From fd211a6c6e886109b6b597f66c94b27b4461e365 Mon Sep 17 00:00:00 2001
From: MacBook di Paolo <paolo@MacBook-Pro-di-MacBook.local>
Date: Thu, 25 Apr 2024 10:15:18 +0200
Subject: [PATCH] adding renewed demo data

---
 .DS_Store                       |  Bin 0 -> 8196 bytes
 hawk/.DS_Store                  |  Bin 0 -> 8196 bytes
 hawk/analysis/main.py           |   89 ++-
 hawk/analysis/postprocessing.py |    5 +-
 hawk/demo/.DS_Store             |  Bin 0 -> 6148 bytes
 hawk/demo/Ticino_test.csv       |  456 +++++------
 hawk/demo/Ticino_train.csv      | 1278 +++++++++++++++----------------
 7 files changed, 914 insertions(+), 914 deletions(-)
 create mode 100644 .DS_Store
 create mode 100644 hawk/.DS_Store
 create mode 100644 hawk/demo/.DS_Store

diff --git a/.DS_Store b/.DS_Store
new file mode 100644
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diff --git a/hawk/.DS_Store b/hawk/.DS_Store
new file mode 100644
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diff --git a/hawk/analysis/main.py b/hawk/analysis/main.py
index 154c259..ae888d5 100644
--- a/hawk/analysis/main.py
+++ b/hawk/analysis/main.py
@@ -82,15 +82,15 @@ def run_baseline_analysis(self):
         baseline = {}
 
         features_names = self.datasets["normal"]["var_names"]
-        
+
         print(f"features_names: {features_names}")
 
         configs = []
 
-        # Only autoregressive baselines from 1 to the maximum target lag 
+        # Only autoregressive baselines from 1 to the maximum target lag
         for i in range(1, self.tefs_max_lag_target+1):
             configs.append((f"AR({i})", {self.target_column_name: list(range(1, i + 1))}))
-            
+
         print(f"AR configs: {configs}")
 
         # All features without AR
@@ -100,18 +100,19 @@ def run_baseline_analysis(self):
                 {feature: self.tefs_features_lags for feature in features_names if feature != self.target_column_name},
             )
         )
-        
+
         print(f"Full configs: {configs}")
-        
+
         # All features with AR
         configs.append(
             (
                 "All features and AR",
-                {feature: self.tefs_features_lags if feature != self.target_column_name else list(range(1, self.tefs_max_lag_target+1)) for feature in features_names},
+                {feature: self.tefs_features_lags if feature != self.target_column_name
+                    else list(range(1, self.tefs_max_lag_target+1)) for feature in features_names},
             )
         )
-        
-        print(f"Full configs: {configs}")        
+
+        print(f"Full configs: {configs}")
 
         for label, inputs_names_lags in configs:
             baseline[label] = {
@@ -123,7 +124,7 @@ def run_baseline_analysis(self):
                     df_test=self.datasets["normal"]["test"],
                 ),
             }
-            
+
         print(f"Baselines: {baseline}")
 
         target_file = os.path.join(self.workdir, "baseline.pkl")
@@ -170,7 +171,7 @@ def run_tefs_analysis(
                 "dataset_name": dataset_name,
             }
             configurations.append(configuration)
-            
+
         print(f"TEFS configurations: {configurations}")
 
         # Run the analysis
@@ -183,7 +184,7 @@ def run_tefs_analysis(
                     config=config,
                 )
             )
-        
+
         print(f"TEFS results: {results}")
 
         return results
@@ -195,14 +196,14 @@ def run_pcmci_analysis(
 
         # Define the tests
         parcorr = ParCorr(significance="analytic")
-        #cmiknn = CMIknn(
-        #    significance="shuffle_test",
-        #    knn=0.1,
-        #    shuffle_neighbors=5,
-        #    transform="ranks",
-        #    sig_samples=200,
-        #)
-        cmiknn = CMIknn()
+        cmiknn = CMIknn(
+            significance="shuffle_test",
+            knn=0.1,
+            shuffle_neighbors=5,
+            transform="ranks",
+            sig_samples=200,
+        )
+        # cmiknn = CMIknn()
 
         # Create the dictionary of tests
         independence_tests = {
@@ -238,7 +239,7 @@ def run_pcmci_analysis(
                 "dataset_name": dataset_name,
             }
             configurations.append(configuration)
-            
+
         print(f'PCMCI configurations: {configurations}')
 
         # Run the analysis
@@ -252,9 +253,7 @@ def run_pcmci_analysis(
                 )
             )
         print(f"PCMCI+ results: {results}")
-        
-        save_to_pkl_file("/work/bk1318/b382633/pcmci_results.pkl", results)
-        
+
         return results
 
     def run(self):
@@ -264,19 +263,19 @@ def run(self):
         if self.response:
             self.response.update_status("Performing TEFS analysis", 33)
         tefs_results = self.run_tefs_analysis()
-        #if self.response:
-        #    self.response.update_status("Performing PCMCI analysis", 66)
-        #pcmci_results = self.run_pcmci_analysis()
-
-        #if self.response:
-        #    self.response.update_status("Postprocessing PCMCI", 80)
-        #self.plot_pcmci, self.details_pcmci = run_postprocessing_pcmci(
-        #    results_pcmci=pcmci_results,
-        #    target_column_name=self.target_column_name,
-        #    datasets=self.datasets,
-        #    destination_path=self.workdir,
-        #    image_formats=["pdf", "png"],
-        #)
+        if self.response:
+            self.response.update_status("Performing PCMCI analysis", 66)
+        pcmci_results = self.run_pcmci_analysis()
+
+        if self.response:
+            self.response.update_status("Postprocessing PCMCI", 80)
+        self.plot_pcmci, self.details_pcmci = run_postprocessing_pcmci(
+            results_pcmci=pcmci_results,
+            target_column_name=self.target_column_name,
+            datasets=self.datasets,
+            destination_path=self.workdir,
+            image_formats=["pdf", "png"],
+        )
         if self.response:
             self.response.update_status("Postprocessing TEFS", 90)
         self.plot_tefs, self.details_tefs = run_postprocessing_tefs(
@@ -286,12 +285,12 @@ def run(self):
             destination_path=self.workdir,
             image_formats=["pdf", "png"],
         )
-        #if self.response:
-        #    self.response.update_status("Postprocessing TEFS Wrapper", 95)
-        #self.plot_tefs_wrapper, self.details_tefs_wrapper = run_postprocessing_tefs_wrapper(
-        #    results_tefs=tefs_results,
-        #    target_column_name=self.target_column_name,
-        #    datasets=self.datasets,
-        #    destination_path=self.workdir,
-        #    image_formats=["pdf", "png"],
-        #)
+        if self.response:
+            self.response.update_status("Postprocessing TEFS Wrapper", 95)
+        self.plot_tefs_wrapper, self.details_tefs_wrapper = run_postprocessing_tefs_wrapper(
+            results_tefs=tefs_results,
+            target_column_name=self.target_column_name,
+            datasets=self.datasets,
+            destination_path=self.workdir,
+            image_formats=["pdf", "png"],
+        )
diff --git a/hawk/analysis/postprocessing.py b/hawk/analysis/postprocessing.py
index 4f822c9..f17d027 100644
--- a/hawk/analysis/postprocessing.py
+++ b/hawk/analysis/postprocessing.py
@@ -12,6 +12,7 @@
 from .file_management import save_to_pkl_file
 from .pcmci_tools import get_connected_variables
 
+
 # Adjusted custom sort key function to handle lag sequences and replace them with the last lag
 def general_custom_sort_key(s):
     # Find all sequences like [0,1], [1,2,3,5,6], etc.
@@ -262,7 +263,7 @@ def run_postprocessing_pcmci(
         plt.savefig(target_file_plot, bbox_inches="tight")
         target_file_plots[image_format] = target_file_plot
     plt.close(fig)
-    
+
     print(f"PCMCI results details: {results_table_pcmci}")
 
     return target_file_plots, target_file_results_details
@@ -349,7 +350,7 @@ def run_postprocessing_tefs(
     # Export the file to pkl
     target_file_results_details = os.path.join(destination_path, "results_details_te.pkl")
     save_to_pkl_file(target_file_results_details, results_table_te)
-    
+
     print(f"results_table_te: {results_table_te}")
 
     # Feature presences heatmap
diff --git a/hawk/demo/.DS_Store b/hawk/demo/.DS_Store
new file mode 100644
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diff --git a/hawk/demo/Ticino_test.csv b/hawk/demo/Ticino_test.csv
index 5df3a86..c841a18 100644
--- a/hawk/demo/Ticino_test.csv
+++ b/hawk/demo/Ticino_test.csv
@@ -1,229 +1,229 @@
 cyclostationary_mean_tg_0,cyclostationary_mean_HS_0,cyclostationary_mean_rr_4w_0,cyclostat_level_Maggiore_16w,cyclostat_level_Lugano,cyclostationary_mean_tg_2,target
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diff --git a/hawk/demo/Ticino_train.csv b/hawk/demo/Ticino_train.csv
index 522a4b1..2e00129 100644
--- a/hawk/demo/Ticino_train.csv
+++ b/hawk/demo/Ticino_train.csv
@@ -1,640 +1,640 @@
 cyclostationary_mean_tg_0,cyclostationary_mean_HS_0,cyclostationary_mean_rr_4w_0,cyclostat_level_Maggiore_16w,cyclostat_level_Lugano,cyclostationary_mean_tg_2,target
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