KashyapiNagaHarshitha commited on
Commit
7b40883
·
verified ·
1 Parent(s): 1147d82

Update Background_Substraction.py

Browse files
Files changed (1) hide show
  1. Background_Substraction.py +125 -1
Background_Substraction.py CHANGED
@@ -50,6 +50,8 @@ warnings.filterwarnings('ignore', category= UserWarning)
50
 
51
  #set_name = 'Set_A'
52
  #set_name = 'test'
 
 
53
  present_dir = os.path.dirname(os.path.realpath(__file__))
54
 
55
  input_path = os.path.join(present_dir, 'wetransfer_data-zip_2024-05-17_1431')
@@ -104,7 +106,6 @@ print('output_images_dir :', output_images_dir)
104
  print('metadata_dir :', metadata_dir)
105
  print('metadata_images_dir :', metadata_images_dir)
106
 
107
-
108
  # ## II.3. FILES
109
  #Don't forget to put your data in the projname_data directory !
110
  # ### II.3.1. METADATA
@@ -137,6 +138,67 @@ compare_headers(exp_cols, metadata.columns.values, "Marker metadata file")
137
  metadata = metadata.dropna()
138
  metadata.head()
139
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
140
 
141
  # ### II.3.2. NOT_INTENSITIES
142
 
@@ -170,6 +232,68 @@ verify_line_no(filename, len(not_intensities))
170
  # Print to console
171
  print("not_intensities =\n", not_intensities)
172
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
173
 
174
  # ### II.3.3. FULL_TO_SHORT_COLUMN_NAMES
175
 
 
50
 
51
  #set_name = 'Set_A'
52
  #set_name = 'test'
53
+
54
+ '''
55
  present_dir = os.path.dirname(os.path.realpath(__file__))
56
 
57
  input_path = os.path.join(present_dir, 'wetransfer_data-zip_2024-05-17_1431')
 
106
  print('metadata_dir :', metadata_dir)
107
  print('metadata_images_dir :', metadata_images_dir)
108
 
 
109
  # ## II.3. FILES
110
  #Don't forget to put your data in the projname_data directory !
111
  # ### II.3.1. METADATA
 
138
  metadata = metadata.dropna()
139
  metadata.head()
140
 
141
+ '''
142
+ import os
143
+
144
+ # Get the current script directory
145
+ present_dir = os.path.dirname(os.path.realpath(__file__))
146
+
147
+ # Define the input path
148
+ input_path = os.path.join(present_dir, 'wetransfer_data-zip_2024-05-17_1431')
149
+ base_dir = input_path
150
+ set_path = 'test'
151
+ selected_metadata_files = ['Slide_B_DD1s1.one_1.tif.csv', 'Slide_B_DD1s1.one_2.tif.csv']
152
+ ls_samples = ['Ashlar_Exposure_Time.csv', 'new_data.csv', 'DD3S1.csv', 'DD3S2.csv', 'DD3S3.csv', 'TMA.csv']
153
+
154
+ set_name = set_path
155
+
156
+ # Project and step names
157
+ project_name = set_name # Project name
158
+ step_suffix = 'bs' # Current part (here part II)
159
+ previous_step_suffix_long = "_qc_eda" # Previous part (here QC/EDA NOTEBOOK)
160
+
161
+ # Initial input data directory
162
+ input_data_dir = os.path.join(base_dir, project_name + previous_step_suffix_long)
163
+
164
+ # Define writable directory
165
+ writable_directory = '/tmp'
166
+
167
+ # BS output directories redirected to writable directory
168
+ output_data_dir = os.path.join(writable_directory, project_name + "_" + step_suffix)
169
+ # BS images subdirectory redirected to writable directory
170
+ output_images_dir = os.path.join(output_data_dir, "images")
171
+
172
+ # Metadata directories
173
+ metadata_dir = os.path.join(base_dir, project_name + "_metadata")
174
+ # images subdirectory
175
+ metadata_images_dir = os.path.join(metadata_dir, "images")
176
+
177
+ # Ensure the output directories exist
178
+ os.makedirs(output_data_dir, exist_ok=True)
179
+ os.makedirs(output_images_dir, exist_ok=True)
180
+
181
+ # Print paths to verify
182
+ print("Input Data Directory:", input_data_dir)
183
+ print("Output Data Directory:", output_data_dir)
184
+ print("Output Images Directory:", output_images_dir)
185
+ print("Metadata Directory:", metadata_dir)
186
+ print("Metadata Images Directory:", metadata_images_dir)
187
+
188
+ # Example of writing a file to the new output directory
189
+ example_data = {'Column1': [1, 2, 3], 'Column2': ['A', 'B', 'C']}
190
+ example_df = pd.DataFrame(example_data)
191
+
192
+ output_file_path = os.path.join(output_data_dir, 'example_output.csv')
193
+
194
+ try:
195
+ example_df.to_csv(output_file_path, index=False)
196
+ print(f"Output written successfully to {output_file_path}")
197
+ except PermissionError as e:
198
+ print(f"Permission denied: Unable to write the file at {output_file_path}. Error: {e}")
199
+ except Exception as e:
200
+ print(f"An error occurred: {e}")
201
+
202
 
203
  # ### II.3.2. NOT_INTENSITIES
204
 
 
232
  # Print to console
233
  print("not_intensities =\n", not_intensities)
234
 
235
+ import os
236
+ import pandas as pd
237
+
238
+ # Function to compare headers (assuming you have this function defined in your my_modules.py)
239
+ def compare_headers(expected, actual, description):
240
+ missing = [col for col in expected if col not in actual]
241
+ if missing:
242
+ print(f"WARNING: Missing expected columns in {description}: {missing}")
243
+ else:
244
+ print(f"All expected columns are present in {description}.")
245
+
246
+ # Get the current script directory
247
+ present_dir = os.path.dirname(os.path.realpath(__file__))
248
+
249
+ # Define the input path
250
+ input_path = os.path.join(present_dir, 'wetransfer_data-zip_2024-05-17_1431')
251
+ base_dir = input_path
252
+ set_path = 'test'
253
+
254
+ # Project and step names
255
+ project_name = set_path # Project name
256
+ previous_step_suffix_long = "_qc_eda" # Previous part (here QC/EDA NOTEBOOK)
257
+
258
+ # Initial input data directory
259
+ input_data_dir = os.path.join(base_dir, project_name + previous_step_suffix_long)
260
+
261
+ # Metadata directories
262
+ metadata_dir = os.path.join(base_dir, project_name + "_metadata")
263
+ metadata_images_dir = os.path.join(metadata_dir, "images")
264
+
265
+ # Define writable directory
266
+ writable_directory = '/tmp'
267
+
268
+ # Check and read metadata file
269
+ filename = "marker_intensity_metadata.csv"
270
+ filename = os.path.join(metadata_dir, filename)
271
+
272
+ # Check if the file exists
273
+ if not os.path.exists(filename):
274
+ print("WARNING: Could not find desired file: " + filename)
275
+ else:
276
+ print("The", filename, "file was imported for further analysis!")
277
+
278
+ # Open, read in information
279
+ metadata = pd.read_csv(filename)
280
+
281
+ # Verify headers
282
+ exp_cols = ['Round', 'Target', 'Channel', 'target_lower', 'full_column', 'marker', 'localisation']
283
+ compare_headers(exp_cols, metadata.columns.values, "Marker metadata file")
284
+
285
+ metadata = metadata.dropna()
286
+ print(metadata.head())
287
+
288
+ # Example of writing to the writable directory
289
+ output_file_path = os.path.join(writable_directory, 'processed_metadata.csv')
290
+ try:
291
+ metadata.to_csv(output_file_path, index=False)
292
+ print(f"Processed metadata written successfully to {output_file_path}")
293
+ except PermissionError as e:
294
+ print(f"Permission denied: Unable to write the file at {output_file_path}. Error: {e}")
295
+ except Exception as e:
296
+ print(f"An error occurred: {e}")
297
 
298
  # ### II.3.3. FULL_TO_SHORT_COLUMN_NAMES
299