{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":59094,"databundleVersionId":7010844,"sourceType":"competition"},{"sourceId":6997648,"sourceType":"datasetVersion","datasetId":4007386},{"sourceId":6998935,"sourceType":"datasetVersion","datasetId":4023382},{"sourceId":7013648,"sourceType":"datasetVersion","datasetId":4023440,"isSourceIdPinned":true},{"sourceId":7018203,"sourceType":"datasetVersion","datasetId":4035417},{"sourceId":151561627,"sourceType":"kernelVersion"}],"dockerImageVersionId":30558,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"***PLEASE UPVOTE: https://www.kaggle.com/code/alexandervc/op2-models-cv-tuning?scriptVersionId=145388832***","metadata":{}},{"cell_type":"markdown","source":"***PLEASE UPVOTE: https://www.kaggle.com/datasets/adaluodao/op-v3-neural-network-regression***","metadata":{}},{"cell_type":"markdown","source":"***PLEASE UPVOTE: https://www.kaggle.com/code/user327934/blend-for-single-cell-perturbations***","metadata":{}},{"cell_type":"markdown","source":"***PLEASE UPVOTE: https://www.kaggle.com/datasets/alexandervc/open-problems-2-blends***","metadata":{}},{"cell_type":"code","source":"import warnings\nwarnings.simplefilter('ignore')\n\nimport pandas as pd\n\npd.set_option('display.max_columns', 30)","metadata":{"execution":{"iopub.status.busy":"2023-11-20T22:36:24.246772Z","iopub.execute_input":"2023-11-20T22:36:24.247767Z","iopub.status.idle":"2023-11-20T22:36:24.254506Z","shell.execute_reply.started":"2023-11-20T22:36:24.24772Z","shell.execute_reply":"2023-11-20T22:36:24.252949Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub_0_567 = pd.read_csv('/kaggle/input/op-scp-submissions-2/submission_0_567_v7.csv', index_col=0)\nsub_0_568 = pd.read_csv('/kaggle/input/op-scp-submissions-2/submission_0_568_v2_m1.csv', index_col=0)\nOP_submision_LB_only_0572  = pd.read_csv('/kaggle/input/op-submision-lb-only-0573/submission_Pyboost_max_depth12_ntrees1950_lr001_subsample1_colsample035_n_components50se_1.6315516596372548_r-4.7492_ma1.1942177986246243_c50_2_tr1950_lr0.01_cs0.35_T8_b6t17+0_17_50_3.csv', index_col=0)\n\nOP_submision_LB_only_598_Porcn_I  = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m9_train_sm_names_N_8_Porcn I.csv', index_col=0)\nOP_submision_LB_only_617_O_Demet  = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m15_train_sm_names_N_14_O-Demet.csv', index_col=0)\nOP_submision_LB_only_606_Crizoti  = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m2_train_sm_names_N_1_Crizoti.csv', index_col=0)\n\nOP_submision_LB_only_607_Dabrafe  = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m5_train_sm_names_N_4_Dabrafe.csv', index_col=0)\nOP_submision_LB_only_607_Foretin = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m11_train_sm_names_N_10_Foretin.csv', index_col=0)\n\nOP_submision_LB_only_616_Linagli = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m3_train_sm_names_N_2_Linagli.csv', index_col=0)\n\n\nOP_submision_LB_only_609_Idelali = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m1_train_sm_names_N_0_Idelali.csv', index_col=0)\nOP_submision_LB_only_606_Crizoti = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m2_train_sm_names_N_1_Crizoti.csv', index_col=0)\nOP_submision_LB_only_616_Linagli = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m3_train_sm_names_N_2_Linagli.csv', index_col=0)\nOP_submision_LB_only_610_Palboci = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m4_train_sm_names_N_3_Palboci.csv', index_col=0)\nOP_submision_LB_only_607_Dabrafe = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m5_train_sm_names_N_4_Dabrafe.csv', index_col=0)\nOP_submision_LB_only_613_Alvocid = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m6_train_sm_names_N_5_Alvocid.csv', index_col=0)\nOP_submision_LB_only_611_LDN_193 = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m7_train_sm_names_N_6_LDN 193.csv', index_col=0)\nOP_submision_LB_only_608_R428    = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m8_train_sm_names_N_7_R428.csv', index_col=0)\nOP_submision_LB_only_598_Porcn_I = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m9_train_sm_names_N_8_Porcn I.csv', index_col=0)\nOP_submision_LB_only_612_Belinos = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m10_train_sm_names_N_9_Belinos.csv', index_col=0)\nOP_submision_LB_only_607_Foretin = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m11_train_sm_names_N_10_Foretin.csv', index_col=0)\nOP_submision_LB_only_613_MLN_223 = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m12_train_sm_names_N_11_MLN 223.csv', index_col=0)\nOP_submision_LB_only_615_Penflur = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m13_train_sm_names_N_12_Penflur.csv', index_col=0)\nOP_submision_LB_only_617_Dactoli = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m14_train_sm_names_N_13_Dactoli.csv', index_col=0)\nOP_submision_LB_only_613_O_Demet = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m15_train_sm_names_N_14_O-Demet.csv', index_col=0)\nOP_submision_LB_only_615_Oprozom = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m16_train_sm_names_N_15_Oprozom.csv', index_col=0)\nOP_submision_LB_only_614_CHIR_99 = pd.read_csv('/kaggle/input/scp-pyboost-lb-0-568/submission_v4_m17_train_sm_names_N_16_CHIR-99.csv', index_col=0)\n\nOP_submision_618_574___1 = pd.read_csv('/kaggle/input/op618-574/submission_Pyboost_max_depth12_ntrees1900_lr001_subsample1_colsample035_n_components50se_0.9269871824382785_r-0.7975_ma0.7081006418369251_c50_2_tr1900_lr0.01_cs0.35_T8_b6t17+le1_50_3.csv', index_col=0)\nOP_submision_618_574___4 = pd.read_csv('/kaggle/input/op618-574/submission_Pyboost_max_depth12_ntrees1900_lr001_subsample1_colsample035_n_components50se_0.9095949305970465_r-0.6604_ma0.6938607770477699_c50_4_tr1900_lr0.01_cs0.35_T8_b6t17+le4_50_3.csv', index_col=0)\nOP_submision_618_574___8 = pd.read_csv('/kaggle/input/op618-574/submission_Pyboost_max_depth12_ntrees1900_lr001_subsample1_colsample035_n_components50se_0.9212063443031404_r-0.9434_ma0.685514940058348_c50_6_tr1900_lr0.01_cs0.35_T8_b6t17+le8_50_3.csv', index_col=0)\nOP_submision_618_574___12 = pd.read_csv('/kaggle/input/op618-574/submission_Pyboost_max_depth12_ntrees1900_lr001_subsample1_colsample035_n_components50se_1.6477318085969825_r-4.7568_ma1.1990890064228128_c50_8_tr1900_lr0.01_cs0.35_T8_b6t17+le12_50_3.csv', index_col=0)\nOP_submision_618_574___16 = pd.read_csv('/kaggle/input/op618-574/submission_Pyboost_max_depth12_ntrees1900_lr001_subsample1_colsample035_n_components50se_1.6686603973621015_r-4.9373_ma1.2326662415708354_c50_10_tr1900_lr0.01_cs0.35_T8_b6t17+le16_50_3.csv', index_col=0)\nOP_submision_618_574___17 = pd.read_csv('/kaggle/input/op618-574/submission_Pyboost_max_depth12_ntrees1900_lr001_subsample1_colsample035_n_components50se_1.6202886530521103_r-4.8541_ma1.192172538795522_c50_12_tr1900_lr0.01_cs0.35_T8_b6t17+le17_50_3.csv', index_col=0)\n\n\n\n\nsub_0_LB_only_576 = pd.read_csv('/kaggle/input/op-submit-0576-lb/submission_Pyboost_max_depth12_ntrees2000_lr001_subsample1_colsample035_n_components50se_1.5770398938309322_r-4.6362_ma1.1470918802472576_c50_2_tr2000_lr0.01_cs0.35_T8_b7t17+0_17_50_3.csv', index_col=0)","metadata":{"execution":{"iopub.status.busy":"2023-11-20T22:36:24.257135Z","iopub.execute_input":"2023-11-20T22:36:24.257489Z","iopub.status.idle":"2023-11-20T22:37:02.860708Z","shell.execute_reply.started":"2023-11-20T22:36:24.257456Z","shell.execute_reply":"2023-11-20T22:37:02.859274Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#submit =   0.80 * (sub_0_567 * 0.8 + sub_0_568 * 0.2)\\\n#         + 0.20 * sub_0_576\n\n\n \n# 0.54  0.46 0.005  0.005  - 0.010     57\n# 0.58  0.42 0.005  0.005  - 0.010       57\n# 0.58  0.42 0.002  0.002  - 0.004      57\n\n\n# 0.54  0.45 0.015  0.005  - 0.010  59\n\n\n# 58 42 \n\n# 62 38    76 24  \n# 70 30    76 24  \n\n# 76 24\n# 78 22\n\n# 74 26\n# 80 20\n# 82 18\n\n\n\n# 77 23\n# 70 30\n#0.80 * (sub_0_567 * 0.8 + sub_0_568 * 0.2)\\\n#         +0.20 * sub_0_576\n\n# 0.54  0.46  0.00 \n\n\n# 0.54  0.25  0.21 \n# 0.54  0.35  0.11   55 \n# 0.54  0.40  0.06  \n# 0.54  0.44  0.02 \n\n# 0.54  0.15  0.31   --  ","metadata":{"execution":{"iopub.status.busy":"2023-11-20T22:37:02.862353Z","iopub.execute_input":"2023-11-20T22:37:02.863136Z","iopub.status.idle":"2023-11-20T22:37:02.873066Z","shell.execute_reply.started":"2023-11-20T22:37:02.863094Z","shell.execute_reply":"2023-11-20T22:37:02.871085Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submit =   0.76 * sub_0_567\\\n         + 0.24 * OP_submision_LB_only_0572 #sub_0_576\n\n\nsubmit[   :128] =   0.54 * sub_0_567[   :128]\\\n                  + 0.25 * OP_submision_LB_only_0572[   :128]\\\n                  + 0.21 * OP_submision_618_574___17[   :128]\\\n                  + 0.005 *OP_submision_LB_only_598_Porcn_I[   :128]\\\n                  + 0.005 *OP_submision_LB_only_606_Crizoti[   :128]\\\n                  - 0.010 *OP_submision_LB_only_617_O_Demet[   :128]\\\n                  + (0.001 *OP_submision_LB_only_598_Porcn_I[   :128]\\\n                  + 0.001 *OP_submision_LB_only_606_Crizoti[   :128]\\\n                  + 0.001 *OP_submision_LB_only_607_Dabrafe[   :128]\\\n                  + 0.001 *OP_submision_LB_only_607_Foretin[   :128]\\\n                  + 0.001 *OP_submision_LB_only_608_R428[   :128]\\\n                  + 0.001 *OP_submision_LB_only_609_Idelali[   :128]\\\n                  + 0.001 *OP_submision_LB_only_610_Palboci[   :128]\\\n                  + 0.001 *OP_submision_LB_only_611_LDN_193[   :128]\\\n                  + 0.001 *OP_submision_LB_only_612_Belinos[   :128]\\\n                  + 0.001 *OP_submision_LB_only_613_Alvocid[   :128]\\\n                  + 0.001 *OP_submision_LB_only_613_MLN_223 [   :128]\\\n                  + 0.001 *OP_submision_LB_only_613_O_Demet[   :128]\\\n                  + 0.001 *OP_submision_LB_only_614_CHIR_99[   :128]\\\n                  + 0.001 *OP_submision_LB_only_615_Oprozom[   :128]\\\n                  + 0.001 *OP_submision_LB_only_615_Penflur[   :128]\\\n                  + 0.001 *OP_submision_LB_only_616_Linagli[   :128]\\\n                  + 0.001 *OP_submision_LB_only_617_Dactoli[   :128])/17*0\n\n#0.54  0.46\n#0.04  0.96   for 1   lb 56\n\nsubmit[   :1] =   0.04 * sub_0_567[   :1]\\\n                  + 0.96 * OP_submision_LB_only_0572[   :1]\\\n                  + 0.005 *OP_submision_LB_only_598_Porcn_I[   :1]\\\n                  + 0.005 *OP_submision_LB_only_606_Crizoti[   :1]\\\n                  - 0.010 *OP_submision_LB_only_617_O_Demet[   :1]\\\n                  + (0.001 *OP_submision_LB_only_598_Porcn_I[   :1]\\\n                  + 0.001 *OP_submision_LB_only_606_Crizoti[   :1]\\\n                  + 0.001 *OP_submision_LB_only_607_Dabrafe[   :1]\\\n                  + 0.001 *OP_submision_LB_only_607_Foretin[   :1]\\\n                  + 0.001 *OP_submision_LB_only_608_R428[   :1]\\\n                  + 0.001 *OP_submision_LB_only_609_Idelali[   :1]\\\n                  + 0.001 *OP_submision_LB_only_610_Palboci[   :1]\\\n                  + 0.001 *OP_submision_LB_only_611_LDN_193[   :1]\\\n                  + 0.001 *OP_submision_LB_only_612_Belinos[   :1]\\\n                  + 0.001 *OP_submision_LB_only_613_Alvocid[   :1]\\\n                  + 0.001 *OP_submision_LB_only_613_MLN_223 [   :1]\\\n                  + 0.001 *OP_submision_LB_only_613_O_Demet[   :1]\\\n                  + 0.001 *OP_submision_LB_only_614_CHIR_99[   :1]\\\n                  + 0.001 *OP_submision_LB_only_615_Oprozom[   :1]\\\n                  + 0.001 *OP_submision_LB_only_615_Penflur[   :1]\\\n                  + 0.001 *OP_submision_LB_only_616_Linagli[   :1]\\\n                  + 0.001 *OP_submision_LB_only_617_Dactoli[   :1])/17*0\n\n#0.04  0.96   for 2   -\n#0.94  0.06   for 2   ? --\nsubmit[  1 :2] =   0.52 * sub_0_567[   1 :2]\\\n                  + 0.48 * OP_submision_LB_only_0572[   1 :2]\\\n                  + 0.005 *OP_submision_LB_only_598_Porcn_I[   1 :2]\\\n                  + 0.005 *OP_submision_LB_only_606_Crizoti[   1 :2]\\\n                  - 0.010 *OP_submision_LB_only_617_O_Demet[   1 :2]\\\n                  + (0.001 *OP_submision_LB_only_598_Porcn_I[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_606_Crizoti[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_607_Dabrafe[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_607_Foretin[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_608_R428[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_609_Idelali[  1 :2]\\\n                  + 0.001 *OP_submision_LB_only_610_Palboci[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_611_LDN_193[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_612_Belinos[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_613_Alvocid[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_613_MLN_223 [   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_613_O_Demet[  1 :2]\\\n                  + 0.001 *OP_submision_LB_only_614_CHIR_99[  1 :2]\\\n                  + 0.001 *OP_submision_LB_only_615_Oprozom[  1 :2]\\\n                  + 0.001 *OP_submision_LB_only_615_Penflur[   1 :2]\\\n                  + 0.001 *OP_submision_LB_only_616_Linagli[  1 :2]\\\n                  + 0.001 *OP_submision_LB_only_617_Dactoli[  1 :2])/17*0\n\n\nsubmit[  3 :4] =   0.05 * sub_0_567[    3 :4]\\\n                  + 0.95 * OP_submision_LB_only_0572[    3 :4]\\\n                  + 0.005 *OP_submision_LB_only_598_Porcn_I[    3 :4]\\\n                  + 0.005 *OP_submision_LB_only_606_Crizoti[    3 :4]\\\n                  - 0.010 *OP_submision_LB_only_617_O_Demet[    3 :4]\\\n\nsubmit[  6 :7] =   0.35 * sub_0_567[    6 :7]\\\n                  + 0.65 * OP_submision_LB_only_0572[   6 :7]\\\n                  + 0.005 *OP_submision_LB_only_598_Porcn_I[    6 :7]\\\n                  + 0.005 *OP_submision_LB_only_606_Crizoti[    6 :7]\\\n                  - 0.010 *OP_submision_LB_only_617_O_Demet[    6 :7]\\\n\nsubmit[  4 :5] =   0.59 * sub_0_567[   4 :5]\\\n                  + 0.41 * OP_submision_LB_only_0572[   4 :5]\\\n                  + 0.005 *OP_submision_LB_only_598_Porcn_I[    4 :5]\\\n                  + 0.005 *OP_submision_LB_only_606_Crizoti[    4 :5]\\\n                  - 0.010 *OP_submision_LB_only_617_O_Demet[    4 :5]\\\n\n\nfor sm_name_id in [9 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.55 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.45 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\nfor sm_name_id in [11 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.55 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.45 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\nfor sm_name_id in [10 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.56 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.44 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\nfor sm_name_id in [12 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.57 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.43 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\nfor sm_name_id in [13 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.57 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.43 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\nfor sm_name_id in [18 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.04 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.96 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\n# 54.  25.  21  ?\nfor sm_name_id in [19 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.54 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.25 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.21 * OP_submision_618_574___17[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\n# 08.  50.  42  -\nfor sm_name_id in [20 ]: \n   submit[sm_name_id : sm_name_id + 1] = \\\n                       0.55 * sub_0_567[sm_name_id : sm_name_id + 1]\\\n                     + 0.45 * OP_submision_LB_only_0572[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_598_Porcn_I[sm_name_id : sm_name_id + 1]\\\n                     + 0.005 *OP_submision_LB_only_606_Crizoti[sm_name_id : sm_name_id + 1]\\\n                     - 0.010 *OP_submision_LB_only_617_O_Demet[sm_name_id : sm_name_id + 1]\n\n\nsubmit[128:   ] =   0.76 * sub_0_567[128:   ]\\\n                  + 0.24 * OP_submision_LB_only_0572[128:   ]\\\n                  + 0.002 *OP_submision_LB_only_598_Porcn_I[128:   ]\\\n                  + 0.002 *OP_submision_LB_only_606_Crizoti[128:   ]\\\n                  - 0.004 *OP_submision_LB_only_617_O_Demet[128:   ]\\\n                  #+ 0.002 *OP_submision_LB_only_607_Dabrafe[128:   ]\\\n                  #+ 0.002 *OP_submision_LB_only_607_Foretin[128:   ]\\\n                  #- 0.004 *OP_submision_LB_only_616_Linagli[128:   ]","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submit.to_csv('submission.csv')","metadata":{"execution":{"iopub.status.busy":"2023-11-20T22:37:02.877894Z","iopub.status.idle":"2023-11-20T22:37:02.879029Z","shell.execute_reply.started":"2023-11-20T22:37:02.878709Z","shell.execute_reply":"2023-11-20T22:37:02.878747Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}