Glue-opcode runtime results

Per-client NNLS fits for the priced glue opcodes. A target opcode's coefficient is netted against the runtime of these glue opcodes before its gas cost is derived. Headline stats are per (client, glue opcode); the joint and tier-level regression summaries are collected in the appendix at the bottom.

Plots omitted. This is an older archived run; only the 5 most recent runs retain the glue plots. The per-fit stats and regression summaries below are unchanged.

Per-client regression summaries

Joint (cycle-tier) and single-feature (pure/mixed-tier) NNLS fits, grouped by client.

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.810
Model:                  NNLS                    Adj. R-squared:          0.810
No. Observations:       166155                            RMSE:          69.93
Df Residuals:           166147                             MAE:          55.56
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     71.1269      0.5214       0.001     70.1821     72.1981
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0008      0.0000       0.001      0.0008      0.0008
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.649
Model:                  NNLS                    Adj. R-squared:          0.649
No. Observations:       2794                              RMSE:          66.26
Df Residuals:           2792                               MAE:          54.64
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     77.7822      3.9483       0.001     69.4383     85.0210
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.314
Model:                  NNLS                    Adj. R-squared:          0.314
No. Observations:       2794                              RMSE:         198.65
Df Residuals:           2792                               MAE:         162.93
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     73.2174     11.3654       0.001     52.7169     95.5435
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.533
Model:                  NNLS                    Adj. R-squared:          0.533
No. Observations:       44704                             RMSE:          63.79
Df Residuals:           44702                              MAE:          52.39
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     64.3907      0.9012       0.001     62.6087     66.0489
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.721
Model:                  NNLS                    Adj. R-squared:          0.721
No. Observations:       2794                              RMSE:          67.75
Df Residuals:           2792                               MAE:          53.06
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    115.9808      4.0925       0.001    108.2511    123.9474
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.609
Model:                  NNLS                    Adj. R-squared:          0.609
No. Observations:       2794                              RMSE:          74.86
Df Residuals:           2792                               MAE:          56.87
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     85.3483      4.4550       0.001     76.7563     94.3256
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.741
Model:                  NNLS                    Adj. R-squared:          0.741
No. Observations:       67056                             RMSE:          81.44
Df Residuals:           67054                              MAE:          60.47
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    119.1514      0.3745       0.001    118.4630    119.8763
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       11176                             RMSE:           0.82
Df Residuals:           11174                              MAE:           0.57
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      3.7762      0.0203       0.001      3.7301      3.8061
  CALLDATALOAD      0.0000      0.0000       0.193      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.735
Model:                  NNLS                    Adj. R-squared:          0.735
No. Observations:       2794                              RMSE:          74.71
Df Residuals:           2792                               MAE:          59.01
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    141.4502      3.9237       0.001    133.9443    149.2028
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.784
Model:                  NNLS                    Adj. R-squared:          0.784
No. Observations:       2794                              RMSE:          23.28
Df Residuals:           2792                               MAE:          17.87
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     91.7594      1.6585       0.001     88.3765     94.9480
           EXP      0.0011      0.0000       0.001      0.0011      0.0012
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.254
Model:                  NNLS                    Adj. R-squared:          0.253
No. Observations:       2794                              RMSE:         445.28
Df Residuals:           2792                               MAE:         372.44
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    156.7454     23.7960       0.001    110.6359    202.4772
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.405
Model:                  NNLS                    Adj. R-squared:          0.404
No. Observations:       2794                              RMSE:          42.15
Df Residuals:           2792                               MAE:          34.65
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     33.7965      2.2551       0.001     29.1758     38.4258
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.245
Model:                  NNLS                    Adj. R-squared:          0.245
No. Observations:       2794                              RMSE:         460.24
Df Residuals:           2792                               MAE:         390.64
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    184.5703     24.7597       0.001    135.1174    232.5894
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.805
Model:                  NNLS                    Adj. R-squared:          0.805
No. Observations:       13970                             RMSE:          57.75
Df Residuals:           13968                              MAE:          47.00
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    107.9309      1.6775       0.001    104.7617    111.3128
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.590
Model:                  NNLS                    Adj. R-squared:          0.590
No. Observations:       13970                             RMSE:          67.86
Df Residuals:           13968                              MAE:          56.13
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     75.7128      1.8075       0.001     72.4154     79.1671
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.497
Model:                  NNLS                    Adj. R-squared:          0.497
No. Observations:       2794                              RMSE:          82.75
Df Residuals:           2792                               MAE:          65.02
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    112.5882      4.5016       0.001    103.7299    121.7991
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.596
Model:                  NNLS                    Adj. R-squared:          0.596
No. Observations:       2794                              RMSE:          93.91
Df Residuals:           2792                               MAE:          78.47
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    102.5267      5.3114       0.001     91.6818    112.4907
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.467
Model:                  NNLS                    Adj. R-squared:          0.467
No. Observations:       11176                             RMSE:         102.25
Df Residuals:           11174                              MAE:          84.13
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     85.5647      2.7846       0.001     79.7094     90.9450
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.443
Model:                  NNLS                    Adj. R-squared:          0.443
No. Observations:       2286                              RMSE:          83.67
Df Residuals:           2284                               MAE:          64.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    406.9919      7.1392       0.001    393.1528    420.7852
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.693
Model:                  NNLS                    Adj. R-squared:          0.692
No. Observations:       2794                              RMSE:          77.16
Df Residuals:           2792                               MAE:          61.26
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    109.1153      4.6364       0.001    100.0693    118.0374
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.442
Model:                  NNLS                    Adj. R-squared:          0.441
No. Observations:       2794                              RMSE:         121.90
Df Residuals:           2792                               MAE:          90.73
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    109.9543      6.7153       0.001     96.6699    122.4945
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.260
Model:                  NNLS                    Adj. R-squared:          0.260
No. Observations:       44704                             RMSE:         160.22
Df Residuals:           44702                              MAE:         126.16
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    502.3954      1.6403       0.001    499.0419    505.4003
     KECCAK256      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.947
Model:                  NNLS                    Adj. R-squared:          0.947
No. Observations:       10769                             RMSE:          41.23
Df Residuals:           10761                              MAE:          18.25
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     33.2363      1.2389       0.001     30.9673     35.8148
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0006      0.0000       0.001      0.0006      0.0006
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.456
Model:                  NNLS                    Adj. R-squared:          0.453
No. Observations:       176                               RMSE:          26.90
Df Residuals:           174                                MAE:           7.81
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.2166      5.9206       0.045      0.0000     20.8290
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.748
Model:                  NNLS                    Adj. R-squared:          0.747
No. Observations:       176                               RMSE:          31.50
Df Residuals:           174                                MAE:          16.05
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     18.1391      8.9040       0.035      0.0000     35.0280
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.447
Model:                  NNLS                    Adj. R-squared:          0.446
No. Observations:       2816                              RMSE:          29.73
Df Residuals:           2814                               MAE:           7.71
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     27.0504      1.9363       0.001     23.4605     31.1928
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.932
Model:                  NNLS                    Adj. R-squared:          0.931
No. Observations:       176                               RMSE:           8.62
Df Residuals:           174                                MAE:           6.89
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.8048      2.0828       0.001     10.8026     18.9361
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.093
Model:                  NNLS                    Adj. R-squared:          0.088
No. Observations:       176                               RMSE:          62.31
Df Residuals:           174                                MAE:          22.44
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     59.8995     22.4539       0.001     22.4030    104.4736
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.797
Model:                  NNLS                    Adj. R-squared:          0.797
No. Observations:       4224                              RMSE:          28.31
Df Residuals:           4222                               MAE:           8.47
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.0720      0.4750       0.001     18.1943     20.0222
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.139
Model:                  NNLS                    Adj. R-squared:          0.138
No. Observations:       704                               RMSE:           0.57
Df Residuals:           702                                MAE:           0.38
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      5.8869      0.0778       0.001      5.7256      6.0294
  CALLDATALOAD      0.0001      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.901
Model:                  NNLS                    Adj. R-squared:          0.900
No. Observations:       176                               RMSE:          26.14
Df Residuals:           174                                MAE:          22.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     26.9861      6.2033       0.001     15.0386     39.7322
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.163
Model:                  NNLS                    Adj. R-squared:          0.159
No. Observations:       176                               RMSE:          47.86
Df Residuals:           174                                MAE:          11.98
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      3.7378       1.000      0.0000     11.5026
           EXP      0.0005      0.0001       0.001      0.0004      0.0006
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.558
Model:                  NNLS                    Adj. R-squared:          0.556
No. Observations:       176                               RMSE:          27.11
Df Residuals:           174                                MAE:           8.13
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     24.8573      4.6249       0.001     17.8785     35.4397
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.914
Model:                  NNLS                    Adj. R-squared:          0.914
No. Observations:       176                               RMSE:           5.09
Df Residuals:           174                                MAE:           4.30
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.0057      1.4619       0.001     16.3849     22.0283
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.589
Model:                  NNLS                    Adj. R-squared:          0.586
No. Observations:       176                               RMSE:          26.77
Df Residuals:           174                                MAE:           8.34
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.7769      1.9815       0.001     16.3724     24.0001
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.675
Model:                  NNLS                    Adj. R-squared:          0.674
No. Observations:       880                               RMSE:          29.06
Df Residuals:           878                                MAE:          10.36
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     26.9177      2.8229       0.001     21.9123     32.6827
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.593
Model:                  NNLS                    Adj. R-squared:          0.592
No. Observations:       880                               RMSE:          30.10
Df Residuals:           878                                MAE:           9.68
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     29.8571      3.8857       0.001     23.1184     37.9682
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.803
Model:                  NNLS                    Adj. R-squared:          0.802
No. Observations:       176                               RMSE:          14.85
Df Residuals:           174                                MAE:           7.16
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.2485      4.0183       0.014      2.4124     17.7598
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.948
Model:                  NNLS                    Adj. R-squared:          0.948
No. Observations:       176                               RMSE:          10.30
Df Residuals:           174                                MAE:           8.57
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     25.9620      3.1344       0.001     20.1978     32.5378
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.390
Model:                  NNLS                    Adj. R-squared:          0.389
No. Observations:       704                               RMSE:          34.25
Df Residuals:           702                                MAE:          11.18
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     30.4109      6.0027       0.001     20.3329     43.5285
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.902
Model:                  NNLS                    Adj. R-squared:          0.902
No. Observations:       144                               RMSE:           5.01
Df Residuals:           142                                MAE:           4.00
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     18.0959      1.5734       0.001     14.9142     20.9293
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.934
Model:                  NNLS                    Adj. R-squared:          0.934
No. Observations:       176                               RMSE:           8.43
Df Residuals:           174                                MAE:           7.13
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.4697      2.1258       0.001     11.3983     19.6167
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.955
Model:                  NNLS                    Adj. R-squared:          0.955
No. Observations:       176                               RMSE:           6.06
Df Residuals:           174                                MAE:           5.12
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.8033      1.7420       0.001     16.5918     23.3586
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.089
Model:                  NNLS                    Adj. R-squared:          0.089
No. Observations:       2816                              RMSE:         136.82
Df Residuals:           2814                               MAE:         109.92
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    378.5709      5.5333       0.001    367.3961    389.6149
     KECCAK256      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.871
Model:                  NNLS                    Adj. R-squared:          0.871
No. Observations:       75911                             RMSE:           7.44
Df Residuals:           75903                              MAE:           5.82
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.8287      0.0873       0.001     13.6618     14.0020
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.839
Model:                  NNLS                    Adj. R-squared:          0.839
No. Observations:       1265                              RMSE:          13.14
Df Residuals:           1263                               MAE:          10.97
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     25.0201      1.3099       0.001     22.4733     27.5156
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.842
Model:                  NNLS                    Adj. R-squared:          0.842
No. Observations:       1265                              RMSE:          12.66
Df Residuals:           1263                               MAE:           9.82
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.4601      1.0744       0.001     10.3749     14.6441
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.809
Model:                  NNLS                    Adj. R-squared:          0.809
No. Observations:       20240                             RMSE:           7.24
Df Residuals:           20238                              MAE:           5.83
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.8263      0.1703       0.001     15.5034     16.1636
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.798
Model:                  NNLS                    Adj. R-squared:          0.798
No. Observations:       1265                              RMSE:           5.98
Df Residuals:           1263                               MAE:           4.69
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.4666      0.5607       0.001      9.3132     11.5729
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.375
Model:                  NNLS                    Adj. R-squared:          0.374
No. Observations:       1265                              RMSE:          15.02
Df Residuals:           1263                               MAE:          11.77
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     16.7363      1.3499       0.001     14.0642     19.1889
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.891
Model:                  NNLS                    Adj. R-squared:          0.891
No. Observations:       30360                             RMSE:           7.20
Df Residuals:           30358                              MAE:           5.23
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.0664      0.0510       0.001     11.9632     12.1664
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.254
Model:                  NNLS                    Adj. R-squared:          0.254
No. Observations:       5060                              RMSE:           0.14
Df Residuals:           5058                               MAE:           0.11
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      2.4199      0.0068       0.001      2.4069      2.4334
  CALLDATALOAD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.843
Model:                  NNLS                    Adj. R-squared:          0.843
No. Observations:       1265                              RMSE:          31.65
Df Residuals:           1263                               MAE:          26.59
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     73.0205      3.4517       0.001     66.2348     79.7685
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.835
Model:                  NNLS                    Adj. R-squared:          0.834
No. Observations:       1265                              RMSE:          16.16
Df Residuals:           1263                               MAE:          13.70
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     34.9075      1.6724       0.001     31.6427     38.0051
           EXP      0.0009      0.0000       0.001      0.0009      0.0010
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.819
Model:                  NNLS                    Adj. R-squared:          0.818
No. Observations:       1265                              RMSE:           5.34
Df Residuals:           1263                               MAE:           4.08
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.1659      0.4878       0.001      9.2373     11.1463
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.795
Model:                  NNLS                    Adj. R-squared:          0.795
No. Observations:       1265                              RMSE:           3.62
Df Residuals:           1263                               MAE:           2.70
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      6.7253      0.3311       0.001      6.0334      7.3948
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.809
Model:                  NNLS                    Adj. R-squared:          0.809
No. Observations:       1265                              RMSE:           5.43
Df Residuals:           1263                               MAE:           4.06
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.1760      0.4990       0.001      9.1541     11.1105
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.801
Model:                  NNLS                    Adj. R-squared:          0.801
No. Observations:       6325                              RMSE:           6.22
Df Residuals:           6323                               MAE:           4.71
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.2630      0.2566       0.001     11.7565     12.7528
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.780
Model:                  NNLS                    Adj. R-squared:          0.780
No. Observations:       6325                              RMSE:           6.24
Df Residuals:           6323                               MAE:           4.71
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.0859      0.2553       0.001     11.6151     12.6262
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.822
Model:                  NNLS                    Adj. R-squared:          0.822
No. Observations:       1265                              RMSE:           5.91
Df Residuals:           1263                               MAE:           4.77
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.1730      0.5659       0.001     12.1103     14.2918
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.830
Model:                  NNLS                    Adj. R-squared:          0.829
No. Observations:       1265                              RMSE:           7.66
Df Residuals:           1263                               MAE:           6.11
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.8414      0.6974       0.001     13.3912     16.1589
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.801
Model:                  NNLS                    Adj. R-squared:          0.801
No. Observations:       5060                              RMSE:           7.59
Df Residuals:           5058                               MAE:           5.85
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.0241      0.3501       0.001     12.3837     13.7398
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.812
Model:                  NNLS                    Adj. R-squared:          0.812
No. Observations:       1035                              RMSE:          23.13
Df Residuals:           1033                               MAE:          18.93
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     77.1631      2.4645       0.001     72.5528     82.0798
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.802
Model:                  NNLS                    Adj. R-squared:          0.802
No. Observations:       1265                              RMSE:           6.03
Df Residuals:           1263                               MAE:           4.79
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.4588      0.5574       0.001      9.3009     11.5710
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.825
Model:                  NNLS                    Adj. R-squared:          0.825
No. Observations:       1265                              RMSE:           7.43
Df Residuals:           1263                               MAE:           6.07
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.8450      0.6966       0.001     16.5294     19.2150
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       20240                             RMSE:         153.32
Df Residuals:           20238                              MAE:         126.01
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    257.8062      1.1043       0.001    255.5866    259.8866
     KECCAK256      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.431
Model:                  NNLS                    Adj. R-squared:          0.431
No. Observations:       195624                            RMSE:          62.72
Df Residuals:           195616                             MAE:          23.73
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     39.4480      0.4220       0.001     38.6017     40.2716
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0002      0.0000       0.001      0.0002      0.0002
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.372
Model:                  NNLS                    Adj. R-squared:          0.372
No. Observations:       3300                              RMSE:          42.52
Df Residuals:           3298                               MAE:          15.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     24.6866      2.2258       0.001     20.3838     29.2257
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.324
Model:                  NNLS                    Adj. R-squared:          0.324
No. Observations:       3300                              RMSE:         110.81
Df Residuals:           3298                               MAE:          37.41
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     74.4878      5.7961       0.001     63.5657     85.7399
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.334
Model:                  NNLS                    Adj. R-squared:          0.334
No. Observations:       52800                             RMSE:          47.40
Df Residuals:           52798                              MAE:          17.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     32.3193      0.6184       0.001     31.1166     33.4991
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.386
Model:                  NNLS                    Adj. R-squared:          0.386
No. Observations:       3300                              RMSE:          56.62
Df Residuals:           3298                               MAE:          24.62
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     46.6453      2.8334       0.001     41.0151     52.1941
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.334
Model:                  NNLS                    Adj. R-squared:          0.334
No. Observations:       3300                              RMSE:          58.56
Df Residuals:           3298                               MAE:          24.14
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     45.9988      2.8264       0.001     40.4310     51.5247
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.735
Model:                  NNLS                    Adj. R-squared:          0.735
No. Observations:       79200                             RMSE:          60.64
Df Residuals:           79198                              MAE:          20.90
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     21.3106      0.2551       0.001     20.8178     21.8058
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.025
Model:                  NNLS                    Adj. R-squared:          0.025
No. Observations:       13200                             RMSE:           1.25
Df Residuals:           13198                              MAE:           0.63
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      2.6674      0.0362       0.001      2.5928      2.7332
  CALLDATALOAD      0.0001      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.354
Model:                  NNLS                    Adj. R-squared:          0.354
No. Observations:       3300                              RMSE:         104.78
Df Residuals:           3298                               MAE:          38.64
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     74.3223      5.3813       0.001     64.0161     84.7065
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.340
Model:                  NNLS                    Adj. R-squared:          0.340
No. Observations:       3300                              RMSE:          19.34
Df Residuals:           3298                               MAE:           8.13
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.7647      0.9793       0.001     11.8618     15.6076
           EXP      0.0004      0.0000       0.001      0.0003      0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.324
Model:                  NNLS                    Adj. R-squared:          0.324
No. Observations:       3300                              RMSE:          56.03
Df Residuals:           3298                               MAE:          20.44
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     36.6266      2.9215       0.001     30.3143     41.9734
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.362
Model:                  NNLS                    Adj. R-squared:          0.362
No. Observations:       3300                              RMSE:          35.51
Df Residuals:           3298                               MAE:          13.69
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     21.2419      1.7991       0.001     17.6303     24.7258
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.405
Model:                  NNLS                    Adj. R-squared:          0.405
No. Observations:       3300                              RMSE:          58.63
Df Residuals:           3298                               MAE:          23.75
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     42.6566      2.9847       0.001     36.3926     48.1882
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.344
Model:                  NNLS                    Adj. R-squared:          0.344
No. Observations:       16500                             RMSE:          77.93
Df Residuals:           16498                              MAE:          27.89
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     52.8581      1.7570       0.001     49.3985     56.1726
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.338
Model:                  NNLS                    Adj. R-squared:          0.337
No. Observations:       16500                             RMSE:          72.71
Df Residuals:           16498                              MAE:          26.42
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     49.9472      1.6763       0.001     46.6267     53.2198
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.362
Model:                  NNLS                    Adj. R-squared:          0.362
No. Observations:       3300                              RMSE:          50.71
Df Residuals:           3298                               MAE:          18.05
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     38.1759      2.5604       0.001     32.9723     43.1176
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.381
Model:                  NNLS                    Adj. R-squared:          0.381
No. Observations:       3300                              RMSE:          65.11
Df Residuals:           3298                               MAE:          23.57
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     39.5196      3.3652       0.001     32.4758     45.4180
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.360
Model:                  NNLS                    Adj. R-squared:          0.360
No. Observations:       13200                             RMSE:          70.24
Df Residuals:           13198                              MAE:          32.79
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     51.4608      1.7738       0.001     47.8949     54.8320
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.214
Model:                  NNLS                    Adj. R-squared:          0.214
No. Observations:       2700                              RMSE:         150.36
Df Residuals:           2698                               MAE:          44.20
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    116.8872     11.3744       0.001     93.7008    137.9432
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.339
Model:                  NNLS                    Adj. R-squared:          0.339
No. Observations:       3300                              RMSE:          60.28
Df Residuals:           3298                               MAE:          24.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     47.4147      3.0933       0.001     41.0964     53.0395
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.335
Model:                  NNLS                    Adj. R-squared:          0.335
No. Observations:       3300                              RMSE:          49.39
Df Residuals:           3298                               MAE:          18.02
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     36.1177      2.5398       0.001     30.7704     40.8294
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.152
Model:                  NNLS                    Adj. R-squared:          0.152
No. Observations:       52800                             RMSE:         190.21
Df Residuals:           52798                              MAE:          99.98
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    367.4935      1.6319       0.001    364.5602    370.7198
     KECCAK256      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.868
Model:                  NNLS                    Adj. R-squared:          0.868
No. Observations:       56309                             RMSE:          28.81
Df Residuals:           56301                              MAE:           7.27
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.6965      0.3492       0.001     17.0272     18.3773
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0005      0.0000       0.001      0.0005      0.0005
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.597
Model:                  NNLS                    Adj. R-squared:          0.597
No. Observations:       946                               RMSE:          14.25
Df Residuals:           944                                MAE:           6.77
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     16.8821      1.6397       0.001     13.6119     20.2442
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.731
Model:                  NNLS                    Adj. R-squared:          0.730
No. Observations:       946                               RMSE:          15.91
Df Residuals:           944                                MAE:          11.96
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.2665      1.6186       0.001     16.0011     22.3522
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.481
Model:                  NNLS                    Adj. R-squared:          0.481
No. Observations:       15136                             RMSE:          11.48
Df Residuals:           15134                              MAE:           4.84
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.9080      0.2942       0.001     15.3230     16.4807
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.732
Model:                  NNLS                    Adj. R-squared:          0.732
No. Observations:       946                               RMSE:          15.63
Df Residuals:           944                                MAE:           8.15
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.9857      1.9889       0.001     14.5622     22.0291
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.602
Model:                  NNLS                    Adj. R-squared:          0.602
No. Observations:       946                               RMSE:          10.28
Df Residuals:           944                                MAE:           5.08
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.4524      1.2617       0.001     13.2492     18.1160
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.717
Model:                  NNLS                    Adj. R-squared:          0.717
No. Observations:       22704                             RMSE:          18.49
Df Residuals:           22702                              MAE:          14.62
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     23.3371      0.1460       0.001     23.0554     23.6240
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.001
Model:                  NNLS                    Adj. R-squared:          0.000
No. Observations:       3784                              RMSE:           4.45
Df Residuals:           3782                               MAE:           0.30
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      2.1349      0.1646       0.001      1.7929      2.4722
  CALLDATALOAD      0.0000      0.0000       0.002      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.617
Model:                  NNLS                    Adj. R-squared:          0.616
No. Observations:       946                               RMSE:          47.26
Df Residuals:           944                                MAE:          37.35
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    131.3233      6.9537       0.001    117.5555    145.1367
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.001
No. Observations:       946                               RMSE:          48.04
Df Residuals:           944                                MAE:          32.94
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    108.0700      1.9558       0.001    103.8353    111.2484
           EXP      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.762
Model:                  NNLS                    Adj. R-squared:          0.762
No. Observations:       946                               RMSE:           8.49
Df Residuals:           944                                MAE:           5.54
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.1174      0.9528       0.001     12.2599     15.9912
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.685
Model:                  NNLS                    Adj. R-squared:          0.685
No. Observations:       946                               RMSE:           5.52
Df Residuals:           944                                MAE:           3.01
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.3121      0.4444       0.001      7.4490      9.1171
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.760
Model:                  NNLS                    Adj. R-squared:          0.759
No. Observations:       946                               RMSE:           8.03
Df Residuals:           944                                MAE:           5.25
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     18.3395      0.8269       0.001     16.6970     19.9478
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.667
Model:                  NNLS                    Adj. R-squared:          0.667
No. Observations:       4730                              RMSE:          10.17
Df Residuals:           4728                               MAE:           5.17
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.7702      0.4763       0.001     13.8779     15.7831
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.704
Model:                  NNLS                    Adj. R-squared:          0.704
No. Observations:       4730                              RMSE:           8.89
Df Residuals:           4728                               MAE:           4.93
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.7321      0.4740       0.001     13.8503     15.6545
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.823
Model:                  NNLS                    Adj. R-squared:          0.823
No. Observations:       946                               RMSE:          20.48
Df Residuals:           944                                MAE:          15.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     25.9244      1.8053       0.001     22.2632     29.3532
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.888
Model:                  NNLS                    Adj. R-squared:          0.888
No. Observations:       946                               RMSE:           8.25
Df Residuals:           944                                MAE:           6.49
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.1958      0.9390       0.001     15.3519     19.0818
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.715
Model:                  NNLS                    Adj. R-squared:          0.715
No. Observations:       3784                              RMSE:           7.44
Df Residuals:           3782                               MAE:           4.22
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.5257      0.3779       0.001     10.8150     12.2785
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.225
Model:                  NNLS                    Adj. R-squared:          0.224
No. Observations:       774                               RMSE:         113.20
Df Residuals:           772                                MAE:          94.04
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    105.5733     17.0273       0.001     72.3128    139.8378
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.815
Model:                  NNLS                    Adj. R-squared:          0.815
No. Observations:       946                               RMSE:          12.40
Df Residuals:           944                                MAE:           9.11
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.4748      1.0992       0.001     15.3991     19.5930
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.852
Model:                  NNLS                    Adj. R-squared:          0.852
No. Observations:       946                               RMSE:           8.11
Df Residuals:           944                                MAE:           6.19
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     16.1446      1.0005       0.001     14.1528     18.0504
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       15136                             RMSE:         289.46
Df Residuals:           15134                              MAE:         238.09
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    443.0304      2.3737       0.001    438.2890    447.4910
     KECCAK256      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.839
Model:                  NNLS                    Adj. R-squared:          0.839
No. Observations:       11035                             RMSE:           7.27
Df Residuals:           11027                              MAE:           5.04
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.6839      0.2261       0.001     11.2436     12.1217
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.779
Model:                  NNLS                    Adj. R-squared:          0.777
No. Observations:       176                               RMSE:           4.48
Df Residuals:           174                                MAE:           3.33
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.1045      1.0418       0.001      6.0122     10.1349
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.726
Model:                  NNLS                    Adj. R-squared:          0.725
No. Observations:       176                               RMSE:          10.81
Df Residuals:           174                                MAE:           7.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     16.2005      2.5905       0.001     11.3632     21.2790
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.662
Model:                  NNLS                    Adj. R-squared:          0.662
No. Observations:       2992                              RMSE:           7.07
Df Residuals:           2990                               MAE:           4.30
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.6304      0.3751       0.001     10.8998     12.3549
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.794
Model:                  NNLS                    Adj. R-squared:          0.793
No. Observations:       176                               RMSE:           4.87
Df Residuals:           174                                MAE:           3.69
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      9.3145      1.0139       0.001      7.3401     11.1394
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.798
Model:                  NNLS                    Adj. R-squared:          0.797
No. Observations:       176                               RMSE:           4.72
Df Residuals:           174                                MAE:           3.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      9.7232      1.2036       0.001      7.2159     12.0009
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.801
Model:                  NNLS                    Adj. R-squared:          0.801
No. Observations:       4224                              RMSE:           8.43
Df Residuals:           4222                               MAE:           6.43
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.4310      0.1573       0.001     12.1266     12.7407
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.469
Model:                  NNLS                    Adj. R-squared:          0.468
No. Observations:       704                               RMSE:           0.18
Df Residuals:           702                                MAE:           0.14
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      1.1764      0.0210       0.001      1.1349      1.2177
  CALLDATALOAD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.838
Model:                  NNLS                    Adj. R-squared:          0.837
No. Observations:       176                               RMSE:          24.55
Df Residuals:           174                                MAE:          20.22
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     57.7461      6.5236       0.001     45.0141     70.1400
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.775
Model:                  NNLS                    Adj. R-squared:          0.773
No. Observations:       176                               RMSE:           7.32
Df Residuals:           174                                MAE:           5.55
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     20.7474      1.7542       0.001     17.1336     24.0021
           EXP      0.0003      0.0000       0.001      0.0003      0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.820
Model:                  NNLS                    Adj. R-squared:          0.819
No. Observations:       176                               RMSE:           4.88
Df Residuals:           174                                MAE:           3.83
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.2047      1.0888       0.001      8.1631     12.4075
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.701
Model:                  NNLS                    Adj. R-squared:          0.699
No. Observations:       176                               RMSE:           3.78
Df Residuals:           174                                MAE:           2.43
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      5.9668      0.9930       0.001      3.9344      7.6808
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.790
Model:                  NNLS                    Adj. R-squared:          0.788
No. Observations:       176                               RMSE:           5.05
Df Residuals:           174                                MAE:           3.68
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.1830      1.1605       0.001      7.8913     12.5737
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.270
Model:                  NNLS                    Adj. R-squared:          0.270
No. Observations:       880                               RMSE:          31.41
Df Residuals:           878                                MAE:          28.47
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     20.6223      3.1301       0.001     14.2936     26.5705
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.653
Model:                  NNLS                    Adj. R-squared:          0.653
No. Observations:       880                               RMSE:           6.67
Df Residuals:           878                                MAE:           4.35
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.6995      0.8456       0.001     10.1475     13.4567
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.794
Model:                  NNLS                    Adj. R-squared:          0.793
No. Observations:       176                               RMSE:           4.62
Df Residuals:           174                                MAE:           3.62
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      9.8658      1.0517       0.001      7.7701     11.9744
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.926
Model:                  NNLS                    Adj. R-squared:          0.926
No. Observations:       176                               RMSE:           5.12
Df Residuals:           174                                MAE:           3.92
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.7889      1.2928       0.001     10.4345     15.3943
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.849
Model:                  NNLS                    Adj. R-squared:          0.849
No. Observations:       704                               RMSE:           5.99
Df Residuals:           702                                MAE:           4.65
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.9071      0.7392       0.001     10.4865     13.3082
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.817
Model:                  NNLS                    Adj. R-squared:          0.816
No. Observations:       144                               RMSE:          18.42
Df Residuals:           142                                MAE:          14.89
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     55.1424      5.2834       0.001     44.0711     65.1411
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.788
Model:                  NNLS                    Adj. R-squared:          0.787
No. Observations:       176                               RMSE:           5.13
Df Residuals:           174                                MAE:           3.86
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.2167      1.2199       0.001      7.8580     12.7037
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.780
Model:                  NNLS                    Adj. R-squared:          0.779
No. Observations:       176                               RMSE:           4.33
Df Residuals:           174                                MAE:           3.44
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      9.3207      1.1004       0.001      7.2393     11.5797
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       2816                              RMSE:         161.02
Df Residuals:           2814                               MAE:         136.17
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    253.1258      2.9459       0.001    247.5424    259.0928
     KECCAK256      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================