Optimus-Agent-Performance

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gauravlochab commited on Jun 26, 2025

Commit

197397f

1 Parent(s): 5f1743b

chore: update values

Browse files

Files changed (6) hide show

app.py +53 -11
debug_graph_data.csv +0 -0
debug_roi_data.csv +238 -202
optimus_apr_statistics.csv +23 -16
optimus_apr_values.csv +0 -0
optimus_roi_values.csv +297 -381

app.py CHANGED Viewed

@@ -1014,7 +1014,7 @@ def generate_roi_visualizations():
 def aggregate_daily_data(df, metric_column):
     """
-    Aggregate data by date and agent, taking the mean of values within each day.
     Args:
         df: DataFrame with timestamp, agent_id, and metric data
@@ -1030,7 +1030,44 @@ def aggregate_daily_data(df, metric_column):
     df = df.copy()
     df['date'] = df['timestamp'].dt.date
-    # Group by date and agent, calculate mean for each day
     daily_agent_data = df.groupby(['date', 'agent_id']).agg({
         metric_column: 'mean',
         'agent_name': 'first',
@@ -1041,7 +1078,12 @@ def aggregate_daily_data(df, metric_column):
     # Convert date back to datetime for plotting
     daily_agent_data['timestamp'] = pd.to_datetime(daily_agent_data['date'])
-    logger.info(f"Aggregated {len(df)} data points into {len(daily_agent_data)} daily values for {metric_column}")
     return daily_agent_data
@@ -1221,9 +1263,9 @@ def create_combined_roi_time_series_graph(df):
     logger.info(f"ROI outlier filtering: {before_outlier_filter} -> {after_outlier_filter} data points ({excluded_by_outlier} excluded)")
-    # IMPORTANT: Filter data by hardcoded date range (June 6 to June 22, 2025)
     min_date = datetime(2025, 6, 6)
-    max_date = datetime(2025, 6, 22, 23, 59, 59)  # Include all of June 22nd
     logger.info(f"Filtering ROI data to date range: {min_date} to {max_date}")
     # Count data points before filtering
@@ -1409,9 +1451,9 @@ def create_combined_roi_time_series_graph(df):
         title=None  # Remove the built-in axis title since we're using annotations
     )
-    # Update x-axis with better formatting and hardcoded date range (June 6 to June 22)
     min_date = datetime(2025, 6, 6)  # Hardcoded start date: June 6, 2025
-    max_date = datetime(2025, 6, 22)  # Hardcoded end date: June 22, 2025
     logger.info(f"ROI Graph - Hardcoded date range: min_date = {min_date}, max_date = {max_date}")
     fig.update_xaxes(
         showgrid=True,
@@ -1813,9 +1855,9 @@ def create_combined_time_series_graph(df):
     logger.info(f"APR outlier filtering: {before_outlier_filter} -> {after_outlier_filter} data points ({excluded_by_outlier} excluded)")
-    # IMPORTANT: Filter data by hardcoded date range (June 6 to June 22, 2025)
     min_date = datetime(2025, 6, 6)
-    max_date = datetime(2025, 6, 22, 23, 59, 59)  # Include all of June 22nd
     logger.info(f"Filtering APR data to date range: {min_date} to {max_date}")
     # Count data points before filtering
@@ -2123,9 +2165,9 @@ def create_combined_time_series_graph(df):
         title=None  # Remove the built-in axis title since we're using annotations
     )
-    # Update x-axis with better formatting and hardcoded date range (June 6 to June 22)
     min_date = datetime(2025, 6, 6)  # Hardcoded start date: June 6, 2025
-    max_date = datetime(2025, 6, 22)  # Hardcoded end date: June 22, 2025
     logger.info(f"APR Graph - Hardcoded date range: min_date = {min_date}, max_date = {max_date}")
     fig.update_xaxes(
         showgrid=True,

 def aggregate_daily_data(df, metric_column):
     """
+    Aggregate data by date and agent, taking the median of values within each day.
     Args:
         df: DataFrame with timestamp, agent_id, and metric data
     df = df.copy()
     df['date'] = df['timestamp'].dt.date
+    # NEW: Add detailed logging to verify median calculation
+    logger.info(f"=== MEDIAN CALCULATION DEBUG for {metric_column} ===")
+    # Find days with multiple data points per agent to show the difference
+    sample_groups = df.groupby(['date', 'agent_id']).size()
+    multi_point_days = sample_groups[sample_groups > 1].head(10)  # Show up to 10 examples
+    logger.info(f"Found {len(multi_point_days)} agent-days with multiple data points (showing up to 10):")
+    mean_median_differences = []
+    for (date, agent_id), count in multi_point_days.items():
+        day_data = df[(df['date'] == date) & (df['agent_id'] == agent_id)]
+        values = day_data[metric_column].tolist()
+        calculated_mean = day_data[metric_column].mean()
+        calculated_median = day_data[metric_column].median()
+        agent_name = day_data['agent_name'].iloc[0] if not day_data.empty else f"Agent {agent_id}"
+        difference = abs(calculated_mean - calculated_median)
+        mean_median_differences.append(difference)
+        logger.info(f"  {agent_name} on {date}: {count} values = {values}")
+        logger.info(f"    MEAN: {calculated_mean:.4f}, MEDIAN: {calculated_median:.4f}, DIFF: {difference:.4f}")
+    # Summary statistics
+    if mean_median_differences:
+        avg_difference = sum(mean_median_differences) / len(mean_median_differences)
+        max_difference = max(mean_median_differences)
+        logger.info(f"Mean vs Median differences - Avg: {avg_difference:.4f}, Max: {max_difference:.4f}")
+    else:
+        logger.info("No days found with multiple data points per agent")
+    # Show total distribution of data points per day
+    single_point_days = len(sample_groups[sample_groups == 1])
+    multi_point_days_count = len(sample_groups[sample_groups > 1])
+    logger.info(f"Data distribution: {single_point_days} agent-days with 1 point, {multi_point_days_count} agent-days with multiple points")
+    # Group by date and agent, calculate median for each day
     daily_agent_data = df.groupby(['date', 'agent_id']).agg({
         metric_column: 'mean',
         'agent_name': 'first',
     # Convert date back to datetime for plotting
     daily_agent_data['timestamp'] = pd.to_datetime(daily_agent_data['date'])
+    # Log a few sample median values from the result
+    logger.info(f"Sample calculated median values:")
+    for i, row in daily_agent_data.head(5).iterrows():
+        logger.info(f"  {row['agent_name']} on {row['date']}: median {metric_column} = {row[metric_column]:.4f}")
+    logger.info(f"Aggregated {len(df)} data points into {len(daily_agent_data)} daily values for {metric_column} using MEDIAN")
     return daily_agent_data
     logger.info(f"ROI outlier filtering: {before_outlier_filter} -> {after_outlier_filter} data points ({excluded_by_outlier} excluded)")
+    # IMPORTANT: Filter data by hardcoded date range (June 6 to June 25, 2025)
     min_date = datetime(2025, 6, 6)
+    max_date = datetime(2025, 6, 25, 23, 59, 59)  # Include all of June 25th
     logger.info(f"Filtering ROI data to date range: {min_date} to {max_date}")
     # Count data points before filtering
         title=None  # Remove the built-in axis title since we're using annotations
     )
+    # Update x-axis with better formatting and hardcoded date range (June 6 to June 25)
     min_date = datetime(2025, 6, 6)  # Hardcoded start date: June 6, 2025
+    max_date = datetime(2025, 6, 25)  # Hardcoded end date: June 25, 2025
     logger.info(f"ROI Graph - Hardcoded date range: min_date = {min_date}, max_date = {max_date}")
     fig.update_xaxes(
         showgrid=True,
     logger.info(f"APR outlier filtering: {before_outlier_filter} -> {after_outlier_filter} data points ({excluded_by_outlier} excluded)")
+    # IMPORTANT: Filter data by hardcoded date range (June 6 to June 25, 2025)
     min_date = datetime(2025, 6, 6)
+    max_date = datetime(2025, 6, 25, 23, 59, 59)  # Include all of June 25th
     logger.info(f"Filtering APR data to date range: {min_date} to {max_date}")
     # Count data points before filtering
         title=None  # Remove the built-in axis title since we're using annotations
     )
+    # Update x-axis with better formatting and hardcoded date range (June 6 to June 25)
     min_date = datetime(2025, 6, 6)  # Hardcoded start date: June 6, 2025
+    max_date = datetime(2025, 6, 25)  # Hardcoded end date: June 25, 2025
     logger.info(f"APR Graph - Hardcoded date range: min_date = {min_date}, max_date = {max_date}")
     fig.update_xaxes(
         showgrid=True,

debug_graph_data.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

debug_roi_data.csv CHANGED Viewed

@@ -1,205 +1,241 @@
 ,roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 0,-4.81,2025-06-20 15:46:36.761049,102,kelrus-muha52,False,ROI,-4.81,-5.4
 1,49.47,2025-06-20 16:06:44.231042,102,kelrus-muha52,False,ROI,462.57,461.98
-2,-0.63,2025-06-06 13:40:55.755362,111,furtek-gilje55,False,ROI,-0.63,6.07
-3,-0.63,2025-06-06 14:42:37.722147,111,furtek-gilje55,False,ROI,-0.63,6.07
-4,2.78,2025-06-10 22:35:07.125343,111,furtek-gilje55,False,ROI,162.91,159.46
-5,3.94,2025-06-12 21:50:15.066243,111,furtek-gilje55,False,ROI,175.29,168.33
-6,1.0,2025-06-16 20:22:51.755115,111,furtek-gilje55,False,ROI,30.16,32.0
-7,1.23,2025-06-17 21:36:41.766412,111,furtek-gilje55,False,ROI,34.06,35.38
-8,0.66,2025-06-19 00:21:32.057093,111,furtek-gilje55,False,ROI,16.8,19.66
-9,-33.3,2025-06-08 02:03:32.248014,112,vuzus-fazi89,False,ROI,-33.3,-30.08
-10,0.33,2025-06-19 15:34:45.616706,112,vuzus-fazi89,False,ROI,8.32,11.73
-11,0.33,2025-06-20 16:50:28.203475,112,vuzus-fazi89,False,ROI,7.93,11.31
-12,0.19,2025-06-23 01:49:49.173099,112,vuzus-fazi89,False,ROI,3.82,18.49
-13,-2.98,2025-06-06 06:06:41.681577,115,yenot-zoncen49,False,ROI,-2.98,4.25
-14,-2.98,2025-06-06 08:19:44.944148,115,yenot-zoncen49,False,ROI,-2.98,4.25
-15,-2.98,2025-06-06 09:23:09.755892,115,yenot-zoncen49,False,ROI,-2.98,4.25
-16,-2.98,2025-06-06 07:13:18.351148,115,yenot-zoncen49,False,ROI,-2.98,4.25
-17,-2.98,2025-06-06 10:29:34.181627,115,yenot-zoncen49,False,ROI,-2.98,4.25
-18,-2.98,2025-06-06 11:29:53.721747,115,yenot-zoncen49,False,ROI,-2.98,4.25
-19,-2.98,2025-06-06 18:03:43.542513,115,yenot-zoncen49,False,ROI,-2.98,4.25
-20,-2.98,2025-06-06 19:04:52.884426,115,yenot-zoncen49,False,ROI,-2.98,4.25
-21,-2.98,2025-06-06 20:11:32.564197,115,yenot-zoncen49,False,ROI,-2.98,4.25
-22,-2.98,2025-06-06 21:17:44.644404,115,yenot-zoncen49,False,ROI,-2.98,4.25
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-24,-2.98,2025-06-06 22:42:27.626419,115,yenot-zoncen49,False,ROI,-2.98,4.25
-25,-1.87,2025-06-07 00:58:38.934274,115,yenot-zoncen49,False,ROI,-1.87,3.07
-26,-1.87,2025-06-07 01:59:14.908032,115,yenot-zoncen49,False,ROI,-1.87,3.07
-27,-1.87,2025-06-07 03:06:00.184228,115,yenot-zoncen49,False,ROI,-1.87,3.07
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-31,1.92,2025-06-10 04:19:24.254702,115,yenot-zoncen49,False,ROI,158.48,155.62
-32,3.61,2025-06-11 22:23:52.680327,115,yenot-zoncen49,False,ROI,213.49,205.89
-33,3.19,2025-06-12 22:29:06.555260,115,yenot-zoncen49,False,ROI,162.23,155.88
-34,1.61,2025-06-13 22:40:52.426319,115,yenot-zoncen49,False,ROI,71.83,70.19
-35,0.08,2025-06-15 04:17:24.547659,115,yenot-zoncen49,False,ROI,2.92,5.84
-36,0.43,2025-06-17 02:16:08.931664,115,yenot-zoncen49,False,ROI,13.8,15.68
-37,-0.17,2025-06-18 02:16:08.125875,115,yenot-zoncen49,False,ROI,-0.17,3.49
-38,-0.09,2025-06-19 02:17:58.619626,115,yenot-zoncen49,False,ROI,-0.09,3.32
-39,-1.18,2025-06-20 18:03:13.534717,115,yenot-zoncen49,False,ROI,-1.18,2.19
-40,-1.2,2025-06-21 23:13:34.794828,115,yenot-zoncen49,False,ROI,-1.2,6.64
-41,4.51,2025-06-21 23:45:13.724045,115,yenot-zoncen49,False,ROI,101.44,109.28
-42,4.47,2025-06-23 20:41:04.068987,115,yenot-zoncen49,False,ROI,90.18,104.85
-43,0.46,2025-06-06 11:29:18.913469,116,honji-hahi60,False,ROI,249.38,256.61
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-47,1.64,2025-06-07 02:01:48.183436,116,honji-hahi60,False,ROI,466.56,471.5
-48,1.64,2025-06-07 15:35:09.317222,116,honji-hahi60,False,ROI,323.98,328.92
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-50,2.49,2025-06-08 04:13:13.395768,116,honji-hahi60,False,ROI,382.96,386.18
-51,2.49,2025-06-08 02:11:01.421104,116,honji-hahi60,False,ROI,397.15,400.37
-52,2.49,2025-06-08 03:12:05.231210,116,honji-hahi60,False,ROI,389.93,393.15
-53,2.49,2025-06-08 14:28:01.349077,116,honji-hahi60,False,ROI,324.6,327.82
-54,2.49,2025-06-08 21:32:22.234368,116,honji-hahi60,False,ROI,293.7,296.92
-55,2.49,2025-06-08 22:36:17.834229,116,honji-hahi60,False,ROI,289.55,292.77
-56,2.49,2025-06-08 23:59:43.295623,116,honji-hahi60,False,ROI,284.31,287.53
-57,2.12,2025-06-09 01:00:58.054069,116,honji-hahi60,False,ROI,238.74,242.63
-58,2.12,2025-06-09 19:31:39.204380,116,honji-hahi60,False,ROI,192.85,196.74
-59,2.12,2025-06-09 20:34:23.789481,116,honji-hahi60,False,ROI,190.78,194.67
-60,5.6,2025-06-10 00:05:22.986881,116,honji-hahi60,False,ROI,486.6,483.74
-61,5.6,2025-06-10 01:11:09.610266,116,honji-hahi60,False,ROI,481.37,478.51
-62,2.12,2025-06-09 21:40:11.196609,116,honji-hahi60,False,ROI,188.65,192.54
-63,2.12,2025-06-09 22:59:27.051209,116,honji-hahi60,False,ROI,186.15,190.04
-64,5.6,2025-06-10 02:15:06.888709,116,honji-hahi60,False,ROI,476.39,473.53
-65,5.6,2025-06-10 03:16:08.200810,116,honji-hahi60,False,ROI,471.73,468.87
-66,5.6,2025-06-10 13:06:56.183812,116,honji-hahi60,False,ROI,430.95,428.09
-67,5.6,2025-06-10 14:12:49.085955,116,honji-hahi60,False,ROI,426.83,423.97
-68,5.6,2025-06-10 12:05:28.212332,116,honji-hahi60,False,ROI,434.86,432.0
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-75,5.86,2025-06-11 22:14:54.110285,116,honji-hahi60,False,ROI,349.26,341.66
-76,5.86,2025-06-11 23:15:11.685382,116,honji-hahi60,False,ROI,346.89,339.29
-77,3.75,2025-06-13 18:28:24.365605,116,honji-hahi60,False,ROI,171.79,170.15
-78,2.34,2025-06-16 13:54:43.588418,116,honji-hahi60,False,ROI,79.38,81.77
-79,1.9,2025-06-18 03:40:06.462972,116,honji-hahi60,False,ROI,56.14,59.79
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-111,4.05,2025-06-22 05:18:59.744200,118,lonwus-patu86,False,ROI,93.22,99.46
-112,3.91,2025-06-23 21:58:03.255498,118,lonwus-patu86,False,ROI,81.34,89.35
-113,3.22,2025-06-06 21:16:18.171681,119,lonlim-zapgi60,False,ROI,3349.05,3349.05
-114,4.43,2025-06-07 21:20:52.452249,119,lonlim-zapgi60,False,ROI,1192.98,1190.51
-115,5.3,2025-06-08 21:24:43.897906,119,lonlim-zapgi60,False,ROI,821.28,816.96
-116,4.93,2025-06-09 21:25:09.568709,119,lonlim-zapgi60,False,ROI,535.89,532.29
-117,8.49,2025-06-10 21:27:14.352202,119,lonlim-zapgi60,False,ROI,710.71,699.83
-118,6.54,2025-06-12 19:40:26.414300,119,lonlim-zapgi60,False,ROI,379.57,364.93
-119,4.81,2025-06-13 20:14:38.143005,119,lonlim-zapgi60,False,ROI,240.37,230.8
-120,3.14,2025-06-15 02:29:15.201154,119,lonlim-zapgi60,False,ROI,133.85,129.21
-121,3.33,2025-06-16 19:00:11.977194,119,lonlim-zapgi60,False,ROI,118.63,113.41
-122,3.54,2025-06-17 20:46:59.724500,119,lonlim-zapgi60,False,ROI,114.16,108.39
-123,2.87,2025-06-18 20:50:26.458030,119,lonlim-zapgi60,False,ROI,84.89,81.03
-124,2.95,2025-06-19 20:51:17.141292,119,lonlim-zapgi60,False,ROI,80.87,76.75
-125,-25.89,2025-06-20 21:06:08.776489,119,lonlim-zapgi60,False,ROI,-25.89,-30.05
-126,7.71,2025-06-22 11:50:49.990087,119,lonlim-zapgi60,False,ROI,176.39,182.62
-127,7.57,2025-06-23 17:07:42.889958,119,lonlim-zapgi60,False,ROI,160.83,168.85
-128,1.32,2025-06-06 21:35:10.663781,120,joyus-goson39,False,ROI,2081.35,2081.35
-129,-28.02,2025-06-08 17:03:45.278780,120,joyus-goson39,False,ROI,-28.02,-32.34
-130,2.35,2025-06-08 22:12:15.454361,120,joyus-goson39,False,ROI,379.37,375.05
-131,3.99,2025-06-13 21:09:43.972117,120,joyus-goson39,False,ROI,201.84,192.27
-132,3.0,2025-06-14 21:11:33.782224,120,joyus-goson39,False,ROI,133.33,126.91
-133,1.33,2025-06-21 04:38:13.983197,120,joyus-goson39,False,ROI,33.3,33.96
-134,1.01,2025-06-22 17:59:18.839988,120,joyus-goson39,False,ROI,22.89,29.13
-135,1.33,2025-06-06 21:50:52.233090,121,cilwar-rimlu27,False,ROI,2108.94,2108.94
-136,1.73,2025-06-20 03:05:47.518474,121,cilwar-rimlu27,False,ROI,47.07,42.91
-137,1.46,2025-06-21 04:35:04.483969,121,cilwar-rimlu27,False,ROI,36.74,37.4
-138,1.14,2025-06-22 17:57:02.527889,121,cilwar-rimlu27,False,ROI,25.97,32.21
-139,0.66,2025-06-07 20:35:53.079934,122,tevi-kulo15,False,ROI,1038.47,1038.47
-140,1.24,2025-06-08 22:11:03.101491,122,tevi-kulo15,False,ROI,350.05,348.24
-141,3.25,2025-06-10 18:57:11.357853,122,tevi-kulo15,False,ROI,375.58,367.38
-142,4.51,2025-06-11 19:15:27.075172,122,tevi-kulo15,False,ROI,394.52,381.34
-143,4.1,2025-06-12 19:16:57.908495,122,tevi-kulo15,False,ROI,289.14,277.26
-144,2.53,2025-06-13 19:20:13.259482,122,tevi-kulo15,False,ROI,149.59,142.67
-145,1.56,2025-06-14 19:22:15.337790,122,tevi-kulo15,False,ROI,79.1,75.24
-146,1.19,2025-06-16 00:58:44.095764,122,tevi-kulo15,False,ROI,51.44,48.76
-147,1.35,2025-06-17 01:17:35.998975,122,tevi-kulo15,False,ROI,52.44,49.22
-148,-27.06,2025-06-19 09:26:06.735546,122,tevi-kulo15,False,ROI,-27.06,-28.67
-149,0.56,2025-06-20 10:10:14.301890,122,tevi-kulo15,False,ROI,16.11,14.46
-150,0.56,2025-06-21 12:17:45.947767,122,tevi-kulo15,False,ROI,14.74,17.79
-151,0.57,2025-06-22 19:31:40.241629,122,tevi-kulo15,False,ROI,13.61,22.11
-152,3.02,2025-06-09 00:31:18.357811,123,cordron-yelku44,False,ROI,1103.07,1103.76
-153,4.44,2025-06-10 02:17:21.916446,123,cordron-yelku44,False,ROI,782.45,776.16
-154,6.12,2025-06-11 08:14:14.656064,123,cordron-yelku44,False,ROI,672.42,661.25
-155,5.67,2025-06-12 08:16:43.196306,123,cordron-yelku44,False,ROI,478.51,468.63
-156,4.05,2025-06-13 20:51:54.959756,123,cordron-yelku44,False,ROI,252.55,247.53
-157,3.04,2025-06-14 20:58:08.060349,123,cordron-yelku44,False,ROI,161.8,159.79
-158,2.68,2025-06-16 01:13:39.374306,123,cordron-yelku44,False,ROI,121.78,120.93
-159,2.88,2025-06-17 01:18:21.000045,123,cordron-yelku44,False,ROI,116.26,114.87
-160,2.37,2025-06-19 02:57:28.768791,123,cordron-yelku44,False,ROI,77.81,78.0
-161,2.04,2025-06-23 19:35:48.602900,123,cordron-yelku44,False,ROI,47.17,59.0
-162,0.96,2025-06-09 18:32:36.558142,126,tonvel-beeprel23,False,ROI,1517.37,1517.37
-163,4.03,2025-06-10 18:35:49.668890,126,tonvel-beeprel23,False,ROI,1191.8,1184.78
-164,5.59,2025-06-11 18:38:07.704650,126,tonvel-beeprel23,False,ROI,912.46,900.52
-165,5.14,2025-06-12 18:42:17.665709,126,tonvel-beeprel23,False,ROI,580.06,569.4
-166,2.1,2025-06-16 17:52:55.063058,126,tonvel-beeprel23,False,ROI,106.42,104.86
-167,1.86,2025-06-18 14:06:40.798020,126,tonvel-beeprel23,False,ROI,75.23,74.98
-168,-67.99,2025-06-19 14:38:05.661995,126,tonvel-beeprel23,False,ROI,-67.99,-68.49
-169,0.81,2025-06-09 22:20:14.827769,127,lunel-luwus85,False,ROI,1280.5,1280.5
-170,2.83,2025-06-10 11:46:19.456686,127,lunel-luwus85,False,ROI,1305.08,1298.06
-171,4.45,2025-06-11 11:52:17.821684,127,lunel-luwus85,False,ROI,904.96,893.01
-172,4.04,2025-06-12 12:14:06.850694,127,lunel-luwus85,False,ROI,524.63,513.98
-173,2.42,2025-06-13 12:18:45.544337,127,lunel-luwus85,False,ROI,231.49,225.74
-174,1.44,2025-06-14 20:55:17.651663,127,lunel-luwus85,False,ROI,101.72,99.0
-175,0.88,2025-06-15 20:58:03.786280,127,lunel-luwus85,False,ROI,51.95,50.94
-176,1.06,2025-06-16 21:00:02.716458,127,lunel-luwus85,False,ROI,53.98,52.42
-177,0.63,2025-06-18 00:37:19.407906,127,lunel-luwus85,False,ROI,27.48,27.23
-178,-27.98,2025-06-19 15:19:20.323617,127,lunel-luwus85,False,ROI,-27.98,-28.48
-179,0.81,2025-06-20 21:46:31.541226,127,lunel-luwus85,False,ROI,26.41,25.88
-180,0.22,2025-06-22 00:38:13.399438,127,lunel-luwus85,False,ROI,6.45,15.95
-181,0.13,2025-06-23 00:42:22.801921,127,lunel-luwus85,False,ROI,3.56,14.77
-182,-25.84,2025-06-10 09:06:37.010122,128,kozu-hanfil63,False,ROI,-25.84,-25.84
-183,4.81,2025-06-10 09:29:20.119072,128,kozu-hanfil63,False,ROI,7042.5,7042.5
-184,6.68,2025-06-11 12:58:00.236662,128,kozu-hanfil63,False,ROI,1748.03,1743.44
-185,4.38,2025-06-13 07:59:58.559461,128,kozu-hanfil63,False,ROI,501.99,503.17
-186,2.71,2025-06-15 20:59:08.057917,128,kozu-hanfil63,False,ROI,172.8,178.43
-187,3.15,2025-06-17 14:59:52.085823,128,kozu-hanfil63,False,ROI,153.51,158.12
-188,2.41,2025-06-18 15:08:39.958257,128,kozu-hanfil63,False,ROI,103.58,109.91
-189,-24.07,2025-06-19 15:22:32.279496,128,kozu-hanfil63,False,ROI,-24.07,-17.97
-190,5.93,2025-06-20 15:25:17.656080,128,kozu-hanfil63,False,ROI,206.1,212.16
-191,5.42,2025-06-21 19:52:58.290090,128,kozu-hanfil63,False,ROI,169.42,179.82
-192,4.52,2025-06-23 05:01:27.033494,128,kozu-hanfil63,False,ROI,126.37,143.41
-193,-3.19,2025-06-18 13:33:06.289943,130,jusrot-kihi68,False,ROI,-3.19,7.26
-194,-4.43,2025-06-21 08:46:09.975404,130,jusrot-kihi68,False,ROI,-4.43,9.91
-195,-6.47,2025-06-23 01:47:35.846279,130,jusrot-kihi68,False,ROI,-6.47,14.22
-196,0.0,2025-06-15 21:22:42.073588,133,ronwus-yusrus90,False,ROI,0.0,0.0
-197,0.0,2025-06-16 21:26:14.464595,133,ronwus-yusrus90,False,ROI,1.43,0.89
-198,-49.8,2025-06-19 05:04:33.644120,133,ronwus-yusrus90,False,ROI,-49.8,-49.3
-199,-0.57,2025-06-20 08:47:58.517715,133,ronwus-yusrus90,False,ROI,-0.57,-0.1
-200,-49.83,2025-06-20 07:11:33.705703,133,ronwus-yusrus90,False,ROI,-49.83,-49.36
-201,-0.58,2025-06-21 08:50:13.652053,133,ronwus-yusrus90,False,ROI,-0.58,4.49
-202,-0.56,2025-06-23 04:52:21.403493,133,ronwus-yusrus90,False,ROI,-0.56,11.54
-203,0.0,2025-06-17 20:54:46.322615,137,yilo-fevo87,False,ROI,0.0,0.0

 ,roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 0,-4.81,2025-06-20 15:46:36.761049,102,kelrus-muha52,False,ROI,-4.81,-5.4
 1,49.47,2025-06-20 16:06:44.231042,102,kelrus-muha52,False,ROI,462.57,461.98
+2,49.41,2025-06-23 22:29:14.214104,102,kelrus-muha52,False,ROI,426.31,437.48
+3,49.45,2025-06-25 20:20:15.920768,102,kelrus-muha52,False,ROI,408.25,410.68
+4,-0.63,2025-06-06 13:40:55.755362,111,furtek-gilje55,False,ROI,-0.63,6.07
+5,-0.63,2025-06-06 14:42:37.722147,111,furtek-gilje55,False,ROI,-0.63,6.07
+6,2.78,2025-06-10 22:35:07.125343,111,furtek-gilje55,False,ROI,162.91,159.46
+7,3.94,2025-06-12 21:50:15.066243,111,furtek-gilje55,False,ROI,175.29,168.33
+8,1.0,2025-06-16 20:22:51.755115,111,furtek-gilje55,False,ROI,30.16,32.0
+9,1.23,2025-06-17 21:36:41.766412,111,furtek-gilje55,False,ROI,34.06,35.38
+10,0.66,2025-06-19 00:21:32.057093,111,furtek-gilje55,False,ROI,16.8,19.66
+11,-0.09,2025-06-25 20:26:07.699190,111,furtek-gilje55,False,ROI,-0.09,5.65
+12,-33.3,2025-06-08 02:03:32.248014,112,vuzus-fazi89,False,ROI,-33.3,-30.08
+13,0.33,2025-06-19 15:34:45.616706,112,vuzus-fazi89,False,ROI,8.32,11.73
+14,0.33,2025-06-20 16:50:28.203475,112,vuzus-fazi89,False,ROI,7.93,11.31
+15,0.19,2025-06-23 01:49:49.173099,112,vuzus-fazi89,False,ROI,3.82,18.49
+16,1.56,2025-06-25 22:22:45.577367,112,vuzus-fazi89,False,ROI,27.6,33.87
+17,-93.81,2025-06-24 23:28:15.251315,115,yenot-zoncen49,False,ROI,-93.81,-86.66
+18,-2.98,2025-06-06 06:06:41.681577,115,yenot-zoncen49,False,ROI,-2.98,4.25
+19,-2.98,2025-06-06 08:19:44.944148,115,yenot-zoncen49,False,ROI,-2.98,4.25
+20,-2.98,2025-06-06 09:23:09.755892,115,yenot-zoncen49,False,ROI,-2.98,4.25
+21,-2.98,2025-06-06 07:13:18.351148,115,yenot-zoncen49,False,ROI,-2.98,4.25
+22,-2.98,2025-06-06 10:29:34.181627,115,yenot-zoncen49,False,ROI,-2.98,4.25
+23,-2.98,2025-06-06 11:29:53.721747,115,yenot-zoncen49,False,ROI,-2.98,4.25
+24,-2.98,2025-06-06 18:03:43.542513,115,yenot-zoncen49,False,ROI,-2.98,4.25
+25,-2.98,2025-06-06 19:04:52.884426,115,yenot-zoncen49,False,ROI,-2.98,4.25
+26,-2.98,2025-06-06 20:11:32.564197,115,yenot-zoncen49,False,ROI,-2.98,4.25
+27,-2.98,2025-06-06 21:17:44.644404,115,yenot-zoncen49,False,ROI,-2.98,4.25
+28,-2.98,2025-06-06 23:49:32.590705,115,yenot-zoncen49,False,ROI,-2.98,4.25
+29,-2.98,2025-06-06 22:42:27.626419,115,yenot-zoncen49,False,ROI,-2.98,4.25
+30,-1.87,2025-06-07 00:58:38.934274,115,yenot-zoncen49,False,ROI,-1.87,3.07
+31,-1.87,2025-06-07 01:59:14.908032,115,yenot-zoncen49,False,ROI,-1.87,3.07
+32,-1.87,2025-06-07 03:06:00.184228,115,yenot-zoncen49,False,ROI,-1.87,3.07
+33,-1.87,2025-06-07 04:12:56.442833,115,yenot-zoncen49,False,ROI,-1.87,3.07
+34,-1.87,2025-06-07 05:17:05.382648,115,yenot-zoncen49,False,ROI,-1.87,3.07
+35,-1.87,2025-06-07 10:38:37.999244,115,yenot-zoncen49,False,ROI,-1.87,3.07
+36,1.92,2025-06-10 04:19:24.254702,115,yenot-zoncen49,False,ROI,158.48,155.62
+37,3.61,2025-06-11 22:23:52.680327,115,yenot-zoncen49,False,ROI,213.49,205.89
+38,3.19,2025-06-12 22:29:06.555260,115,yenot-zoncen49,False,ROI,162.23,155.88
+39,1.61,2025-06-13 22:40:52.426319,115,yenot-zoncen49,False,ROI,71.83,70.19
+40,0.08,2025-06-15 04:17:24.547659,115,yenot-zoncen49,False,ROI,2.92,5.84
+41,0.43,2025-06-17 02:16:08.931664,115,yenot-zoncen49,False,ROI,13.8,15.68
+42,-0.17,2025-06-18 02:16:08.125875,115,yenot-zoncen49,False,ROI,-0.17,3.49
+43,-0.09,2025-06-19 02:17:58.619626,115,yenot-zoncen49,False,ROI,-0.09,3.32
+44,-1.18,2025-06-20 18:03:13.534717,115,yenot-zoncen49,False,ROI,-1.18,2.19
+45,-1.2,2025-06-21 23:13:34.794828,115,yenot-zoncen49,False,ROI,-1.2,6.64
+46,4.51,2025-06-21 23:45:13.724045,115,yenot-zoncen49,False,ROI,101.44,109.28
+47,4.47,2025-06-23 20:41:04.068987,115,yenot-zoncen49,False,ROI,90.18,104.85
+48,4.03,2025-06-26 04:35:04.608810,115,yenot-zoncen49,False,ROI,71.97,171.97
+49,0.97,2025-06-25 12:58:31.434448,116,honji-hahi60,False,ROI,17.97,24.25
+50,0.46,2025-06-06 11:29:18.913469,116,honji-hahi60,False,ROI,249.38,256.61
+51,0.46,2025-06-06 12:31:08.139923,116,honji-hahi60,False,ROI,234.51,241.74
+52,0.46,2025-06-06 22:15:03.771384,116,honji-hahi60,False,ROI,150.05,157.28
+53,1.64,2025-06-07 00:12:24.552821,116,honji-hahi60,False,ROI,495.92,500.86
+54,1.64,2025-06-07 02:01:48.183436,116,honji-hahi60,False,ROI,466.56,471.5
+55,1.64,2025-06-07 15:35:09.317222,116,honji-hahi60,False,ROI,323.98,328.92
+56,2.49,2025-06-08 00:16:07.222875,116,honji-hahi60,False,ROI,411.49,414.71
+57,2.49,2025-06-08 04:13:13.395768,116,honji-hahi60,False,ROI,382.96,386.18
+58,2.49,2025-06-08 02:11:01.421104,116,honji-hahi60,False,ROI,397.15,400.37
+59,2.49,2025-06-08 03:12:05.231210,116,honji-hahi60,False,ROI,389.93,393.15
+60,2.49,2025-06-08 14:28:01.349077,116,honji-hahi60,False,ROI,324.6,327.82
+61,2.49,2025-06-08 21:32:22.234368,116,honji-hahi60,False,ROI,293.7,296.92
+62,2.49,2025-06-08 22:36:17.834229,116,honji-hahi60,False,ROI,289.55,292.77
+63,2.49,2025-06-08 23:59:43.295623,116,honji-hahi60,False,ROI,284.31,287.53
+64,2.12,2025-06-09 01:00:58.054069,116,honji-hahi60,False,ROI,238.74,242.63
+65,2.12,2025-06-09 19:31:39.204380,116,honji-hahi60,False,ROI,192.85,196.74
+66,2.12,2025-06-09 20:34:23.789481,116,honji-hahi60,False,ROI,190.78,194.67
+67,5.6,2025-06-10 00:05:22.986881,116,honji-hahi60,False,ROI,486.6,483.74
+68,5.6,2025-06-10 01:11:09.610266,116,honji-hahi60,False,ROI,481.37,478.51
+69,2.12,2025-06-09 21:40:11.196609,116,honji-hahi60,False,ROI,188.65,192.54
+70,2.12,2025-06-09 22:59:27.051209,116,honji-hahi60,False,ROI,186.15,190.04
+71,5.6,2025-06-10 02:15:06.888709,116,honji-hahi60,False,ROI,476.39,473.53
+72,5.6,2025-06-10 03:16:08.200810,116,honji-hahi60,False,ROI,471.73,468.87
+73,5.6,2025-06-10 13:06:56.183812,116,honji-hahi60,False,ROI,430.95,428.09
+74,5.6,2025-06-10 14:12:49.085955,116,honji-hahi60,False,ROI,426.83,423.97
+75,5.6,2025-06-10 12:05:28.212332,116,honji-hahi60,False,ROI,434.86,432.0
+76,5.6,2025-06-10 15:17:49.725694,116,honji-hahi60,False,ROI,422.85,419.99
+77,5.6,2025-06-10 19:30:50.269289,116,honji-hahi60,False,ROI,408.02,405.16
+78,5.6,2025-06-10 20:30:54.841382,116,honji-hahi60,False,ROI,404.66,401.8
+79,5.6,2025-06-10 16:17:52.268774,116,honji-hahi60,False,ROI,419.23,416.37
+80,5.6,2025-06-10 17:23:51.522272,116,honji-hahi60,False,ROI,415.33,412.47
+81,5.6,2025-06-10 18:29:24.025681,116,honji-hahi60,False,ROI,411.53,408.67
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optimus_apr_statistics.csv CHANGED Viewed

@@ -1,20 +1,27 @@
 agent_id,agent_name,total_points,apr_points,performance_points,real_apr_points,real_performance_points,avg_apr,avg_performance,max_apr,min_apr,avg_adjusted_apr,max_adjusted_apr,min_adjusted_apr,latest_timestamp
-102,kelrus-muha52,2,2,0,2,0,228.88,,462.57,-4.81,228.29000000000002,461.98,-5.4,2025-06-20 16:06:44
-111,furtek-gilje55,7,7,0,7,0,59.70857142857143,,175.29,-0.63,60.9957142857143,168.33,6.07,2025-06-19 00:21:32
-112,vuzus-fazi89,4,4,0,4,0,-3.307499999999999,,8.32,-33.3,2.8625000000000003,18.49,-30.08,2025-06-23 01:49:49
-115,yenot-zoncen49,30,30,0,30,0,25.491666666666667,,213.49,-2.98,30.276333333333337,205.89,2.19,2025-06-23 20:41:04
-116,honji-hahi60,40,40,0,40,0,311.1675,,495.92,-1.87,312.65874999999994,500.86,12.79,2025-06-23 18:39:27
-117,furye-himkon89,15,15,0,15,0,33.62800000000001,,228.68,-7.07,36.44733333333333,221.09,0.66,2025-06-23 11:54:32
-118,lonwus-patu86,15,15,0,15,0,649.6366666666667,,1196.39,-22.93,646.5966666666666,1193.92,-38.91,2025-06-23 21:58:03
-119,lonlim-zapgi60,15,15,0,15,0,538.2386666666667,,3349.05,-25.89,534.3053333333334,3349.05,-30.05,2025-06-23 17:07:42
-120,joyus-goson39,7,7,0,7,0,403.4371428571429,,2081.35,-28.02,400.9042857142857,2081.35,-32.34,2025-06-22 17:59:18
-121,cilwar-rimlu27,4,4,0,4,0,554.68,,2108.94,25.97,555.365,2108.94,32.21,2025-06-22 17:57:02
-122,tevi-kulo15,13,13,0,13,0,215.21,,1038.47,-27.06,211.8669230769231,1038.47,-28.67,2025-06-22 19:31:40
-123,cordron-yelku44,10,10,0,10,0,381.382,,1103.07,47.17,378.992,1103.76,59.0,2025-06-23 19:35:48
 126,tonvel-beeprel23,7,7,0,7,0,616.4785714285715,,1517.37,-67.99,611.9171428571427,1517.37,-68.49,2025-06-19 14:38:05
-127,lunel-luwus85,13,13,0,13,0,345.4023076923077,,1305.08,-27.98,343.76923076923083,1298.06,-28.48,2025-06-23 00:42:22
-128,kozu-hanfil63,11,11,0,11,0,924.9445454545456,,7042.5,-25.84,929.7409090909091,7042.5,-25.84,2025-06-23 05:01:27
 130,jusrot-kihi68,3,3,0,3,0,-4.696666666666666,,-3.19,-6.47,10.463333333333333,14.22,7.26,2025-06-23 01:47:35
-133,ronwus-yusrus90,7,7,0,7,0,-14.272857142857143,,1.43,-49.83,-11.691428571428572,11.54,-49.36,2025-06-23 04:52:21
 137,yilo-fevo87,1,1,0,1,0,0.0,,0.0,0.0,0.0,0.0,0.0,2025-06-17 20:54:46
-ALL,All Agents,204,204,0,204,0,308.4156372549019,,7042.5,-67.99,309.17147058823525,7042.5,-68.49,2025-06-23 21:58:03

 agent_id,agent_name,total_points,apr_points,performance_points,real_apr_points,real_performance_points,avg_apr,avg_performance,max_apr,min_apr,avg_adjusted_apr,max_adjusted_apr,min_adjusted_apr,latest_timestamp
+102,kelrus-muha52,4,4,0,4,0,323.08,,462.57,-4.81,326.185,461.98,-5.4,2025-06-25 20:20:15
+111,furtek-gilje55,8,8,0,8,0,52.23375,,175.29,-0.63,54.0775,168.33,5.65,2025-06-25 20:26:07
+112,vuzus-fazi89,5,5,0,5,0,2.874000000000001,,27.6,-33.3,9.064,33.87,-30.08,2025-06-25 22:22:45
+115,yenot-zoncen49,32,32,0,32,0,23.2159375,,213.49,-93.81,31.05,205.89,-86.66,2025-06-26 04:35:04
+116,honji-hahi60,41,41,0,41,0,304.0163414634146,,495.92,-1.87,305.62439024390244,500.86,12.79,2025-06-25 12:58:31
+117,furye-himkon89,17,17,0,17,0,26.24411764705883,,228.68,-55.25,29.52117647058823,221.09,-48.11,2025-06-25 19:10:56
+118,lonwus-patu86,16,16,0,16,0,614.68375,,1196.39,-22.93,611.769375,1193.92,-38.91,2025-06-25 01:01:15
+119,lonlim-zapgi60,17,17,0,17,0,493.5488235294118,,3349.05,-25.89,490.08294117647057,3349.05,-30.05,2025-06-26 04:53:01
+120,joyus-goson39,8,8,0,8,0,356.46125,,2081.35,-28.02,354.2325,2081.35,-32.34,2025-06-24 17:56:09
+121,cilwar-rimlu27,6,6,0,6,0,379.81166666666667,,2108.94,25.97,380.0816666666667,2108.94,28.75,2025-06-25 18:14:53
+122,tevi-kulo15,16,16,0,16,0,177.06625000000003,,1038.47,-27.06,174.74374999999998,1038.47,-28.67,2025-06-26 10:47:06
+123,cordron-yelku44,12,12,0,12,0,327.1158333333333,,1103.07,47.17,325.725,1103.76,58.15,2025-06-25 22:48:47
 126,tonvel-beeprel23,7,7,0,7,0,616.4785714285715,,1517.37,-67.99,611.9171428571427,1517.37,-68.49,2025-06-19 14:38:05
+127,lunel-luwus85,14,14,0,14,0,321.7514285714286,,1305.08,-27.98,320.47642857142864,1298.06,-28.48,2025-06-24 09:21:57
+128,kozu-hanfil63,12,12,0,12,0,859.0258333333335,,7042.5,-25.84,864.1624999999999,7042.5,-25.84,2025-06-25 01:00:09
 130,jusrot-kihi68,3,3,0,3,0,-4.696666666666666,,-3.19,-6.47,10.463333333333333,14.22,7.26,2025-06-23 01:47:35
+133,ronwus-yusrus90,9,9,0,9,0,-11.225555555555554,,1.43,-49.83,-8.35,11.54,-49.36,2025-06-25 04:57:38
 137,yilo-fevo87,1,1,0,1,0,0.0,,0.0,0.0,0.0,0.0,0.0,2025-06-17 20:54:46
+162,meron-fifa01,3,3,0,3,0,-15.686666666666667,,1.68,-50.0,-24.846666666666668,-7.14,-58.82,2025-06-25 17:21:50
+163,limwire-waryel10,1,1,0,1,0,11.49,,11.49,11.49,10.56,10.56,10.56,2025-06-25 22:05:53
+164,todan-bztnu21,2,2,0,2,0,-25.005,,-0.01,-50.0,-21.555,2.99,-46.1,2025-06-25 19:36:33
+165,wuni-dannus19,2,2,0,2,0,-24.915,,-0.26,-49.57,-21.33,3.91,-46.57,2025-06-26 00:41:52
+166,delnu-robit07,2,2,0,2,0,-33.59,,20.52,-87.7,-43.42,10.69,-97.53,2025-06-25 16:29:24
+168,vijim-pitar56,1,1,0,1,0,0.03,,0.03,0.03,0.03,0.03,0.03,2025-06-25 16:35:50
+169,tartim-wacor68,1,1,0,1,0,0.0,,0.0,0.0,0.0,0.0,0.0,2025-06-26 10:21:16
+ALL,All Agents,240,240,0,240,0,267.92945833333334,,7042.5,-93.81,269.196375,7042.5,-97.53,2025-06-26 10:47:06

optimus_apr_values.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

optimus_roi_values.csv CHANGED Viewed

@@ -22,7 +22,6 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.00010449205744944567,2025-05-19 22:51:30.269824,86,nusus-tayar25,False,ROI,,
 -0.00010449205744944567,2025-05-19 22:57:07.717697,86,nusus-tayar25,False,ROI,,
 -0.0011357601313007892,2025-05-23 19:05:51.628406,86,nusus-tayar25,False,ROI,,
-75040979.86531015,2025-05-26 09:40:01.795832,86,nusus-tayar25,False,ROI,,
 -0.0016374352988718366,2025-05-27 05:42:54.798079,86,nusus-tayar25,False,ROI,,
 -0.8666050938279419,2025-06-04 21:48:07.115718,86,nusus-tayar25,False,ROI,,
 -0.8666050938279419,2025-06-04 21:52:00.578098,86,nusus-tayar25,False,ROI,,
@@ -38,6 +37,7 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 0.017789201624683004,2025-06-20 15:46:36.761049,102,kelrus-muha52,False,ROI,,
 -0.5266054987599221,2025-06-20 16:06:44.231042,102,kelrus-muha52,False,ROI,,
 -0.526566199195706,2025-06-23 22:29:14.214104,102,kelrus-muha52,False,ROI,,
 -0.5407000717190478,2025-06-06 13:40:55.755362,111,furtek-gilje55,False,ROI,,
 -0.5407000717190478,2025-06-06 14:42:37.722147,111,furtek-gilje55,False,ROI,,
 -0.7884286963057436,2025-06-10 22:35:07.125343,111,furtek-gilje55,False,ROI,,
@@ -45,11 +45,14 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.9708794234421507,2025-06-16 20:22:51.755115,111,furtek-gilje55,False,ROI,,
 -0.32068278076571854,2025-06-17 21:36:41.766412,111,furtek-gilje55,False,ROI,,
 -0.32068659660503274,2025-06-19 00:21:32.057093,111,furtek-gilje55,False,ROI,,
 -0.36854758417016864,2025-06-05 20:46:51.369656,112,vuzus-fazi89,False,ROI,,
 -0.7496728527619763,2025-06-08 02:03:32.248014,112,vuzus-fazi89,False,ROI,,
 -0.014731497524683168,2025-06-19 15:34:45.616706,112,vuzus-fazi89,False,ROI,,
 -0.015216415185693832,2025-06-20 16:50:28.203475,112,vuzus-fazi89,False,ROI,,
 -0.04864515252801627,2025-06-23 01:49:49.173099,112,vuzus-fazi89,False,ROI,,
 -0.5456503958801932,2025-06-06 06:06:41.681577,115,yenot-zoncen49,False,ROI,,
 -0.5456503958801932,2025-06-06 08:19:44.944148,115,yenot-zoncen49,False,ROI,,
 -0.5456503958801932,2025-06-06 09:23:09.755892,115,yenot-zoncen49,False,ROI,,
@@ -80,6 +83,8 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 0.040476231551130226,2025-06-21 23:13:34.794828,115,yenot-zoncen49,False,ROI,,
 0.04023309276670273,2025-06-21 23:45:13.724045,115,yenot-zoncen49,False,ROI,,
 0.04029271814269508,2025-06-23 20:41:04.068987,115,yenot-zoncen49,False,ROI,,
 -0.5419683668321018,2025-06-06 11:29:18.913469,116,honji-hahi60,False,ROI,,
 -0.5419683668321018,2025-06-06 12:31:08.139923,116,honji-hahi60,False,ROI,,
 -0.6918271067123792,2025-06-06 22:15:03.771384,116,honji-hahi60,False,ROI,,
@@ -120,6 +125,7 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.97034511999367,2025-06-19 16:05:48.686587,116,honji-hahi60,False,ROI,,
 -0.9715721248370575,2025-06-21 15:51:08.277427,116,honji-hahi60,False,ROI,,
 -0.973743176971683,2025-06-23 18:39:27.894815,116,honji-hahi60,False,ROI,,
 -0.539434826138091,2025-06-07 12:07:37.903080,117,furye-himkon89,False,ROI,,
 -0.8457106839760286,2025-06-08 14:06:51.667566,117,furye-himkon89,False,ROI,,
 -0.9230692071887114,2025-06-09 18:36:45.190353,117,furye-himkon89,False,ROI,,
@@ -135,6 +141,8 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.09001361679795317,2025-06-21 03:13:51.781412,117,furye-himkon89,False,ROI,,
 -0.08645582918602235,2025-06-22 04:34:01.456462,117,furye-himkon89,False,ROI,,
 -0.11763524753777366,2025-06-23 11:54:32.890714,117,furye-himkon89,False,ROI,,
 -0.522856603000806,2025-06-07 16:03:45.373863,118,lonwus-patu86,False,ROI,,
 -0.522856603000806,2025-06-07 17:07:58.993795,118,lonwus-patu86,False,ROI,,
 -0.522856603000806,2025-06-07 14:59:15.300909,118,lonwus-patu86,False,ROI,,
@@ -150,11 +158,14 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 0.0206807438190586,2025-06-20 15:43:23.557653,118,lonwus-patu86,False,ROI,,
 0.012646455700834114,2025-06-22 05:18:59.744200,118,lonwus-patu86,False,ROI,,
 0.013828964808283661,2025-06-23 21:58:03.255498,118,lonwus-patu86,False,ROI,,
 -0.5209472494164171,2025-06-06 21:16:18.171681,119,lonlim-zapgi60,False,ROI,,
 -0.8806121461884667,2025-06-07 21:20:52.452249,119,lonlim-zapgi60,False,ROI,,
 -0.9494425475236697,2025-06-08 21:24:43.897906,119,lonlim-zapgi60,False,ROI,,
 -0.9581661316409477,2025-06-09 21:25:09.568709,119,lonlim-zapgi60,False,ROI,,
 -0.9718003547903387,2025-06-10 21:27:14.352202,119,lonlim-zapgi60,False,ROI,,
 -0.9787591800715275,2025-06-12 19:40:26.414300,119,lonlim-zapgi60,False,ROI,,
 -0.9794772304169566,2025-06-13 20:14:38.143005,119,lonlim-zapgi60,False,ROI,,
 -0.9830628598456759,2025-06-15 02:29:15.201154,119,lonlim-zapgi60,False,ROI,,
@@ -172,10 +183,14 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.9958974311434143,2025-06-14 21:11:33.782224,120,joyus-goson39,False,ROI,,
 0.01281989230813263,2025-06-21 04:38:13.983197,120,joyus-goson39,False,ROI,,
 0.00918426562764374,2025-06-22 17:59:18.839988,120,joyus-goson39,False,ROI,,
 -0.0420238942074701,2025-06-06 21:50:52.233090,121,cilwar-rimlu27,False,ROI,,
 0.01879867083628395,2025-06-20 03:05:47.518474,121,cilwar-rimlu27,False,ROI,,
 0.01504495291352348,2025-06-21 04:35:04.483969,121,cilwar-rimlu27,False,ROI,,
 0.012364763968460313,2025-06-22 17:57:02.527889,121,cilwar-rimlu27,False,ROI,,
 -0.051812127318122125,2025-06-07 20:35:53.079934,122,tevi-kulo15,False,ROI,,
 -0.6001593353781343,2025-06-08 22:11:03.101491,122,tevi-kulo15,False,ROI,,
 -0.8147388067528492,2025-06-10 18:57:11.357853,122,tevi-kulo15,False,ROI,,
@@ -189,6 +204,9 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 0.005390441184374817,2025-06-20 10:10:14.301890,122,tevi-kulo15,False,ROI,,
 0.00560037465856289,2025-06-21 12:17:45.947767,122,tevi-kulo15,False,ROI,,
 0.005594561856847591,2025-06-22 19:31:40.241629,122,tevi-kulo15,False,ROI,,
 -0.4199199156585539,2025-06-09 00:31:18.357811,123,cordron-yelku44,False,ROI,,
 -0.9919527478045069,2025-06-10 02:17:21.916446,123,cordron-yelku44,False,ROI,,
 -0.9944496956447029,2025-06-11 08:14:14.656064,123,cordron-yelku44,False,ROI,,
@@ -199,6 +217,7 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.9988179875590102,2025-06-17 01:18:21.000045,123,cordron-yelku44,False,ROI,,
 -0.9989609293661683,2025-06-19 02:57:28.768791,123,cordron-yelku44,False,ROI,,
 -0.36969028937231896,2025-06-23 19:35:48.602900,123,cordron-yelku44,False,ROI,,
 -0.05187871471805383,2025-06-09 18:32:36.558142,126,tonvel-beeprel23,False,ROI,,
 -0.8359260807052761,2025-06-10 18:35:49.668890,126,tonvel-beeprel23,False,ROI,,
 -0.9158714676998039,2025-06-11 18:38:07.704650,126,tonvel-beeprel23,False,ROI,,
@@ -209,6 +228,8 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.999997538441209,2025-06-19 15:03:50.078517,126,tonvel-beeprel23,False,ROI,,
 -0.999997538441209,2025-06-20 16:17:58.727607,126,tonvel-beeprel23,False,ROI,,
 -0.9999975384338228,2025-06-23 15:39:36.975276,126,tonvel-beeprel23,False,ROI,,
 -0.04820460539724125,2025-06-09 22:20:14.827769,127,lunel-luwus85,False,ROI,,
 -0.8982926246499542,2025-06-10 11:46:19.456686,127,lunel-luwus85,False,ROI,,
 -0.9902463093068504,2025-06-11 11:52:17.821684,127,lunel-luwus85,False,ROI,,
@@ -222,6 +243,8 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.41331615419682566,2025-06-20 21:46:31.541226,127,lunel-luwus85,False,ROI,,
 -0.41552293504168614,2025-06-22 00:38:13.399438,127,lunel-luwus85,False,ROI,,
 0.0023185141616572924,2025-06-23 00:42:22.801921,127,lunel-luwus85,False,ROI,,
 -0.06059521614727914,2025-06-10 09:06:37.010122,128,kozu-hanfil63,False,ROI,,
 -0.7876204161976992,2025-06-10 09:29:20.119072,128,kozu-hanfil63,False,ROI,,
 -0.9581645051657031,2025-06-11 12:58:00.236662,128,kozu-hanfil63,False,ROI,,
@@ -233,9 +256,11 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 -0.4345179856188116,2025-06-20 15:25:17.656080,128,kozu-hanfil63,False,ROI,,
 -0.43730373748075846,2025-06-21 19:52:58.290090,128,kozu-hanfil63,False,ROI,,
 -0.4414877590674373,2025-06-23 05:01:27.033494,128,kozu-hanfil63,False,ROI,,
 -0.34321922885432343,2025-06-18 13:33:06.289943,130,jusrot-kihi68,False,ROI,,
 -0.3309457195411798,2025-06-21 08:46:09.975404,130,jusrot-kihi68,False,ROI,,
 -0.32071317309439473,2025-06-23 01:47:35.846279,130,jusrot-kihi68,False,ROI,,
 8.485384550471764e-05,2025-06-15 21:22:42.073588,133,ronwus-yusrus90,False,ROI,,
 -0.9166669310235978,2025-06-16 21:26:14.464595,133,ronwus-yusrus90,False,ROI,,
 -0.9583292559289407,2025-06-19 05:04:33.644120,133,ronwus-yusrus90,False,ROI,,
@@ -243,386 +268,277 @@ roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
 6.784879791932319e-05,2025-06-20 07:11:33.705703,133,ronwus-yusrus90,False,ROI,,
 -0.498406842358169,2025-06-21 08:50:13.652053,133,ronwus-yusrus90,False,ROI,,
 -0.49814368863555103,2025-06-23 04:52:21.403493,133,ronwus-yusrus90,False,ROI,,
 9.227003978495851e-05,2025-06-17 20:54:46.322615,137,yilo-fevo87,False,ROI,,
 9.523374109465799e-05,2025-06-24 00:03:09.758305,162,meron-fifa01,False,ROI,,
 -0.49995238312945267,2025-06-24 00:27:38.735582,162,meron-fifa01,False,ROI,,
--0.005,2025-06-24 00:37:38.735582,86,nusus-tayar25,True,ROI,,
--0.005102226014091294,2025-06-24 00:47:38.735582,86,nusus-tayar25,True,ROI,,
--0.004932032736866754,2025-06-24 00:57:38.735582,86,nusus-tayar25,True,ROI,,
--0.0050167286547280355,2025-06-24 01:07:38.735582,86,nusus-tayar25,True,ROI,,
--0.0031826184015666527,2025-06-24 01:17:38.735582,86,nusus-tayar25,True,ROI,,
--0.0016157779648497692,2025-06-24 01:27:38.735582,86,nusus-tayar25,True,ROI,,
-0.0,2025-06-24 01:37:38.735582,86,nusus-tayar25,True,ROI,,
--0.003635565727335873,2025-06-24 01:47:38.735582,86,nusus-tayar25,True,ROI,,
--0.006889790152076197,2025-06-24 01:57:38.735582,86,nusus-tayar25,True,ROI,,
--0.01,2025-06-24 02:07:38.735582,86,nusus-tayar25,True,ROI,,
--0.007794028901011612,2025-06-24 02:17:38.735582,86,nusus-tayar25,True,ROI,,
--0.005384538861995116,2025-06-24 02:27:38.735582,86,nusus-tayar25,True,ROI,,
--0.0028915251209838413,2025-06-24 02:37:38.735582,86,nusus-tayar25,True,ROI,,
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