5. Flux simulation, visualization, and further analyses¶
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import numpy as np
from pipeGEM import load_remote_model
from pipeGEM.data import get_syn_gene_data
from pipeGEM.utils import random_perturb
from pipeGEM import Group
import matplotlib.pyplot as plt
import numpy as np
from pipeGEM import load_remote_model
from pipeGEM.data import get_syn_gene_data
from pipeGEM.utils import random_perturb
from pipeGEM import Group
import matplotlib.pyplot as plt
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ecoli = load_remote_model("e_coli_core")
ecoli = load_remote_model("e_coli_core")
Set parameter Username Academic license - for non-commercial use only - expires 2024-02-28
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group = Group({"ecoli_g1": {"e11": ecoli,
"e12": random_perturb(ecoli.copy(), structure_ratio=0.99, constr_ratio=0.8),
"e13": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.99),
"e14": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.8, random_state=1)},
"ecoli_g2": {"e21": random_perturb(ecoli.copy(), structure_ratio=0.99, constr_ratio=0.9),
"e22": ecoli,
"e23": random_perturb(ecoli.copy(), structure_ratio=0.99, constr_ratio=0.8),
"e24": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.8),
"e25": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.6, random_state=2)}}, name_tag="G2",
treatments={"e11": "A", "e12": "B", "e13": "A", "e14": "B", "e21": "A", "e22": "A", "e23": "B", "e24": "B", "e25": "B"})
group = Group({"ecoli_g1": {"e11": ecoli,
"e12": random_perturb(ecoli.copy(), structure_ratio=0.99, constr_ratio=0.8),
"e13": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.99),
"e14": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.8, random_state=1)},
"ecoli_g2": {"e21": random_perturb(ecoli.copy(), structure_ratio=0.99, constr_ratio=0.9),
"e22": ecoli,
"e23": random_perturb(ecoli.copy(), structure_ratio=0.99, constr_ratio=0.8),
"e24": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.8),
"e25": random_perturb(ecoli.copy(), structure_ratio=1, constr_ratio=0.6, random_state=2)}}, name_tag="G2",
treatments={"e11": "A", "e12": "B", "e13": "A", "e14": "B", "e21": "A", "e22": "A", "e23": "B", "e24": "B", "e25": "B"})
Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpi1_xftau.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpw2nllpic.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpxxpa36t_.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpia4m407g.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpf8po26cw.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpl8fjl12_.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpd8ilcktm.lp Reading time = 0.00 seconds : 72 rows, 190 columns, 720 nonzeros
pFBA / FBA¶
do_flux_analysis¶
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pFBA_result = group.do_flux_analysis(method="pFBA")
pFBA_result = group.do_flux_analysis(method="pFBA")
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pFBA_result
pFBA_result
Out[6]:
FBA_Analysis at 0x1bd6fd05ba0
-----------
Parameters:
{'categorical': {'model', 'group_name', 'treatments'}, 'name': 'G2', 'group_by': 'model', 'group': {'model': ['e11', 'e12', 'e13', 'e14', 'e21', 'e22', 'e23', 'e24', 'e25']}}
-----------
Result keys:
group_annotation, rxn_annotation, flux_df
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pFBA_result.group_annotation
pFBA_result.group_annotation
Out[7]:
| n_rxns | n_genes | n_mets | group_name | treatments | |
|---|---|---|---|---|---|
| e11 | 95 | 137 | 72 | ecoli_g1 | A |
| e12 | 94 | 135 | 72 | ecoli_g1 | B |
| e13 | 95 | 137 | 72 | ecoli_g1 | A |
| e14 | 95 | 137 | 72 | ecoli_g1 | B |
| e21 | 94 | 135 | 72 | ecoli_g2 | A |
| e22 | 95 | 137 | 72 | ecoli_g2 | A |
| e23 | 94 | 135 | 72 | ecoli_g2 | B |
| e24 | 95 | 137 | 72 | ecoli_g2 | B |
| e25 | 95 | 137 | 72 | ecoli_g2 | B |
plot a bar plot for the analysis¶
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pFBA_result.plot(rxn_ids=["PFK", "PGI", "PGK"], aspect=1)
pFBA_result.plot(rxn_ids=["PFK", "PGI", "PGK"], group_by="treatments", aspect=1)
pFBA_result.plot(rxn_ids=["PFK", "PGI", "PGK"], aspect=1)
pFBA_result.plot(rxn_ids=["PFK", "PGI", "PGK"], group_by="treatments", aspect=1)
correlation, dimensionality reduction¶
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corr_result = pFBA_result.corr(rxn_corr=False, group_by="model")
corr_result.plot(annot=True)
corr_result = pFBA_result.corr(rxn_corr=False, group_by="model")
corr_result.plot(annot=True)
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pca_result = pFBA_result.dim_reduction(method="PCA",
n_components=3,
standardize=True,)
pca_result.plot()
pca_result = pFBA_result.dim_reduction(method="PCA",
n_components=3,
standardize=True,)
pca_result.plot()
statistical tests¶
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diff_test = pFBA_result.diff_test(between="treatments")
diff_test = pFBA_result.diff_test(between="treatments")
100%|████████████████████████████████████████████████████████████████████████████████| 852/852 [00:14<00:00, 60.31it/s]
[PairwiseTestResult at 0x1bd791667d0
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79164550
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79167ee0
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79166c50
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76818dc0
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76819840
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76819ae0
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767c0220
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767c1870
-----------
Parameters:
{'dep_var': 'PIt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767c0700
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7675fdf0
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767c2650
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767f7580
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767f6cb0
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767f6b00
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd767989d0
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7679a170
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7679a1a0
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791836a0
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79181f90
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79183700
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791d5d80
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791d6b60
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791d6f50
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791d5c90
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791d7ee0
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791fa050
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791fa590
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791fba60
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791fb850
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791fbdc0
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7921e2f0
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7921efe0
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7921fc10
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7921ff10
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7921fc70
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7923a3b0
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7923b250
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7923b640
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7923bf40
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f75990
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f76590
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f77340
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f77ca0
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f77f70
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f99c60
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f9a860
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f9b4f0
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f9ba30
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78f9b340
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fb9e10
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fbacb0
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fbb580
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fbbc70
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fbbca0
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fdcd30
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fded70
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fdfb20
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fdf3d0
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78fdf580
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd790021d0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79002f80
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79003d60
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79002290
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd790210f0
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79022530
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79023130
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79023ee0
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd790231f0
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd790458d0
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd790467a0
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79046bf0
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79047ca0
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79047ee0
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795c53f0
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795c6890
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795c7670
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795c7910
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795c4af0
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795e5e70
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795e6a40
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795e7820
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795e75e0
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd795e7c70
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7960a140
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7960ac50
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7960ba00
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7960b880
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7960bac0
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796261d0
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79626f80
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79627b80
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79627940
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79627730
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7964a3e0
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7964b1c0
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7964bdc0
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7964a4a0
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79669990
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7966a590
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7966b340
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7966bfa0
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7966bca0
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7968db70
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7968e770
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7968f610
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7968f2e0
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7968faf0
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796b1cc0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796b05b0
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796b3700
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796b34f0
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796b2c20
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796cd540
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796cec50
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796cf850
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796cf250
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796cfd60
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796f2050
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796f2e30
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796f3a30
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796f2ef0
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd796f3cd0
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797121d0
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79712fb0
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797133d0
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79713fd0
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79713f70
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79732440
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797331f0
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79733fa0
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79733040
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797551e0
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79756740
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79757340
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79757ca0
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79757b50
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7977db10
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7977e8c0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7977f550
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7977fc40
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7977f610
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79799540
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7979aad0
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7979b8b0
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7979b670
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7979ab60
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797ba050
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797bac50
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797bba00
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797bbf10
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797bbd90
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797de230
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797dee30
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797dfcd0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797df280
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797dee90
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797fe380
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797ff010
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797ffdc0
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd797fe440
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd735d1b10
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd708c1750
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd723d83d0
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd708c30d0
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd706836a0
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd70632440
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7010fac0
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd70718ac0
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd706f3580
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd709ba8c0
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd70031e70
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd703b5c30
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd70165ae0
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7678b4f0
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7678a9b0
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76799450
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd791804f0
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79167370
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7673cdf0
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7673f340
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7673c0d0
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7673dea0
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7675dcc0
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7675eec0
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7675e8c0
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7675fe50
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760da350
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760db190
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760dbe20
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760db850
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7606ee30
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7606c9a0
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7606db10
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7606da80
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7601c8e0
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7601c9d0
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7601d000
-----------
Parameters:
{'dep_var': 'PIt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76104040
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761056c0
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760346d0
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760374f0
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76037700
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd760369b0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f889a0
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f89330
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f88df0
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f893c0
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f8a9e0
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f5d1e0
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f5c580
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f5d150
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f5db70
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ffe050
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ffd3f0
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ffe710
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ffc9d0
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f33eb0
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f32920
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f313c0
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f31ae0
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c2bd90
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c2a4d0
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c29540
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c29f90
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c2a200
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c46680
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c444c0
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c46c20
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bf48b0
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bf5660
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bf4430
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bf4eb0
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bf49d0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c1b970
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c199c0
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c1ab60
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75c1a980
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bc9840
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bcbc70
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bcbdc0
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75baf130
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75bac250
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f32a70
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd704084c0
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd34033250
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd35b8bd60
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798266b0
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798275e0
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798278e0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79826b90
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7600a0b0
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7600add0
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7600bca0
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76009fc0
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7600bfa0
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f52740
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f53490
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f53e80
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f53dc0
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f55ea0
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f56dd0
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f57a30
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f56e90
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75f57cd0
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7983a4a0
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7983b340
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7983b040
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7983bbb0
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79851ed0
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79852b30
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79853b50
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79853e20
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79852920
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79872440
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79873130
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79873040
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798739a0
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7988d330
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7988ead0
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7988fa00
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7988fe20
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7988fa90
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798ae230
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798af160
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798af490
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd798af940
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dc1c60
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dc2b00
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dc3760
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dc3580
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dc3520
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dde3e0
-----------
Parameters:
{'dep_var': 'PIt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ddf460
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ddffd0
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ddfd90
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75df8340
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dfa8c0
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dfb7f0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dfb4c0
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75df9ab0
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e21f60
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e22ef0
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e23d90
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e223b0
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e3d120
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e3eaa0
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e3f7c0
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e3f5e0
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e3e380
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e5e080
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e5eec0
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e5fbb0
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e5fca0
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e23850
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e7e710
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e7f550
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e7ff10
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75e7f850
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ea1f90
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ea2e30
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ea3e50
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75ea3880
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd75dfa1d0
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76126650
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76127580
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761279a0
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76127f40
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76151de0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76152d40
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76153c70
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76153520
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76150df0
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76172710
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76173370
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76173a90
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76172d40
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7618dea0
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7618ef20
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7618fc10
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7618fca0
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7618ffa0
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ae770
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761af610
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761afc40
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761af6d0
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ce1a0
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761cee00
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761cfe20
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761cf730
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ed0c0
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ee710
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ef400
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ef9d0
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd761ef4c0
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7620dff0
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7620f010
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7620fd30
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7620e860
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7620f910
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76232500
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76233400
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762330d0
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76232140
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76251ea0
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76252dd0
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76253a30
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76250460
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76253e50
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76272530
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76273460
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76273c70
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76273b20
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76291ed0
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76292b30
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762939a0
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76293250
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76291f90
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762aa560
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762ab1c0
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762ab370
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762ab9d0
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762d1c30
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762d2b60
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762d2f80
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762d3c70
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762d3ca0
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762f0eb0
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762f3160
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762f3b20
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd762f39a0
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76311bd0
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763128c0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763137f0
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76310b80
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76313df0
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7632e260
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7632f310
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7632e2f0
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7632fca0
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763517b0
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763528f0
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763537f0
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76353370
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76353910
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76372290
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76372ef0
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76373d90
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76371d20
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7638d120
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7638e920
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7638f580
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7638fee0
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7638f820
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763b1ff0
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763b2e90
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763b3b80
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763b3eb0
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763b3ee0
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763d2680
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763d3520
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763d3ee0
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763d3820
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763f5f90
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763f6c80
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763f7bb0
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763f7f10
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd763f7c70
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76412620
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76413550
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764126e0
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76413a90
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7642dd80
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7642ecb0
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7642fbe0
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7642f970
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7642f880
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76456650
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764572b0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76457670
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76457ee0
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76475db0
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76476ce0
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76477940
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764779a0
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76477dc0
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76492560
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76493250
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76493f40
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76492920
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764b1de0
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764b2a40
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764b38e0
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764b3bb0
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764b3dc0
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764d6350
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764d7040
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764d7f70
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764d6e60
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764f0e50
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764f2bc0
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764f3970
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764f2da0
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd764f3ca0
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765121a0
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765130d0
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76512da0
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76512260
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76531b40
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76532a70
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765336d0
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76530af0
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76533580
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765561d0
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76557100
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76557d60
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76556290
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765752a0
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765767d0
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76577670
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76577ee0
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76576620
-----------
Parameters:
{'dep_var': 'PIt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76596200
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76596e60
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76597d00
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76596410
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765b1120
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765b2740
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765b3460
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765b3df0
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765b3520
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765d9a20
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765dae00
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765dbd30
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765dab30
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765dba00
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765f2620
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765f3460
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765f3e80
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd765f0cd0
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76615f00
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76616e30
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76617a90
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76617460
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766174f0
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766365c0
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766374f0
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76637d30
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76637280
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766520e0
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76652bf0
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76653ac0
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76653640
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76652260
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76676740
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766773a0
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76677760
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76677fd0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76695e10
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76696cb0
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766979a0
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76697520
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76697c70
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766b64a0
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766b7340
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766b7430
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766b78e0
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766d5db0
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766d6aa0
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766d79d0
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766d7310
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766d7d90
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766fa440
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766fb370
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766fbfa0
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd766fa500
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76715ba0
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76716c50
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76717100
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76717190
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76716b60
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76836470
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768370d0
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76837f40
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76837e80
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76855bd0
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76856b00
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76857760
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76857160
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76857df0
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7687a1d0
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7687b070
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7687bd60
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7687a290
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7689dc00
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7689e860
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7689f700
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7689f010
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7689f3d0
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768be170
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768bee60
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768bfd90
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768bf670
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768dcc70
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768de7d0
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768df7c0
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768dfa90
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768df160
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768f9f60
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768fae90
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768fbd90
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768fa6e0
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd768fb850
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7691e830
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7691f490
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7691faf0
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7691dc30
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76935ff0
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76936ec0
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76937b20
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76937c70
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769376d0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7695a590
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7695b400
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7695b7c0
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7695bd90
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76981fc0
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76982c20
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76983ac0
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76983790
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76983580
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7699e680
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7699f370
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7699f760
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7699f8e0
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769b9540
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769babc0
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769bbac0
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769b9690
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769bbe50
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769e2320
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769e3250
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769e3a90
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd769e2170
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a01cc0
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a02bf0
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a03850
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a03250
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a03d60
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a22350
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a23280
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a23ee0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a23f40
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a41cf0
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a42950
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a437f0
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a43280
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a434c0
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a62350
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a630d0
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a63f40
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a63a00
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a7da50
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a7e8f0
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a7f5e0
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a7fa90
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76a7f0d0
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76aa5ba0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76aa6f80
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76aa7eb0
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76aa7be0
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76abd150
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76abe6b0
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76abf610
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76abf6d0
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76abf280
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76ae2080
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76ae2fb0
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76ae3c10
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76ae3070
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76ae3ee0
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76b0a710
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76b0b640
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76b0b730
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd76b0b700
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78bf20b0
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78bf2d10
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78bf3bb0
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78bf3e80
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78bf3eb0
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c12740
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c133a0
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c13a00
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c12f50
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c35e40
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c36cb0
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c379a0
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c37820
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c37f40
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c524a0
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c53310
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c537f0
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c53fa0
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c75db0
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c75c00
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c779d0
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c76b30
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c77cd0
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c9a440
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c9b370
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c9bfa0
-----------
Parameters:
{'dep_var': 'PIt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78c9b9a0
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cbdba0
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cbead0
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cbfa00
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cbc790
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cbfdc0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cd6470
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cd70d0
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cd7f70
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cd7a00
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cf9ba0
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cfac80
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cfb550
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cfbdf0
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78cfbc70
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d161a0
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d17070
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d17d60
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d17a30
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d354b0
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d36950
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d37700
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d37100
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d374c0
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d5a140
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d5afe0
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d5bd90
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d5b880
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d78c70
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d7a800
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d7b730
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d7be80
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d7bfa0
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d9df60
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d9ee90
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d9fdc0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d9f850
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78d9e770
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dbe800
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dbf460
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dbf9d0
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dbdc00
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dddf90
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ddeec0
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ddfb20
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ddfc70
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ddf6d0
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dfa590
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dfb430
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dfb250
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78dfba00
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e1dfc0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e1ec20
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e1fd90
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e1ffa0
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78df99f0
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e3e530
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e3f220
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e3f670
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e3fa90
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e59540
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e5abc0
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e5baf0
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e5bd00
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e5b850
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e7e320
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e7f250
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e7fa90
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e7f010
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e9dcc0
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e9ebf0
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e9f850
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e9f3d0
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78e9fd60
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ebe350
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ebf280
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ebfee0
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ebf340
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ee1cf0
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ee2950
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ee37c0
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ee34f0
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd78ee3d60
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79262380
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79262fe0
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79263e80
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79263790
-----------
Parameters:
{'dep_var': 'PFK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79285a50
-----------
Parameters:
{'dep_var': 'PFL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79286a70
-----------
Parameters:
{'dep_var': 'PGI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79286ec0
-----------
Parameters:
{'dep_var': 'PGK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79286110
-----------
Parameters:
{'dep_var': 'PGL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79287b20
-----------
Parameters:
{'dep_var': 'ACALD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792a5900
-----------
Parameters:
{'dep_var': 'AKGt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792a6f80
-----------
Parameters:
{'dep_var': 'PGM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792a7e80
-----------
Parameters:
{'dep_var': 'PIt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792a7c40
-----------
Parameters:
{'dep_var': 'ALCD2x', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792c5120
-----------
Parameters:
{'dep_var': 'ACALDt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792c66e0
-----------
Parameters:
{'dep_var': 'ACKr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792c7610
-----------
Parameters:
{'dep_var': 'PPC', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792c76d0
-----------
Parameters:
{'dep_var': 'ACONTa', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792c72b0
-----------
Parameters:
{'dep_var': 'ACONTb', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792e6080
-----------
Parameters:
{'dep_var': 'ATPM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792e6fb0
-----------
Parameters:
{'dep_var': 'PPCK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792e7c10
-----------
Parameters:
{'dep_var': 'ACt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792e7070
-----------
Parameters:
{'dep_var': 'PPS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd792e7ee0
-----------
Parameters:
{'dep_var': 'ADK1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79306710
-----------
Parameters:
{'dep_var': 'AKGDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79307640
-----------
Parameters:
{'dep_var': 'ATPS4r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79307730
-----------
Parameters:
{'dep_var': 'PTAr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79307fd0
-----------
Parameters:
{'dep_var': 'PYK', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7932e080
-----------
Parameters:
{'dep_var': 'BIOMASS_Ecoli_core_w_GAM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7932ed10
-----------
Parameters:
{'dep_var': 'PYRt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7932fbb0
-----------
Parameters:
{'dep_var': 'CO2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7932ebc0
-----------
Parameters:
{'dep_var': 'RPE', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7932feb0
-----------
Parameters:
{'dep_var': 'CS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7934a740
-----------
Parameters:
{'dep_var': 'RPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7934b490
-----------
Parameters:
{'dep_var': 'SUCCt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7934a800
-----------
Parameters:
{'dep_var': 'CYTBD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7934bd60
-----------
Parameters:
{'dep_var': 'D_LACt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7936de10
-----------
Parameters:
{'dep_var': 'ENO', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7936ecb0
-----------
Parameters:
{'dep_var': 'SUCCt3', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7936f9a0
-----------
Parameters:
{'dep_var': 'ETOHt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7936f820
-----------
Parameters:
{'dep_var': 'SUCDi', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7936ff40
-----------
Parameters:
{'dep_var': 'SUCOAS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79386620
-----------
Parameters:
{'dep_var': 'TALA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793873d0
-----------
Parameters:
{'dep_var': 'THD2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79387580
-----------
Parameters:
{'dep_var': 'TKT1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79387a30
-----------
Parameters:
{'dep_var': 'TKT2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793a5ed0
-----------
Parameters:
{'dep_var': 'TPI', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793a6b30
-----------
Parameters:
{'dep_var': 'EX_ac_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793a79d0
-----------
Parameters:
{'dep_var': 'EX_acald_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793a6fb0
-----------
Parameters:
{'dep_var': 'EX_akg_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793a7e50
-----------
Parameters:
{'dep_var': 'EX_co2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793c6440
-----------
Parameters:
{'dep_var': 'EX_etoh_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793c7130
-----------
Parameters:
{'dep_var': 'EX_for_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793c7340
-----------
Parameters:
{'dep_var': 'EX_fru_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793c79a0
-----------
Parameters:
{'dep_var': 'EX_fum_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7936d090
-----------
Parameters:
{'dep_var': 'EX_glc__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793eead0
-----------
Parameters:
{'dep_var': 'EX_gln__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793efa00
-----------
Parameters:
{'dep_var': 'EX_glu__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793eeb60
-----------
Parameters:
{'dep_var': 'EX_h_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd793ef730
-----------
Parameters:
{'dep_var': 'EX_h2o_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7940e230
-----------
Parameters:
{'dep_var': 'EX_lac__D_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7940f130
-----------
Parameters:
{'dep_var': 'EX_mal__L_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7940fb50
-----------
Parameters:
{'dep_var': 'EX_nh4_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd7940db10
-----------
Parameters:
{'dep_var': 'EX_o2_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79431bd0
-----------
Parameters:
{'dep_var': 'EX_pi_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79432b00
-----------
Parameters:
{'dep_var': 'EX_pyr_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79433760
-----------
Parameters:
{'dep_var': 'EX_succ_e', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79433580
-----------
Parameters:
{'dep_var': 'FBA', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79433520
-----------
Parameters:
{'dep_var': 'FBP', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79456530
-----------
Parameters:
{'dep_var': 'FORt2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794571f0
-----------
Parameters:
{'dep_var': 'FORt', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79457df0
-----------
Parameters:
{'dep_var': 'FRD7', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79457970
-----------
Parameters:
{'dep_var': 'FRUpts2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79471c00
-----------
Parameters:
{'dep_var': 'FUM', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79472860
-----------
Parameters:
{'dep_var': 'FUMt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79473880
-----------
Parameters:
{'dep_var': 'G6PDH2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794733d0
-----------
Parameters:
{'dep_var': 'GAPD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794718d0
-----------
Parameters:
{'dep_var': 'GLCpts', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79492290
-----------
Parameters:
{'dep_var': 'GLNS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79492ef0
-----------
Parameters:
{'dep_var': 'GLNabc', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79493d90
-----------
Parameters:
{'dep_var': 'GLUDy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79493820
-----------
Parameters:
{'dep_var': 'GLUN', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794ada50
-----------
Parameters:
{'dep_var': 'GLUSy', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794aea70
-----------
Parameters:
{'dep_var': 'GLUt2r', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794af670
-----------
Parameters:
{'dep_var': 'GND', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794af730
-----------
Parameters:
{'dep_var': 'H2Ot', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794af370
-----------
Parameters:
{'dep_var': 'ICDHyr', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794d1810
-----------
Parameters:
{'dep_var': 'ICL', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794d2e90
-----------
Parameters:
{'dep_var': 'LDH_D', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794d3dc0
-----------
Parameters:
{'dep_var': 'MALS', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794d3a60
-----------
Parameters:
{'dep_var': 'MALt2_2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794d2bc0
-----------
Parameters:
{'dep_var': 'MDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794f25f0
-----------
Parameters:
{'dep_var': 'ME1', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794f3520
-----------
Parameters:
{'dep_var': 'ME2', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794f3ee0
-----------
Parameters:
{'dep_var': 'NADH16', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd794f3580
-----------
Parameters:
{'dep_var': 'NADTRHD', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79512110
-----------
Parameters:
{'dep_var': 'NH4t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79512ec0
-----------
Parameters:
{'dep_var': 'O2t', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
, PairwiseTestResult at 0x1bd79513b20
-----------
Parameters:
{'dep_var': 'PDH', 'between': 'treatments', 'parametric': 'auto', 'method': 'mw'}
-----------
Result keys:
result_df, p_value_col, assump_test_results
]
In [14]:
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diff_test.result_df.sort_values("adjusted_p_value")
diff_test.result_df.sort_values("adjusted_p_value")
Out[14]:
| Contrast | A | B | Paired | Parametric | U-val | alternative | p-unc | hedges | label | adjusted_p_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | treatments | A | B | False | False | 17.0 | two-sided | 0.108361 | 0.377800 | PFK | 0.335162 |
| 488 | treatments | A | B | False | False | 20.0 | two-sided | 0.017451 | 0.762342 | ATPM | 0.335162 |
| 487 | treatments | A | B | False | False | 16.0 | two-sided | 0.168761 | 0.358093 | ACONTb | 0.335162 |
| 486 | treatments | A | B | False | False | 16.0 | two-sided | 0.168761 | 0.358093 | ACONTa | 0.335162 |
| 485 | treatments | A | B | False | False | 16.0 | two-sided | 0.168761 | 0.363825 | PPC | 0.335162 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 179 | treatments | A | B | False | False | 10.0 | two-sided | 1.000000 | NaN | MALS | 1.000000 |
| 492 | treatments | A | B | False | False | 10.0 | two-sided | 1.000000 | NaN | ADK1 | 1.000000 |
| 491 | treatments | A | B | False | False | 10.0 | two-sided | 1.000000 | NaN | PPS | 1.000000 |
| 445 | treatments | A | B | False | False | 10.0 | two-sided | 1.000000 | NaN | FRD7 | 1.000000 |
| 425 | treatments | A | B | False | False | 10.0 | two-sided | 1.000000 | NaN | EX_etoh_e | 1.000000 |
852 rows × 11 columns
FVA¶
In [5]:
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fva_result = group.do_flux_analysis(method="FVA")
fva_result = group.do_flux_analysis(method="FVA")
In [12]:
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fva_result.flux_df
fva_result.flux_df
Out[12]:
| Reaction | minimum | maximum | model | group_name | treatments | |
|---|---|---|---|---|---|---|
| 0 | PFK | 0.327415 | 10.000000 | e11 | ecoli_g1 | A |
| 1 | PFL | 0.000000 | 40.000000 | e11 | ecoli_g1 | A |
| 2 | PGI | -50.000000 | 10.000000 | e11 | ecoli_g1 | A |
| 3 | PGK | -20.000000 | 0.000000 | e11 | ecoli_g1 | A |
| 4 | PGL | 0.000000 | 60.000000 | e11 | ecoli_g1 | A |
| ... | ... | ... | ... | ... | ... | ... |
| 90 | NADH16 | 0.000000 | 115.091239 | e25 | ecoli_g2 | B |
| 91 | NADTRHD | 0.000000 | 42.215836 | e25 | ecoli_g2 | B |
| 92 | NH4t | 0.000000 | 9.590937 | e25 | ecoli_g2 | B |
| 93 | O2t | 0.000000 | 57.545620 | e25 | ecoli_g2 | B |
| 94 | PDH | 0.000000 | 38.363746 | e25 | ecoli_g2 | B |
852 rows × 6 columns
In [18]:
Copied!
fva_result.plot(rxn_ids=["PFK", "PFL", "PGI", "PGK"], color_by="treatments", vertical=False)
fva_result.plot(rxn_ids=["PFK", "PFL", "PGI", "PGK"], color_by="treatments", vertical=False)
Randomized sampling¶
In [19]:
Copied!
sampling_result = group.do_flux_analysis(method="sampling", n=100)
sampling_result = group.do_flux_analysis(method="sampling", n=100)
Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpetd15_p8.lp Reading time = 0.00 seconds : 73 rows, 190 columns, 722 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpehi_u0m8.lp Reading time = 0.00 seconds : 73 rows, 188 columns, 714 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpgf4z6m1y.lp Reading time = 0.00 seconds : 73 rows, 190 columns, 722 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpv56kse29.lp Reading time = 0.00 seconds : 73 rows, 190 columns, 722 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmp4wiape7o.lp Reading time = 0.00 seconds : 73 rows, 188 columns, 714 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpxqvhflqo.lp Reading time = 0.00 seconds : 73 rows, 190 columns, 722 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpsqxea6br.lp Reading time = 0.00 seconds : 73 rows, 188 columns, 714 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpwgz6qke3.lp Reading time = 0.00 seconds : 73 rows, 190 columns, 722 nonzeros Read LP format model from file C:\Users\user\AppData\Local\Temp\tmpxfdi0lyv.lp Reading time = 0.00 seconds : 73 rows, 190 columns, 722 nonzeros
In [21]:
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sampling_result
sampling_result
Out[21]:
SamplingAnalysis at 0x2184d0595d0
-----------
Parameters:
{'categorical': {'group_name', 'treatments', 'model'}, 'name': 'G2', 'group_by': 'model', 'group': {'model': ['e11', 'e12', 'e13', 'e14', 'e21', 'e22', 'e23', 'e24', 'e25']}}
-----------
Result keys:
flux_df
In [25]:
Copied!
sampling_result.plot(rxn_id="PFK", kind="hist", group_by="treatments")
sampling_result.plot(rxn_id="PFK", kind="hist", group_by="treatments")
In [31]:
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sampling_result.plot(rxn_id="PFK", kind="kde", group_by="group_name")
sampling_result.plot(rxn_id="PFK", kind="kde", group_by="group_name")
In [29]:
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sampling_result.plot(rxn_id="PFK", plotting_type="catplot", kind="box", group_by="group_name")
sampling_result.plot(rxn_id="PFK", plotting_type="catplot", kind="box", group_by="group_name")
In [30]:
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sampling_result.plot(rxn_id="PFK", plotting_type="catplot", kind="violin", group_by="group_name")
sampling_result.plot(rxn_id="PFK", plotting_type="catplot", kind="violin", group_by="group_name")
In [32]:
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diff_result = sampling_result.diff_test(between="treatments")
diff_result = sampling_result.diff_test(between="treatments")
100%|█████████████████████████████████████████████████████████████████████████| 95/95 [00:01<00:00, 53.18it/s]
In [33]:
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diff_result
diff_result
Out[33]:
PairwiseTestResult at 0x2184e3e7dc0
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Parameters:
{'p_value_col': 'p-unc', 'label_str_format': '{reaction}', 'between': 'treatments', 'parametric': 'auto'}
-----------
Result keys:
result_df
In [36]:
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diff_result.result_df.sort_values("adjusted_p_value")
diff_result.result_df.sort_values("adjusted_p_value")
Out[36]:
| Contrast | A | B | Paired | Parametric | U-val | alternative | p-unc | hedges | label | adjusted_p_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | treatments | A | B | False | False | 185376.0 | two-sided | 1.433445e-107 | 1.751832 | GLCpts | 6.808865e-106 |
| 51 | treatments | A | B | False | False | 14624.0 | two-sided | 1.433445e-107 | -1.751832 | EX_glc__D_e | 6.808865e-106 |
| 24 | treatments | A | B | False | False | 159785.0 | two-sided | 1.075593e-55 | 0.466487 | BIOMASS_Ecoli_core_w_GAM | 2.043626e-54 |
| 8 | treatments | A | B | False | False | 159785.0 | two-sided | 1.075593e-55 | 0.466487 | PIt2r | 2.043626e-54 |
| 60 | treatments | A | B | False | False | 40215.0 | two-sided | 1.075593e-55 | -0.466487 | EX_pi_e | 2.043626e-54 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 70 | treatments | A | B | False | False | 100000.0 | two-sided | 1.000000e+00 | NaN | FUMt2_2 | 1.000000e+00 |
| 52 | treatments | A | B | False | False | 100000.0 | two-sided | 1.000000e+00 | NaN | EX_gln__L_e | 1.000000e+00 |
| 68 | treatments | A | B | False | False | 100000.0 | two-sided | 1.000000e+00 | NaN | FRUpts2 | 1.000000e+00 |
| 75 | treatments | A | B | False | False | 100000.0 | two-sided | 1.000000e+00 | NaN | GLNabc | 1.000000e+00 |
| 80 | treatments | A | B | False | False | 100079.0 | two-sided | 9.838381e-01 | -0.042782 | GND | 1.000000e+00 |
95 rows × 11 columns
In [39]:
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diff_result.result_df.query("label == 'GLCpts'")
diff_result.result_df.query("label == 'GLCpts'")
Out[39]:
| Contrast | A | B | Paired | Parametric | U-val | alternative | p-unc | hedges | label | adjusted_p_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | treatments | A | B | False | False | 185376.0 | two-sided | 1.433445e-107 | 1.751832 | GLCpts | 6.808865e-106 |
In [44]:
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sampling_result.plot(rxn_id="GLCpts", plotting_type="catplot", kind="violin", group_by="treatments", plot_significance=True)
sampling_result.plot(rxn_id="GLCpts", plotting_type="catplot", kind="violin", group_by="treatments", plot_significance=True)
