.05, 'uM')]", "[('Omeprazole (sodium)', 0.05, 'uM')]", "[('Raltitrexed', 0.05, 'uM')]", "[('Raltitrexed', 5.0, 'uM')]", "[('Raltitrexed', 0.5, 'uM')]", "[('Capmatinib', 0.5, 'uM')]", "[('Capmatinib', 5.0, 'uM')]", "[('Capmatinib', 0.05, 'uM')]", "[('Menadione', 0.05, 'uM')]", "[('Menadione', 5.0, 'uM')]", "[('Menadione', 0.5, 'uM')]", "[('Volasertib', 0.05, 'uM')]", "[('Volasertib', 0.5, 'uM')]", "[('Volasertib', 5.0, 'uM')]", "[('Capivasertib', 0.05, 'uM')]", "[('Capivasertib', 5.0, 'uM')]", "[('Capivasertib', 0.5, 'uM')]", "[('Sulfatinib', 5.0, 'uM')]", "[('Sulfatinib', 0.5, 'uM')]", "[('Sulfatinib', 0.05, 'uM')]", "[('Celecoxib', 5.0, 'uM')]", "[('Celecoxib', 0.5, 'uM')]", "[('Celecoxib', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 5.0, 'uM')]", "[('Chlorhexidine (diacetate)', 0.5, 'uM')]", "[('Artesunate', 5.0, 'uM')]", "[('Artesunate', 0.05, 'uM')]", "[('Artesunate', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.05, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 5.0, 'uM')]", "[('Belzutifan', 5.0, 'uM')]", "[('Belzutifan', 0.5, 'uM')]", "[('Belzutifan', 0.05, 'uM')]", "[('Oxaprozin', 0.05, 'uM')]", "[('Oxaprozin', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 5.0, 'uM')]", "[('Azithromycin (hydrate)', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 0.05, 'uM')]", "[('Roxadustat', 5.0, 'uM')]", "[('Roxadustat', 0.05, 'uM')]", "[('Roxadustat', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine', 0.5, 'uM')]", "[('Berbamine', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Berbamine', 0.05, 'uM')]", "[('Ranolazine', 0.05, 'uM')]", "[('Ranolazine', 0.5, 'uM')]", "[('Budesonide', 0.5, 'uM')]", "[('Budesonide', 0.05, 'uM')]", "[('venetoclax', 5.0, 'uM')]", "[('venetoclax', 0.5, 'uM')]", "[('venetoclax', 0.05, 'uM')]", "[('Anethole trithione', 0.5, 'uM')]", "[('Anethole trithione', 5.0, 'uM')]", "[('Anethole trithione', 0.05, 'uM')]", "[('Resveratrol', 0.05, 'uM')]", "[('Resveratrol', 0.5, 'uM')]", "[('Resveratrol', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Pyridoxine', 0.05, 'uM')]", "[('SBI-0640756', 5.0, 'uM')]", "[('SBI-0640756', 0.05, 'uM')]", "[('SBI-0640756', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 5.0, 'uM')]", "[('Trametinib', 0.05, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.05, 'uM')]", "[('Trametinib', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.5, 'uM')]", "[('Trametinib', 5.0, 'uM')]", "[('Dihydroartemisinin', 0.05, 'uM')]", "[('Dihydroartemisinin', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.05, 'uM')]", "[('Bosentan (hydrate)', 5.0, 'uM')]", "[('Afatinib', 0.5, 'uM')]", "[('Afatinib', 0.05, 'uM')]", "[('Afatinib', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.05, 'uM')]", "[('Berberine (chloride hydrate)', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.5, 'uM')]", "[('HI-TOPK-032', 0.5, 'uM')]", "[('HI-TOPK-032', 5.0, 'uM')]", "[('HI-TOPK-032', 0.05, 'uM')]", "[('Mifepristone', 0.5, 'uM')]", "[('Mifepristone', 0.05, 'uM')]", "[('Mifepristone', 5.0, 'uM')]", "[('Temuterkib', 5.0, 'uM')]", "[('Temuterkib', 0.5, 'uM')]", "[('Temuterkib', 0.05, 'uM')]", "[('Asciminib', 0.5, 'uM')]", "[('Asciminib', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 0.5, 'uM')]", "[('Ralimetinib dimesylate', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 5.0, 'uM')]", "[('Regorafenib', 0.5, 'uM')]", "[('Regorafenib', 0.05, 'uM')]", "[('Regorafenib', 5.0, 'uM')]", "[('Carbidopa (monohydrate)', 0.5, 'uM')]", "[('Carbidopa (monohydrate)', 0.05, 'uM')]", "[('Carbidopa (monohydrate)', 5.0, 'uM')]", "[('Demeclocycline', 0.05, 'uM')]", "[('Demeclocycline', 5.0, 'uM')]", "[('Demeclocycline', 0.5, 'uM')]", "[('Abiraterone acetate', 0.5, 'uM')]", "[('Abiraterone acetate', 0.05, 'uM')]", "[('Pioglitazone', 0.05, 'uM')]", "[('Pioglitazone', 0.5, 'uM')]", "[('Ixazomib citrate', 0.05, 'uM')]", "[('Ixazomib citrate', 0.5, 'uM')]", "[('Fluvoxamine (maleate)', 0.05, 'uM')]", "[('Fluvoxamine', 0.05, 'uM')]", "[('Fluvoxamine', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 0.5, 'uM')]", "[('Fluvoxamine', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Encorafenib', 5.0, 'uM')]", "[('Encorafenib', 0.5, 'uM')]", "[('Encorafenib', 0.05, 'uM')]", "[('Brimonidine', 0.5, 'uM')]", "[('Brimonidine', 0.05, 'uM')]", "[('Mozavaptan', 5.0, 'uM')]", "[('Mozavaptan', 0.5, 'uM')]", "[('Mozavaptan', 0.05, 'uM')]", "[('Saquinavir', 0.5, 'uM')]", "[('Saquinavir', 5.0, 'uM')]", "[('Saquinavir', 0.05, 'uM')]", "[('Altretamine', 0.5, 'uM')]", "[('Altretamine', 5.0, 'uM')]", "[('Altretamine', 0.05, 'uM')]", "[('TAK-901', 0.05, 'uM')]", "[('TAK-901', 0.5, 'uM')]", "[('TAK-901', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.5, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.05, 'uM')]", "[('Lonafarnib', 0.5, 'uM')]", "[('Lonafarnib', 0.05, 'uM')]", "[('Lonafarnib', 5.0, 'uM')]", "[('vincristine', 0.5, 'uM')]", "[('vincristine', 0.05, 'uM')]", "[('vincristine', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.5, 'uM')]", "[('Benproperine (phosphate)', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.05, 'uM')]", "[('Idoxuridine', 0.05, 'uM')]", "[('Idoxuridine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.05, 'uM')]", "[('APTO-253', 5.0, 'uM')]", "[('APTO-253', 0.5, 'uM')]", "[('APTO-253', 0.05, 'uM')]", "[('Clobetasol propionate', 0.05, 'uM')]", "[('Clobetasol propionate', 0.5, 'uM')]", "[('Proglumide', 0.05, 'uM')]", "[('Proglumide', 0.5, 'uM')]", "[('Diphenhydramine', 0.05, 'uM')]", "[('Diphenhydramine', 0.5, 'uM')]", "[('Diphenhydramine', 5.0, 'uM')]", "[('Docetaxel', 0.05, 'uM')]", "[('Docetaxel', 5.0, 'uM')]", "[('Docetaxel', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 5.0, 'uM')]", "[('Docetaxel (Trihydrate)', 0.05, 'uM')]", "[('Triamcinolone', 0.05, 'uM')]", "[('Triamcinolone', 0.5, 'uM')]", "[('Triamcinolone', 5.0, 'uM')]", "[('Fusidic acid', 0.05, 'uM')]", "[('Fusidic acid', 0.5, 'uM')]", "[('Fusidic acid', 5.0, 'uM')]", "[('Aprepitant', 0.5, 'uM')]", "[('Aprepitant', 0.05, 'uM')]", "[('Daptomycin', 5.0, 'uM')]", "[('Daptomycin', 0.5, 'uM')]", "[('Daptomycin', 0.05, 'uM')]", "[('Erythromycin', 0.5, 'uM')]", "[('Erythromycin', 0.05, 'uM')]", "[('Gallic acid 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+
+[fewshot."tahoe.CVCL_1098"]
+val = ["[('Allopurinol', 0.05, 'uM')]", "[('Allopurinol', 0.5, 'uM')]", "[('Quinestrol', 0.05, 'uM')]", "[('Quinestrol', 0.5, 'uM')]", "[('Quinestrol', 5.0, 'uM')]", "[('Allantoin', 5.0, 'uM')]", "[('Allantoin', 0.05, 'uM')]", "[('Allantoin', 0.5, 'uM')]", "[('Vandetanib', 0.5, 'uM')]", "[('Vandetanib', 0.05, 'uM')]", "[('BAY1125976', 0.5, 'uM')]", "[('BAY1125976', 5.0, 'uM')]", "[('BAY1125976', 0.05, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 5.0, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.5, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.05, 'uM')]", "[('Cilostazol', 0.05, 'uM')]", "[('Cilostazol', 0.5, 'uM')]", "[('Cilostazol', 5.0, 'uM')]", "[('Tucatinib', 0.05, 'uM')]", "[('Tucatinib', 0.5, 'uM')]", "[('Tucatinib', 5.0, 'uM')]", "[('Imiquimod (maleate)', 0.05, 'uM')]", "[('Imiquimod (maleate)', 0.5, 'uM')]", "[('Imiquimod (maleate)', 5.0, 'uM')]", "[('Clotrimazole', 5.0, 'uM')]", "[('Clotrimazole', 0.05, 'uM')]", "[('Clotrimazole', 0.5, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.05, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 5.0, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.5, 'uM')]", "[('IQ 1', 5.0, 'uM')]", "[('IQ 1', 0.05, 'uM')]", "[('IQ 1', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.05, 'uM')]", "[('Larotrectinib', 0.5, 'uM')]", "[('Larotrectinib', 5.0, 'uM')]", "[('Larotrectinib sulfate', 5.0, 'uM')]", "[('Larotrectinib', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.5, 'uM')]", "[('Erdafitinib ', 5.0, 'uM')]", "[('Erdafitinib ', 0.05, 'uM')]", "[('Erdafitinib ', 0.5, 'uM')]", "[('Tetracycline (hydrochloride)', 5.0, 'uM')]", "[('Tetracycline (hydrochloride)', 0.05, 'uM')]", "[('Tetracycline (hydrochloride)', 0.5, 'uM')]", "[('NVP-BHG712', 0.5, 'uM')]", "[('NVP-BHG712', 5.0, 'uM')]", "[('NVP-BHG712', 0.05, 'uM')]", "[('Drospirenone', 0.05, 'uM')]", "[('Drospirenone', 0.5, 'uM')]", "[('ERK5-IN-2', 5.0, 'uM')]", "[('ERK5-IN-2', 0.05, 'uM')]", "[('ERK5-IN-2', 0.5, 'uM')]"]
+test = ["[('PF-06260933', 0.05, 'uM')]", "[('PF-06260933', 5.0, 'uM')]", "[('PF-06260933', 0.5, 'uM')]", "[('Dinaciclib', 0.05, 'uM')]", "[('Dinaciclib', 5.0, 'uM')]", "[('Dinaciclib', 0.5, 'uM')]", "[('Pentoxifylline', 0.05, 'uM')]", "[('Pentoxifylline', 0.5, 'uM')]", "[('LJI308', 0.5, 'uM')]", "[('LJI308', 0.05, 'uM')]", "[('LJI308', 5.0, 'uM')]", "[('Palmatine (chloride)', 0.5, 'uM')]", "[('Palmatine (chloride)', 0.05, 'uM')]", "[('Palmatine (chloride)', 5.0, 'uM')]", "[('Furosemide', 0.5, 'uM')]", "[('Furosemide', 5.0, 'uM')]", "[('Furosemide', 0.05, 'uM')]", "[('Harringtonine', 5.0, 'uM')]", "[('Harringtonine', 0.05, 'uM')]", "[('Harringtonine', 0.5, 'uM')]", "[('Voriconazole', 0.5, 'uM')]", "[('Voriconazole', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.5, 'uM')]", "[('Methylprednisolone succinate', 5.0, 'uM')]", "[('Futibatinib', 0.05, 'uM')]", "[('Futibatinib', 0.5, 'uM')]", "[('Futibatinib', 5.0, 'uM')]", "[('Baicalin', 0.5, 'uM')]", "[('Baicalin', 0.05, 'uM')]", "[('Baicalin', 5.0, 'uM')]", "[('Captopril', 0.5, 'uM')]", "[('Captopril', 0.05, 'uM')]", "[('Finasteride', 0.05, 'uM')]", "[('Finasteride', 0.5, 'uM')]", "[('Finasteride', 5.0, 'uM')]", "[('Tubulin inhibitor 6', 0.05, 'uM')]", "[('Tubulin inhibitor 6', 0.5, 'uM')]", "[('Tubulin inhibitor 6', 5.0, 'uM')]", "[('Terfenadine', 0.5, 'uM')]", "[('Terfenadine', 0.05, 'uM')]", "[('Terfenadine', 5.0, 'uM')]", "[('Vemurafenib', 5.0, 'uM')]", "[('Vemurafenib', 0.05, 'uM')]", "[('Vemurafenib', 0.5, 'uM')]", "[('Orlistat', 0.05, 'uM')]", "[('Orlistat', 0.5, 'uM')]", "[('Orlistat', 5.0, 'uM')]", "[('Gemfibrozil', 0.5, 'uM')]", "[('Gemfibrozil', 0.05, 'uM')]", "[('Gemfibrozil', 5.0, 'uM')]", "[('LY2090314', 0.5, 'uM')]", "[('LY2090314', 0.05, 'uM')]", "[('LY2090314', 5.0, 'uM')]", "[('Ligustrazine', 0.5, 'uM')]", "[('Ligustrazine', 0.05, 'uM')]", "[('Ligustrazine', 5.0, 'uM')]", "[('γ-Oryzanol', 0.05, 'uM')]", "[('γ-Oryzanol', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 5.0, 'uM')]", "[('Idarubicin (hydrochloride)', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 0.05, 'uM')]", "[('Salicylic acid', 0.5, 'uM')]", "[('Salicylic acid', 5.0, 'uM')]", "[('Salicylic acid', 0.05, 'uM')]", "[('EX229', 0.5, 'uM')]", "[('EX229', 0.05, 'uM')]", "[('EX229', 5.0, 'uM')]", "[('ETC-206', 5.0, 'uM')]", "[('ETC-206', 0.05, 'uM')]", "[('ETC-206', 0.5, 'uM')]", "[('Methotrexate', 0.5, 'uM')]", "[('Methotrexate', 0.05, 'uM')]", "[('Loperamide (hydrochloride)', 0.5, 'uM')]", "[('Loperamide (hydrochloride)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.5, 'uM')]", "[('Sinomenine', 0.05, 'uM')]", "[('Sinomenine', 5.0, 'uM')]", "[('Sinomenine', 0.5, 'uM')]", "[('Dexmedetomidine', 0.5, 'uM')]", "[('Dexmedetomidine', 5.0, 'uM')]", "[('Dexmedetomidine', 0.05, 'uM')]", "[('XRK3F2', 5.0, 'uM')]", "[('XRK3F2', 0.05, 'uM')]", "[('XRK3F2', 0.5, 'uM')]", "[('Belumosudil', 0.05, 'uM')]", "[('Belumosudil (mesylate)', 5.0, 'uM')]", "[('Belumosudil', 0.5, 'uM')]", "[('Belumosudil (mesylate)', 0.05, 'uM')]", "[('Belumosudil', 5.0, 'uM')]", "[('Belumosudil (mesylate)', 0.5, 'uM')]", "[('Tirabrutinib', 5.0, 'uM')]", "[('Tirabrutinib', 0.05, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.5, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.05, 'uM')]", "[('Tirabrutinib', 0.5, 'uM')]", "[('Minodronic acid', 0.5, 'uM')]", "[('Minodronic acid', 5.0, 'uM')]", "[('Minodronic acid', 0.05, 'uM')]", "[('Vilanterol', 0.05, 'uM')]", "[('Vilanterol', 0.5, 'uM')]", "[('Vilanterol', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib', 0.05, 'uM')]", "[('Neratinib', 0.5, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('AT7519', 5.0, 'uM')]", "[('AT7519', 0.05, 'uM')]", "[('AT7519', 0.5, 'uM')]", "[('Cepharanthine', 0.5, 'uM')]", "[('Cepharanthine', 5.0, 'uM')]", "[('Cepharanthine', 0.05, 'uM')]", "[('Radotinib', 0.5, 'uM')]", "[('Radotinib', 0.05, 'uM')]", "[('Radotinib', 5.0, 'uM')]", "[('Sonidegib', 0.5, 'uM')]", "[('Sonidegib', 5.0, 'uM')]", "[('Sonidegib', 0.05, 'uM')]", "[('ULK-101', 0.5, 'uM')]", "[('ULK-101', 5.0, 'uM')]", "[('ULK-101', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 5.0, 'uM')]", "[('Epirubicin (hydrochloride)', 0.5, 'uM')]", "[('Phenytoin (sodium)', 0.05, 'uM')]", "[('Phenytoin (sodium)', 5.0, 'uM')]", "[('Phenytoin (sodium)', 0.5, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.05, 'uM')]", "[('LY-2584702 (tosylate salt)', 5.0, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.05, 'uM')]", "[('8-Hydroxyquinoline', 5.0, 'uM')]", "[('Pitavastatin (Calcium)', 0.05, 'uM')]", "[('Pitavastatin (Calcium)', 0.5, 'uM')]", "[('Pitavastatin (Calcium)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.5, 'uM')]", "[('Doxycycline (monohydrate)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.05, 'uM')]", "[('Rutin (trihydrate)', 5.0, 'uM')]", "[('Rutin (trihydrate)', 0.5, 'uM')]", "[('Rutin (trihydrate)', 0.05, 'uM')]", "[('Dexamethasone', 0.5, 'uM')]", "[('Dexamethasone', 0.05, 'uM')]", "[('RMC-6236', 0.05, 'uM')]", "[('RMC-6236', 0.5, 'uM')]", "[('RMC-6236', 5.0, 'uM')]", "[('Bendamustine', 0.5, 'uM')]", "[('Bendamustine', 0.05, 'uM')]", "[('Bendamustine', 5.0, 'uM')]", "[('Anastrozole', 0.05, 'uM')]", "[('Anastrozole', 0.5, 'uM')]", "[('Anastrozole', 5.0, 'uM')]", "[('ML264', 0.5, 'uM')]", "[('ML264', 0.05, 'uM')]", "[('ML264', 5.0, 'uM')]", "[('Everolimus', 5.0, 'uM')]", "[('Everolimus', 0.5, 'uM')]", "[('Everolimus', 0.05, 'uM')]", "[('olaparib', 5.0, 'uM')]", "[('olaparib', 0.5, 'uM')]", "[('olaparib', 0.05, 'uM')]", "[('Sildenafil', 5.0, 'uM')]", "[('Sildenafil', 0.5, 'uM')]", "[('Sildenafil', 0.05, 'uM')]", "[('Esmolol (hydrochloride)', 0.5, 'uM')]", "[('Esmolol (hydrochloride)', 0.05, 'uM')]", "[('GSK1059615', 5.0, 'uM')]", "[('GSK1059615', 0.5, 'uM')]", "[('GSK1059615', 0.05, 'uM')]", "[('Ritonavir', 5.0, 'uM')]", "[('Ritonavir', 0.5, 'uM')]", "[('Ritonavir', 0.05, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('Riluzole hydrochloride', 0.5, 'uM')]", "[('Riluzole hydrochloride', 5.0, 'uM')]", "[('Riluzole hydrochloride', 0.05, 'uM')]", "[('Flutamide', 0.05, 'uM')]", "[('Flutamide', 0.5, 'uM')]", "[('Lipoic acid', 0.05, 'uM')]", "[('Lipoic acid', 0.5, 'uM')]", "[('Lipoic acid', 5.0, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.5, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.05, 'uM')]", "[('Dorzolamide (hydrochloride)', 5.0, 'uM')]", "[('Alpelisib', 0.5, 'uM')]", "[('Alpelisib', 0.05, 'uM')]", "[('Alpelisib', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 0.5, 'uM')]", "[('Almonertinib (mesylate)', 0.05, 'uM')]", "[('Omeprazole', 0.5, 'uM')]", "[('Omeprazole (sodium)', 0.5, 'uM')]", "[('Omeprazole', 0.05, 'uM')]", "[('Omeprazole (sodium)', 0.05, 'uM')]", "[('Raltitrexed', 0.05, 'uM')]", "[('Raltitrexed', 5.0, 'uM')]", "[('Raltitrexed', 0.5, 'uM')]", "[('Capmatinib', 0.5, 'uM')]", "[('Capmatinib', 5.0, 'uM')]", "[('Capmatinib', 0.05, 'uM')]", "[('Menadione', 0.05, 'uM')]", "[('Menadione', 5.0, 'uM')]", "[('Menadione', 0.5, 'uM')]", "[('Volasertib', 0.05, 'uM')]", "[('Volasertib', 0.5, 'uM')]", "[('Volasertib', 5.0, 'uM')]", "[('Capivasertib', 0.05, 'uM')]", "[('Capivasertib', 5.0, 'uM')]", "[('Capivasertib', 0.5, 'uM')]", "[('Sulfatinib', 5.0, 'uM')]", "[('Sulfatinib', 0.5, 'uM')]", "[('Sulfatinib', 0.05, 'uM')]", "[('Celecoxib', 5.0, 'uM')]", "[('Celecoxib', 0.5, 'uM')]", "[('Celecoxib', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 5.0, 'uM')]", "[('Chlorhexidine (diacetate)', 0.5, 'uM')]", "[('Artesunate', 5.0, 'uM')]", "[('Artesunate', 0.05, 'uM')]", "[('Artesunate', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.05, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 5.0, 'uM')]", "[('Belzutifan', 5.0, 'uM')]", "[('Belzutifan', 0.5, 'uM')]", "[('Belzutifan', 0.05, 'uM')]", "[('Oxaprozin', 0.05, 'uM')]", "[('Oxaprozin', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 5.0, 'uM')]", "[('Azithromycin (hydrate)', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 0.05, 'uM')]", "[('Roxadustat', 5.0, 'uM')]", "[('Roxadustat', 0.05, 'uM')]", "[('Roxadustat', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine', 0.5, 'uM')]", "[('Berbamine', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Berbamine', 0.05, 'uM')]", "[('Ranolazine', 0.05, 'uM')]", "[('Ranolazine', 0.5, 'uM')]", "[('Budesonide', 0.5, 'uM')]", "[('Budesonide', 0.05, 'uM')]", "[('venetoclax', 5.0, 'uM')]", "[('venetoclax', 0.5, 'uM')]", "[('venetoclax', 0.05, 'uM')]", "[('Anethole trithione', 0.5, 'uM')]", "[('Anethole trithione', 5.0, 'uM')]", "[('Anethole trithione', 0.05, 'uM')]", "[('Resveratrol', 0.05, 'uM')]", "[('Resveratrol', 0.5, 'uM')]", "[('Resveratrol', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Pyridoxine', 0.05, 'uM')]", "[('SBI-0640756', 5.0, 'uM')]", "[('SBI-0640756', 0.05, 'uM')]", "[('SBI-0640756', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 5.0, 'uM')]", "[('Trametinib', 0.05, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.05, 'uM')]", "[('Trametinib', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.5, 'uM')]", "[('Trametinib', 5.0, 'uM')]", "[('Dihydroartemisinin', 0.05, 'uM')]", "[('Dihydroartemisinin', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.05, 'uM')]", "[('Bosentan (hydrate)', 5.0, 'uM')]", "[('Afatinib', 0.5, 'uM')]", "[('Afatinib', 0.05, 'uM')]", "[('Afatinib', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.05, 'uM')]", "[('Berberine (chloride hydrate)', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.5, 'uM')]", "[('HI-TOPK-032', 0.5, 'uM')]", "[('HI-TOPK-032', 5.0, 'uM')]", "[('HI-TOPK-032', 0.05, 'uM')]", "[('Mifepristone', 0.5, 'uM')]", "[('Mifepristone', 0.05, 'uM')]", "[('Mifepristone', 5.0, 'uM')]", "[('Temuterkib', 5.0, 'uM')]", "[('Temuterkib', 0.5, 'uM')]", "[('Temuterkib', 0.05, 'uM')]", "[('Asciminib', 0.5, 'uM')]", "[('Asciminib', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 0.5, 'uM')]", "[('Ralimetinib dimesylate', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 5.0, 'uM')]", "[('Regorafenib', 0.5, 'uM')]", "[('Regorafenib', 0.05, 'uM')]", "[('Regorafenib', 5.0, 'uM')]", "[('Carbidopa (monohydrate)', 0.5, 'uM')]", "[('Carbidopa (monohydrate)', 0.05, 'uM')]", "[('Carbidopa (monohydrate)', 5.0, 'uM')]", "[('Demeclocycline', 0.05, 'uM')]", "[('Demeclocycline', 5.0, 'uM')]", "[('Demeclocycline', 0.5, 'uM')]", "[('Abiraterone acetate', 0.5, 'uM')]", "[('Abiraterone acetate', 0.05, 'uM')]", "[('Pioglitazone', 0.05, 'uM')]", "[('Pioglitazone', 0.5, 'uM')]", "[('Ixazomib citrate', 0.05, 'uM')]", "[('Ixazomib citrate', 0.5, 'uM')]", "[('Fluvoxamine (maleate)', 0.05, 'uM')]", "[('Fluvoxamine', 0.05, 'uM')]", "[('Fluvoxamine', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 0.5, 'uM')]", "[('Fluvoxamine', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Encorafenib', 5.0, 'uM')]", "[('Encorafenib', 0.5, 'uM')]", "[('Encorafenib', 0.05, 'uM')]", "[('Brimonidine', 0.5, 'uM')]", "[('Brimonidine', 0.05, 'uM')]", "[('Mozavaptan', 5.0, 'uM')]", "[('Mozavaptan', 0.5, 'uM')]", "[('Mozavaptan', 0.05, 'uM')]", "[('Saquinavir', 0.5, 'uM')]", "[('Saquinavir', 5.0, 'uM')]", "[('Saquinavir', 0.05, 'uM')]", "[('Altretamine', 0.5, 'uM')]", "[('Altretamine', 5.0, 'uM')]", "[('Altretamine', 0.05, 'uM')]", "[('TAK-901', 0.05, 'uM')]", "[('TAK-901', 0.5, 'uM')]", "[('TAK-901', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.5, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.05, 'uM')]", "[('Lonafarnib', 0.5, 'uM')]", "[('Lonafarnib', 0.05, 'uM')]", "[('Lonafarnib', 5.0, 'uM')]", "[('vincristine', 0.5, 'uM')]", "[('vincristine', 0.05, 'uM')]", "[('vincristine', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.5, 'uM')]", "[('Benproperine (phosphate)', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.05, 'uM')]", "[('Idoxuridine', 0.05, 'uM')]", "[('Idoxuridine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.05, 'uM')]", "[('APTO-253', 5.0, 'uM')]", "[('APTO-253', 0.5, 'uM')]", "[('APTO-253', 0.05, 'uM')]", "[('Clobetasol propionate', 0.05, 'uM')]", "[('Clobetasol propionate', 0.5, 'uM')]", "[('Proglumide', 0.05, 'uM')]", "[('Proglumide', 0.5, 'uM')]", "[('Diphenhydramine', 0.05, 'uM')]", "[('Diphenhydramine', 0.5, 'uM')]", "[('Diphenhydramine', 5.0, 'uM')]", "[('Docetaxel', 0.05, 'uM')]", "[('Docetaxel', 5.0, 'uM')]", "[('Docetaxel', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 5.0, 'uM')]", "[('Docetaxel (Trihydrate)', 0.05, 'uM')]", "[('Triamcinolone', 0.05, 'uM')]", "[('Triamcinolone', 0.5, 'uM')]", "[('Triamcinolone', 5.0, 'uM')]", "[('Fusidic acid', 0.05, 'uM')]", "[('Fusidic acid', 0.5, 'uM')]", "[('Fusidic acid', 5.0, 'uM')]", "[('Aprepitant', 0.5, 'uM')]", "[('Aprepitant', 0.05, 'uM')]", "[('Daptomycin', 5.0, 'uM')]", "[('Daptomycin', 0.5, 'uM')]", "[('Daptomycin', 0.05, 'uM')]", "[('Erythromycin', 0.5, 'uM')]", "[('Erythromycin', 0.05, 'uM')]", "[('Gallic acid 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+
+[fewshot."tahoe.CVCL_0334"]
+val = ["[('Allopurinol', 0.05, 'uM')]", "[('Allopurinol', 0.5, 'uM')]", "[('Quinestrol', 0.05, 'uM')]", "[('Quinestrol', 0.5, 'uM')]", "[('Quinestrol', 5.0, 'uM')]", "[('Allantoin', 5.0, 'uM')]", "[('Allantoin', 0.05, 'uM')]", "[('Allantoin', 0.5, 'uM')]", "[('Vandetanib', 0.5, 'uM')]", "[('Vandetanib', 0.05, 'uM')]", "[('BAY1125976', 0.5, 'uM')]", "[('BAY1125976', 5.0, 'uM')]", "[('BAY1125976', 0.05, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 5.0, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.5, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.05, 'uM')]", "[('Cilostazol', 0.05, 'uM')]", "[('Cilostazol', 0.5, 'uM')]", "[('Cilostazol', 5.0, 'uM')]", "[('Tucatinib', 0.05, 'uM')]", "[('Tucatinib', 0.5, 'uM')]", "[('Tucatinib', 5.0, 'uM')]", "[('Imiquimod (maleate)', 0.05, 'uM')]", "[('Imiquimod (maleate)', 0.5, 'uM')]", "[('Imiquimod (maleate)', 5.0, 'uM')]", "[('Clotrimazole', 5.0, 'uM')]", "[('Clotrimazole', 0.05, 'uM')]", "[('Clotrimazole', 0.5, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.05, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 5.0, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.5, 'uM')]", "[('IQ 1', 5.0, 'uM')]", "[('IQ 1', 0.05, 'uM')]", "[('IQ 1', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.05, 'uM')]", "[('Larotrectinib', 0.5, 'uM')]", "[('Larotrectinib', 5.0, 'uM')]", "[('Larotrectinib sulfate', 5.0, 'uM')]", "[('Larotrectinib', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.5, 'uM')]", "[('Erdafitinib ', 5.0, 'uM')]", "[('Erdafitinib ', 0.05, 'uM')]", "[('Erdafitinib ', 0.5, 'uM')]", "[('Tetracycline (hydrochloride)', 5.0, 'uM')]", "[('Tetracycline (hydrochloride)', 0.05, 'uM')]", "[('Tetracycline (hydrochloride)', 0.5, 'uM')]", "[('NVP-BHG712', 0.5, 'uM')]", "[('NVP-BHG712', 5.0, 'uM')]", "[('NVP-BHG712', 0.05, 'uM')]", "[('Drospirenone', 0.05, 'uM')]", "[('Drospirenone', 0.5, 'uM')]", "[('ERK5-IN-2', 5.0, 'uM')]", "[('ERK5-IN-2', 0.05, 'uM')]", "[('ERK5-IN-2', 0.5, 'uM')]"]
+test = ["[('PF-06260933', 0.05, 'uM')]", "[('PF-06260933', 5.0, 'uM')]", "[('PF-06260933', 0.5, 'uM')]", "[('Dinaciclib', 0.05, 'uM')]", "[('Dinaciclib', 5.0, 'uM')]", "[('Dinaciclib', 0.5, 'uM')]", "[('Pentoxifylline', 0.05, 'uM')]", "[('Pentoxifylline', 0.5, 'uM')]", "[('LJI308', 0.5, 'uM')]", "[('LJI308', 0.05, 'uM')]", "[('LJI308', 5.0, 'uM')]", "[('Palmatine (chloride)', 0.5, 'uM')]", "[('Palmatine (chloride)', 0.05, 'uM')]", "[('Palmatine (chloride)', 5.0, 'uM')]", "[('Furosemide', 0.5, 'uM')]", "[('Furosemide', 5.0, 'uM')]", "[('Furosemide', 0.05, 'uM')]", "[('Harringtonine', 5.0, 'uM')]", "[('Harringtonine', 0.05, 'uM')]", "[('Harringtonine', 0.5, 'uM')]", "[('Voriconazole', 0.5, 'uM')]", "[('Voriconazole', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.5, 'uM')]", "[('Methylprednisolone succinate', 5.0, 'uM')]", "[('Futibatinib', 0.05, 'uM')]", "[('Futibatinib', 0.5, 'uM')]", "[('Futibatinib', 5.0, 'uM')]", "[('Baicalin', 0.5, 'uM')]", "[('Baicalin', 0.05, 'uM')]", "[('Baicalin', 5.0, 'uM')]", "[('Captopril', 0.5, 'uM')]", "[('Captopril', 0.05, 'uM')]", "[('Finasteride', 0.05, 'uM')]", "[('Finasteride', 0.5, 'uM')]", "[('Finasteride', 5.0, 'uM')]", "[('Tubulin inhibitor 6', 0.05, 'uM')]", "[('Tubulin inhibitor 6', 0.5, 'uM')]", "[('Tubulin inhibitor 6', 5.0, 'uM')]", "[('Terfenadine', 0.5, 'uM')]", "[('Terfenadine', 0.05, 'uM')]", "[('Terfenadine', 5.0, 'uM')]", "[('Vemurafenib', 5.0, 'uM')]", "[('Vemurafenib', 0.05, 'uM')]", "[('Vemurafenib', 0.5, 'uM')]", "[('Orlistat', 0.05, 'uM')]", "[('Orlistat', 0.5, 'uM')]", "[('Orlistat', 5.0, 'uM')]", "[('Gemfibrozil', 0.5, 'uM')]", "[('Gemfibrozil', 0.05, 'uM')]", "[('Gemfibrozil', 5.0, 'uM')]", "[('LY2090314', 0.5, 'uM')]", "[('LY2090314', 0.05, 'uM')]", "[('LY2090314', 5.0, 'uM')]", "[('Ligustrazine', 0.5, 'uM')]", "[('Ligustrazine', 0.05, 'uM')]", "[('Ligustrazine', 5.0, 'uM')]", "[('γ-Oryzanol', 0.05, 'uM')]", "[('γ-Oryzanol', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 5.0, 'uM')]", "[('Idarubicin (hydrochloride)', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 0.05, 'uM')]", "[('Salicylic acid', 0.5, 'uM')]", "[('Salicylic acid', 5.0, 'uM')]", "[('Salicylic acid', 0.05, 'uM')]", "[('EX229', 0.5, 'uM')]", "[('EX229', 0.05, 'uM')]", "[('EX229', 5.0, 'uM')]", "[('ETC-206', 5.0, 'uM')]", "[('ETC-206', 0.05, 'uM')]", "[('ETC-206', 0.5, 'uM')]", "[('Methotrexate', 0.5, 'uM')]", "[('Methotrexate', 0.05, 'uM')]", "[('Loperamide (hydrochloride)', 0.5, 'uM')]", "[('Loperamide (hydrochloride)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.5, 'uM')]", "[('Sinomenine', 0.05, 'uM')]", "[('Sinomenine', 5.0, 'uM')]", "[('Sinomenine', 0.5, 'uM')]", "[('Dexmedetomidine', 0.5, 'uM')]", "[('Dexmedetomidine', 5.0, 'uM')]", "[('Dexmedetomidine', 0.05, 'uM')]", "[('XRK3F2', 5.0, 'uM')]", "[('XRK3F2', 0.05, 'uM')]", "[('XRK3F2', 0.5, 'uM')]", "[('Belumosudil', 0.05, 'uM')]", "[('Belumosudil (mesylate)', 5.0, 'uM')]", "[('Belumosudil', 0.5, 'uM')]", "[('Belumosudil (mesylate)', 0.05, 'uM')]", "[('Belumosudil', 5.0, 'uM')]", "[('Belumosudil (mesylate)', 0.5, 'uM')]", "[('Tirabrutinib', 5.0, 'uM')]", "[('Tirabrutinib', 0.05, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.5, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.05, 'uM')]", "[('Tirabrutinib', 0.5, 'uM')]", "[('Minodronic acid', 0.5, 'uM')]", "[('Minodronic acid', 5.0, 'uM')]", "[('Minodronic acid', 0.05, 'uM')]", "[('Vilanterol', 0.05, 'uM')]", "[('Vilanterol', 0.5, 'uM')]", "[('Vilanterol', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib', 0.05, 'uM')]", "[('Neratinib', 0.5, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('AT7519', 5.0, 'uM')]", "[('AT7519', 0.05, 'uM')]", "[('AT7519', 0.5, 'uM')]", "[('Cepharanthine', 0.5, 'uM')]", "[('Cepharanthine', 5.0, 'uM')]", "[('Cepharanthine', 0.05, 'uM')]", "[('Radotinib', 0.5, 'uM')]", "[('Radotinib', 0.05, 'uM')]", "[('Radotinib', 5.0, 'uM')]", "[('Sonidegib', 0.5, 'uM')]", "[('Sonidegib', 5.0, 'uM')]", "[('Sonidegib', 0.05, 'uM')]", "[('ULK-101', 0.5, 'uM')]", "[('ULK-101', 5.0, 'uM')]", "[('ULK-101', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 5.0, 'uM')]", "[('Epirubicin (hydrochloride)', 0.5, 'uM')]", "[('Phenytoin (sodium)', 0.05, 'uM')]", "[('Phenytoin (sodium)', 5.0, 'uM')]", "[('Phenytoin (sodium)', 0.5, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.05, 'uM')]", "[('LY-2584702 (tosylate salt)', 5.0, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.05, 'uM')]", "[('8-Hydroxyquinoline', 5.0, 'uM')]", "[('Pitavastatin (Calcium)', 0.05, 'uM')]", "[('Pitavastatin (Calcium)', 0.5, 'uM')]", "[('Pitavastatin (Calcium)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.5, 'uM')]", "[('Doxycycline (monohydrate)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.05, 'uM')]", "[('Rutin (trihydrate)', 5.0, 'uM')]", "[('Rutin (trihydrate)', 0.5, 'uM')]", "[('Rutin (trihydrate)', 0.05, 'uM')]", "[('Dexamethasone', 0.5, 'uM')]", "[('Dexamethasone', 0.05, 'uM')]", "[('RMC-6236', 0.05, 'uM')]", "[('RMC-6236', 0.5, 'uM')]", "[('RMC-6236', 5.0, 'uM')]", "[('Bendamustine', 0.5, 'uM')]", "[('Bendamustine', 0.05, 'uM')]", "[('Bendamustine', 5.0, 'uM')]", "[('Anastrozole', 0.05, 'uM')]", "[('Anastrozole', 0.5, 'uM')]", "[('Anastrozole', 5.0, 'uM')]", "[('ML264', 0.5, 'uM')]", "[('ML264', 0.05, 'uM')]", "[('ML264', 5.0, 'uM')]", "[('Everolimus', 5.0, 'uM')]", "[('Everolimus', 0.5, 'uM')]", "[('Everolimus', 0.05, 'uM')]", "[('olaparib', 5.0, 'uM')]", "[('olaparib', 0.5, 'uM')]", "[('olaparib', 0.05, 'uM')]", "[('Sildenafil', 5.0, 'uM')]", "[('Sildenafil', 0.5, 'uM')]", "[('Sildenafil', 0.05, 'uM')]", "[('Esmolol (hydrochloride)', 0.5, 'uM')]", "[('Esmolol (hydrochloride)', 0.05, 'uM')]", "[('GSK1059615', 5.0, 'uM')]", "[('GSK1059615', 0.5, 'uM')]", "[('GSK1059615', 0.05, 'uM')]", "[('Ritonavir', 5.0, 'uM')]", "[('Ritonavir', 0.5, 'uM')]", "[('Ritonavir', 0.05, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('Riluzole hydrochloride', 0.5, 'uM')]", "[('Riluzole hydrochloride', 5.0, 'uM')]", "[('Riluzole hydrochloride', 0.05, 'uM')]", "[('Flutamide', 0.05, 'uM')]", "[('Flutamide', 0.5, 'uM')]", "[('Lipoic acid', 0.05, 'uM')]", "[('Lipoic acid', 0.5, 'uM')]", "[('Lipoic acid', 5.0, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.5, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.05, 'uM')]", "[('Dorzolamide (hydrochloride)', 5.0, 'uM')]", "[('Alpelisib', 0.5, 'uM')]", "[('Alpelisib', 0.05, 'uM')]", "[('Alpelisib', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 0.5, 'uM')]", "[('Almonertinib (mesylate)', 0.05, 'uM')]", "[('Omeprazole', 0.5, 'uM')]", "[('Omeprazole (sodium)', 0.5, 'uM')]", "[('Omeprazole', 0.05, 'uM')]", "[('Omeprazole (sodium)', 0.05, 'uM')]", "[('Raltitrexed', 0.05, 'uM')]", "[('Raltitrexed', 5.0, 'uM')]", "[('Raltitrexed', 0.5, 'uM')]", "[('Capmatinib', 0.5, 'uM')]", "[('Capmatinib', 5.0, 'uM')]", "[('Capmatinib', 0.05, 'uM')]", "[('Menadione', 0.05, 'uM')]", "[('Menadione', 5.0, 'uM')]", "[('Menadione', 0.5, 'uM')]", "[('Volasertib', 0.05, 'uM')]", "[('Volasertib', 0.5, 'uM')]", "[('Volasertib', 5.0, 'uM')]", "[('Capivasertib', 0.05, 'uM')]", "[('Capivasertib', 5.0, 'uM')]", "[('Capivasertib', 0.5, 'uM')]", "[('Sulfatinib', 5.0, 'uM')]", "[('Sulfatinib', 0.5, 'uM')]", "[('Sulfatinib', 0.05, 'uM')]", "[('Celecoxib', 5.0, 'uM')]", "[('Celecoxib', 0.5, 'uM')]", "[('Celecoxib', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 5.0, 'uM')]", "[('Chlorhexidine (diacetate)', 0.5, 'uM')]", "[('Artesunate', 5.0, 'uM')]", "[('Artesunate', 0.05, 'uM')]", "[('Artesunate', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.05, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 5.0, 'uM')]", "[('Belzutifan', 5.0, 'uM')]", "[('Belzutifan', 0.5, 'uM')]", "[('Belzutifan', 0.05, 'uM')]", "[('Oxaprozin', 0.05, 'uM')]", "[('Oxaprozin', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 5.0, 'uM')]", "[('Azithromycin (hydrate)', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 0.05, 'uM')]", "[('Roxadustat', 5.0, 'uM')]", "[('Roxadustat', 0.05, 'uM')]", "[('Roxadustat', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine', 0.5, 'uM')]", "[('Berbamine', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Berbamine', 0.05, 'uM')]", "[('Ranolazine', 0.05, 'uM')]", "[('Ranolazine', 0.5, 'uM')]", "[('Budesonide', 0.5, 'uM')]", "[('Budesonide', 0.05, 'uM')]", "[('venetoclax', 5.0, 'uM')]", "[('venetoclax', 0.5, 'uM')]", "[('venetoclax', 0.05, 'uM')]", "[('Anethole trithione', 0.5, 'uM')]", "[('Anethole trithione', 5.0, 'uM')]", "[('Anethole trithione', 0.05, 'uM')]", "[('Resveratrol', 0.05, 'uM')]", "[('Resveratrol', 0.5, 'uM')]", "[('Resveratrol', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Pyridoxine', 0.05, 'uM')]", "[('SBI-0640756', 5.0, 'uM')]", "[('SBI-0640756', 0.05, 'uM')]", "[('SBI-0640756', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 5.0, 'uM')]", "[('Trametinib', 0.05, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.05, 'uM')]", "[('Trametinib', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.5, 'uM')]", "[('Trametinib', 5.0, 'uM')]", "[('Dihydroartemisinin', 0.05, 'uM')]", "[('Dihydroartemisinin', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.05, 'uM')]", "[('Bosentan (hydrate)', 5.0, 'uM')]", "[('Afatinib', 0.5, 'uM')]", "[('Afatinib', 0.05, 'uM')]", "[('Afatinib', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.05, 'uM')]", "[('Berberine (chloride hydrate)', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.5, 'uM')]", "[('HI-TOPK-032', 0.5, 'uM')]", "[('HI-TOPK-032', 5.0, 'uM')]", "[('HI-TOPK-032', 0.05, 'uM')]", "[('Mifepristone', 0.5, 'uM')]", "[('Mifepristone', 0.05, 'uM')]", "[('Mifepristone', 5.0, 'uM')]", "[('Temuterkib', 5.0, 'uM')]", "[('Temuterkib', 0.5, 'uM')]", "[('Temuterkib', 0.05, 'uM')]", "[('Asciminib', 0.5, 'uM')]", "[('Asciminib', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 0.5, 'uM')]", "[('Ralimetinib dimesylate', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 5.0, 'uM')]", "[('Regorafenib', 0.5, 'uM')]", "[('Regorafenib', 0.05, 'uM')]", "[('Regorafenib', 5.0, 'uM')]", "[('Carbidopa (monohydrate)', 0.5, 'uM')]", "[('Carbidopa (monohydrate)', 0.05, 'uM')]", "[('Carbidopa (monohydrate)', 5.0, 'uM')]", "[('Demeclocycline', 0.05, 'uM')]", "[('Demeclocycline', 5.0, 'uM')]", "[('Demeclocycline', 0.5, 'uM')]", "[('Abiraterone acetate', 0.5, 'uM')]", "[('Abiraterone acetate', 0.05, 'uM')]", "[('Pioglitazone', 0.05, 'uM')]", "[('Pioglitazone', 0.5, 'uM')]", "[('Ixazomib citrate', 0.05, 'uM')]", "[('Ixazomib citrate', 0.5, 'uM')]", "[('Fluvoxamine (maleate)', 0.05, 'uM')]", "[('Fluvoxamine', 0.05, 'uM')]", "[('Fluvoxamine', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 0.5, 'uM')]", "[('Fluvoxamine', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Encorafenib', 5.0, 'uM')]", "[('Encorafenib', 0.5, 'uM')]", "[('Encorafenib', 0.05, 'uM')]", "[('Brimonidine', 0.5, 'uM')]", "[('Brimonidine', 0.05, 'uM')]", "[('Mozavaptan', 5.0, 'uM')]", "[('Mozavaptan', 0.5, 'uM')]", "[('Mozavaptan', 0.05, 'uM')]", "[('Saquinavir', 0.5, 'uM')]", "[('Saquinavir', 5.0, 'uM')]", "[('Saquinavir', 0.05, 'uM')]", "[('Altretamine', 0.5, 'uM')]", "[('Altretamine', 5.0, 'uM')]", "[('Altretamine', 0.05, 'uM')]", "[('TAK-901', 0.05, 'uM')]", "[('TAK-901', 0.5, 'uM')]", "[('TAK-901', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 5.0, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.5, 'uM')]", "[('(R)-Verapamil (hydrochloride)', 0.05, 'uM')]", "[('Lonafarnib', 0.5, 'uM')]", "[('Lonafarnib', 0.05, 'uM')]", "[('Lonafarnib', 5.0, 'uM')]", "[('vincristine', 0.5, 'uM')]", "[('vincristine', 0.05, 'uM')]", "[('vincristine', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.5, 'uM')]", "[('Benproperine (phosphate)', 5.0, 'uM')]", "[('Benproperine (phosphate)', 0.05, 'uM')]", "[('Idoxuridine', 0.05, 'uM')]", "[('Idoxuridine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.05, 'uM')]", "[('Methyl aminolevulinate (hydrochloride)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.5, 'uM')]", "[('Osimertinib (mesylate)', 0.05, 'uM')]", "[('APTO-253', 5.0, 'uM')]", "[('APTO-253', 0.5, 'uM')]", "[('APTO-253', 0.05, 'uM')]", "[('Clobetasol propionate', 0.05, 'uM')]", "[('Clobetasol propionate', 0.5, 'uM')]", "[('Proglumide', 0.05, 'uM')]", "[('Proglumide', 0.5, 'uM')]", "[('Diphenhydramine', 0.05, 'uM')]", "[('Diphenhydramine', 0.5, 'uM')]", "[('Diphenhydramine', 5.0, 'uM')]", "[('Docetaxel', 0.05, 'uM')]", "[('Docetaxel', 5.0, 'uM')]", "[('Docetaxel', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 5.0, 'uM')]", "[('Docetaxel (Trihydrate)', 0.05, 'uM')]", "[('Triamcinolone', 0.05, 'uM')]", "[('Triamcinolone', 0.5, 'uM')]", "[('Triamcinolone', 5.0, 'uM')]", "[('Fusidic acid', 0.05, 'uM')]", "[('Fusidic acid', 0.5, 'uM')]", "[('Fusidic acid', 5.0, 'uM')]", "[('Aprepitant', 0.5, 'uM')]", "[('Aprepitant', 0.05, 'uM')]", "[('Daptomycin', 5.0, 'uM')]", "[('Daptomycin', 0.5, 'uM')]", "[('Daptomycin', 0.05, 'uM')]", "[('Erythromycin', 0.5, 'uM')]", "[('Erythromycin', 0.05, 'uM')]", "[('Gallic acid 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+
+[fewshot."tahoe.CVCL_0480"]
+val = ["[('Allopurinol', 0.05, 'uM')]", "[('Allopurinol', 0.5, 'uM')]", "[('Quinestrol', 0.05, 'uM')]", "[('Quinestrol', 0.5, 'uM')]", "[('Quinestrol', 5.0, 'uM')]", "[('Allantoin', 5.0, 'uM')]", "[('Allantoin', 0.05, 'uM')]", "[('Allantoin', 0.5, 'uM')]", "[('Vandetanib', 0.5, 'uM')]", "[('Vandetanib', 0.05, 'uM')]", "[('BAY1125976', 0.5, 'uM')]", "[('BAY1125976', 5.0, 'uM')]", "[('BAY1125976', 0.05, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 5.0, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.5, 'uM')]", "[('Edoxaban (tosylate monohydrate)', 0.05, 'uM')]", "[('Cilostazol', 0.05, 'uM')]", "[('Cilostazol', 0.5, 'uM')]", "[('Cilostazol', 5.0, 'uM')]", "[('Tucatinib', 0.05, 'uM')]", "[('Tucatinib', 0.5, 'uM')]", "[('Tucatinib', 5.0, 'uM')]", "[('Imiquimod (maleate)', 0.05, 'uM')]", "[('Imiquimod (maleate)', 0.5, 'uM')]", "[('Imiquimod (maleate)', 5.0, 'uM')]", "[('Clotrimazole', 5.0, 'uM')]", "[('Clotrimazole', 0.05, 'uM')]", "[('Clotrimazole', 0.5, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.05, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 5.0, 'uM')]", "[('Sivelestat (sodium tetrahydrate)', 0.5, 'uM')]", "[('IQ 1', 5.0, 'uM')]", "[('IQ 1', 0.05, 'uM')]", "[('IQ 1', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.5, 'uM')]", "[('Larotrectinib sulfate', 0.05, 'uM')]", "[('Larotrectinib', 0.5, 'uM')]", "[('Larotrectinib', 5.0, 'uM')]", "[('Larotrectinib sulfate', 5.0, 'uM')]", "[('Larotrectinib', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.05, 'uM')]", "[('Bestatin (hydrochloride)', 0.5, 'uM')]", "[('Erdafitinib ', 5.0, 'uM')]", "[('Erdafitinib ', 0.05, 'uM')]", "[('Erdafitinib ', 0.5, 'uM')]", "[('Tetracycline (hydrochloride)', 5.0, 'uM')]", "[('Tetracycline (hydrochloride)', 0.05, 'uM')]", "[('Tetracycline (hydrochloride)', 0.5, 'uM')]", "[('NVP-BHG712', 0.5, 'uM')]", "[('NVP-BHG712', 5.0, 'uM')]", "[('NVP-BHG712', 0.05, 'uM')]", "[('Drospirenone', 0.05, 'uM')]", "[('Drospirenone', 0.5, 'uM')]", "[('ERK5-IN-2', 5.0, 'uM')]", "[('ERK5-IN-2', 0.05, 'uM')]", "[('ERK5-IN-2', 0.5, 'uM')]"]
+test = ["[('PF-06260933', 0.05, 'uM')]", "[('PF-06260933', 5.0, 'uM')]", "[('PF-06260933', 0.5, 'uM')]", "[('Dinaciclib', 0.05, 'uM')]", "[('Dinaciclib', 5.0, 'uM')]", "[('Dinaciclib', 0.5, 'uM')]", "[('Pentoxifylline', 0.05, 'uM')]", "[('Pentoxifylline', 0.5, 'uM')]", "[('LJI308', 0.5, 'uM')]", "[('LJI308', 0.05, 'uM')]", "[('LJI308', 5.0, 'uM')]", "[('Palmatine (chloride)', 0.5, 'uM')]", "[('Palmatine (chloride)', 0.05, 'uM')]", "[('Palmatine (chloride)', 5.0, 'uM')]", "[('Furosemide', 0.5, 'uM')]", "[('Furosemide', 5.0, 'uM')]", "[('Furosemide', 0.05, 'uM')]", "[('Harringtonine', 5.0, 'uM')]", "[('Harringtonine', 0.05, 'uM')]", "[('Harringtonine', 0.5, 'uM')]", "[('Voriconazole', 0.5, 'uM')]", "[('Voriconazole', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.05, 'uM')]", "[('Methylprednisolone succinate', 0.5, 'uM')]", "[('Methylprednisolone succinate', 5.0, 'uM')]", "[('Futibatinib', 0.05, 'uM')]", "[('Futibatinib', 0.5, 'uM')]", "[('Futibatinib', 5.0, 'uM')]", "[('Baicalin', 0.5, 'uM')]", "[('Baicalin', 0.05, 'uM')]", "[('Baicalin', 5.0, 'uM')]", "[('Captopril', 0.5, 'uM')]", "[('Captopril', 0.05, 'uM')]", "[('Finasteride', 0.05, 'uM')]", "[('Finasteride', 0.5, 'uM')]", "[('Finasteride', 5.0, 'uM')]", "[('Tubulin inhibitor 6', 0.05, 'uM')]", "[('Tubulin inhibitor 6', 0.5, 'uM')]", "[('Tubulin inhibitor 6', 5.0, 'uM')]", "[('Terfenadine', 0.5, 'uM')]", "[('Terfenadine', 0.05, 'uM')]", "[('Terfenadine', 5.0, 'uM')]", "[('Vemurafenib', 5.0, 'uM')]", "[('Vemurafenib', 0.05, 'uM')]", "[('Vemurafenib', 0.5, 'uM')]", "[('Orlistat', 0.05, 'uM')]", "[('Orlistat', 0.5, 'uM')]", "[('Orlistat', 5.0, 'uM')]", "[('Gemfibrozil', 0.5, 'uM')]", "[('Gemfibrozil', 0.05, 'uM')]", "[('Gemfibrozil', 5.0, 'uM')]", "[('LY2090314', 0.5, 'uM')]", "[('LY2090314', 0.05, 'uM')]", "[('LY2090314', 5.0, 'uM')]", "[('Ligustrazine', 0.5, 'uM')]", "[('Ligustrazine', 0.05, 'uM')]", "[('Ligustrazine', 5.0, 'uM')]", "[('γ-Oryzanol', 0.05, 'uM')]", "[('γ-Oryzanol', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 5.0, 'uM')]", "[('Idarubicin (hydrochloride)', 0.5, 'uM')]", "[('Idarubicin (hydrochloride)', 0.05, 'uM')]", "[('Salicylic acid', 0.5, 'uM')]", "[('Salicylic acid', 5.0, 'uM')]", "[('Salicylic acid', 0.05, 'uM')]", "[('EX229', 0.5, 'uM')]", "[('EX229', 0.05, 'uM')]", "[('EX229', 5.0, 'uM')]", "[('ETC-206', 5.0, 'uM')]", "[('ETC-206', 0.05, 'uM')]", "[('ETC-206', 0.5, 'uM')]", "[('Methotrexate', 0.5, 'uM')]", "[('Methotrexate', 0.05, 'uM')]", "[('Loperamide (hydrochloride)', 0.5, 'uM')]", "[('Loperamide (hydrochloride)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.05, 'uM')]", "[('Cabozantinib (S-malate)', 0.5, 'uM')]", "[('Sinomenine', 0.05, 'uM')]", "[('Sinomenine', 5.0, 'uM')]", "[('Sinomenine', 0.5, 'uM')]", "[('Dexmedetomidine', 0.5, 'uM')]", "[('Dexmedetomidine', 5.0, 'uM')]", "[('Dexmedetomidine', 0.05, 'uM')]", "[('XRK3F2', 5.0, 'uM')]", "[('XRK3F2', 0.05, 'uM')]", "[('XRK3F2', 0.5, 'uM')]", "[('Belumosudil', 0.05, 'uM')]", "[('Belumosudil (mesylate)', 5.0, 'uM')]", "[('Belumosudil', 0.5, 'uM')]", "[('Belumosudil (mesylate)', 0.05, 'uM')]", "[('Belumosudil', 5.0, 'uM')]", "[('Belumosudil (mesylate)', 0.5, 'uM')]", "[('Tirabrutinib', 5.0, 'uM')]", "[('Tirabrutinib', 0.05, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.5, 'uM')]", "[('Tirabrutinib (hydrochloride)', 0.05, 'uM')]", "[('Tirabrutinib', 0.5, 'uM')]", "[('Minodronic acid', 0.5, 'uM')]", "[('Minodronic acid', 5.0, 'uM')]", "[('Minodronic acid', 0.05, 'uM')]", "[('Vilanterol', 0.05, 'uM')]", "[('Vilanterol', 0.5, 'uM')]", "[('Vilanterol', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib', 0.05, 'uM')]", "[('Neratinib', 0.5, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('AT7519', 5.0, 'uM')]", "[('AT7519', 0.05, 'uM')]", "[('AT7519', 0.5, 'uM')]", "[('Cepharanthine', 0.5, 'uM')]", "[('Cepharanthine', 5.0, 'uM')]", "[('Cepharanthine', 0.05, 'uM')]", "[('Radotinib', 0.5, 'uM')]", "[('Radotinib', 0.05, 'uM')]", "[('Radotinib', 5.0, 'uM')]", "[('Sonidegib', 0.5, 'uM')]", "[('Sonidegib', 5.0, 'uM')]", "[('Sonidegib', 0.05, 'uM')]", "[('ULK-101', 0.5, 'uM')]", "[('ULK-101', 5.0, 'uM')]", "[('ULK-101', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 0.05, 'uM')]", "[('Epirubicin (hydrochloride)', 5.0, 'uM')]", "[('Epirubicin (hydrochloride)', 0.5, 'uM')]", "[('Phenytoin (sodium)', 0.05, 'uM')]", "[('Phenytoin (sodium)', 5.0, 'uM')]", "[('Phenytoin (sodium)', 0.5, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.05, 'uM')]", "[('LY-2584702 (tosylate salt)', 5.0, 'uM')]", "[('LY-2584702 (tosylate salt)', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.5, 'uM')]", "[('8-Hydroxyquinoline', 0.05, 'uM')]", "[('8-Hydroxyquinoline', 5.0, 'uM')]", "[('Pitavastatin (Calcium)', 0.05, 'uM')]", "[('Pitavastatin (Calcium)', 0.5, 'uM')]", "[('Pitavastatin (Calcium)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.5, 'uM')]", "[('Doxycycline (monohydrate)', 5.0, 'uM')]", "[('Doxycycline (monohydrate)', 0.05, 'uM')]", "[('Rutin (trihydrate)', 5.0, 'uM')]", "[('Rutin (trihydrate)', 0.5, 'uM')]", "[('Rutin (trihydrate)', 0.05, 'uM')]", "[('Dexamethasone', 0.5, 'uM')]", "[('Dexamethasone', 0.05, 'uM')]", "[('RMC-6236', 0.05, 'uM')]", "[('RMC-6236', 0.5, 'uM')]", "[('RMC-6236', 5.0, 'uM')]", "[('Bendamustine', 0.5, 'uM')]", "[('Bendamustine', 0.05, 'uM')]", "[('Bendamustine', 5.0, 'uM')]", "[('Anastrozole', 0.05, 'uM')]", "[('Anastrozole', 0.5, 'uM')]", "[('Anastrozole', 5.0, 'uM')]", "[('ML264', 0.5, 'uM')]", "[('ML264', 0.05, 'uM')]", "[('ML264', 5.0, 'uM')]", "[('Everolimus', 5.0, 'uM')]", "[('Everolimus', 0.5, 'uM')]", "[('Everolimus', 0.05, 'uM')]", "[('olaparib', 5.0, 'uM')]", "[('olaparib', 0.5, 'uM')]", "[('olaparib', 0.05, 'uM')]", "[('Sildenafil', 5.0, 'uM')]", "[('Sildenafil', 0.5, 'uM')]", "[('Sildenafil', 0.05, 'uM')]", "[('Esmolol (hydrochloride)', 0.5, 'uM')]", "[('Esmolol (hydrochloride)', 0.05, 'uM')]", "[('GSK1059615', 5.0, 'uM')]", "[('GSK1059615', 0.5, 'uM')]", "[('GSK1059615', 0.05, 'uM')]", "[('Ritonavir', 5.0, 'uM')]", "[('Ritonavir', 0.5, 'uM')]", "[('Ritonavir', 0.05, 'uM')]", "[('Neratinib (maleate)', 0.05, 'uM')]", "[('Neratinib (maleate)', 5.0, 'uM')]", "[('Neratinib (maleate)', 0.5, 'uM')]", "[('Riluzole hydrochloride', 0.5, 'uM')]", "[('Riluzole hydrochloride', 5.0, 'uM')]", "[('Riluzole hydrochloride', 0.05, 'uM')]", "[('Flutamide', 0.05, 'uM')]", "[('Flutamide', 0.5, 'uM')]", "[('Lipoic acid', 0.05, 'uM')]", "[('Lipoic acid', 0.5, 'uM')]", "[('Lipoic acid', 5.0, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.5, 'uM')]", "[('Dorzolamide (hydrochloride)', 0.05, 'uM')]", "[('Dorzolamide (hydrochloride)', 5.0, 'uM')]", "[('Alpelisib', 0.5, 'uM')]", "[('Alpelisib', 0.05, 'uM')]", "[('Alpelisib', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 5.0, 'uM')]", "[('Almonertinib (mesylate)', 0.5, 'uM')]", "[('Almonertinib (mesylate)', 0.05, 'uM')]", "[('Omeprazole', 0.5, 'uM')]", "[('Omeprazole (sodium)', 0.5, 'uM')]", "[('Omeprazole', 0.05, 'uM')]", "[('Omeprazole (sodium)', 0.05, 'uM')]", "[('Raltitrexed', 0.05, 'uM')]", "[('Raltitrexed', 5.0, 'uM')]", "[('Raltitrexed', 0.5, 'uM')]", "[('Capmatinib', 0.5, 'uM')]", "[('Capmatinib', 5.0, 'uM')]", "[('Capmatinib', 0.05, 'uM')]", "[('Menadione', 0.05, 'uM')]", "[('Menadione', 5.0, 'uM')]", "[('Menadione', 0.5, 'uM')]", "[('Volasertib', 0.05, 'uM')]", "[('Volasertib', 0.5, 'uM')]", "[('Volasertib', 5.0, 'uM')]", "[('Capivasertib', 0.05, 'uM')]", "[('Capivasertib', 5.0, 'uM')]", "[('Capivasertib', 0.5, 'uM')]", "[('Sulfatinib', 5.0, 'uM')]", "[('Sulfatinib', 0.5, 'uM')]", "[('Sulfatinib', 0.05, 'uM')]", "[('Celecoxib', 5.0, 'uM')]", "[('Celecoxib', 0.5, 'uM')]", "[('Celecoxib', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 0.05, 'uM')]", "[('Chlorhexidine (diacetate)', 5.0, 'uM')]", "[('Chlorhexidine (diacetate)', 0.5, 'uM')]", "[('Artesunate', 5.0, 'uM')]", "[('Artesunate', 0.05, 'uM')]", "[('Artesunate', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.05, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 0.5, 'uM')]", "[('Mitoxantrone (dihydrochloride)', 5.0, 'uM')]", "[('Belzutifan', 5.0, 'uM')]", "[('Belzutifan', 0.5, 'uM')]", "[('Belzutifan', 0.05, 'uM')]", "[('Oxaprozin', 0.05, 'uM')]", "[('Oxaprozin', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 5.0, 'uM')]", "[('Azithromycin (hydrate)', 0.5, 'uM')]", "[('Azithromycin (hydrate)', 0.05, 'uM')]", "[('Roxadustat', 5.0, 'uM')]", "[('Roxadustat', 0.05, 'uM')]", "[('Roxadustat', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine', 0.5, 'uM')]", "[('Berbamine', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Berbamine', 0.05, 'uM')]", "[('Ranolazine', 0.05, 'uM')]", "[('Ranolazine', 0.5, 'uM')]", "[('Budesonide', 0.5, 'uM')]", "[('Budesonide', 0.05, 'uM')]", "[('venetoclax', 5.0, 'uM')]", "[('venetoclax', 0.5, 'uM')]", "[('venetoclax', 0.05, 'uM')]", "[('Anethole trithione', 0.5, 'uM')]", "[('Anethole trithione', 5.0, 'uM')]", "[('Anethole trithione', 0.05, 'uM')]", "[('Resveratrol', 0.05, 'uM')]", "[('Resveratrol', 0.5, 'uM')]", "[('Resveratrol', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.5, 'uM')]", "[('Pyridoxine', 5.0, 'uM')]", "[('Pyridoxine (hydrochloride)', 5.0, 'uM')]", "[('Pyridoxine', 0.5, 'uM')]", "[('Pyridoxine (hydrochloride)', 0.05, 'uM')]", "[('Pyridoxine', 0.05, 'uM')]", "[('SBI-0640756', 5.0, 'uM')]", "[('SBI-0640756', 0.05, 'uM')]", "[('SBI-0640756', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 5.0, 'uM')]", "[('Trametinib', 0.05, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.05, 'uM')]", "[('Trametinib', 0.5, 'uM')]", "[('Trametinib (DMSO_TF solvate)', 0.5, 'uM')]", "[('Trametinib', 5.0, 'uM')]", "[('Dihydroartemisinin', 0.05, 'uM')]", "[('Dihydroartemisinin', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.5, 'uM')]", "[('Bosentan (hydrate)', 0.05, 'uM')]", "[('Bosentan (hydrate)', 5.0, 'uM')]", "[('Afatinib', 0.5, 'uM')]", "[('Afatinib', 0.05, 'uM')]", "[('Afatinib', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.05, 'uM')]", "[('Berberine (chloride hydrate)', 5.0, 'uM')]", "[('Berberine (chloride hydrate)', 0.5, 'uM')]", "[('HI-TOPK-032', 0.5, 'uM')]", "[('HI-TOPK-032', 5.0, 'uM')]", "[('HI-TOPK-032', 0.05, 'uM')]", "[('Mifepristone', 0.5, 'uM')]", "[('Mifepristone', 0.05, 'uM')]", "[('Mifepristone', 5.0, 'uM')]", "[('Temuterkib', 5.0, 'uM')]", "[('Temuterkib', 0.5, 'uM')]", "[('Temuterkib', 0.05, 'uM')]", "[('Asciminib', 0.5, 'uM')]", "[('Asciminib', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 0.5, 'uM')]", "[('Ralimetinib dimesylate', 0.05, 'uM')]", "[('Ralimetinib dimesylate', 5.0, 'uM')]", "[('Regorafenib', 0.5, 'uM')]", "[('Regorafenib', 0.05, 'uM')]", "[('Regorafenib', 5.0, 'uM')]", "[('Carbidopa (monohydrate)', 0.5, 'uM')]", "[('Carbidopa (monohydrate)', 0.05, 'uM')]", "[('Carbidopa (monohydrate)', 5.0, 'uM')]", "[('Demeclocycline', 0.05, 'uM')]", "[('Demeclocycline', 5.0, 'uM')]", "[('Demeclocycline', 0.5, 'uM')]", "[('Abiraterone acetate', 0.5, 'uM')]", "[('Abiraterone acetate', 0.05, 'uM')]", "[('Pioglitazone', 0.05, 'uM')]", "[('Pioglitazone', 0.5, 'uM')]", "[('Ixazomib citrate', 0.05, 'uM')]", "[('Ixazomib citrate', 0.5, 'uM')]", "[('Fluvoxamine (maleate)', 0.05, 'uM')]", "[('Fluvoxamine', 0.05, 'uM')]", "[('Fluvoxamine', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 5.0, 'uM')]", "[('Fluvoxamine (maleate)', 0.5, 'uM')]", "[('Fluvoxamine', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 0.5, 'uM')]", "[('Berbamine (dihydrochloride)', 5.0, 'uM')]", "[('Berbamine (dihydrochloride)', 0.05, 'uM')]", "[('Encorafenib', 5.0, 'uM')]", "[('Encorafenib', 0.5, 'uM')]", "[('Encorafenib', 0.05, 'uM')]", "[('Brimonidine', 0.5, 'uM')]", "[('Brimonidine', 0.05, 'uM')]", "[('Mozavaptan', 5.0, 'uM')]", "[('Mozavaptan', 0.5, 'uM')]", "[('Mozavaptan', 0.05, 'uM')]", "[('Saquinavir', 0.5, 'uM')]", "[('Saquinavir', 5.0, 'uM')]", "[('Saquinavir', 0.05, 'uM')]", "[('Altretamine', 0.5, 'uM')]", "[('Altretamine', 5.0, 'uM')]", "[('Altretamine', 0.05, 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5.0, 'uM')]", "[('APTO-253', 0.5, 'uM')]", "[('APTO-253', 0.05, 'uM')]", "[('Clobetasol propionate', 0.05, 'uM')]", "[('Clobetasol propionate', 0.5, 'uM')]", "[('Proglumide', 0.05, 'uM')]", "[('Proglumide', 0.5, 'uM')]", "[('Diphenhydramine', 0.05, 'uM')]", "[('Diphenhydramine', 0.5, 'uM')]", "[('Diphenhydramine', 5.0, 'uM')]", "[('Docetaxel', 0.05, 'uM')]", "[('Docetaxel', 5.0, 'uM')]", "[('Docetaxel', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 0.5, 'uM')]", "[('Docetaxel (Trihydrate)', 5.0, 'uM')]", "[('Docetaxel (Trihydrate)', 0.05, 'uM')]", "[('Triamcinolone', 0.05, 'uM')]", "[('Triamcinolone', 0.5, 'uM')]", "[('Triamcinolone', 5.0, 'uM')]", "[('Fusidic acid', 0.05, 'uM')]", "[('Fusidic acid', 0.5, 'uM')]", "[('Fusidic acid', 5.0, 'uM')]", "[('Aprepitant', 0.5, 'uM')]", "[('Aprepitant', 0.05, 'uM')]", "[('Daptomycin', 5.0, 'uM')]", "[('Daptomycin', 0.5, 'uM')]", "[('Daptomycin', 0.05, 'uM')]", "[('Erythromycin', 0.5, 'uM')]", "[('Erythromycin', 0.05, 'uM')]", "[('Gallic acid 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diff --git a/pyproject.toml b/pyproject.toml
index cfdb5c8..8d12688 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "cell-load"
-version = "0.10.3"
+version = "0.11.0"
 description = "Dataloaders for training models on huge single-cell datasets"
 readme = "README.md"
 authors = [
diff --git a/src/cell_load/_cli/filter_on_target_knockdown.py b/src/cell_load/_cli/filter_on_target_knockdown.py
index eb1799b..842a2c7 100644
--- a/src/cell_load/_cli/filter_on_target_knockdown.py
+++ b/src/cell_load/_cli/filter_on_target_knockdown.py
@@ -2,12 +2,15 @@
 """CLI for filter_on_target_knockdown function."""
 
 import argparse
+import logging
 import sys
 from pathlib import Path
 
 import anndata
 import scanpy as sc
 
+logger = logging.getLogger(__name__)
+
 
 def preprocess_state_paper(adata_pp: anndata.AnnData) -> anndata.AnnData:
     """
@@ -21,14 +24,14 @@ def preprocess_state_paper(adata_pp: anndata.AnnData) -> anndata.AnnData:
     Returns:
         Preprocessed AnnData object
     """
-    print("Applying state paper preprocessing...")
+    logger.info("Applying state paper preprocessing.")
 
     # 1. Normalize to 10k read depth
-    print("  - Normalizing to 10k read depth...")
+    logger.info("Normalizing to 10k read depth.")
     sc.pp.normalize_total(adata_pp, target_sum=1e4)
 
     # 2. Log transform
-    print("  - Log transforming...")
+    logger.info("Applying log1p transform.")
     sc.pp.log1p(adata_pp)
 
     return adata_pp
@@ -105,29 +108,44 @@ def main():
         help="Apply preprocessing as in state paper: normalize to 10k read depth "
         "and log transform before writing output",
     )
+    parser.add_argument(
+        "--log-level",
+        type=str,
+        default="WARNING",
+        choices=["CRITICAL", "ERROR", "WARNING", "INFO", "DEBUG"],
+        help="Python logging level (default: WARNING)",
+    )
 
     args = parser.parse_args()
+    logging.basicConfig(
+        level=getattr(logging, args.log_level.upper()),
+        format="%(asctime)s %(levelname)s %(name)s: %(message)s",
+    )
 
     # Validate input file exists
     input_path = Path(args.input)
     if not input_path.exists():
-        print(f"Error: Input file {args.input} does not exist", file=sys.stderr)
+        logger.error("Input file %s does not exist.", args.input)
         sys.exit(1)
 
     # Load data
     try:
-        print(f"Loading data from {args.input}...")
+        logger.info("Loading data from %s.", args.input)
         adata = anndata.read_h5ad(args.input)
-        print(f"Loaded AnnData with {adata.n_obs} cells and {adata.n_vars} genes")
+        logger.info(
+            "Loaded AnnData with %d cells and %d genes.",
+            adata.n_obs,
+            adata.n_vars,
+        )
     except Exception as e:
-        print(f"Error loading data: {e}", file=sys.stderr)
+        logger.exception("Error loading data: %s", e)
         sys.exit(1)
 
     # Import and apply filter
     try:
         from ..utils.data_utils import filter_on_target_knockdown
 
-        print("Applying on-target knockdown filter...")
+        logger.info("Applying on-target knockdown filter.")
         filtered_adata = filter_on_target_knockdown(
             adata,
             perturbation_column=args.perturbation_column,
@@ -139,12 +157,14 @@ def main():
             var_gene_name=args.var_gene_name,
         )
 
-        print(
-            f"Filtered to {filtered_adata.n_obs} cells and {filtered_adata.n_vars} genes"
+        logger.info(
+            "Filtered to %d cells and %d genes.",
+            filtered_adata.n_obs,
+            filtered_adata.n_vars,
         )
 
     except Exception as e:
-        print(f"Error applying filter: {e}", file=sys.stderr)
+        logger.exception("Error applying filter: %s", e)
         sys.exit(1)
 
     # Apply preprocessing if requested
@@ -152,7 +172,7 @@ def main():
         try:
             filtered_adata = preprocess_state_paper(filtered_adata)
         except Exception as e:
-            print(f"Error during preprocessing: {e}", file=sys.stderr)
+            logger.exception("Error during preprocessing: %s", e)
             sys.exit(1)
 
     # Save output
@@ -167,19 +187,19 @@ def main():
             column_values = filtered_adata.var[filtered_adata.var.index.name].values
             if not all(index_values == column_values):
                 # Rename the index to avoid conflict
-                print(
-                    "  - Fixing var index name conflict: "
-                    f"{filtered_adata.var.index.name} -> "
-                    f"{filtered_adata.var.index.name}_index"
+                logger.info(
+                    "Fixing var index name conflict: %s -> %s",
+                    filtered_adata.var.index.name,
+                    f"{filtered_adata.var.index.name}_index",
                 )
                 filtered_adata.var.index.name = f"{filtered_adata.var.index.name}_index"
 
-        print(f"Saving filtered data to {args.output}...")
+        logger.info("Saving filtered data to %s.", args.output)
         filtered_adata.write_h5ad(args.output)
-        print("Done!")
+        logger.info("Done.")
 
     except Exception as e:
-        print(f"Error saving output: {e}", file=sys.stderr)
+        logger.exception("Error saving output: %s", e)
         sys.exit(1)
 
 
diff --git a/src/cell_load/data_modules/perturbation_dataloader.py b/src/cell_load/data_modules/perturbation_dataloader.py
index 9a92b7a..1204d53 100644
--- a/src/cell_load/data_modules/perturbation_dataloader.py
+++ b/src/cell_load/data_modules/perturbation_dataloader.py
@@ -2,6 +2,7 @@
 import os
 import glob
 import re
+import sys
 
 from functools import partial
 from pathlib import Path
@@ -17,6 +18,8 @@
 from ..config import ExperimentConfig
 from ..dataset import MetadataConcatDataset, PerturbationDataset
 from ..mapping_strategies import BatchMappingStrategy, RandomMappingStrategy
+
+_OUTPUT_SPACE_ALIASES: dict[str, str] = {"hvg": "gene", "transcriptome": "all"}
 from ..utils.data_utils import (
     GlobalH5MetadataCache,
     generate_onehot_map,
@@ -61,15 +64,19 @@ def __init__(
         toml_config_path: str,
         batch_size: int = 128,
         num_workers: int = 8,
+        pin_memory: bool = False,
         random_seed: int = 42,  # this should be removed by seed everything
         pert_col: str = "gene",
         batch_col: str = "gem_group",
         cell_type_key: str = "cell_type",
         control_pert: str = "non-targeting",
         embed_key: Literal["X_hvg", "X_state"] | None = None,
-        output_space: Literal["gene", "all", "embedding"] = "gene",
+        output_space: Literal[
+            "gene", "all", "embedding", "hvg", "transcriptome"
+        ] = "gene",
         downsample: float | None = None,
         downsample_cells: int | None = None,
+        balance_outliers: bool = False,
         is_log1p: bool = True,
         basal_mapping_strategy: Literal["batch", "random"] = "random",
         n_basal_samples: int = 1,
@@ -81,6 +88,8 @@ def __init__(
         additional_obs: list[str] | None = None,
         use_consecutive_loading: bool = False,
         h5_open_kwargs: dict | None = None,
+        show_progress: bool = True,
+        collate_dtype: str = "float16",
         **kwargs,  # missing perturbation_features_file  and store_raw_basal for backwards compatibility
     ):
         """
@@ -109,6 +118,7 @@ def __init__(
             val_subsample_fraction: Fraction of validation subsets to keep (subsamples self.val_datasets)
             use_consecutive_loading: Whether to form cell sets from consecutive indices for faster IO
             h5_open_kwargs: Optional kwargs to pass to h5py.File (e.g., rdcc_nbytes)
+            show_progress: Whether to display tqdm progress during dataset setup
         """
         super().__init__()
 
@@ -120,6 +130,7 @@ def __init__(
         # Experiment level params
         self.batch_size = batch_size
         self.num_workers = num_workers
+        self.pin_memory = bool(pin_memory)
         self.random_seed = random_seed
         self.rng = np.random.default_rng(random_seed)
         self.drop_last = drop_last
@@ -145,7 +156,7 @@ def __init__(
         self.cell_type_key = cell_type_key
         self.control_pert = control_pert
         self.embed_key = embed_key
-        self.output_space = output_space
+        self.output_space = _OUTPUT_SPACE_ALIASES.get(output_space, output_space)
         if self.output_space not in {"gene", "all", "embedding"}:
             raise ValueError(
                 f"output_space must be one of 'gene', 'all', or 'embedding'; got {self.output_space!r}"
@@ -168,6 +179,7 @@ def __init__(
             if downsample_cells <= 0:
                 raise ValueError("downsample_cells must be a positive integer or None.")
             self.downsample_cells = downsample_cells
+        self.balance_outliers = bool(balance_outliers)
         self.is_log1p = bool(is_log1p)
 
         # Sampling and mapping
@@ -185,6 +197,8 @@ def __init__(
         self.barcode = kwargs.get("barcode", False)
         self.additional_obs = additional_obs
         self.h5_open_kwargs = h5_open_kwargs
+        self.show_progress = bool(show_progress)
+        self.collate_dtype = collate_dtype
         if self.use_consecutive_loading:
             self._set_h5_cache_env_defaults()
 
@@ -295,6 +309,7 @@ def save_state(self, filepath: str):
             "additional_obs": self.additional_obs,
             "use_consecutive_loading": self.use_consecutive_loading,
             "h5_open_kwargs": self.h5_open_kwargs,
+            "collate_dtype": self.collate_dtype,
         }
 
         torch.save(save_dict, filepath)
@@ -339,6 +354,7 @@ def load_state(cls, filepath: str):
             "barcode": save_dict.pop("barcode", True),
             "use_consecutive_loading": save_dict.pop("use_consecutive_loading", False),
             "h5_open_kwargs": save_dict.pop("h5_open_kwargs", None),
+            "collate_dtype": save_dict.pop("collate_dtype", "float16"),
         }
 
         # Create new instance with all the saved parameters
@@ -469,6 +485,7 @@ def _create_dataloader(
 
         batch_size = batch_size or (1 if test else self.batch_size)
 
+        is_training = datasets is self.train_datasets
         sampler = PerturbationBatchSampler(
             dataset=ds,
             batch_size=batch_size,
@@ -478,6 +495,7 @@ def _create_dataloader(
             use_batch=use_batch,
             use_consecutive_loading=self.use_consecutive_loading,
             downsample_cells=self.downsample_cells,
+            balance_outliers=self.balance_outliers if is_training else False,
         )
 
         return DataLoader(
@@ -485,7 +503,7 @@ def _create_dataloader(
             batch_sampler=sampler,
             num_workers=self.num_workers,
             collate_fn=collate_fn,
-            pin_memory=True,
+            pin_memory=getattr(self, "pin_memory", False),
             prefetch_factor=4 if not test and self.num_workers > 0 else None,
             persistent_workers=bool(self.num_workers > 0 and not test),
             worker_init_fn=_worker_init_fn if self.num_workers > 0 else None,
@@ -629,6 +647,7 @@ def _create_base_dataset(
             is_log1p=self.is_log1p,
             cell_sentence_len=self.cell_sentence_len,
             h5_open_kwargs=self.h5_open_kwargs,
+            collate_dtype=self.collate_dtype,
         )
 
     def _setup_datasets(self):
@@ -647,8 +666,13 @@ def _setup_datasets(self):
             total_files += len(files)
 
         pbar = (
-            tqdm(total=total_files, desc="Processing datasets", leave=False)
-            if total_files > 0
+            tqdm(
+                total=total_files,
+                desc="Processing datasets",
+                leave=False,
+                file=sys.stderr,
+            )
+            if (self.show_progress and total_files > 0)
             else None
         )
 
diff --git a/src/cell_load/data_modules/samplers.py b/src/cell_load/data_modules/samplers.py
index 9551eb7..8ca5421 100644
--- a/src/cell_load/data_modules/samplers.py
+++ b/src/cell_load/data_modules/samplers.py
@@ -35,6 +35,7 @@ def __init__(
         use_batch: bool = False,
         use_consecutive_loading: bool = False,
         downsample_cells: int | None = None,
+        balance_outliers: bool = False,
         seed: int = 0,
         epoch: int = 0,
     ):
@@ -51,6 +52,7 @@ def __init__(
         self.test = test
         self.use_batch = use_batch
         self.use_consecutive_loading = use_consecutive_loading
+        self.balance_outliers = balance_outliers
         self.seed = seed
         self.epoch = epoch
 
@@ -87,6 +89,8 @@ def __init__(
 
         # Create batches using the code-based grouping.
         self.sentences = self._create_sentences()
+        if self.balance_outliers:
+            self._global_pert_codes = self._build_global_pert_codes()
         sentence_lens = [len(sentence) for sentence in self.sentences]
         avg_num = np.mean(sentence_lens)
         std_num = np.std(sentence_lens)
@@ -121,6 +125,9 @@ def _create_batches(self) -> list[list[int]]:
         else:
             rank_sentences = self.sentences
 
+        if self.balance_outliers:
+            rank_sentences = self._apply_balance_outliers(rank_sentences, self.epoch)
+
         all_batches = []
         current_batch = []
 
@@ -212,6 +219,66 @@ def _apply_downsample_cells(self, sentences: list[list[int]]) -> list[list[int]]
 
         return selected
 
+    def _build_global_pert_codes(self) -> np.ndarray:
+        """Build a flat array mapping global cell index -> pert code."""
+        total_cells = sum(len(subset) for subset in self.dataset.datasets)
+        arr = np.empty(total_cells, dtype=np.int32)
+        offset = 0
+        for subset in self.dataset.datasets:
+            base_dataset = subset.dataset
+            indices = np.array(subset.indices)
+            cache: H5MetadataCache = self.metadata_caches[base_dataset.h5_path]
+            n = len(indices)
+            arr[offset : offset + n] = cache.pert_codes[indices]
+            offset += n
+        return arr
+
+    def _apply_balance_outliers(
+        self, sentences: list[list[int]], epoch: int
+    ) -> list[list[int]]:
+        """Downsample over-represented perturbation conditions to the median
+        sentence count, using a rolling window so all cells are seen over
+        multiple epochs."""
+        if not sentences:
+            return sentences
+
+        pert_codes = np.array(
+            [self._global_pert_codes[s[0]] for s in sentences], dtype=np.int32
+        )
+        unique_codes = np.unique(pert_codes)
+
+        # Group sentence indices by pert code
+        code_to_indices: dict[int, list[int]] = {}
+        for idx, code in enumerate(pert_codes):
+            code_to_indices.setdefault(int(code), []).append(idx)
+
+        counts = np.array([len(code_to_indices[c]) for c in unique_codes])
+        cap = max(1, int(np.median(counts)))
+
+        n_capped = int(np.sum(counts > cap))
+        total_before = int(np.sum(counts))
+        total_after = int(np.sum(np.minimum(counts, cap)))
+        logger.info(
+            f"balance_outliers: cap={cap} (median). "
+            f"{n_capped}/{len(unique_codes)} conditions capped. "
+            f"Sentences: {total_before} -> {total_after} (epoch {epoch})."
+        )
+
+        # Rolling window selection for over-represented conditions
+        selected_indices: list[int] = []
+        for code in unique_codes:
+            indices = code_to_indices[int(code)]
+            n = len(indices)
+            if n <= cap:
+                selected_indices.extend(indices)
+            else:
+                start = (epoch * cap) % n
+                for i in range(cap):
+                    selected_indices.append(indices[(start + i) % n])
+
+        selected_indices.sort()
+        return [sentences[i] for i in selected_indices]
+
     def _get_rank_sentences(self) -> list[list[int]]:
         """
         Get the subset of sentences that this rank should process.
diff --git a/src/cell_load/dataset/_perturbation.py b/src/cell_load/dataset/_perturbation.py
index 1f5c564..2865a59 100644
--- a/src/cell_load/dataset/_perturbation.py
+++ b/src/cell_load/dataset/_perturbation.py
@@ -19,6 +19,8 @@
 
 logger = logging.getLogger(__name__)
 
+_OUTPUT_SPACE_ALIASES: dict[str, str] = {"hvg": "gene", "transcriptome": "all"}
+
 
 class PerturbationDataset(Dataset):
     """
@@ -49,6 +51,7 @@ def __init__(
         is_log1p: bool = True,
         cell_sentence_len: int | None = None,
         h5_open_kwargs: dict | None = None,
+        collate_dtype: str = "float16",
         **kwargs,
     ):
         """
@@ -76,6 +79,8 @@ def __init__(
             is_log1p: Whether raw counts in X are log1p-transformed (default True; affects downsampling)
             cell_sentence_len: Optional sentence length for consecutive loading batches
             h5_open_kwargs: Optional kwargs to pass to h5py.File (e.g., rdcc_nbytes)
+            collate_dtype: dtype for tensor outputs — "float16", "float32", or "bfloat16".
+                Casting to float16 before collation halves per-sample memory in workers and pinned memory.
             **kwargs: Additional options (e.g. output_space)
         """
         super().__init__()
@@ -95,7 +100,9 @@ def __init__(
         self.should_yield_control_cells = should_yield_control_cells
         self.store_raw_basal = store_raw_basal
         self.barcode = barcode
-        self.output_space = kwargs.get("output_space", "gene")
+        self.output_space = _OUTPUT_SPACE_ALIASES.get(
+            kwargs.get("output_space", "gene"), kwargs.get("output_space", "gene")
+        )
         if self.output_space not in {"gene", "all", "embedding"}:
             raise ValueError(
                 f"output_space must be one of 'gene', 'all', or 'embedding'; got {self.output_space!r}"
@@ -117,6 +124,9 @@ def __init__(
         self.h5_open_kwargs = self._normalize_h5_open_kwargs(h5_open_kwargs)
         self.additional_obs = self._validate_additional_obs(additional_obs)
 
+        _dtype_map = {"float16": torch.float16, "float32": torch.float32, "bfloat16": torch.bfloat16}
+        self.collate_dtype = _dtype_map.get(collate_dtype, torch.float32)
+
         # Load metadata cache and open file
         self.metadata_cache = GlobalH5MetadataCache().get_cache(
             str(self.h5_path), pert_col, cell_type_key, control_pert, batch_col
@@ -342,6 +352,12 @@ def __getitem__(self, idx: int):
             elif self.output_space == "all":
                 sample["ctrl_cell_counts"] = self.fetch_gene_expression(ctrl_idx)
 
+        # Cast tensor values to collate_dtype to reduce worker/pinned memory
+        if self.collate_dtype != torch.float32:
+            for k in ("pert_cell_emb", "ctrl_cell_emb", "pert_cell_counts", "ctrl_cell_counts"):
+                if isinstance(sample.get(k), torch.Tensor):
+                    sample[k] = sample[k].to(self.collate_dtype)
+
         # Optionally include cell barcodes
         if self.barcode and self.cell_barcodes is not None:
             sample["pert_cell_barcode"] = self.cell_barcodes[file_idx]
@@ -479,6 +495,15 @@ def __getitems__(self, indices):
                 else:
                     ctrl_counts_batch = ctrl_expr_batch
 
+        # Cast batch tensors to collate_dtype to reduce worker/pinned memory
+        if self.collate_dtype != torch.float32:
+            pert_expr_batch = pert_expr_batch.to(self.collate_dtype)
+            ctrl_expr_batch = ctrl_expr_batch.to(self.collate_dtype)
+            if pert_counts_batch is not None:
+                pert_counts_batch = pert_counts_batch.to(self.collate_dtype)
+            if ctrl_counts_batch is not None:
+                ctrl_counts_batch = ctrl_counts_batch.to(self.collate_dtype)
+
         samples = []
         for i, file_idx in enumerate(file_indices):
             pert_expr = pert_expr_batch[i]
diff --git a/src/cell_load/mapping_strategies/random.py b/src/cell_load/mapping_strategies/random.py
index af008ea..a592f37 100644
--- a/src/cell_load/mapping_strategies/random.py
+++ b/src/cell_load/mapping_strategies/random.py
@@ -276,6 +276,7 @@ def _sample_consecutive_controls(
         if start + n_samples <= pool_size:
             return np.array(pool[start : start + n_samples], dtype=np.int64)
 
-        tail = pool[start:]
-        head = pool[: n_samples - len(tail)]
-        return np.array(tail + head, dtype=np.int64)
+        # Wrap around the pool as many times as needed
+        pool_arr = np.array(pool, dtype=np.int64)
+        indices = np.arange(start, start + n_samples) % pool_size
+        return pool_arr[indices]
diff --git a/src/cell_load/utils/data_utils.py b/src/cell_load/utils/data_utils.py
index 2944dfe..1f235c4 100644
--- a/src/cell_load/utils/data_utils.py
+++ b/src/cell_load/utils/data_utils.py
@@ -289,8 +289,8 @@ def is_on_target_knockdown(
         return False
 
     if target_gene not in adata.var_names:
-        print(f"Gene {target_gene!r} not found in `adata.var_names`.")
-        return 1
+        log.warning("Gene %r not found in `adata.var_names`.", target_gene)
+        return False
 
     gene_idx = adata.var_names.get_loc(target_gene)
     X = adata.layers[layer] if layer is not None else adata.X
@@ -386,10 +386,15 @@ def filter_on_target_knockdown(
         if pert not in control_mean_cache:
             try:
                 ctrl_mean = _mean(X[control_cells, gene_idx])
-            except Exception:
-                print(control_cells.shape, control_cells)
-                print(gene_idx)
-                print(X[control_cells, gene_idx].shape)
+            except Exception as exc:
+                log.exception(
+                    "Failed to compute control mean for perturbation %r at gene index %s.",
+                    pert,
+                    gene_idx,
+                )
+                raise RuntimeError(
+                    f"Unable to compute control mean for perturbation {pert!r}."
+                ) from exc
             control_mean_cache[pert] = ctrl_mean
         else:
             ctrl_mean = control_mean_cache[pert]