tests for generate_messages

generate_messages/messages.py

@@ -43,6 +43,8 @@ def get_metrics(project_path, metrics_file):
     :type project_path: str
     :param metrics_file: path to the metrics csv file
     :type metrics_file: str
+    :return: dataframe of metrics, existing metrics columns (columns of the dataframe minus metadata columns)
+    :rtype: pandas.Dataframe, list[str]
     """
     project = ChildProject(project_path)
     am = AnnotationManager(project)
@@ -69,18 +71,15 @@ def fill_template(template_key, messages, metrics_evolution):
     """
     given the full list of templates, a template key and a measure of the evolution of the metric,
     returns the wanted template filled with the correct evolution indication
-    :param template_key: template to consider contained into the full list in 'messages'
-    :type template_key: str
+    :param template_key: positive or negative evolution of metrics, used to select a master template
+    :type template_key: [bool, bool]
     :param messages: dictionary of templates (taken from yaml file)
     :type messages: dict
-    :param metrics_evolution:
-    :type metrics_evolution:
+    :param metrics_evolution: list of tuple containing each metric and its evolution
+    :type metrics_evolution: [(str, float, bool),(str, float, bool)]
     :return: filled template
     :rtype: str
     """
-    print(template_key)
-    print(messages)
-    print(metrics_evolution)
     
     template = messages['_{}_{}'.format(*template_key)]
 
@@ -99,16 +98,19 @@ def fill_template(template_key, messages, metrics_evolution):
 
 def build_messages(metrics_recordings, metrics_columns, message_file_path, date):
     """
-    :param metrics_recordings:
-    :type metrics_recordings:
-    :param metrics_columns:
-    :type metrics_columns:
-    :param message_file_path:
-    :type message_file_path:
-    :param date:
+    from a datadrame of computed metrics and a date, computes the evolution of all metrics,
+    computes the metric evolution between the considered date and the previous one,
+    then builds the messages to output based on those evolution
+    :param metrics_recordings: Dataframe of the metrics computed for the dataset
+    :type metrics_recordings: pandas.Dataframe
+    :param metrics_columns: list of all metrics labels present in the file
+    :type metrics_columns: list[str]
+    :param message_file_path: path to the yaml where templates are stored
+    :type message_file_path: str
+    :param date: date for which to build the messages, row belonging to another date will not generate messages
     :type date: str
-    :return:
-    :rtype:
+    :return: dataframe containing messages associated with a recording filename
+    :rtype: pandas.Dataframe
     """
     try:
         date = datetime.strptime(date, "%Y%m%d").strftime("%Y-%m-%d")
@@ -166,12 +168,14 @@ def build_messages(metrics_recordings, metrics_columns, message_file_path, date)
 
 def generate_messages(project_path, metrics_file, message_definition, date):
     """
-    :param project_path:
-    :type project_path:
-    :param metrics_file:
-    :type metrics_file:
-    :param message_definition:
-    :type message_definition:
+    given a path to a dataset, to a metrics file and a message definition yaml file,
+    creates all the messages for a given date, then stores it in the dataset (extra/messages/generated/messages_YYYYMMDD.csv)
+    :param project_path: path to childproject dataset
+    :type project_path: str
+    :param metrics_file: path to the extracted metrics
+    :type metrics_file: str
+    :param message_definition: path to the file defining the messages templates
+    :type message_definition: str
     :param date: date in format YYYYMMDD for which to generate messages
     :type date: str
     """

tests/data/mockup_messages/children.csv

@@ -0,0 +1,319 @@
+"experiment","child_id","child_dob"
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+"Uruguayan_Chatbot_2022","chi_B84","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_B85","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_A73","1000-01-01"
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+"Uruguayan_Chatbot_2022","chi_B65","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_A0","1000-01-01"
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+"Uruguayan_Chatbot_2022","chi_A9","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_A94","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_B25","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_A49","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_A38","1000-01-01"
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+"Uruguayan_Chatbot_2022","chi_A86","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_A16","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_59898748595","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_0000000001","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_0000000002","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_59898323799","1000-01-01"
+"Uruguayan_Chatbot_2022","chi_59899909085","1000-01-01"

tests/data/mockup_messages/messages_20220117.csv

@@ -0,0 +1,7 @@
+"recording_filename";"message"
+"20220117/12T_Audio-2-familia-12T-lectura-01_20220117_000000.wav";"Esta vez hubo mas ida y vuelta y tu hijo habló más. muy bien!"
+"20220117/14T_Audio-1-familia-14T-CP-2020-04_20220117_000000.wav";"Tu hijo habló más, muy bien! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas."
+"20220117/2_Audio-2-Familia-2-Focus-Group-CP-01_20220117_000000.wav";"Esta vez hubo mas ida y vuelta y tu hijo habló más. muy bien!"
+"20220117/234T_Audio-1-familia-234T-CP-2020-04_20220117_000000.wav";"Tu hijo habló más, muy bien! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas."
+"20220117/23T_Audio-2-familia-23T-alimentacion-02_20220117_000000.wav";"Tu hijo habló más, muy bien! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas."
+"20220117/6T_Audio-1-familia-6T-CP-2020-04_20220117_000000.wav";"Esta vez hubo mas ida y vuelta y tu hijo habló más. muy bien!"

tests/data/mockup_messages/messages_20220207.csv

@@ -0,0 +1,7 @@
+"recording_filename";"message"
+"20220207/12T_Audio-2-familia-12T-lectura-04_20220207_000000.wav";"Qué bueno que hayas tomado un rato para conversar con tu hijo! la proxima vez probá dejar más espacio para que tu hijo hable, por ejemplo haciendo preguntas."
+"20220207/14T_Audio-1-familia-14T-CP-2020-07_20220207_000000.wav";"Qué bueno que hayas tomado un rato para conversar con tu hijo! la proxima vez probá dejar más espacio para que tu hijo hable, por ejemplo haciendo preguntas."
+"20220207/2_Audio-2-Familia-2-Focus-Group-CP-04_20220207_000000.wav";"Qué bueno que hayas tomado un rato para conversar con tu hijo! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas."
+"20220207/234T_Audio-1-familia-234T-CP-2020-07_20220207_000000.wav";"Hubo mas ida y vuelta, muy bien! la proxima vez probá dejar más espacio para que tu hijo hable, por ejemplo haciendo preguntas."
+"20220207/23T_Audio-3-familia-23T-lectura-03_20220207_000000.wav";"Qué bueno que hayas tomado un rato para conversar con tu hijo! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas."
+"20220207/6T_Audio-1-familia-6T-CP-2020-07_20220207_000000.wav";"Qué bueno que hayas tomado un rato para conversar con tu hijo! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas."

tests/data/mockup_messages/metrics.csv

@@ -0,0 +1,413 @@
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tests/data/mockup_messages/recordings.csv

@@ -0,0 +1,413 @@
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+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-01","chi_234T","2021-12-27","00:00:00","unknown","20211227/234T_Audio-1-familia-234T-CP-2020-01_20211227_000000.wav","chi_234T_20211227",60000,"2022-09-08 18:07:32"
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+"Uruguayan_Chatbot_2022","Audio-1-Familia-2-Focus-Group-CP-01","chi_2","2021-12-27","00:00:00","unknown","20211227/2_Audio-1-Familia-2-Focus-Group-CP-01_20211227_000000.wav","chi_2_20211227",60000,"2022-09-08 18:07:32"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-01","chi_6T","2021-12-27","00:00:00","unknown","20211227/6T_Audio-1-familia-6T-CP-2020-01_20211227_000000.wav","chi_6T_20211227",60000,"2022-09-08 18:07:32"
+"Uruguayan_Chatbot_2022","Audio-1-familia-12T-CP-2020-02","chi_12T","2022-01-03","00:00:00","unknown","20220103/12T_Audio-1-familia-12T-CP-2020-02_20220103_000000.wav","chi_12T_20220103",60000,"2022-09-08 18:10:10"
+"Uruguayan_Chatbot_2022","Audio-1-familia-14T-CP-2020-02","chi_14T","2022-01-03","00:00:00","unknown","20220103/14T_Audio-1-familia-14T-CP-2020-02_20220103_000000.wav","chi_14T_20220103",60000,"2022-09-08 18:10:10"
+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-02","chi_234T","2022-01-03","00:00:00","unknown","20220103/234T_Audio-1-familia-234T-CP-2020-02_20220103_000000.wav","chi_234T_20220103",60000,"2022-09-08 18:10:10"
+"Uruguayan_Chatbot_2022","Audio-1-familia-23T-CP-2020-02","chi_23T","2022-01-03","00:00:00","unknown","20220103/23T_Audio-1-familia-23T-CP-2020-02_20220103_000000.wav","chi_23T_20220103",41437,"2022-09-08 18:10:10"
+"Uruguayan_Chatbot_2022","Audio-1-Familia-2-Focus-Group-CP-02","chi_2","2022-01-03","00:00:00","unknown","20220103/2_Audio-1-Familia-2-Focus-Group-CP-02_20220103_000000.wav","chi_2_20220103",60000,"2022-09-08 18:10:10"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-02","chi_6T","2022-01-03","00:00:00","unknown","20220103/6T_Audio-1-familia-6T-CP-2020-02_20220103_000000.wav","chi_6T_20220103",60000,"2022-09-08 18:10:10"
+"Uruguayan_Chatbot_2022","Audio-1-familia-12T-CP-2020-03","chi_12T","2022-01-10","00:00:00","unknown","20220110/12T_Audio-1-familia-12T-CP-2020-03_20220110_000000.wav","chi_12T_20220110",25197,"2022-09-08 18:12:47"
+"Uruguayan_Chatbot_2022","Audio-1-familia-14T-CP-2020-03","chi_14T","2022-01-10","00:00:00","unknown","20220110/14T_Audio-1-familia-14T-CP-2020-03_20220110_000000.wav","chi_14T_20220110",60000,"2022-09-08 18:12:47"
+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-03","chi_234T","2022-01-10","00:00:00","unknown","20220110/234T_Audio-1-familia-234T-CP-2020-03_20220110_000000.wav","chi_234T_20220110",60000,"2022-09-08 18:12:47"
+"Uruguayan_Chatbot_2022","Audio-2-familia-23T-alimentacion-01","chi_23T","2022-01-10","00:00:00","unknown","20220110/23T_Audio-2-familia-23T-alimentacion-01_20220110_000000.wav","chi_23T_20220110",60000,"2022-09-08 18:12:47"
+"Uruguayan_Chatbot_2022","Audio-1-Familia-2-Focus-Group-CP-03","chi_2","2022-01-10","00:00:00","unknown","20220110/2_Audio-1-Familia-2-Focus-Group-CP-03_20220110_000000.wav","chi_2_20220110",857,"2022-09-08 18:12:47"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-03","chi_6T","2022-01-10","00:00:00","unknown","20220110/6T_Audio-1-familia-6T-CP-2020-03_20220110_000000.wav","chi_6T_20220110",60000,"2022-09-08 18:12:47"
+"Uruguayan_Chatbot_2022","Audio-2-familia-12T-lectura-01","chi_12T","2022-01-17","00:00:00","unknown","20220117/12T_Audio-2-familia-12T-lectura-01_20220117_000000.wav","chi_12T_20220117",60000,"2022-09-08 18:15:25"
+"Uruguayan_Chatbot_2022","Audio-1-familia-14T-CP-2020-04","chi_14T","2022-01-17","00:00:00","unknown","20220117/14T_Audio-1-familia-14T-CP-2020-04_20220117_000000.wav","chi_14T_20220117",60000,"2022-09-08 18:15:25"
+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-04","chi_234T","2022-01-17","00:00:00","unknown","20220117/234T_Audio-1-familia-234T-CP-2020-04_20220117_000000.wav","chi_234T_20220117",60000,"2022-09-08 18:15:25"
+"Uruguayan_Chatbot_2022","Audio-2-familia-23T-alimentacion-02","chi_23T","2022-01-17","00:00:00","unknown","20220117/23T_Audio-2-familia-23T-alimentacion-02_20220117_000000.wav","chi_23T_20220117",31500,"2022-09-08 18:15:25"
+"Uruguayan_Chatbot_2022","Audio-2-Familia-2-Focus-Group-CP-01","chi_2","2022-01-17","00:00:00","unknown","20220117/2_Audio-2-Familia-2-Focus-Group-CP-01_20220117_000000.wav","chi_2_20220117",60000,"2022-09-08 18:15:25"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-04","chi_6T","2022-01-17","00:00:00","unknown","20220117/6T_Audio-1-familia-6T-CP-2020-04_20220117_000000.wav","chi_6T_20220117",60000,"2022-09-08 18:15:25"
+"Uruguayan_Chatbot_2022","Audio-2-familia-12T-lectura-02","chi_12T","2022-01-24","00:00:00","unknown","20220124/12T_Audio-2-familia-12T-lectura-02_20220124_000000.wav","chi_12T_20220124",60000,"2022-09-08 18:18:05"
+"Uruguayan_Chatbot_2022","Audio-1-familia-14T-CP-2020-05","chi_14T","2022-01-24","00:00:00","unknown","20220124/14T_Audio-1-familia-14T-CP-2020-05_20220124_000000.wav","chi_14T_20220124",60000,"2022-09-08 18:18:05"
+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-05","chi_234T","2022-01-24","00:00:00","unknown","20220124/234T_Audio-1-familia-234T-CP-2020-05_20220124_000000.wav","chi_234T_20220124",60000,"2022-09-08 18:18:05"
+"Uruguayan_Chatbot_2022","Audio-3-familia-23T-lectura-01","chi_23T","2022-01-24","00:00:00","unknown","20220124/23T_Audio-3-familia-23T-lectura-01_20220124_000000.wav","chi_23T_20220124",60000,"2022-09-08 18:18:05"
+"Uruguayan_Chatbot_2022","Audio-2-Familia-2-Focus-Group-CP-02","chi_2","2022-01-24","00:00:00","unknown","20220124/2_Audio-2-Familia-2-Focus-Group-CP-02_20220124_000000.wav","chi_2_20220124",60000,"2022-09-08 18:18:05"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-05","chi_6T","2022-01-24","00:00:00","unknown","20220124/6T_Audio-1-familia-6T-CP-2020-05_20220124_000000.wav","chi_6T_20220124",60000,"2022-09-08 18:18:05"
+"Uruguayan_Chatbot_2022","Audio-2-familia-12T-lectura-03","chi_12T","2022-01-31","00:00:00","unknown","20220131/12T_Audio-2-familia-12T-lectura-03_20220131_000000.wav","chi_12T_20220131",60000,"2022-09-08 18:20:49"
+"Uruguayan_Chatbot_2022","Audio-1-familia-14T-CP-2020-06","chi_14T","2022-01-31","00:00:00","unknown","20220131/14T_Audio-1-familia-14T-CP-2020-06_20220131_000000.wav","chi_14T_20220131",60000,"2022-09-08 18:20:49"
+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-06","chi_234T","2022-01-31","00:00:00","unknown","20220131/234T_Audio-1-familia-234T-CP-2020-06_20220131_000000.wav","chi_234T_20220131",60000,"2022-09-08 18:20:49"
+"Uruguayan_Chatbot_2022","Audio-3-familia-23T-lectura-02","chi_23T","2022-01-31","00:00:00","unknown","20220131/23T_Audio-3-familia-23T-lectura-02_20220131_000000.wav","chi_23T_20220131",60000,"2022-09-08 18:20:49"
+"Uruguayan_Chatbot_2022","Audio-2-Familia-2-Focus-Group-CP-03","chi_2","2022-01-31","00:00:00","unknown","20220131/2_Audio-2-Familia-2-Focus-Group-CP-03_20220131_000000.wav","chi_2_20220131",60000,"2022-09-08 18:20:49"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-06","chi_6T","2022-01-31","00:00:00","unknown","20220131/6T_Audio-1-familia-6T-CP-2020-06_20220131_000000.wav","chi_6T_20220131",60000,"2022-09-08 18:20:49"
+"Uruguayan_Chatbot_2022","Audio-2-familia-12T-lectura-04","chi_12T","2022-02-07","00:00:00","unknown","20220207/12T_Audio-2-familia-12T-lectura-04_20220207_000000.wav","chi_12T_20220207",60000,"2022-09-08 18:23:29"
+"Uruguayan_Chatbot_2022","Audio-1-familia-14T-CP-2020-07","chi_14T","2022-02-07","00:00:00","unknown","20220207/14T_Audio-1-familia-14T-CP-2020-07_20220207_000000.wav","chi_14T_20220207",60000,"2022-09-08 18:23:29"
+"Uruguayan_Chatbot_2022","Audio-1-familia-234T-CP-2020-07","chi_234T","2022-02-07","00:00:00","unknown","20220207/234T_Audio-1-familia-234T-CP-2020-07_20220207_000000.wav","chi_234T_20220207",53106,"2022-09-08 18:23:29"
+"Uruguayan_Chatbot_2022","Audio-3-familia-23T-lectura-03","chi_23T","2022-02-07","00:00:00","unknown","20220207/23T_Audio-3-familia-23T-lectura-03_20220207_000000.wav","chi_23T_20220207",47680,"2022-09-08 18:23:29"
+"Uruguayan_Chatbot_2022","Audio-2-Familia-2-Focus-Group-CP-04","chi_2","2022-02-07","00:00:00","unknown","20220207/2_Audio-2-Familia-2-Focus-Group-CP-04_20220207_000000.wav","chi_2_20220207",59157,"2022-09-08 18:23:29"
+"Uruguayan_Chatbot_2022","Audio-1-familia-6T-CP-2020-07","chi_6T","2022-02-07","00:00:00","unknown","20220207/6T_Audio-1-familia-6T-CP-2020-07_20220207_000000.wav","chi_6T_20220207",23117,"2022-09-08 18:23:29"
+"Uruguayan_Chatbot_2022","Audio-2-familia-12T-lectura-05","chi_12T","2022-02-14","00:00:00","unknown","20220214/12T_Audio-2-familia-12T-lectura-05_20220214_000000.wav","chi_12T_20220214",60000,"2022-09-08 18:26:03"
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tests/test_generateMessages.py

@@ -8,6 +8,7 @@ import sys
 import pytest
 import shutil
 import pandas as pd
+import yaml
 
 fpath = os.path.join(os.path.dirname(__file__),'..', 'generate_messages')
 sys.path.append(fpath)
@@ -17,6 +18,10 @@ import generate_messages.messages as msg
 TEST_DATASET_PATH = os.path.join('tests','test_dataset') #dataset to use for tests changing it
 DATASET_PATH = os.path.join('tests','existing_dataset') #dataset already existing, used for tests that don't change it
 
+YAML_PATH = os.path.join(DATASET_PATH, 'extra','messages','definition','metrics_messages.yaml')
+with open(YAML_PATH, 'r') as in_yaml:
+        YAML = yaml.load(in_yaml, Loader=yaml.FullLoader)
+    
 def set_up_dataset():
     if os.path.exists(TEST_DATASET_PATH):
         shutil.rmtree(TEST_DATASET_PATH)
@@ -31,17 +36,79 @@ def test_get_metrics():
     
     assert sorted(cols) == sorted(list_of_metrics_label)
     pd.testing.assert_frame_equal(met_rec, pd.read_csv(os.path.join('tests','data','truth','get_metrics.csv')))
-    
 
-def test_fill_template():
-    pass
+ 
+@pytest.mark.parametrize('key,yml,evol,truth',[
+    ([False, False], YAML, [('chi_adu_turn_transitions', 0.0, False), ('voc_chi_ph', -6.0, False)],'Qué bueno que hayas tomado un rato para conversar con tu hijo! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas.'), 
+    ([False, True], YAML, [('voc_chi_ph', 0.0, False), ('chi_adu_turn_transitions', 6.0, True)],'Hubo mas ida y vuelta, muy bien! la proxima vez probá dejar más espacio para que tu hijo hable, por ejemplo haciendo preguntas.'), 
+    ([True, True], YAML, [('chi_adu_turn_transitions', 3.0, True), ('voc_chi_ph', 6.0, True)],'Esta vez hubo mas ida y vuelta y tu hijo habló más. muy bien!'), 
+    ([True, False], YAML, [('voc_chi_ph', 9.0, True), ('chi_adu_turn_transitions', -6.0, False)],'Tu hijo habló más, muy bien! la proxima vez podrías practicar que haya más ida y vuelta, por ejemplo preguntando cosas.'), 
+     ])
+def test_fill_template(key,yml,evol,truth):
     
+    res = msg.fill_template(key,yml,evol)
+    print(res)
+    assert truth == res
+  
+#dependent on get_metrics - fill_template
+@pytest.mark.parametrize('date,dateThrow',[
+    ('20220117',False), 
+    ('20220207',False), 
+    ('2022-01-01',True),  
+     ]) 
+def test_build_messages(date, dateThrow):
+
+    if dateThrow:
+        with pytest.raises(ValueError):
+            msg.build_messages(pd.DataFrame(),[],YAML_PATH,date) #wrong date format will throw ValueError
+    else:
+        metrics = pd.read_csv(os.path.join('tests' ,'data','mockup_messages','metrics.csv'))
+        
+        columns = list(set(metrics.columns) - set(['recording_filename', 'child_id']))
+        
+        recordings = pd.read_csv(os.path.join('tests', 'data', 'mockup_messages','recordings.csv'))
+        
+        metrics_recordings = pd.merge(metrics, recordings, on='recording_filename', suffixes=('', '_drop'))
+        metrics_recordings.drop([col for col in metrics_recordings.columns if 'drop' in col], axis=1, inplace=True)
     
-def test_build_messages():
-    pass
+        # Handle file with the same child_id that have the same date -> keep the longest one
+        metrics_recordings = (metrics_recordings.groupby(['child_id', 'date_iso'], as_index=False)
+                              # Keep only the first segment for each candidate speaker
+                              .apply(lambda rows: (rows.sort_values(by='start_time', ascending=False) # take last instead
+                                                  .head(n=1))))
+        
+        messages = msg.build_messages(metrics_recordings, columns, YAML_PATH, date)
+        
+        truth = pd.read_csv(os.path.join('tests', 'data', 'mockup_messages', 'messages_{}.csv'.format(date)), sep=';')
+        
+        pd.testing.assert_frame_equal(messages, truth, check_like=True)
+   
 
+     
+#dependent on build_messages - get_metrics - fill_template
 def test_generate_messages():
-    pass
+    set_up_dataset()
+    data_path = os.path.join('tests','data', 'mockup_messages')
+    metadata_path = os.path.join(TEST_DATASET_PATH,'metadata')
+    shutil.copyfile(os.path.join(data_path,'recordings.csv'), os.path.join(metadata_path, 'recordings.csv'))
+    shutil.copyfile(os.path.join(data_path,'children.csv'), os.path.join(metadata_path,'children.csv'))
+    shutil.copyfile(os.path.join(data_path,'annotations.csv'), os.path.join(metadata_path,'annotations.csv'))
+    
+    date1 = '20220117'  
+    msg.generate_messages(TEST_DATASET_PATH, os.path.join(data_path,'metrics.csv'), YAML_PATH, date1)
+    messages1 = pd.read_csv(os.path.join(TEST_DATASET_PATH, 'extra','messages','generated','messages_{}.csv'.format(date1)), sep=';')
+    
+    date2 = '20220207'
+    msg.generate_messages(TEST_DATASET_PATH, os.path.join(data_path,'metrics.csv'), YAML_PATH, date2)
+    messages2 = pd.read_csv(os.path.join(TEST_DATASET_PATH, 'extra','messages','generated','messages_{}.csv'.format(date2)), sep=';')
+    
+    truth1 = pd.read_csv(os.path.join('tests', 'data', 'mockup_messages', 'messages_{}.csv'.format(date1)), sep=';')
+    
+    truth2 = pd.read_csv(os.path.join('tests', 'data', 'mockup_messages', 'messages_{}.csv'.format(date2)), sep=';')
+        
+    pd.testing.assert_frame_equal(messages1, truth1, check_like=True)
+    
+    pd.testing.assert_frame_equal(messages2, truth2, check_like=True)
     
 ##########################################