{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"|--- TIT <= 1058.15\n",
"| |--- TAT <= 543.87\n",
"| | |--- TAT <= 528.12\n",
"| | | |--- AP <= 1023.00\n",
"| | | | |--- AT <= 4.38\n",
"| | | | | |--- value: [11.50]\n",
"| | | | |--- AT > 4.38\n",
"| | | | | |--- AH <= 86.80\n",
"| | | | | | |--- AP <= 1017.20\n",
"| | | | | | | |--- value: [34.96]\n",
"| | | | | | |--- AP > 1017.20\n",
"| | | | | | | |--- value: [27.31]\n",
"| | | | | |--- AH > 86.80\n",
"| | | | | | |--- value: [40.94]\n",
"| | | |--- AP > 1023.00\n",
"| | | | |--- value: [11.34]\n",
"| | |--- TAT > 528.12\n",
"| | | |--- TIT <= 1028.85\n",
"| | | | |--- AT <= 15.97\n",
"| | | | | |--- TIT <= 1018.85\n",
"| | | | | | |--- value: [20.73]\n",
"| | | | | |--- TIT > 1018.85\n",
"| | | | | | |--- AP <= 1020.75\n",
"| | | | | | | |--- AT <= 14.71\n",
"| | | | | | | | |--- AH <= 95.05\n",
"| | | | | | | | | |--- value: [11.90]\n",
"| | | | | | | | |--- AH > 95.05\n",
"| | | | | | | | | |--- value: [8.33]\n",
"| | | | | | | |--- AT > 14.71\n",
"| | | | | | | | |--- value: [16.37]\n",
"| | | | | | |--- AP > 1020.75\n",
"| | | | | | | |--- AFDP <= 3.49\n",
"| | | | | | | | |--- AT <= 7.53\n",
"| | | | | | | | | |--- value: [16.59]\n",
"| | | | | | | | |--- AT > 7.53\n",
"| | | | | | | | | |--- value: [12.82]\n",
"| | | | | | | |--- AFDP > 3.49\n",
"| | | | | | | | |--- value: [27.33]\n",
"| | | | |--- AT > 15.97\n",
"| | | | | |--- value: [21.87]\n",
"| | | |--- TIT > 1028.85\n",
"| | | | |--- AT <= 24.49\n",
"| | | | | |--- AP <= 997.04\n",
"| | | | | | |--- value: [27.12]\n",
"| | | | | |--- AP > 997.04\n",
"| | | | | | |--- TAT <= 537.71\n",
"| | | | | | | |--- TIT <= 1046.95\n",
"| | | | | | | | |--- AFDP <= 3.01\n",
"| | | | | | | | | |--- value: [12.56]\n",
"| | | | | | | | |--- AFDP > 3.01\n",
"| | | | | | | | | |--- value: [9.29]\n",
"| | | | | | | |--- TIT > 1046.95\n",
"| | | | | | | | |--- value: [19.61]\n",
"| | | | | | |--- TAT > 537.71\n",
"| | | | | | | |--- AFDP <= 3.17\n",
"| | | | | | | | |--- TAT <= 542.42\n",
"| | | | | | | | | |--- value: [9.93]\n",
"| | | | | | | | |--- TAT > 542.42\n",
"| | | | | | | | | |--- value: [8.71]\n",
"| | | | | | | |--- AFDP > 3.17\n",
"| | | | | | | | |--- TIT <= 1041.75\n",
"| | | | | | | | | |--- value: [8.76]\n",
"| | | | | | | | |--- TIT > 1041.75\n",
"| | | | | | | | | |--- value: [6.32]\n",
"| | | | |--- AT > 24.49\n",
"| | | | | |--- value: [35.40]\n",
"| |--- TAT > 543.87\n",
"| | |--- TAT <= 549.23\n",
"| | | |--- TIT <= 1049.65\n",
"| | | | |--- TAT <= 548.03\n",
"| | | | | |--- TIT <= 1034.35\n",
"| | | | | | |--- AFDP <= 2.78\n",
"| | | | | | | |--- AH <= 89.28\n",
"| | | | | | | | |--- value: [9.67]\n",
"| | | | | | | |--- AH > 89.28\n",
"| | | | | | | | |--- value: [6.48]\n",
"| | | | | | |--- AFDP > 2.78\n",
"| | | | | | | |--- value: [11.30]\n",
"| | | | | |--- TIT > 1034.35\n",
"| | | | | | |--- AFDP <= 2.69\n",
"| | | | | | | |--- AFDP <= 2.44\n",
"| | | | | | | | |--- AP <= 1022.90\n",
"| | | | | | | | | |--- value: [6.91]\n",
"| | | | | | | | |--- AP > 1022.90\n",
"| | | | | | | | | |--- value: [5.45]\n",
"| | | | | | | |--- AFDP > 2.44\n",
"| | | | | | | | |--- TAT <= 546.68\n",
"| | | | | | | | | |--- value: [8.42]\n",
"| | | | | | | | |--- TAT > 546.68\n",
"| | | | | | | | | |--- value: [7.34]\n",
"| | | | | | |--- AFDP > 2.69\n",
"| | | | | | | |--- AT <= 11.97\n",
"| | | | | | | | |--- AP <= 1016.30\n",
"| | | | | | | | | |--- value: [4.98]\n",
"| | | | | | | | |--- AP > 1016.30\n",
"| | | | | | | | | |--- value: [6.32]\n",
"| | | | | | | |--- AT > 11.97\n",
"| | | | | | | | |--- AH <= 78.34\n",
"| | | | | | | | | |--- value: [5.37]\n",
"| | | | | | | | |--- AH > 78.34\n",
"| | | | | | | | | |--- value: [7.73]\n",
"| | | | |--- TAT > 548.03\n",
"| | | | | |--- AP <= 1024.55\n",
"| | | | | | |--- AH <= 99.53\n",
"| | | | | | | |--- AH <= 94.23\n",
"| | | | | | | | |--- AFDP <= 2.69\n",
"| | | | | | | | | |--- value: [6.04]\n",
"| | | | | | | | |--- AFDP > 2.69\n",
"| | | | | | | | | |--- value: [5.51]\n",
"| | | | | | | |--- AH > 94.23\n",
"| | | | | | | | |--- value: [7.39]\n",
"| | | | | | |--- AH > 99.53\n",
"| | | | | | | |--- value: [3.34]\n",
"| | | | | |--- AP > 1024.55\n",
"| | | | | | |--- TIT <= 1046.95\n",
"| | | | | | | |--- AH <= 74.83\n",
"| | | | | | | | |--- value: [6.56]\n",
"| | | | | | | |--- AH > 74.83\n",
"| | | | | | | | |--- value: [8.46]\n",
"| | | | | | |--- TIT > 1046.95\n",
"| | | | | | | |--- value: [4.51]\n",
"| | | |--- TIT > 1049.65\n",
"| | | | |--- AFDP <= 2.83\n",
"| | | | | |--- AP <= 1016.50\n",
"| | | | | | |--- TIT <= 1051.65\n",
"| | | | | | | |--- TAT <= 548.73\n",
"| | | | | | | | |--- AFDP <= 2.61\n",
"| | | | | | | | | |--- value: [7.54]\n",
"| | | | | | | | |--- AFDP > 2.61\n",
"| | | | | | | | | |--- value: [6.82]\n",
"| | | | | | | |--- TAT > 548.73\n",
"| | | | | | | | |--- AP <= 998.10\n",
"| | | | | | | | | |--- value: [5.18]\n",
"| | | | | | | | |--- AP > 998.10\n",
"| | | | | | | | | |--- value: [6.59]\n",
"| | | | | | |--- TIT > 1051.65\n",
"| | | | | | | |--- AP <= 1007.45\n",
"| | | | | | | | |--- value: [5.40]\n",
"| | | | | | | |--- AP > 1007.45\n",
"| | | | | | | | |--- TAT <= 544.26\n",
"| | | | | | | | | |--- value: [3.99]\n",
"| | | | | | | | |--- TAT > 544.26\n",
"| | | | | | | | | |--- value: [6.62]\n",
"| | | | | |--- AP > 1016.50\n",
"| | | | | | |--- TAT <= 547.32\n",
"| | | | | | | |--- AT <= 8.60\n",
"| | | | | | | | |--- value: [6.10]\n",
"| | | | | | | |--- AT > 8.60\n",
"| | | | | | | | |--- AH <= 85.23\n",
"| | | | | | | | | |--- value: [7.70]\n",
"| | | | | | | | |--- AH > 85.23\n",
"| | | | | | | | | |--- value: [6.72]\n",
"| | | | | | |--- TAT > 547.32\n",
"| | | | | | | |--- AFDP <= 2.55\n",
"| | | | | | | | |--- AP <= 1019.30\n",
"| | | | | | | | | |--- value: [5.14]\n",
"| | | | | | | | |--- AP > 1019.30\n",
"| | | | | | | | | |--- value: [3.92]\n",
"| | | | | | | |--- AFDP > 2.55\n",
"| | | | | | | | |--- AP <= 1021.45\n",
"| | | | | | | | | |--- value: [6.09]\n",
"| | | | | | | | |--- AP > 1021.45\n",
"| | | | | | | | | |--- value: [3.61]\n",
"| | | | |--- AFDP > 2.83\n",
"| | | | | |--- TAT <= 546.71\n",
"| | | | | | |--- AT <= 15.83\n",
"| | | | | | | |--- TAT <= 544.64\n",
"| | | | | | | | |--- value: [7.07]\n",
"| | | | | | | |--- TAT > 544.64\n",
"| | | | | | | | |--- TAT <= 546.43\n",
"| | | | | | | | | |--- value: [4.87]\n",
"| | | | | | | | |--- TAT > 546.43\n",
"| | | | | | | | | |--- value: [6.30]\n",
"| | | | | | |--- AT > 15.83\n",
"| | | | | | | |--- value: [9.77]\n",
"| | | | | |--- TAT > 546.71\n",
"| | | | | | |--- AH <= 82.62\n",
"| | | | | | | |--- AP <= 1004.20\n",
"| | | | | | | | |--- value: [6.96]\n",
"| | | | | | | |--- AP > 1004.20\n",
"| | | | | | | | |--- AFDP <= 3.01\n",
"| | | | | | | | | |--- value: [4.96]\n",
"| | | | | | | | |--- AFDP > 3.01\n",
"| | | | | | | | | |--- value: [3.68]\n",
"| | | | | | |--- AH > 82.62\n",
"| | | | | | | |--- AT <= 12.90\n",
"| | | | | | | | |--- AH <= 97.26\n",
"| | | | | | | | | |--- value: [4.47]\n",
"| | | | | | | | |--- AH > 97.26\n",
"| | | | | | | | | |--- value: [2.90]\n",
"| | | | | | | |--- AT > 12.90\n",
"| | | | | | | | |--- TIT <= 1053.65\n",
"| | | | | | | | | |--- value: [6.45]\n",
"| | | | | | | | |--- TIT > 1053.65\n",
"| | | | | | | | | |--- value: [5.00]\n",
"| | |--- TAT > 549.23\n",
"| | | |--- AFDP <= 2.71\n",
"| | | | |--- AFDP <= 2.41\n",
"| | | | | |--- TIT <= 1050.75\n",
"| | | | | | |--- AP <= 1015.45\n",
"| | | | | | | |--- AT <= 10.60\n",
"| | | | | | | | |--- value: [5.55]\n",
"| | | | | | | |--- AT > 10.60\n",
"| | | | | | | | |--- TAT <= 550.46\n",
"| | | | | | | | | |--- value: [3.90]\n",
"| | | | | | | | |--- TAT > 550.46\n",
"| | | | | | | | | |--- value: [1.99]\n",
"| | | | | | |--- AP > 1015.45\n",
"| | | | | | | |--- AT <= 13.80\n",
"| | | | | | | | |--- value: [3.58]\n",
"| | | | | | | |--- AT > 13.80\n",
"| | | | | | | | |--- AT <= 20.03\n",
"| | | | | | | | | |--- value: [2.53]\n",
"| | | | | | | | |--- AT > 20.03\n",
"| | | | | | | | | |--- value: [3.39]\n",
"| | | | | |--- TIT > 1050.75\n",
"| | | | | | |--- TIT <= 1053.65\n",
"| | | | | | | |--- AFDP <= 2.18\n",
"| | | | | | | | |--- value: [5.89]\n",
"| | | | | | | |--- AFDP > 2.18\n",
"| | | | | | | | |--- AP <= 1005.15\n",
"| | | | | | | | | |--- value: [4.58]\n",
"| | | | | | | | |--- AP > 1005.15\n",
"| | | | | | | | | |--- value: [5.15]\n",
"| | | | | | |--- TIT > 1053.65\n",
"| | | | | | | |--- AT <= 15.24\n",
"| | | | | | | | |--- value: [4.75]\n",
"| | | | | | | |--- AT > 15.24\n",
"| | | | | | | | |--- value: [3.96]\n",
"| | | | |--- AFDP > 2.41\n",
"| | | | | |--- AT <= 14.12\n",
"| | | | | | |--- TIT <= 1052.25\n",
"| | | | | | | |--- AP <= 1021.85\n",
"| | | | | | | | |--- TIT <= 1044.35\n",
"| | | | | | | | | |--- value: [5.14]\n",
"| | | | | | | | |--- TIT > 1044.35\n",
"| | | | | | | | | |--- value: [5.86]\n",
"| | | | | | | |--- AP > 1021.85\n",
"| | | | | | | | |--- AT <= 1.44\n",
"| | | | | | | | | |--- value: [8.53]\n",
"| | | | | | | | |--- AT > 1.44\n",
"| | | | | | | | | |--- value: [6.58]\n",
"| | | | | | |--- TIT > 1052.25\n",
"| | | | | | | |--- TAT <= 550.09\n",
"| | | | | | | | |--- AP <= 1018.45\n",
"| | | | | | | | | |--- value: [5.59]\n",
"| | | | | | | | |--- AP > 1018.45\n",
"| | | | | | | | | |--- value: [4.67]\n",
"| | | | | | | |--- TAT > 550.09\n",
"| | | | | | | | |--- AP <= 1025.65\n",
"| | | | | | | | | |--- value: [3.92]\n",
"| | | | | | | | |--- AP > 1025.65\n",
"| | | | | | | | | |--- value: [5.60]\n",
"| | | | | |--- AT > 14.12\n",
"| | | | | | |--- TIT <= 1042.80\n",
"| | | | | | | |--- AP <= 1012.00\n",
"| | | | | | | | |--- value: [5.84]\n",
"| | | | | | | |--- AP > 1012.00\n",
"| | | | | | | | |--- value: [6.98]\n",
"| | | | | | |--- TIT > 1042.80\n",
"| | | | | | | |--- AT <= 15.87\n",
"| | | | | | | | |--- AT <= 14.25\n",
"| | | | | | | | | |--- value: [3.54]\n",
"| | | | | | | | |--- AT > 14.25\n",
"| | | | | | | | | |--- value: [5.16]\n",
"| | | | | | | |--- AT > 15.87\n",
"| | | | | | | | |--- AH <= 55.76\n",
"| | | | | | | | | |--- value: [5.75]\n",
"| | | | | | | | |--- AH > 55.76\n",
"| | | | | | | | | |--- value: [4.72]\n",
"| | | |--- AFDP > 2.71\n",
"| | | | |--- TIT <= 1056.05\n",
"| | | | | |--- AT <= 12.67\n",
"| | | | | | |--- AH <= 91.10\n",
"| | | | | | | |--- AFDP <= 2.86\n",
"| | | | | | | | |--- AT <= 11.95\n",
"| | | | | | | | | |--- value: [5.53]\n",
"| | | | | | | | |--- AT > 11.95\n",
"| | | | | | | | | |--- value: [3.65]\n",
"| | | | | | | |--- AFDP > 2.86\n",
"| | | | | | | | |--- TIT <= 1045.05\n",
"| | | | | | | | | |--- value: [5.65]\n",
"| | | | | | | | |--- TIT > 1045.05\n",
"| | | | | | | | | |--- value: [3.76]\n",
"| | | | | | |--- AH > 91.10\n",
"| | | | | | | |--- AFDP <= 3.01\n",
"| | | | | | | | |--- AH <= 99.55\n",
"| | | | | | | | | |--- value: [1.88]\n",
"| | | | | | | | |--- AH > 99.55\n",
"| | | | | | | | | |--- value: [2.91]\n",
"| | | | | | | |--- AFDP > 3.01\n",
"| | | | | | | | |--- TIT <= 1047.40\n",
"| | | | | | | | | |--- value: [5.59]\n",
"| | | | | | | | |--- TIT > 1047.40\n",
"| | | | | | | | | |--- value: [3.57]\n",
"| | | | | |--- AT > 12.67\n",
"| | | | | | |--- AT <= 23.88\n",
"| | | | | | | |--- AFDP <= 3.91\n",
"| | | | | | | | |--- AH <= 88.32\n",
"| | | | | | | | | |--- value: [4.53]\n",
"| | | | | | | | |--- AH > 88.32\n",
"| | | | | | | | | |--- value: [4.99]\n",
"| | | | | | | |--- AFDP > 3.91\n",
"| | | | | | | | |--- AFDP <= 5.03\n",
"| | | | | | | | | |--- value: [3.93]\n",
"| | | | | | | | |--- AFDP > 5.03\n",
"| | | | | | | | | |--- value: [6.07]\n",
"| | | | | | |--- AT > 23.88\n",
"| | | | | | | |--- TIT <= 1050.35\n",
"| | | | | | | | |--- TIT <= 1041.45\n",
"| | | | | | | | | |--- value: [5.48]\n",
"| | | | | | | | |--- TIT > 1041.45\n",
"| | | | | | | | | |--- value: [4.38]\n",
"| | | | | | | |--- TIT > 1050.35\n",
"| | | | | | | | |--- AP <= 1011.25\n",
"| | | | | | | | | |--- value: [4.00]\n",
"| | | | | | | | |--- AP > 1011.25\n",
"| | | | | | | | | |--- value: [3.61]\n",
"| | | | |--- TIT > 1056.05\n",
"| | | | | |--- AFDP <= 3.14\n",
"| | | | | | |--- AFDP <= 2.87\n",
"| | | | | | | |--- AP <= 999.86\n",
"| | | | | | | | |--- value: [5.27]\n",
"| | | | | | | |--- AP > 999.86\n",
"| | | | | | | | |--- TIT <= 1056.50\n",
"| | | | | | | | | |--- value: [3.91]\n",
"| | | | | | | | |--- TIT > 1056.50\n",
"| | | | | | | | | |--- value: [4.47]\n",
"| | | | | | |--- AFDP > 2.87\n",
"| | | | | | | |--- AH <= 85.90\n",
"| | | | | | | | |--- TIT <= 1056.85\n",
"| | | | | | | | | |--- value: [3.86]\n",
"| | | | | | | | |--- TIT > 1056.85\n",
"| | | | | | | | | |--- value: [3.04]\n",
"| | | | | | | |--- AH > 85.90\n",
"| | | | | | | | |--- AFDP <= 3.02\n",
"| | | | | | | | | |--- value: [3.18]\n",
"| | | | | | | | |--- AFDP > 3.02\n",
"| | | | | | | | | |--- value: [2.49]\n",
"| | | | | |--- AFDP > 3.14\n",
"| | | | | | |--- AH <= 80.23\n",
"| | | | | | | |--- AH <= 59.72\n",
"| | | | | | | | |--- AT <= 25.08\n",
"| | | | | | | | | |--- value: [2.43]\n",
"| | | | | | | | |--- AT > 25.08\n",
"| | | | | | | | | |--- value: [3.28]\n",
"| | | | | | | |--- AH > 59.72\n",
"| | | | | | | | |--- AFDP <= 3.65\n",
"| | | | | | | | | |--- value: [4.16]\n",
"| | | | | | | | |--- AFDP > 3.65\n",
"| | | | | | | | | |--- value: [3.48]\n",
"| | | | | | |--- AH > 80.23\n",
"| | | | | | | |--- AT <= 17.64\n",
"| | | | | | | | |--- AP <= 1008.55\n",
"| | | | | | | | | |--- value: [3.34]\n",
"| | | | | | | | |--- AP > 1008.55\n",
"| | | | | | | | | |--- value: [4.39]\n",
"| | | | | | | |--- AT > 17.64\n",
"| | | | | | | | |--- AFDP <= 3.14\n",
"| | | | | | | | | |--- value: [8.63]\n",
"| | | | | | | | |--- AFDP > 3.14\n",
"| | | | | | | | | |--- value: [4.79]\n",
"|--- TIT > 1058.15\n",
"| |--- TIT <= 1076.55\n",
"| | |--- TAT <= 545.34\n",
"| | | |--- TIT <= 1076.45\n",
"| | | | |--- TAT <= 539.96\n",
"| | | | | |--- AP <= 1007.90\n",
"| | | | | | |--- value: [33.91]\n",
"| | | | | |--- AP > 1007.90\n",
"| | | | | | |--- TAT <= 539.63\n",
"| | | | | | | |--- AT <= 18.28\n",
"| | | | | | | | |--- TIT <= 1059.85\n",
"| | | | | | | | | |--- value: [13.67]\n",
"| | | | | | | | |--- TIT > 1059.85\n",
"| | | | | | | | | |--- value: [4.79]\n",
"| | | | | | | |--- AT > 18.28\n",
"| | | | | | | | |--- value: [21.75]\n",
"| | | | | | |--- TAT > 539.63\n",
"| | | | | | | |--- value: [29.34]\n",
"| | | | |--- TAT > 539.96\n",
"| | | | | |--- TIT <= 1069.35\n",
"| | | | | | |--- AH <= 98.54\n",
"| | | | | | | |--- AT <= 4.45\n",
"| | | | | | | | |--- value: [7.90]\n",
"| | | | | | | |--- AT > 4.45\n",
"| | | | | | | | |--- TAT <= 542.62\n",
"| | | | | | | | | |--- value: [3.97]\n",
"| | | | | | | | |--- TAT > 542.62\n",
"| | | | | | | | | |--- value: [6.26]\n",
"| | | | | | |--- AH > 98.54\n",
"| | | | | | | |--- value: [10.20]\n",
"| | | | | |--- TIT > 1069.35\n",
"| | | | | | |--- AP <= 1013.40\n",
"| | | | | | | |--- TIT <= 1069.70\n",
"| | | | | | | | |--- value: [2.39]\n",
"| | | | | | | |--- TIT > 1069.70\n",
"| | | | | | | | |--- AH <= 69.87\n",
"| | | | | | | | | |--- value: [3.01]\n",
"| | | | | | | | |--- AH > 69.87\n",
"| | | | | | | | | |--- value: [4.22]\n",
"| | | | | | |--- AP > 1013.40\n",
"| | | | | | | |--- value: [2.26]\n",
"| | | |--- TIT > 1076.45\n",
"| | | | |--- value: [30.38]\n",
"| | |--- TAT > 545.34\n",
"| | | |--- TAT <= 549.52\n",
"| | | | |--- TIT <= 1068.55\n",
"| | | | | |--- AFDP <= 3.20\n",
"| | | | | | |--- TAT <= 549.07\n",
"| | | | | | | |--- TAT <= 547.68\n",
"| | | | | | | | |--- TIT <= 1059.50\n",
"| | | | | | | | | |--- value: [6.87]\n",
"| | | | | | | | |--- TIT > 1059.50\n",
"| | | | | | | | | |--- value: [5.32]\n",
"| | | | | | | |--- TAT > 547.68\n",
"| | | | | | | | |--- AH <= 93.33\n",
"| | | | | | | | | |--- value: [4.58]\n",
"| | | | | | | | |--- AH > 93.33\n",
"| | | | | | | | | |--- value: [5.40]\n",
"| | | | | | |--- TAT > 549.07\n",
"| | | | | | | |--- AT <= 16.12\n",
"| | | | | | | | |--- AH <= 93.78\n",
"| | | | | | | | | |--- value: [4.37]\n",
"| | | | | | | | |--- AH > 93.78\n",
"| | | | | | | | | |--- value: [2.69]\n",
"| | | | | | | |--- AT > 16.12\n",
"| | | | | | | | |--- value: [2.60]\n",
"| | | | | |--- AFDP > 3.20\n",
"| | | | | | |--- AP <= 1017.70\n",
"| | | | | | | |--- TIT <= 1058.25\n",
"| | | | | | | | |--- value: [6.15]\n",
"| | | | | | | |--- TIT > 1058.25\n",
"| | | | | | | | |--- TIT <= 1065.65\n",
"| | | | | | | | | |--- value: [3.42]\n",
"| | | | | | | | |--- TIT > 1065.65\n",
"| | | | | | | | | |--- value: [2.82]\n",
"| | | | | | |--- AP > 1017.70\n",
"| | | | | | | |--- TAT <= 548.77\n",
"| | | | | | | | |--- AH <= 99.46\n",
"| | | | | | | | | |--- value: [5.38]\n",
"| | | | | | | | |--- AH > 99.46\n",
"| | | | | | | | | |--- value: [0.01]\n",
"| | | | | | | |--- TAT > 548.77\n",
"| | | | | | | | |--- AH <= 96.92\n",
"| | | | | | | | | |--- value: [3.39]\n",
"| | | | | | | | |--- AH > 96.92\n",
"| | | | | | | | | |--- value: [1.87]\n",
"| | | | |--- TIT > 1068.55\n",
"| | | | | |--- AP <= 993.61\n",
"| | | | | | |--- value: [6.68]\n",
"| | | | | |--- AP > 993.61\n",
"| | | | | | |--- AT <= 21.17\n",
"| | | | | | | |--- AH <= 69.22\n",
"| | | | | | | | |--- AP <= 1023.25\n",
"| | | | | | | | | |--- value: [3.35]\n",
"| | | | | | | | |--- AP > 1023.25\n",
"| | | | | | | | | |--- value: [5.32]\n",
"| | | | | | | |--- AH > 69.22\n",
"| | | | | | | | |--- TAT <= 548.49\n",
"| | | | | | | | | |--- value: [3.41]\n",
"| | | | | | | | |--- TAT > 548.49\n",
"| | | | | | | | | |--- value: [2.91]\n",
"| | | | | | |--- AT > 21.17\n",
"| | | | | | | |--- AP <= 1002.75\n",
"| | | | | | | | |--- value: [1.12]\n",
"| | | | | | | |--- AP > 1002.75\n",
"| | | | | | | | |--- TAT <= 548.43\n",
"| | | | | | | | | |--- value: [2.77]\n",
"| | | | | | | | |--- TAT > 548.43\n",
"| | | | | | | | | |--- value: [2.06]\n",
"| | | |--- TAT > 549.52\n",
"| | | | |--- TIT <= 1060.85\n",
"| | | | | |--- AFDP <= 3.28\n",
"| | | | | | |--- AFDP <= 2.97\n",
"| | | | | | | |--- AFDP <= 2.58\n",
"| | | | | | | | |--- value: [2.78]\n",
"| | | | | | | |--- AFDP > 2.58\n",
"| | | | | | | | |--- AT <= 18.45\n",
"| | | | | | | | | |--- value: [4.28]\n",
"| | | | | | | | |--- AT > 18.45\n",
"| | | | | | | | | |--- value: [3.07]\n",
"| | | | | | |--- AFDP > 2.97\n",
"| | | | | | | |--- AT <= 21.72\n",
"| | | | | | | | |--- AT <= 21.70\n",
"| | | | | | | | | |--- value: [2.63]\n",
"| | | | | | | | |--- AT > 21.70\n",
"| | | | | | | | | |--- value: [8.44]\n",
"| | | | | | | |--- AT > 21.72\n",
"| | | | | | | | |--- AH <= 75.30\n",
"| | | | | | | | | |--- value: [2.61]\n",
"| | | | | | | | |--- AH > 75.30\n",
"| | | | | | | | | |--- value: [2.04]\n",
"| | | | | |--- AFDP > 3.28\n",
"| | | | | | |--- AH <= 75.08\n",
"| | | | | | | |--- TIT <= 1058.45\n",
"| | | | | | | | |--- AT <= 26.12\n",
"| | | | | | | | | |--- value: [2.50]\n",
"| | | | | | | | |--- AT > 26.12\n",
"| | | | | | | | | |--- value: [3.50]\n",
"| | | | | | | |--- TIT > 1058.45\n",
"| | | | | | | | |--- AP <= 1009.95\n",
"| | | | | | | | | |--- value: [4.19]\n",
"| | | | | | | | |--- AP > 1009.95\n",
"| | | | | | | | | |--- value: [3.60]\n",
"| | | | | | |--- AH > 75.08\n",
"| | | | | | | |--- AT <= 19.36\n",
"| | | | | | | | |--- TAT <= 550.21\n",
"| | | | | | | | | |--- value: [3.64]\n",
"| | | | | | | | |--- TAT > 550.21\n",
"| | | | | | | | | |--- value: [2.80]\n",
"| | | | | | | |--- AT > 19.36\n",
"| | | | | | | | |--- AH <= 97.65\n",
"| | | | | | | | | |--- value: [4.47]\n",
"| | | | | | | | |--- AH > 97.65\n",
"| | | | | | | | | |--- value: [2.98]\n",
"| | | | |--- TIT > 1060.85\n",
"| | | | | |--- AFDP <= 3.20\n",
"| | | | | | |--- AFDP <= 2.74\n",
"| | | | | | | |--- AT <= 8.46\n",
"| | | | | | | | |--- AH <= 85.16\n",
"| | | | | | | | | |--- value: [2.61]\n",
"| | | | | | | | |--- AH > 85.16\n",
"| | | | | | | | | |--- value: [3.57]\n",
"| | | | | | | |--- AT > 8.46\n",
"| | | | | | | | |--- TIT <= 1061.00\n",
"| | | | | | | | | |--- value: [4.77]\n",
"| | | | | | | | |--- TIT > 1061.00\n",
"| | | | | | | | | |--- value: [2.22]\n",
"| | | | | | |--- AFDP > 2.74\n",
"| | | | | | | |--- AT <= 14.98\n",
"| | | | | | | | |--- AH <= 87.67\n",
"| | | | | | | | | |--- value: [3.57]\n",
"| | | | | | | | |--- AH > 87.67\n",
"| | | | | | | | | |--- value: [2.67]\n",
"| | | | | | | |--- AT > 14.98\n",
"| | | | | | | | |--- AT <= 22.93\n",
"| | | | | | | | | |--- value: [2.75]\n",
"| | | | | | | | |--- AT > 22.93\n",
"| | | | | | | | | |--- value: [1.86]\n",
"| | | | | |--- AFDP > 3.20\n",
"| | | | | | |--- TIT <= 1069.15\n",
"| | | | | | | |--- AFDP <= 3.35\n",
"| | | | | | | | |--- AP <= 1027.00\n",
"| | | | | | | | | |--- value: [2.14]\n",
"| | | | | | | | |--- AP > 1027.00\n",
"| | | | | | | | | |--- value: [4.33]\n",
"| | | | | | | |--- AFDP > 3.35\n",
"| | | | | | | | |--- TAT <= 550.46\n",
"| | | | | | | | | |--- value: [3.16]\n",
"| | | | | | | | |--- TAT > 550.46\n",
"| | | | | | | | | |--- value: [6.89]\n",
"| | | | | | |--- TIT > 1069.15\n",
"| | | | | | | |--- AFDP <= 3.36\n",
"| | | | | | | | |--- AT <= 13.18\n",
"| | | | | | | | | |--- value: [3.15]\n",
"| | | | | | | | |--- AT > 13.18\n",
"| | | | | | | | | |--- value: [2.48]\n",
"| | | | | | | |--- AFDP > 3.36\n",
"| | | | | | | | |--- AT <= 14.27\n",
"| | | | | | | | | |--- value: [1.84]\n",
"| | | | | | | | |--- AT > 14.27\n",
"| | | | | | | | | |--- value: [2.32]\n",
"| |--- TIT > 1076.55\n",
"| | |--- TIT <= 1091.35\n",
"| | | |--- TAT <= 532.02\n",
"| | | | |--- value: [12.04]\n",
"| | | |--- TAT > 532.02\n",
"| | | | |--- AFDP <= 3.49\n",
"| | | | | |--- TIT <= 1085.05\n",
"| | | | | | |--- AH <= 81.79\n",
"| | | | | | | |--- AH <= 81.72\n",
"| | | | | | | | |--- AT <= 16.06\n",
"| | | | | | | | | |--- value: [2.69]\n",
"| | | | | | | | |--- AT > 16.06\n",
"| | | | | | | | | |--- value: [2.17]\n",
"| | | | | | | |--- AH > 81.72\n",
"| | | | | | | | |--- value: [34.47]\n",
"| | | | | | |--- AH > 81.79\n",
"| | | | | | | |--- TAT <= 548.82\n",
"| | | | | | | | |--- TIT <= 1080.20\n",
"| | | | | | | | | |--- value: [3.49]\n",
"| | | | | | | | |--- TIT > 1080.20\n",
"| | | | | | | | | |--- value: [2.17]\n",
"| | | | | | | |--- TAT > 548.82\n",
"| | | | | | | | |--- AFDP <= 3.33\n",
"| | | | | | | | | |--- value: [1.95]\n",
"| | | | | | | | |--- AFDP > 3.33\n",
"| | | | | | | | | |--- value: [1.54]\n",
"| | | | | |--- TIT > 1085.05\n",
"| | | | | | |--- AH <= 60.56\n",
"| | | | | | | |--- TIT <= 1086.75\n",
"| | | | | | | | |--- AH <= 60.29\n",
"| | | | | | | | | |--- value: [2.75]\n",
"| | | | | | | | |--- AH > 60.29\n",
"| | | | | | | | | |--- value: [5.23]\n",
"| | | | | | | |--- TIT > 1086.75\n",
"| | | | | | | | |--- AP <= 1025.55\n",
"| | | | | | | | | |--- value: [1.53]\n",
"| | | | | | | | |--- AP > 1025.55\n",
"| | | | | | | | | |--- value: [2.80]\n",
"| | | | | | |--- AH > 60.56\n",
"| | | | | | | |--- TIT <= 1086.55\n",
"| | | | | | | | |--- AFDP <= 3.41\n",
"| | | | | | | | | |--- value: [1.68]\n",
"| | | | | | | | |--- AFDP > 3.41\n",
"| | | | | | | | | |--- value: [2.34]\n",
"| | | | | | | |--- TIT > 1086.55\n",
"| | | | | | | | |--- AP <= 1014.55\n",
"| | | | | | | | | |--- value: [1.62]\n",
"| | | | | | | | |--- AP > 1014.55\n",
"| | | | | | | | | |--- value: [1.37]\n",
"| | | | |--- AFDP > 3.49\n",
"| | | | | |--- AT <= 16.36\n",
"| | | | | | |--- TAT <= 538.79\n",
"| | | | | | | |--- TAT <= 538.74\n",
"| | | | | | | | |--- AH <= 68.06\n",
"| | | | | | | | | |--- value: [5.82]\n",
"| | | | | | | | |--- AH > 68.06\n",
"| | | | | | | | | |--- value: [2.29]\n",
"| | | | | | | |--- TAT > 538.74\n",
"| | | | | | | | |--- value: [19.14]\n",
"| | | | | | |--- TAT > 538.79\n",
"| | | | | | | |--- AP <= 1026.95\n",
"| | | | | | | | |--- TAT <= 549.53\n",
"| | | | | | | | | |--- value: [1.67]\n",
"| | | | | | | | |--- TAT > 549.53\n",
"| | | | | | | | | |--- value: [1.37]\n",
"| | | | | | | |--- AP > 1026.95\n",
"| | | | | | | | |--- TIT <= 1078.95\n",
"| | | | | | | | | |--- value: [3.04]\n",
"| | | | | | | | |--- TIT > 1078.95\n",
"| | | | | | | | | |--- value: [1.83]\n",
"| | | | | |--- AT > 16.36\n",
"| | | | | | |--- TIT <= 1085.55\n",
"| | | | | | | |--- AH <= 100.05\n",
"| | | | | | | | |--- AP <= 1013.45\n",
"| | | | | | | | | |--- value: [1.82]\n",
"| | | | | | | | |--- AP > 1013.45\n",
"| | | | | | | | | |--- value: [2.04]\n",
"| | | | | | | |--- AH > 100.05\n",
"| | | | | | | | |--- value: [4.52]\n",
"| | | | | | |--- TIT > 1085.55\n",
"| | | | | | | |--- AFDP <= 3.92\n",
"| | | | | | | | |--- AFDP <= 3.63\n",
"| | | | | | | | | |--- value: [1.62]\n",
"| | | | | | | | |--- AFDP > 3.63\n",
"| | | | | | | | | |--- value: [1.18]\n",
"| | | | | | | |--- AFDP > 3.92\n",
"| | | | | | | | |--- AFDP <= 4.06\n",
"| | | | | | | | | |--- value: [2.43]\n",
"| | | | | | | | |--- AFDP > 4.06\n",
"| | | | | | | | | |--- value: [1.69]\n",
"| | |--- TIT > 1091.35\n",
"| | | |--- TAT <= 530.62\n",
"| | | | |--- AT <= 3.61\n",
"| | | | | |--- AFDP <= 5.31\n",
"| | | | | | |--- AP <= 1020.15\n",
"| | | | | | | |--- AT <= 3.02\n",
"| | | | | | | | |--- TAT <= 528.77\n",
"| | | | | | | | | |--- value: [0.89]\n",
"| | | | | | | | |--- TAT > 528.77\n",
"| | | | | | | | | |--- value: [1.91]\n",
"| | | | | | | |--- AT > 3.02\n",
"| | | | | | | | |--- value: [2.81]\n",
"| | | | | | |--- AP > 1020.15\n",
"| | | | | | | |--- AH <= 78.41\n",
"| | | | | | | | |--- AH <= 58.82\n",
"| | | | | | | | | |--- value: [2.47]\n",
"| | | | | | | | |--- AH > 58.82\n",
"| | | | | | | | | |--- value: [1.70]\n",
"| | | | | | | |--- AH > 78.41\n",
"| | | | | | | | |--- TAT <= 530.51\n",
"| | | | | | | | | |--- value: [2.44]\n",
"| | | | | | | | |--- TAT > 530.51\n",
"| | | | | | | | | |--- value: [0.53]\n",
"| | | | | |--- AFDP > 5.31\n",
"| | | | | | |--- AP <= 1014.10\n",
"| | | | | | | |--- value: [0.25]\n",
"| | | | | | |--- AP > 1014.10\n",
"| | | | | | | |--- AT <= 3.11\n",
"| | | | | | | | |--- TAT <= 524.86\n",
"| | | | | | | | | |--- value: [0.86]\n",
"| | | | | | | | |--- TAT > 524.86\n",
"| | | | | | | | | |--- value: [0.36]\n",
"| | | | | | | |--- AT > 3.11\n",
"| | | | | | | | |--- value: [1.57]\n",
"| | | | |--- AT > 3.61\n",
"| | | | | |--- AFDP <= 5.65\n",
"| | | | | | |--- AFDP <= 4.00\n",
"| | | | | | | |--- AT <= 4.30\n",
"| | | | | | | | |--- value: [2.12]\n",
"| | | | | | | |--- AT > 4.30\n",
"| | | | | | | | |--- AFDP <= 3.91\n",
"| | | | | | | | | |--- value: [0.60]\n",
"| | | | | | | | |--- AFDP > 3.91\n",
"| | | | | | | | | |--- value: [0.45]\n",
"| | | | | | |--- AFDP > 4.00\n",
"| | | | | | | |--- AFDP <= 4.67\n",
"| | | | | | | | |--- AP <= 1018.05\n",
"| | | | | | | | | |--- value: [1.09]\n",
"| | | | | | | | |--- AP > 1018.05\n",
"| | | | | | | | | |--- value: [1.36]\n",
"| | | | | | | |--- AFDP > 4.67\n",
"| | | | | | | | |--- AFDP <= 5.35\n",
"| | | | | | | | | |--- value: [0.79]\n",
"| | | | | | | | |--- AFDP > 5.35\n",
"| | | | | | | | | |--- value: [1.11]\n",
"| | | | | |--- AFDP > 5.65\n",
"| | | | | | |--- TAT <= 517.90\n",
"| | | | | | | |--- value: [1.51]\n",
"| | | | | | |--- TAT > 517.90\n",
"| | | | | | | |--- AT <= 8.05\n",
"| | | | | | | | |--- TAT <= 527.54\n",
"| | | | | | | | | |--- value: [0.35]\n",
"| | | | | | | | |--- TAT > 527.54\n",
"| | | | | | | | | |--- value: [0.53]\n",
"| | | | | | | |--- AT > 8.05\n",
"| | | | | | | | |--- AP <= 1027.85\n",
"| | | | | | | | | |--- value: [0.58]\n",
"| | | | | | | | |--- AP > 1027.85\n",
"| | | | | | | | | |--- value: [0.82]\n",
"| | | |--- TAT > 530.62\n",
"| | | | |--- AP <= 1023.35\n",
"| | | | | |--- AFDP <= 4.39\n",
"| | | | | | |--- AT <= 11.92\n",
"| | | | | | | |--- AH <= 87.51\n",
"| | | | | | | | |--- AFDP <= 3.92\n",
"| | | | | | | | | |--- value: [1.68]\n",
"| | | | | | | | |--- AFDP > 3.92\n",
"| | | | | | | | | |--- value: [2.37]\n",
"| | | | | | | |--- AH > 87.51\n",
"| | | | | | | | |--- AT <= 3.61\n",
"| | | | | | | | | |--- value: [2.34]\n",
"| | | | | | | | |--- AT > 3.61\n",
"| | | | | | | | | |--- value: [1.14]\n",
"| | | | | | |--- AT > 11.92\n",
"| | | | | | | |--- AFDP <= 4.09\n",
"| | | | | | | | |--- AT <= 24.52\n",
"| | | | | | | | | |--- value: [1.34]\n",
"| | | | | | | | |--- AT > 24.52\n",
"| | | | | | | | | |--- value: [0.88]\n",
"| | | | | | | |--- AFDP > 4.09\n",
"| | | | | | | | |--- TAT <= 537.27\n",
"| | | | | | | | | |--- value: [1.25]\n",
"| | | | | | | | |--- TAT > 537.27\n",
"| | | | | | | | | |--- value: [1.50]\n",
"| | | | | |--- AFDP > 4.39\n",
"| | | | | | |--- TAT <= 542.35\n",
"| | | | | | | |--- AP <= 1014.35\n",
"| | | | | | | | |--- AFDP <= 4.64\n",
"| | | | | | | | | |--- value: [0.80]\n",
"| | | | | | | | |--- AFDP > 4.64\n",
"| | | | | | | | | |--- value: [1.12]\n",
"| | | | | | | |--- AP > 1014.35\n",
"| | | | | | | | |--- AH <= 72.22\n",
"| | | | | | | | | |--- value: [1.39]\n",
"| | | | | | | | |--- AH > 72.22\n",
"| | | | | | | | | |--- value: [1.08]\n",
"| | | | | | |--- TAT > 542.35\n",
"| | | | | | | |--- TAT <= 542.35\n",
"| | | | | | | | |--- value: [11.85]\n",
"| | | | | | | |--- TAT > 542.35\n",
"| | | | | | | | |--- AH <= 39.82\n",
"| | | | | | | | | |--- value: [2.36]\n",
"| | | | | | | | |--- AH > 39.82\n",
"| | | | | | | | | |--- value: [1.39]\n",
"| | | | |--- AP > 1023.35\n",
"| | | | | |--- AFDP <= 4.65\n",
"| | | | | | |--- AT <= 13.85\n",
"| | | | | | | |--- AH <= 56.86\n",
"| | | | | | | | |--- TIT <= 1098.10\n",
"| | | | | | | | | |--- value: [9.57]\n",
"| | | | | | | | |--- TIT > 1098.10\n",
"| | | | | | | | | |--- value: [2.84]\n",
"| | | | | | | |--- AH > 56.86\n",
"| | | | | | | | |--- AFDP <= 3.87\n",
"| | | | | | | | | |--- value: [1.45]\n",
"| | | | | | | | |--- AFDP > 3.87\n",
"| | | | | | | | | |--- value: [2.23]\n",
"| | | | | | |--- AT > 13.85\n",
"| | | | | | | |--- TAT <= 548.59\n",
"| | | | | | | | |--- AFDP <= 4.10\n",
"| | | | | | | | | |--- value: [0.83]\n",
"| | | | | | | | |--- AFDP > 4.10\n",
"| | | | | | | | | |--- value: [1.13]\n",
"| | | | | | | |--- TAT > 548.59\n",
"| | | | | | | | |--- value: [1.92]\n",
"| | | | | |--- AFDP > 4.65\n",
"| | | | | | |--- AT <= 4.20\n",
"| | | | | | | |--- value: [1.76]\n",
"| | | | | | |--- AT > 4.20\n",
"| | | | | | | |--- AFDP <= 5.11\n",
"| | | | | | | | |--- AP <= 1027.85\n",
"| | | | | | | | | |--- value: [0.99]\n",
"| | | | | | | | |--- AP > 1027.85\n",
"| | | | | | | | | |--- value: [1.58]\n",
"| | | | | | | |--- AFDP > 5.11\n",
"| | | | | | | | |--- AT <= 13.34\n",
"| | | | | | | | | |--- value: [0.53]\n",
"| | | | | | | | |--- AT > 13.34\n",
"| | | | | | | | | |--- value: [1.17]\n",
"\n"
]
}
],
"source": [
"import pickle\n",
"import pandas as pd\n",
"from sklearn import tree\n",
"\n",
"data = pd.read_csv(\"data-turbine/clear-data.csv\")\n",
"model = pickle.load(open(\"data-turbine/tree-gs.model.sav\", \"rb\"))\n",
"features = (\n",
" data\n",
" .drop([\"CO\"], axis=1)\n",
" .columns.values.tolist()\n",
")\n",
"\n",
"rules = tree.export_text(model, feature_names=features)\n",
"print(rules)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"268"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT <= 548.77) and (AH > 99.464) -> 0.007,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP <= 1014.1) -> 0.25,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) and (AP > 1017.2) -> 27.309,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT > 4.379) and (AH > 86.795) -> 40.94,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP > 1023.0) -> 11.341,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT <= 1018.85) -> 20.726,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP <= 1020.75) and (AT <= 14.715) and (AH <= 95.053) -> 11.902,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP <= 1020.75) and (AT <= 14.715) and (AH > 95.053) -> 8.327,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP <= 1020.75) and (AT > 14.715) -> 16.37,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP > 1020.75) and (AFDP <= 3.486) and (AT <= 7.529) -> 16.591,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP > 1020.75) and (AFDP <= 3.486) and (AT > 7.529) -> 12.816,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP > 1020.75) and (AFDP > 3.486) -> 27.332,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT > 15.97) -> 21.866,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP <= 997.035) -> 27.124,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT <= 537.705) and (TIT <= 1046.95) and (AFDP <= 3.011) -> 12.561,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT <= 537.705) and (TIT <= 1046.95) and (AFDP > 3.011) -> 9.293,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT <= 537.705) and (TIT > 1046.95) -> 19.613,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP <= 3.175) and (TAT <= 542.425) -> 9.934,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP <= 3.175) and (TAT > 542.425) -> 8.708,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP > 3.175) and (TIT <= 1041.75) -> 8.76,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP > 3.175) and (TIT > 1041.75) -> 6.315,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT > 24.492) -> 35.396,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT <= 1034.35) and (AFDP <= 2.783) and (AH <= 89.284) -> 9.667,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT <= 1034.35) and (AFDP <= 2.783) and (AH > 89.284) -> 6.484,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT <= 1034.35) and (AFDP > 2.783) -> 11.303,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP <= 2.438) and (AP <= 1022.9) -> 6.913,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP <= 2.438) and (AP > 1022.9) -> 5.452,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP > 2.438) and (TAT <= 546.685) -> 8.425,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP > 2.438) and (TAT > 546.685) -> 7.336,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT <= 11.974) and (AP <= 1016.3) -> 4.977,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT <= 11.974) and (AP > 1016.3) -> 6.316,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT > 11.974) and (AH <= 78.34) -> 5.369,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT > 11.974) and (AH > 78.34) -> 7.733,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH <= 99.534) and (AH <= 94.226) and (AFDP <= 2.687) -> 6.042,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH <= 99.534) and (AH <= 94.226) and (AFDP > 2.687) -> 5.512,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH <= 99.534) and (AH > 94.226) -> 7.394,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH > 99.534) -> 3.336,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP > 1024.55) and (TIT <= 1046.95) and (AH <= 74.83) -> 6.565,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP > 1024.55) and (TIT <= 1046.95) and (AH > 74.83) -> 8.457,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP > 1024.55) and (TIT > 1046.95) -> 4.505,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT <= 548.725) and (AFDP <= 2.608) -> 7.54,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT <= 548.725) and (AFDP > 2.608) -> 6.822,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT > 548.725) and (AP <= 998.105) -> 5.182,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT > 548.725) and (AP > 998.105) -> 6.588,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT > 1051.65) and (AP <= 1007.45) -> 5.404,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT > 1051.65) and (AP > 1007.45) and (TAT <= 544.265) -> 3.986,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT > 1051.65) and (AP > 1007.45) and (TAT > 544.265) -> 6.625,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT <= 547.325) and (AT <= 8.596) -> 6.105,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT <= 547.325) and (AT > 8.596) and (AH <= 85.231) -> 7.699,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT <= 547.325) and (AT > 8.596) and (AH > 85.231) -> 6.725,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP <= 2.547) and (AP <= 1019.3) -> 5.136,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP <= 2.547) and (AP > 1019.3) -> 3.916,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP > 2.547) and (AP <= 1021.45) -> 6.091,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP > 2.547) and (AP > 1021.45) -> 3.611,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT <= 15.83) and (TAT <= 544.645) -> 7.074,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT <= 15.83) and (TAT > 544.645) and (TAT <= 546.43) -> 4.87,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT <= 15.83) and (TAT > 544.645) and (TAT > 546.43) -> 6.303,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT > 15.83) -> 9.773,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH <= 82.624) and (AP <= 1004.2) -> 6.963,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH <= 82.624) and (AP > 1004.2) and (AFDP <= 3.011) -> 4.956,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH <= 82.624) and (AP > 1004.2) and (AFDP > 3.011) -> 3.676,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT <= 12.897) and (AH <= 97.263) -> 4.473,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT <= 12.897) and (AH > 97.263) -> 2.901,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT > 12.897) and (TIT <= 1053.65) -> 6.451,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT > 12.897) and (TIT > 1053.65) -> 5.003,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP <= 1015.45) and (AT <= 10.596) -> 5.551,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP <= 1015.45) and (AT > 10.596) and (TAT <= 550.46) -> 3.903,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP <= 1015.45) and (AT > 10.596) and (TAT > 550.46) -> 1.99,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP > 1015.45) and (AT <= 13.796) -> 3.576,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP > 1015.45) and (AT > 13.796) and (AT <= 20.026) -> 2.533,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP > 1015.45) and (AT > 13.796) and (AT > 20.026) -> 3.385,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT <= 1053.65) and (AFDP <= 2.178) -> 5.886,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT <= 1053.65) and (AFDP > 2.178) and (AP <= 1005.15) -> 4.585,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT <= 1053.65) and (AFDP > 2.178) and (AP > 1005.15) -> 5.147,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT > 1053.65) and (AT <= 15.242) -> 4.747,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT > 1053.65) and (AT > 15.242) -> 3.964,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP <= 1021.85) and (TIT <= 1044.35) -> 5.143,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP <= 1021.85) and (TIT > 1044.35) -> 5.855,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP > 1021.85) and (AT <= 1.437) -> 8.527,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP > 1021.85) and (AT > 1.437) -> 6.582,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT <= 550.085) and (AP <= 1018.45) -> 5.585,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT <= 550.085) and (AP > 1018.45) -> 4.672,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT > 550.085) and (AP <= 1025.65) -> 3.917,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT > 550.085) and (AP > 1025.65) -> 5.596,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT <= 1042.8) and (AP <= 1012.0) -> 5.844,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT <= 1042.8) and (AP > 1012.0) -> 6.976,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT <= 15.873) and (AT <= 14.249) -> 3.544,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT <= 15.873) and (AT > 14.249) -> 5.164,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT > 15.873) and (AH <= 55.759) -> 5.753,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT > 15.873) and (AH > 55.759) -> 4.72,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP <= 2.86) and (AT <= 11.95) -> 5.529,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP <= 2.86) and (AT > 11.95) -> 3.646,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP > 2.86) and (TIT <= 1045.05) -> 5.646,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP > 2.86) and (TIT > 1045.05) -> 3.757,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP <= 3.008) and (AH <= 99.546) -> 1.876,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP <= 3.008) and (AH > 99.546) -> 2.914,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP > 3.008) and (TIT <= 1047.4) -> 5.587,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP > 3.008) and (TIT > 1047.4) -> 3.567,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP <= 3.913) and (AH <= 88.321) -> 4.532,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP <= 3.913) and (AH > 88.321) -> 4.987,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP > 3.913) and (AFDP <= 5.027) -> 3.933,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP > 3.913) and (AFDP > 5.027) -> 6.074,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT <= 1050.35) and (TIT <= 1041.45) -> 5.476,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT <= 1050.35) and (TIT > 1041.45) -> 4.38,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT > 1050.35) and (AP <= 1011.25) -> 3.997,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT > 1050.35) and (AP > 1011.25) -> 3.61,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP <= 2.87) and (AP <= 999.865) -> 5.274,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP <= 2.87) and (AP > 999.865) and (TIT <= 1056.5) -> 3.908,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP <= 2.87) and (AP > 999.865) and (TIT > 1056.5) -> 4.468,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH <= 85.898) and (TIT <= 1056.85) -> 3.857,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH <= 85.898) and (TIT > 1056.85) -> 3.039,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH > 85.898) and (AFDP <= 3.016) -> 3.176,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH > 85.898) and (AFDP > 3.016) -> 2.494,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH <= 59.717) and (AT <= 25.077) -> 2.427,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH <= 59.717) and (AT > 25.077) -> 3.278,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH > 59.717) and (AFDP <= 3.652) -> 4.165,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH > 59.717) and (AFDP > 3.652) -> 3.481,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT <= 17.637) and (AP <= 1008.55) -> 3.34,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT <= 17.637) and (AP > 1008.55) -> 4.386,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT > 17.637) and (AFDP <= 3.14) -> 8.628,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT > 17.637) and (AFDP > 3.14) -> 4.792,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP <= 1007.9) -> 33.913,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT <= 539.63) and (AT <= 18.283) and (TIT <= 1059.85) -> 13.666,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT <= 539.63) and (AT <= 18.283) and (TIT > 1059.85) -> 4.788,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT <= 539.63) and (AT > 18.283) -> 21.748,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT > 539.63) -> 29.341,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH <= 98.542) and (AT <= 4.449) -> 7.9,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH <= 98.542) and (AT > 4.449) and (TAT <= 542.62) -> 3.968,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH <= 98.542) and (AT > 4.449) and (TAT > 542.62) -> 6.259,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH > 98.542) -> 10.199,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP <= 1013.4) and (TIT <= 1069.7) -> 2.388,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP <= 1013.4) and (TIT > 1069.7) and (AH <= 69.869) -> 3.011,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP <= 1013.4) and (TIT > 1069.7) and (AH > 69.869) -> 4.216,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP > 1013.4) -> 2.263,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT > 1076.45) -> 30.384,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT <= 547.68) and (TIT <= 1059.5) -> 6.869,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT <= 547.68) and (TIT > 1059.5) -> 5.32,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT > 547.68) and (AH <= 93.329) -> 4.577,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT > 547.68) and (AH > 93.329) -> 5.397,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT > 549.07) and (AT <= 16.121) and (AH <= 93.783) -> 4.371,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT > 549.07) and (AT <= 16.121) and (AH > 93.783) -> 2.686,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT > 549.07) and (AT > 16.121) -> 2.596,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP <= 1017.7) and (TIT <= 1058.25) -> 6.153,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP <= 1017.7) and (TIT > 1058.25) and (TIT <= 1065.65) -> 3.419,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP <= 1017.7) and (TIT > 1058.25) and (TIT > 1065.65) -> 2.823,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT <= 548.77) and (AH <= 99.464) -> 5.383,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT <= 4.379) -> 11.5,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT > 548.77) and (AH <= 96.923) -> 3.393,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT > 548.77) and (AH > 96.923) -> 1.869,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP <= 993.61) -> 6.682,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) and (AP <= 1023.25) -> 3.351,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) and (AP > 1023.25) -> 5.321,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) and (TAT <= 548.495) -> 3.415,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) and (TAT > 548.495) -> 2.907,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT > 21.174) and (AP <= 1002.75) -> 1.12,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT > 21.174) and (AP > 1002.75) and (TAT <= 548.43) -> 2.772,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT > 21.174) and (AP > 1002.75) and (TAT > 548.43) -> 2.062,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP <= 2.969) and (AFDP <= 2.581) -> 2.777,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP <= 2.969) and (AFDP > 2.581) and (AT <= 18.446) -> 4.279,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP <= 2.969) and (AFDP > 2.581) and (AT > 18.446) -> 3.074,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT <= 21.704) -> 2.634,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT > 21.704) -> 8.441,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH <= 75.299) -> 2.608,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH > 75.299) -> 2.045,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT <= 1058.45) and (AT <= 26.125) -> 2.499,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT <= 1058.45) and (AT > 26.125) -> 3.501,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT > 1058.45) and (AP <= 1009.95) -> 4.193,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT > 1058.45) and (AP > 1009.95) -> 3.597,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) and (TAT <= 550.215) -> 3.643,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) and (TAT > 550.215) -> 2.801,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) and (AH <= 97.648) -> 4.468,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) and (AH > 97.648) -> 2.984,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT <= 8.455) and (AH <= 85.156) -> 2.608,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT <= 8.455) and (AH > 85.156) -> 3.568,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT > 8.455) and (TIT <= 1061.0) -> 4.774,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT > 8.455) and (TIT > 1061.0) -> 2.217,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH <= 87.671) -> 3.567,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH > 87.671) -> 2.672,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT <= 22.933) -> 2.754,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT > 22.933) -> 1.856,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP <= 3.352) and (AP <= 1027.0) -> 2.139,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP <= 3.352) and (AP > 1027.0) -> 4.333,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP > 3.352) and (TAT <= 550.46) -> 3.158,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP > 3.352) and (TAT > 550.46) -> 6.893,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP <= 3.358) and (AT <= 13.18) -> 3.153,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP <= 3.358) and (AT > 13.18) -> 2.475,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP > 3.358) and (AT <= 14.268) -> 1.842,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP > 3.358) and (AT > 14.268) -> 2.324,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT <= 532.015) -> 12.044,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH <= 81.79) and (AH <= 81.725) and (AT <= 16.058) -> 2.689,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH <= 81.79) and (AH <= 81.725) and (AT > 16.058) -> 2.173,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH <= 81.79) and (AH > 81.725) -> 34.467,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT <= 548.815) and (TIT <= 1080.2) -> 3.488,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT <= 548.815) and (TIT > 1080.2) -> 2.174,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT > 548.815) and (AFDP <= 3.332) -> 1.946,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT > 548.815) and (AFDP > 3.332) -> 1.54,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT <= 1086.75) and (AH <= 60.293) -> 2.754,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT <= 1086.75) and (AH > 60.293) -> 5.231,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT > 1086.75) and (AP <= 1025.55) -> 1.534,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT > 1086.75) and (AP > 1025.55) -> 2.803,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT <= 1086.55) and (AFDP <= 3.411) -> 1.676,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT <= 1086.55) and (AFDP > 3.411) -> 2.34,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT > 1086.55) and (AP <= 1014.55) -> 1.622,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT > 1086.55) and (AP > 1014.55) -> 1.366,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT <= 538.79) and (TAT <= 538.735) and (AH <= 68.061) -> 5.816,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT <= 538.79) and (TAT <= 538.735) and (AH > 68.061) -> 2.285,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT <= 538.79) and (TAT > 538.735) -> 19.141,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP <= 1026.95) and (TAT <= 549.525) -> 1.675,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP <= 1026.95) and (TAT > 549.525) -> 1.37,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP > 1026.95) and (TIT <= 1078.95) -> 3.044,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP > 1026.95) and (TIT > 1078.95) -> 1.829,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT <= 1085.55) and (AH <= 100.045) and (AP <= 1013.45) -> 1.819,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT <= 1085.55) and (AH <= 100.045) and (AP > 1013.45) -> 2.044,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT <= 1085.55) and (AH > 100.045) -> 4.518,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP <= 3.922) and (AFDP <= 3.635) -> 1.62,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP <= 3.922) and (AFDP > 3.635) -> 1.182,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP > 3.922) and (AFDP <= 4.061) -> 2.428,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP > 3.922) and (AFDP > 4.061) -> 1.693,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) and (AT <= 3.017) and (TAT <= 528.765) -> 0.889,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) and (AT <= 3.017) and (TAT > 528.765) -> 1.914,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) and (AT > 3.017) -> 2.807,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH <= 58.817) -> 2.472,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH > 58.817) -> 1.695,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) and (TAT <= 530.515) -> 2.442,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) and (TAT > 530.515) -> 0.528,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) and (AP <= 1017.2) -> 34.961,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) and (AT <= 3.112) and (TAT <= 524.86) -> 0.863,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) and (AT <= 3.112) and (TAT > 524.86) -> 0.36,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) and (AT > 3.112) -> 1.573,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP <= 3.998) and (AT <= 4.298) -> 2.116,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP <= 3.998) and (AT > 4.298) and (AFDP <= 3.91) -> 0.599,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP <= 3.998) and (AT > 4.298) and (AFDP > 3.91) -> 0.448,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP <= 4.674) and (AP <= 1018.05) -> 1.086,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP <= 4.674) and (AP > 1018.05) -> 1.364,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP > 4.674) and (AFDP <= 5.347) -> 0.791,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP > 4.674) and (AFDP > 5.347) -> 1.113,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT <= 517.9) -> 1.511,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT <= 8.053) and (TAT <= 527.535) -> 0.349,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT <= 8.053) and (TAT > 527.535) -> 0.534,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT > 8.053) and (AP <= 1027.85) -> 0.575,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT > 8.053) and (AP > 1027.85) -> 0.819,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) and (AFDP <= 3.924) -> 1.678,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) and (AFDP > 3.924) -> 2.371,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) and (AT <= 3.606) -> 2.341,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) and (AT > 3.606) -> 1.141,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP <= 4.094) and (AT <= 24.519) -> 1.344,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP <= 4.094) and (AT > 24.519) -> 0.883,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP > 4.094) and (TAT <= 537.265) -> 1.249,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP > 4.094) and (TAT > 537.265) -> 1.503,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP <= 1014.35) and (AFDP <= 4.644) -> 0.803,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP <= 1014.35) and (AFDP > 4.644) -> 1.119,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP > 1014.35) and (AH <= 72.22) -> 1.394,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP > 1014.35) and (AH > 72.22) -> 1.076,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT > 542.345) and (TAT <= 542.355) -> 11.845,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT > 542.345) and (TAT > 542.355) and (AH <= 39.822) -> 2.361,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT > 542.345) and (TAT > 542.355) and (AH > 39.822) -> 1.389,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) and (TIT <= 1098.1) -> 9.575,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) and (TIT > 1098.1) -> 2.836,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) and (AFDP <= 3.871) -> 1.451,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) and (AFDP > 3.871) -> 2.226,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) and (TAT <= 548.59) and (AFDP <= 4.097) -> 0.831,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) and (TAT <= 548.59) and (AFDP > 4.097) -> 1.129,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) and (TAT > 548.59) -> 1.919,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT <= 4.198) -> 1.762,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP <= 5.111) and (AP <= 1027.85) -> 0.986,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP <= 5.111) and (AP > 1027.85) -> 1.578,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP > 5.111) and (AT <= 13.343) -> 0.532,\n",
" if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP > 5.111) and (AT > 13.343) -> 1.173]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from src.rules import get_rules\n",
"\n",
"\n",
"rules = get_rules(model, features)\n",
"display(len(rules))\n",
"rules"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"268"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 99.464) -> 0.007,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP <= 1014.1) -> 0.25,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AP > 1017.2) and (AT > 4.379) and (AH <= 86.795) -> 27.309,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH > 86.795) -> 40.94,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP > 1023.0) -> 11.341,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) -> 20.726,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH <= 95.053) -> 11.902,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH > 95.053) -> 8.327,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 14.715) and (AP <= 1020.75) -> 16.37,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP <= 3.486) -> 16.591,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 7.529) and (AP > 1020.75) and (AFDP <= 3.486) -> 12.816,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP > 3.486) -> 27.332,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 15.97) -> 21.866,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP <= 997.035) -> 27.124,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.011) -> 12.561,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.011) -> 9.293,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) -> 19.613,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.175) -> 9.934,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.175) -> 8.708,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.175) -> 8.76,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.175) -> 6.315,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 24.492) -> 35.396,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH <= 89.284) -> 9.667,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH > 89.284) -> 6.484,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.783) -> 11.303,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP <= 1022.9) -> 6.913,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP > 1022.9) -> 5.452,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AFDP > 2.438) -> 8.425,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AFDP > 2.438) -> 7.336,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP <= 1016.3) -> 4.977,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP > 1016.3) -> 6.316,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH <= 78.34) -> 5.369,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH > 78.34) -> 7.733,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP <= 2.687) -> 6.042,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP > 2.687) -> 5.512,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AH > 94.226) -> 7.394,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH > 99.534) -> 3.336,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH <= 74.83) -> 6.565,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH > 74.83) -> 8.457,\n",
" if (TIT <= 1058.15) and (TIT > 1046.95) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) -> 4.505,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 7.54,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.608) and (AP <= 1016.5) -> 6.822,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 5.182,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 998.105) -> 6.588,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 5.404,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 1007.45) -> 3.986,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 1007.45) -> 6.625,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT <= 8.596) -> 6.105,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH <= 85.231) -> 7.699,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH > 85.231) -> 6.725,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AP <= 1019.3) -> 5.136,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) -> 3.916,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) and (AP <= 1021.45) -> 6.091,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) -> 3.611,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 7.074,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 4.87,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 6.303,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT > 15.83) -> 9.773,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP <= 1004.2) -> 6.963,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AFDP <= 3.011) and (AH <= 82.624) and (AP > 1004.2) -> 4.956,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP > 1004.2) -> 3.676,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AH <= 97.263) and (AT <= 12.897) -> 4.473,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT <= 12.897) -> 2.901,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT > 12.897) -> 6.451,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT > 12.897) -> 5.003,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT <= 10.596) -> 5.551,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 550.46) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 3.903,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 1.99,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT <= 13.796) -> 3.576,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) and (AT <= 20.026) -> 2.533,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) -> 3.385,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) -> 5.886,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP <= 1005.15) -> 4.585,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP > 1005.15) -> 5.147,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT <= 15.242) -> 4.747,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT > 15.242) -> 3.964,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.143,\n",
" if (TIT <= 1058.15) and (TIT > 1044.35) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.855,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1021.85) -> 8.527,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AT > 1.437) and (AP > 1021.85) -> 6.582,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1018.45) -> 5.585,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1018.45) -> 4.672,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1025.65) -> 3.917,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1025.65) -> 5.596,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP <= 1012.0) -> 5.844,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP > 1012.0) -> 6.976,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AT <= 15.873) -> 3.544,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AT <= 15.873) -> 5.164,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH <= 55.759) -> 5.753,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH > 55.759) -> 4.72,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AH <= 91.097) -> 5.529,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AT > 11.95) and (AH <= 91.097) -> 3.646,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 5.646,\n",
" if (TIT <= 1058.15) and (TIT > 1045.05) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 3.757,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) and (AH <= 99.546) -> 1.876,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) -> 2.914,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 5.587,\n",
" if (TIT <= 1058.15) and (TIT > 1047.4) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 3.567,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH <= 88.321) -> 4.532,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH > 88.321) -> 4.987,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 5.027) and (AT > 12.668) and (AT <= 23.883) -> 3.933,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AT <= 23.883) -> 6.074,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 5.476,\n",
" if (TIT <= 1058.15) and (TIT > 1041.45) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 4.38,\n",
" if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP <= 1011.25) -> 3.997,\n",
" if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP > 1011.25) -> 3.61,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP <= 999.865) -> 5.274,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP > 999.865) -> 3.908,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP > 999.865) -> 4.468,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH <= 85.898) -> 3.857,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH <= 85.898) -> 3.039,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH > 85.898) -> 3.176,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH > 85.898) -> 2.494,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT <= 25.077) -> 2.427,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT > 25.077) -> 3.278,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.652) and (AH <= 80.233) and (AH > 59.717) -> 4.165,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AH > 59.717) -> 3.481,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP <= 1008.55) -> 3.34,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP > 1008.55) -> 4.386,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.14) and (AH > 80.233) and (AT > 17.637) -> 8.628,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT > 17.637) -> 4.792,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP <= 1007.9) -> 33.913,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT <= 18.283) -> 13.666,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT <= 18.283) -> 4.788,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT > 18.283) -> 21.748,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.63) and (AP > 1007.9) -> 29.341,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT <= 4.449) -> 7.9,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT > 4.449) -> 3.968,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT > 4.449) -> 6.259,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH > 98.542) -> 10.199,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) -> 2.388,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH <= 69.869) -> 3.011,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH > 69.869) -> 4.216,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP > 1013.4) -> 2.263,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) -> 30.384,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) -> 6.869,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) -> 5.32,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH <= 93.329) -> 4.577,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH > 93.329) -> 5.397,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH <= 93.783) -> 4.371,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH > 93.783) -> 2.686,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT > 16.121) -> 2.596,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 6.153,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 3.419,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 2.823,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 99.464) -> 5.383,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT <= 4.379) -> 11.5,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 96.923) -> 3.393,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 96.923) -> 1.869,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP <= 993.61) -> 6.682,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1023.25) and (AT <= 21.174) and (AH <= 69.224) -> 3.351,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) -> 5.321,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) -> 3.415,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) -> 2.907,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1002.75) and (AT > 21.174) -> 1.12,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT > 21.174) -> 2.772,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT > 21.174) -> 2.062,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) -> 2.777,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT <= 18.446) -> 4.279,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT > 18.446) -> 3.074,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) -> 2.634,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT > 21.704) -> 8.441,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH <= 75.299) -> 2.608,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH > 75.299) -> 2.045,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT <= 26.125) -> 2.499,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT > 26.125) -> 3.501,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP <= 1009.95) -> 4.193,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP > 1009.95) -> 3.597,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.215) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 3.643,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 2.801,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AH <= 97.648) and (AT > 19.363) -> 4.468,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) -> 2.984,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH <= 85.156) -> 2.608,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH > 85.156) -> 3.568,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT > 8.455) -> 4.774,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT > 8.455) -> 2.217,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH <= 87.671) -> 3.567,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH > 87.671) -> 2.672,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT <= 22.933) -> 2.754,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) -> 1.856,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP <= 1027.0) -> 2.139,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP > 1027.0) -> 4.333,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.46) and (AFDP > 3.198) -> 3.158,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) -> 6.893,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT <= 13.18) -> 3.153,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT > 13.18) -> 2.475,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT <= 14.268) -> 1.842,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT > 14.268) -> 2.324,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT <= 532.015) -> 12.044,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT <= 16.058) -> 2.689,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT > 16.058) -> 2.173,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AH > 81.725) -> 34.467,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 548.815) and (AFDP <= 3.492) and (AH > 81.79) -> 3.488,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 548.815) and (AFDP <= 3.492) and (AH > 81.79) -> 2.174,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 81.79) -> 1.946,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.332) and (AH > 81.79) -> 1.54,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) -> 2.754,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AH > 60.293) -> 5.231,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP <= 1025.55) -> 1.534,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP > 1025.55) -> 2.803,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) -> 1.676,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.411) and (AH > 60.559) -> 2.34,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP <= 1014.55) -> 1.622,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP > 1014.55) -> 1.366,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH <= 68.061) -> 5.816,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH > 68.061) -> 2.285,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) -> 19.141,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 549.525) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.675,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.37,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP > 1026.95) -> 3.044,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP > 1026.95) -> 1.829,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP <= 1013.45) -> 1.819,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP > 1013.45) -> 2.044,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH > 100.045) -> 4.518,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 3.922) and (AT > 16.356) -> 1.62,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 3.922) and (AT > 16.356) -> 1.182,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 4.061) and (AT > 16.356) -> 2.428,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) -> 1.693,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 0.889,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 528.765) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 1.914,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.017) and (AFDP <= 5.309) and (AP <= 1020.15) -> 2.807,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) -> 2.472,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH > 58.817) -> 1.695,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 2.442,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 530.515) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 0.528,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) -> 34.961,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.863,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 524.86) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.36,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.112) and (AFDP > 5.309) and (AP > 1014.1) -> 1.573,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AT <= 4.298) and (AFDP <= 5.654) -> 2.116,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) -> 0.599,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.91) -> 0.448,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP <= 1018.05) -> 1.086,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP > 1018.05) -> 1.364,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) -> 0.791,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) -> 1.113,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) -> 1.511,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AT <= 8.053) and (AFDP > 5.654) -> 0.349,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AT <= 8.053) and (AFDP > 5.654) -> 0.534,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP <= 1027.85) -> 0.575,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP > 1027.85) -> 0.819,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) -> 1.678,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 3.924) and (AT <= 11.917) and (AH <= 87.514) -> 2.371,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) -> 2.341,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AT > 3.606) and (AH > 87.514) -> 1.141,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AT <= 24.519) -> 1.344,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) -> 0.883,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 537.265) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.249,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.503,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) and (AFDP <= 4.644) -> 0.803,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) -> 1.119,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH <= 72.22) -> 1.394,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH > 72.22) -> 1.076,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.355) and (AP <= 1023.35) and (AFDP > 4.392) -> 11.845,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH <= 39.822) -> 2.361,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH > 39.822) -> 1.389,\n",
" if (TIT > 1058.15) and (TIT <= 1098.1) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 9.575,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 2.836,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) -> 1.451,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 3.871) and (AT <= 13.847) and (AH > 56.856) -> 2.226,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 0.831,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 4.097) and (AT > 13.847) -> 1.129,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 1.919,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT <= 4.198) -> 1.762,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AP <= 1027.85) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 0.986,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 1.578,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AT <= 13.343) -> 0.532,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) -> 1.173]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from src.rules import normalise_rules\n",
"\n",
"\n",
"rules = normalise_rules(rules)\n",
"display(len(rules))\n",
"rules"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"242"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 99.464) -> 0.007,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP <= 1014.1) -> 0.25,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AP > 1017.2) and (AT > 4.379) and (AH <= 86.795) -> 27.309,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH > 86.795) -> 40.94,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP > 1023.0) -> 11.341,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) -> 20.726,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH <= 95.053) -> 11.902,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH > 95.053) -> 8.327,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 14.715) and (AP <= 1020.75) -> 16.37,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP <= 3.486) -> 16.591,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 7.529) and (AP > 1020.75) and (AFDP <= 3.486) -> 12.816,\n",
" if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP > 3.486) -> 27.332,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 15.97) -> 21.866,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP <= 997.035) -> 27.124,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.011) -> 12.561,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.011) -> 9.293,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) -> 19.613,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.175) -> 9.321,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.175) -> 7.538,\n",
" if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 24.492) -> 35.396,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH <= 89.284) -> 9.667,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH > 89.284) -> 6.484,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.783) -> 11.303,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP <= 1022.9) -> 6.913,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP > 1022.9) -> 5.452,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AFDP > 2.438) -> 7.88,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP <= 1016.3) -> 4.977,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP > 1016.3) -> 6.316,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH <= 78.34) -> 5.369,\n",
" if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH > 78.34) -> 7.733,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP <= 2.687) -> 6.042,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP > 2.687) -> 5.512,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AH > 94.226) -> 7.394,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH > 99.534) -> 3.336,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH <= 74.83) -> 6.565,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH > 74.83) -> 8.457,\n",
" if (TIT <= 1058.15) and (TIT > 1046.95) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) -> 4.505,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.608) and (AP <= 1016.5) -> 6.822,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 998.105) -> 6.588,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 6.042,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 1007.45) -> 5.305,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT <= 8.596) -> 6.105,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH <= 85.231) -> 7.699,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH > 85.231) -> 6.725,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AP <= 1019.3) -> 5.136,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) -> 3.916,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) and (AP <= 1021.45) -> 6.091,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) -> 3.611,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 6.083,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT > 15.83) -> 9.773,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP <= 1004.2) -> 6.963,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AFDP <= 3.011) and (AH <= 82.624) and (AP > 1004.2) -> 4.956,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP > 1004.2) -> 3.676,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AH <= 97.263) and (AT <= 12.897) -> 4.473,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT <= 12.897) -> 2.901,\n",
" if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT > 12.897) -> 5.727,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT <= 10.596) -> 5.551,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 550.46) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 3.903,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 1.99,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT <= 13.796) -> 3.576,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) and (AT <= 20.026) -> 2.533,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) -> 3.385,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) -> 5.886,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP <= 1005.15) -> 4.585,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP > 1005.15) -> 5.147,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT <= 15.242) -> 4.747,\n",
" if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT > 15.242) -> 3.964,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.143,\n",
" if (TIT <= 1058.15) and (TIT > 1044.35) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.855,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1021.85) -> 8.527,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AT > 1.437) and (AP > 1021.85) -> 6.582,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1018.45) -> 5.585,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1018.45) -> 4.672,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1025.65) -> 3.917,\n",
" if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1025.65) -> 5.596,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP <= 1012.0) -> 5.844,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP > 1012.0) -> 6.976,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AT <= 15.873) -> 4.354,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH <= 55.759) -> 5.753,\n",
" if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH > 55.759) -> 4.72,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AH <= 91.097) -> 5.529,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AT > 11.95) and (AH <= 91.097) -> 3.646,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 5.646,\n",
" if (TIT <= 1058.15) and (TIT > 1045.05) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 3.757,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) and (AH <= 99.546) -> 1.876,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) -> 2.914,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 5.587,\n",
" if (TIT <= 1058.15) and (TIT > 1047.4) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 3.567,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH <= 88.321) -> 4.532,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH > 88.321) -> 4.987,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 5.027) and (AT > 12.668) and (AT <= 23.883) -> 3.933,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AT <= 23.883) -> 6.074,\n",
" if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 5.476,\n",
" if (TIT <= 1058.15) and (TIT > 1041.45) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 4.38,\n",
" if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP <= 1011.25) -> 3.997,\n",
" if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP > 1011.25) -> 3.61,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP <= 999.865) -> 5.274,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP > 999.865) -> 4.188,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH <= 85.898) -> 3.448,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH > 85.898) -> 2.835,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT <= 25.077) -> 2.427,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT > 25.077) -> 3.278,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.652) and (AH <= 80.233) and (AH > 59.717) -> 4.165,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AH > 59.717) -> 3.481,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP <= 1008.55) -> 3.34,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP > 1008.55) -> 4.386,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.14) and (AH > 80.233) and (AT > 17.637) -> 8.628,\n",
" if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT > 17.637) -> 4.792,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP <= 1007.9) -> 33.913,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT <= 18.283) -> 9.227,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT > 18.283) -> 21.748,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.63) and (AP > 1007.9) -> 29.341,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT <= 4.449) -> 7.9,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT > 4.449) -> 5.113,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH > 98.542) -> 10.199,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) -> 2.388,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH <= 69.869) -> 3.011,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH > 69.869) -> 4.216,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP > 1013.4) -> 2.263,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) -> 30.384,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) -> 6.095,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH <= 93.329) -> 4.577,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH > 93.329) -> 5.397,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH <= 93.783) -> 4.371,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH > 93.783) -> 2.686,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT > 16.121) -> 2.596,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 4.131,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 99.464) -> 5.383,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT <= 4.379) -> 11.5,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 96.923) -> 3.393,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 96.923) -> 1.869,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP <= 993.61) -> 6.682,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1023.25) and (AT <= 21.174) and (AH <= 69.224) -> 3.351,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) -> 5.321,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) -> 3.161,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1002.75) and (AT > 21.174) -> 1.12,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT > 21.174) -> 2.417,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) -> 2.777,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT <= 18.446) -> 4.279,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT > 18.446) -> 3.074,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) -> 2.634,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT > 21.704) -> 8.441,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH <= 75.299) -> 2.608,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH > 75.299) -> 2.045,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT <= 26.125) -> 2.499,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT > 26.125) -> 3.501,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP <= 1009.95) -> 4.193,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP > 1009.95) -> 3.597,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.215) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 3.643,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 2.801,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AH <= 97.648) and (AT > 19.363) -> 4.468,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) -> 2.984,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH <= 85.156) -> 2.608,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH > 85.156) -> 3.568,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT > 8.455) -> 3.496,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH <= 87.671) -> 3.567,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH > 87.671) -> 2.672,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT <= 22.933) -> 2.754,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) -> 1.856,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP <= 1027.0) -> 2.139,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP > 1027.0) -> 4.333,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.46) and (AFDP > 3.198) -> 3.158,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) -> 6.893,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT <= 13.18) -> 3.153,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT > 13.18) -> 2.475,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT <= 14.268) -> 1.842,\n",
" if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT > 14.268) -> 2.324,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT <= 532.015) -> 12.044,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT <= 16.058) -> 2.689,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT > 16.058) -> 2.173,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AH > 81.725) -> 34.467,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 548.815) and (AFDP <= 3.492) and (AH > 81.79) -> 2.831,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 81.79) -> 1.946,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.332) and (AH > 81.79) -> 1.54,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) -> 2.754,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AH > 60.293) -> 5.231,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP <= 1025.55) -> 1.534,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP > 1025.55) -> 2.803,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) -> 1.676,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.411) and (AH > 60.559) -> 2.34,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP <= 1014.55) -> 1.622,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP > 1014.55) -> 1.366,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH <= 68.061) -> 5.816,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH > 68.061) -> 2.285,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) -> 19.141,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 549.525) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.675,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.37,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP > 1026.95) -> 2.437,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP <= 1013.45) -> 1.819,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP > 1013.45) -> 2.044,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH > 100.045) -> 4.518,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 3.922) and (AT > 16.356) -> 1.401,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 4.061) and (AT > 16.356) -> 2.428,\n",
" if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) -> 1.693,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 0.889,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 528.765) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 1.914,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.017) and (AFDP <= 5.309) and (AP <= 1020.15) -> 2.807,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) -> 2.472,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH > 58.817) -> 1.695,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 2.442,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 530.515) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 0.528,\n",
" if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) -> 34.961,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.863,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 524.86) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.36,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.112) and (AFDP > 5.309) and (AP > 1014.1) -> 1.573,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AT <= 4.298) and (AFDP <= 5.654) -> 2.116,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) -> 0.599,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.91) -> 0.448,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP <= 1018.05) -> 1.086,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP > 1018.05) -> 1.364,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) -> 0.952,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) -> 1.511,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AT <= 8.053) and (AFDP > 5.654) -> 0.441,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP <= 1027.85) -> 0.575,\n",
" if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP > 1027.85) -> 0.819,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) -> 1.678,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 3.924) and (AT <= 11.917) and (AH <= 87.514) -> 2.371,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) -> 2.341,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AT > 3.606) and (AH > 87.514) -> 1.141,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AT <= 24.519) -> 1.344,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) -> 0.883,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 537.265) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.249,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.503,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) and (AFDP <= 4.644) -> 0.803,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) -> 1.119,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH <= 72.22) -> 1.394,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH > 72.22) -> 1.076,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.355) and (AP <= 1023.35) and (AFDP > 4.392) -> 11.845,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH <= 39.822) -> 2.361,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH > 39.822) -> 1.389,\n",
" if (TIT > 1058.15) and (TIT <= 1098.1) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 9.575,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 2.836,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) -> 1.451,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 3.871) and (AT <= 13.847) and (AH > 56.856) -> 2.226,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 0.831,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 4.097) and (AT > 13.847) -> 1.129,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 1.919,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT <= 4.198) -> 1.762,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AP <= 1027.85) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 0.986,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 1.578,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AT <= 13.343) -> 0.532,\n",
" if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) -> 1.173]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from src.rules import delete_same_rules\n",
"\n",
"\n",
"rules = delete_same_rules(rules)\n",
"display(len(rules))\n",
"rules"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" 534.04 | \n",
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" 550.02 | \n",
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29386 rows × 6 columns
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"\n",
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" \n",
" | \n",
" AT | \n",
" AP | \n",
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" AFDP | \n",
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" TAT | \n",
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" 23.4530 | \n",
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" 84.837 | \n",
" 3.7535 | \n",
" 1088.7 | \n",
" 550.39 | \n",
"
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" | 20343 | \n",
" 28.7090 | \n",
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" 59.574 | \n",
" 6.0321 | \n",
" 1100.0 | \n",
" 542.01 | \n",
"
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" | 2924 | \n",
" 21.8330 | \n",
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" 81.262 | \n",
" 3.9663 | \n",
" 1092.9 | \n",
" 544.91 | \n",
"
\n",
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" | 117 | \n",
" 7.8167 | \n",
" 1022.2 | \n",
" 88.135 | \n",
" 4.6605 | \n",
" 1100.0 | \n",
" 526.21 | \n",
"
\n",
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" | 5713 | \n",
" 19.9120 | \n",
" 1013.1 | \n",
" 86.846 | \n",
" 3.6710 | \n",
" 1080.2 | \n",
" 550.25 | \n",
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" 2.9617 | \n",
" 1081.1 | \n",
" 549.66 | \n",
"
\n",
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" | 13099 | \n",
" 22.6150 | \n",
" 1012.1 | \n",
" 78.314 | \n",
" 4.2739 | \n",
" 1089.8 | \n",
" 550.37 | \n",
"
\n",
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" | 26704 | \n",
" 28.4020 | \n",
" 1004.4 | \n",
" 79.478 | \n",
" 4.0643 | \n",
" 1073.0 | \n",
" 550.19 | \n",
"
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" | 4182 | \n",
" 31.7400 | \n",
" 1012.2 | \n",
" 41.623 | \n",
" 4.5323 | \n",
" 1100.2 | \n",
" 539.10 | \n",
"
\n",
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" | 2982 | \n",
" 23.7130 | \n",
" 1013.5 | \n",
" 69.233 | \n",
" 3.7112 | \n",
" 1091.6 | \n",
" 549.98 | \n",
"
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"
7347 rows × 6 columns
\n",
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\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" | AT | \n",
" 36733.0 | \n",
" 17.712726 | \n",
" 7.447451 | \n",
" -6.234800 | \n",
" 11.7810 | \n",
" 17.8010 | \n",
" 23.6650 | \n",
" 37.1030 | \n",
"
\n",
" \n",
" | AP | \n",
" 36733.0 | \n",
" 1013.070165 | \n",
" 6.463346 | \n",
" 985.850000 | \n",
" 1008.8000 | \n",
" 1012.6000 | \n",
" 1017.0000 | \n",
" 1036.6000 | \n",
"
\n",
" \n",
" | AH | \n",
" 36733.0 | \n",
" 77.867015 | \n",
" 14.461355 | \n",
" 24.085000 | \n",
" 68.1880 | \n",
" 80.4700 | \n",
" 89.3760 | \n",
" 100.2000 | \n",
"
\n",
" \n",
" | AFDP | \n",
" 36733.0 | \n",
" 3.925518 | \n",
" 0.773936 | \n",
" 2.087400 | \n",
" 3.3556 | \n",
" 3.9377 | \n",
" 4.3769 | \n",
" 7.6106 | \n",
"
\n",
" \n",
" | TIT | \n",
" 36733.0 | \n",
" 1081.428084 | \n",
" 17.536373 | \n",
" 1000.800000 | \n",
" 1071.8000 | \n",
" 1085.9000 | \n",
" 1097.0000 | \n",
" 1100.9000 | \n",
"
\n",
" \n",
" | TAT | \n",
" 36733.0 | \n",
" 546.158517 | \n",
" 6.842360 | \n",
" 511.040000 | \n",
" 544.7200 | \n",
" 549.8800 | \n",
" 550.0400 | \n",
" 550.6100 | \n",
"
\n",
" \n",
" | CO | \n",
" 36733.0 | \n",
" 2.372468 | \n",
" 2.262672 | \n",
" 0.000388 | \n",
" 1.1824 | \n",
" 1.7135 | \n",
" 2.8429 | \n",
" 44.1030 | \n",
"
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" \n",
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" | \n",
" AT | \n",
" AP | \n",
" AH | \n",
" AFDP | \n",
" TIT | \n",
" TAT | \n",
" Real | \n",
" Inferred | \n",
" RMSE | \n",
"
\n",
" \n",
" \n",
" \n",
" | 7807 | \n",
" 8.5052 | \n",
" 1014.0 | \n",
" 94.254 | \n",
" 4.0991 | \n",
" 1025.6 | \n",
" 522.79 | \n",
" 44.103 | \n",
" 15.364793 | \n",
" 28.738 | \n",
"
\n",
" \n",
" | 6965 | \n",
" 12.3620 | \n",
" 1022.5 | \n",
" 88.415 | \n",
" 3.6979 | \n",
" 1034.7 | \n",
" 528.02 | \n",
" 43.622 | \n",
" 12.232229 | \n",
" 31.390 | \n",
"
\n",
" \n",
" | 7672 | \n",
" 5.6602 | \n",
" 1018.3 | \n",
" 86.968 | \n",
" 3.8404 | \n",
" 1028.5 | \n",
" 523.86 | \n",
" 43.428 | \n",
" 16.155489 | \n",
" 27.273 | \n",
"
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" | 30933 | \n",
" 11.2570 | \n",
" 1007.6 | \n",
" 84.412 | \n",
" 2.7025 | \n",
" 1018.8 | \n",
" 533.36 | \n",
" 41.097 | \n",
" 17.867275 | \n",
" 23.230 | \n",
"
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" | 6293 | \n",
" 11.5850 | \n",
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" 92.751 | \n",
" 3.2518 | \n",
" 1009.5 | \n",
" 519.71 | \n",
" 39.050 | \n",
" 16.137743 | \n",
" 22.912 | \n",
"
\n",
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" | 13025 | \n",
" 27.0570 | \n",
" 1016.3 | \n",
" 72.088 | \n",
" 3.6305 | \n",
" 1041.5 | \n",
" 539.00 | \n",
" 37.746 | \n",
" 21.838144 | \n",
" 15.908 | \n",
"
\n",
" \n",
" | 34110 | \n",
" 28.0350 | \n",
" 1015.1 | \n",
" 47.921 | \n",
" 3.9139 | \n",
" 1084.0 | \n",
" 549.85 | \n",
" 36.454 | \n",
" 12.589076 | \n",
" 23.865 | \n",
"
\n",
" \n",
" | 19818 | \n",
" 24.0540 | \n",
" 1010.7 | \n",
" 77.408 | \n",
" 4.2633 | \n",
" 1036.2 | \n",
" 526.76 | \n",
" 35.045 | \n",
" 23.927749 | \n",
" 11.117 | \n",
"
\n",
" \n",
" | 7608 | \n",
" 5.5817 | \n",
" 1016.7 | \n",
" 85.499 | \n",
" 3.8489 | \n",
" 1035.4 | \n",
" 527.44 | \n",
" 35.019 | \n",
" 15.563722 | \n",
" 19.455 | \n",
"
\n",
" \n",
" | 28447 | \n",
" 14.4310 | \n",
" 1016.7 | \n",
" 84.643 | \n",
" 2.5955 | \n",
" 1002.9 | \n",
" 511.04 | \n",
" 34.820 | \n",
" 11.026041 | \n",
" 23.794 | \n",
"
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"
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"
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"\n",
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" | \n",
" AT | \n",
" AP | \n",
" AH | \n",
" AFDP | \n",
" TIT | \n",
" TAT | \n",
" Real | \n",
" Inferred | \n",
" RMSE | \n",
"
\n",
" \n",
" \n",
" \n",
" | 18246 | \n",
" 23.4530 | \n",
" 1006.2 | \n",
" 84.837 | \n",
" 3.7535 | \n",
" 1088.7 | \n",
" 550.39 | \n",
" 1.34970 | \n",
" 21.342247 | \n",
" 19.993 | \n",
"
\n",
" \n",
" | 24117 | \n",
" 9.9031 | \n",
" 1010.1 | \n",
" 99.557 | \n",
" 5.1502 | \n",
" 1100.2 | \n",
" 527.26 | \n",
" 0.91378 | \n",
" 8.793242 | \n",
" 7.879 | \n",
"
\n",
" \n",
" | 8344 | \n",
" 7.3547 | \n",
" 1021.2 | \n",
" 79.641 | \n",
" 5.9883 | \n",
" 1099.8 | \n",
" 524.03 | \n",
" 0.59986 | \n",
" 6.540341 | \n",
" 5.940 | \n",
"
\n",
" \n",
" | 3009 | \n",
" 20.5790 | \n",
" 1015.0 | \n",
" 89.825 | \n",
" 4.8153 | \n",
" 1099.8 | \n",
" 525.80 | \n",
" 1.01170 | \n",
" 10.271732 | \n",
" 9.260 | \n",
"
\n",
" \n",
" | 13505 | \n",
" 19.7140 | \n",
" 1013.1 | \n",
" 94.221 | \n",
" 3.6936 | \n",
" 1056.0 | \n",
" 549.94 | \n",
" 4.79340 | \n",
" 19.005629 | \n",
" 14.212 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 13349 | \n",
" 26.7710 | \n",
" 1013.1 | \n",
" 64.895 | \n",
" 4.6324 | \n",
" 1094.5 | \n",
" 549.61 | \n",
" 1.11730 | \n",
" 18.522559 | \n",
" 17.405 | \n",
"
\n",
" \n",
" | 29147 | \n",
" 12.3400 | \n",
" 1020.1 | \n",
" 69.792 | \n",
" 3.2917 | \n",
" 1089.7 | \n",
" 549.40 | \n",
" 2.47500 | \n",
" 20.869300 | \n",
" 18.394 | \n",
"
\n",
" \n",
" | 34480 | \n",
" 27.5000 | \n",
" 1013.3 | \n",
" 62.163 | \n",
" 4.7731 | \n",
" 1099.8 | \n",
" 542.72 | \n",
" 1.85410 | \n",
" 11.865378 | \n",
" 10.011 | \n",
"
\n",
" \n",
" | 28666 | \n",
" 11.9810 | \n",
" 1014.7 | \n",
" 85.480 | \n",
" 2.7607 | \n",
" 1068.4 | \n",
" 548.17 | \n",
" 9.41240 | \n",
" 20.052319 | \n",
" 10.640 | \n",
"
\n",
" \n",
" | 1768 | \n",
" 12.5210 | \n",
" 1018.2 | \n",
" 92.593 | \n",
" 5.7726 | \n",
" 1100.1 | \n",
" 531.29 | \n",
" 0.70625 | \n",
" 6.435226 | \n",
" 5.729 | \n",
"
\n",
" \n",
"
\n",
"
74 rows × 9 columns
\n",
"