diff --git a/.gitignore b/.gitignore index 099f167..c945fa6 100644 --- a/.gitignore +++ b/.gitignore @@ -114,3 +114,4 @@ analysis_notebooks_local/* !datasets/sample_data !datasets/sample_data/training_data/*.csv.gz !datasets/sample_data/unlabeled_data/*.csv.gz +!analysis_notebooks/R-code/* diff --git a/active_learning_dd/utils/generate_bt_clustering.py b/active_learning_dd/utils/generate_bt_clustering.py index 581564c..c17b2ef 100644 --- a/active_learning_dd/utils/generate_bt_clustering.py +++ b/active_learning_dd/utils/generate_bt_clustering.py @@ -380,6 +380,9 @@ def cluster_features(n_instances, n_features, dist_func, output_dir, tmp_dir, nn_total_vector.flush() cluster_leader_idx_vector.flush() + neighbor_matrix.flush() + nn_total_vector.flush() + cluster_leader_idx_vector.flush() del cluster_assigment_vector del cluster_leader_idx_vector del neighbor_matrix @@ -427,11 +430,9 @@ def cluster_features(n_instances, n_features, dist_func, output_dir, tmp_dir, parser = argparse.ArgumentParser() parser.add_argument('--csv_file_or_dir', action="store", dest="csv_file_or_dir", required=True) parser.add_argument('--output_dir', action="store", dest="output_dir", required=True) - parser.add_argument('--feature_name', default='Morgan FP_2_1024', action="store", - dest="feature_name", required=False) + parser.add_argument('--feature_name', default='Morgan FP_2_1024', action="store", dest="feature_name", required=False) parser.add_argument('--cutoff', type=float, default=0.2, action="store", dest="cutoff", required=False) - parser.add_argument('--dist_function', default='tanimoto_dissimilarity', action="store", - dest="dist_function", required=False) + parser.add_argument('--dist_function', default='tanimoto_dissimilarity', action="store", dest="dist_function", required=False) parser.add_argument('--process_count', type=int, default=1, action="store", dest="process_count", required=False) parser.add_argument('--process_batch_size', type=int, default=2**16, 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+9050,,,66.0,,,,,,8,D-4320,,,pcba-aid624173,,,,diversity,8.0,4320.0,480.0,4800.0,27.0,39.0 +9050,,,112.0,,,,,,9,D-4320,,,pcba-aid624173,,,,diversity,9.0,4320.0,480.0,4800.0,28.0,84.0 diff --git a/analysis_notebooks/R-code/r_stat_testing.r b/analysis_notebooks/R-code/r_stat_testing.r new file mode 100644 index 0000000..4b40909 --- /dev/null +++ b/analysis_notebooks/R-code/r_stat_testing.r @@ -0,0 +1,59 @@ +if (!require('PMCMRplus')) install.packages('PMCMRplus'); +if (!require('data.table')) install.packages('data.table'); + +library('PMCMRplus') +library('data.table') + + +data_df <- read.csv("exp5_r_data.csv", stringsAsFactors = FALSE) +task_info <- read.csv("task_info.csv", stringsAsFactors = FALSE) + +hs_ids_order = c('CBWS_609', 'R_480', 'R_960', 'R_1440', 'R_1920', + 'R_2400', 'R_2880', 'R_3360', 'R_3840', 'R_4320', + 'D_480', 'D_960', 'D_1440', 'D_1920', 'D_2400', + 'D_2880', 'D_3360', 'D_3840', 'D_4320') + +# need to replace dash - with underscore _, so the plot functions do not complain +data_df$hs_id <- gsub('-', '_', data_df$hs_id) + +# H_null: the control (CBWS_609) is not better than other strategy. CBWS_609 <= OtherStrat. PMCMRplus format is OtherStrat - CBWS_609 >= 0 +# H_alt: the control (CBWS_609) is better than other strategy. CBWS_609 > OtherStrat. + +data <- list() +i <- 1 +for (task in task_info$task_col) { + tmp_df <- data_df[data_df$task_col == task,] + + strategy_vector <- factor(tmp_df$hs_id, levels=hs_ids_order) + total_hits_vector <- tmp_df$total_hits + + # perform KW test among strategies + kw_test_res <- kruskalTest(x = total_hits_vector, g = strategy_vector) + + # kw-accept-alt: significant difference among strategies found. + # conduct post-hoc conover-iman test with CBWS_609 as the control + kwMOCI_test_res <- kwManyOneConoverTest(x = total_hits_vector, g = strategy_vector, + alternative="less", p.adjust.method = "holm") + + # makes a dataframe for the results + kwMOCI_df <- toTidy(kwMOCI_test_res) + kwMOCI_df$task_col = task + + # add SD (significant diff) or NSD (no-significant diff) for the kw test + if (kw_test_res$p.value > 0.05){ + kwMOCI_df$kw_res = 'NSD' + } + else{ + kwMOCI_df$kw_res = 'SD' + } + + # append to task test results to data + data[[i]] <- kwMOCI_df + + i <- i + 1 +} + +# create one giant df with all task tests +kwMOCI_all_df <- rbindlist(data) + +write.csv(kwMOCI_all_df, "./exp5_kwci_tests.csv", row.names=FALSE) \ No newline at end of file diff --git a/analysis_notebooks/R-code/task_info.csv b/analysis_notebooks/R-code/task_info.csv new file mode 100644 index 0000000..c4e02c8 --- /dev/null +++ b/analysis_notebooks/R-code/task_info.csv @@ -0,0 +1,103 @@ +task_col,hit_limit,unique_hit_limit,cpd_count,active_ratio +pcba-aid1379,561,417,196927,0.28 +pcba-aid1452,178,146,149537,0.12 +pcba-aid1454,513,418,115847,0.44 +pcba-aid1457,720,571,202822,0.35 +pcba-aid1458,5778,3549,194622,2.97 +pcba-aid1460,5650,3485,222659,2.54 +pcba-aid1461,2305,1833,208320,1.11 +pcba-aid1468,1038,733,252185,0.41 +pcba-aid1469,170,134,272696,0.06 +pcba-aid1471,293,277,218543,0.13 +pcba-aid1479,793,671,270316,0.29 +pcba-aid1631,892,687,259922,0.34 +pcba-aid1634,154,120,262142,0.06 +pcba-aid1688,2375,1940,204281,1.16 +pcba-aid1721,1087,701,290738,0.37 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