Update README.md

README.md

@@ -14,7 +14,7 @@ This dataset contains the synthetic data simulated by the Monte Carlo method and
 
 # Repository
 
-The files of this dataset has following structure:
+The files of this dataset have following structure:
 ~~~
 data
 ├── 1_raw
@@ -26,9 +26,9 @@ data
     └── dataset_with_ML_pred.tsv.gz
 ~~~
 
-- **two_sample_problem_dataset.tsv.gz** is a raw simulated data. In the [github repositiry](https://github.com/pfilonenko/ML_for_TwoSampleTesting), this file must be located in the _ML_for_TwoSampleTesting/proposed_ml_for_two_sample_testing/data/1_raw/_;
-- **sample_train.tsv.gz** and **sample_simulation.tsv.gz** are train and test samples splited from the **two_sample_problem_dataset.tsv.gz**. In the [github repositiry](https://github.com/pfilonenko/ML_for_TwoSampleTesting), these files must be located in the _ML_for_TwoSampleTesting/proposed_ml_for_two_sample_testing/data/2_samples/_;
-- **dataset_with_ML_pred.tsv.gz** is the test sample supplemented by the predictions of the proposed ML-methods. In the [github repositiry](https://github.com/pfilonenko/ML_for_TwoSampleTesting), this file must be located in the _ML_for_TwoSampleTesting/proposed_ml_for_two_sample_testing/data/3_dataset_with_ML_pred/_.
+- **two_sample_problem_dataset.tsv.gz** is a raw simulated data. In the [github repositiry](https://github.com/pfilonenko/ML_for_TwoSampleTesting), this file must be located in the _ML_for_TwoSampleTesting/proposed_ml_for_two_sample_testing/data/1_raw/_
+- **sample_train.tsv.gz** and **sample_simulation.tsv.gz** are train and test samples splited from the **two_sample_problem_dataset.tsv.gz**. In the [github repositiry](https://github.com/pfilonenko/ML_for_TwoSampleTesting), these files must be located in the _ML_for_TwoSampleTesting/proposed_ml_for_two_sample_testing/data/2_samples/_
+- **dataset_with_ML_pred.tsv.gz** is the test sample supplemented by the predictions of the proposed ML-methods. In the [github repositiry](https://github.com/pfilonenko/ML_for_TwoSampleTesting), this file must be located in the _ML_for_TwoSampleTesting/proposed_ml_for_two_sample_testing/data/3_dataset_with_ML_pred/_
 
 # Dataset & Samples
 In these files there are following fields:
@@ -40,22 +40,22 @@ In these files there are following fields:
 - **perc** is a set (expected) censoring rate for the samples 1 and 2;
 - **real_perc1** is an actual censoring rate of sample 1;
 - **real_perc2** is an actual censoring rate of sample 2;
-- **Peto_test** is a statistic of the Peto and Peto’s Generalized Wilcoxon Test which is computed on two samples under parameters described above;
-- **Gehan_test** is a statistic of the ,
-- **logrank_test** is a statistic of the ,
-- **CoxMantel_test** is a statistic of the ,
-- **BN_GPH_test** is a statistic of the ,
-- **BN_MCE_test** is a statistic of the ,
-- **BN_SCE_test** is a statistic of the ,
-- **Q_test** is a statistic of the ,
-- **MAX_Value_test** is a statistic of the ,
-- **MIN3_test** is a statistic of the ,
-- **WLg_logrank_test** is a statistic of the ,
-- **WLg_TaroneWare_test** is a statistic of the ,
-- **WLg_Breslow_test** is a statistic of the ,
-- **WLg_PetoPrentice_test** is a statistic of the ,
-- **WLg_Prentice_test** is a statistic of the ,
-- **WKM_test** are test statistics of classical two-sample tests under right-censored data;
+- **Peto_test** is a statistic of the Peto and Peto’s Generalized Wilcoxon test which is computed on two samples under parameters described above;
+- **Gehan_test** is a statistic of the Gehan’s Generalized Wilcoxon test;
+- **logrank_test** is a statistic of the logrank test;
+- **CoxMantel_test** is a statistic of the Cox-Mantel test;
+- **BN_GPH_test** is a statistic of the ;
+- **BN_MCE_test** is a statistic of the ;
+- **BN_SCE_test** is a statistic of the ;
+- **Q_test** is a statistic of the ;
+- **MAX_Value_test** is a statistic of the ;
+- **MIN3_test** is a statistic of the ;
+- **WLg_logrank_test** is a statistic of the ;
+- **WLg_TaroneWare_test** is a statistic of the ;
+- **WLg_Breslow_test** is a statistic of the ;
+- **WLg_PetoPrentice_test** is a statistic of the ;
+- **WLg_Prentice_test** is a statistic of the ;
+- **WKM_test** is a statistic of the ;
 - **CatBoost_test**,
 - **XGBoost_test**,
 - **LightAutoML_test**,