Revert "[Issue-Id:RICAPP-155]Code changes to support for JJB and Unit testing for...

This reverts commit f98ee76af036d60b8f5077105830ed61a13ed5aa.

Reason for revert: will commit these changes in cherry release maintenance release in Jan

Change-Id: I98c0b53ccf37421f31fa22a8a19771134325ee2a
Signed-off-by: deepanshuk <deepanshu.k@hcl.com>

diff --git a/Dockerfile b/Dockerfile
index 3262e0c..df9c2b8 100644 (file)
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,5 @@
 # ==================================================================================
+#  Copyright (c) 2019 AT&T Intellectual Property.
 #  Copyright (c) 2020 HCL Technologies Limited.
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
@@ -32,15 +33,9 @@ RUN conda install pandas
 RUN conda install -c conda-forge/label/cf202003 hdbscan
 RUN pip install schedule
 RUN conda install scikit-learn
-# RUN pip install -U scikit-learn
+#RUN pip install -U scikit-learn
 
-# Install
-COPY setup.py /tmp
-COPY LICENSE.txt /tmp/
-# RUN mkdir -p /tmp/ad/
-#COPY ad/ /tmp/ad
-COPY ad/ /ad
-RUN pip install /tmp
+COPY ad/ /tmp/ad
 ENV PYTHONUNBUFFERED 1
-CMD PYTHONPATH=/ad:/usr/lib/python3.7/site-packages/:$PYTHONPATH run-ad.py
-# CMD python -W ignore /tmp/ad/main.py
+CMD python -W ignore /tmp/ad/main.py 
+

diff --git a/Dockerfile-Unit-Test b/Dockerfile-Unit-Test
deleted file mode 100644 (file)
index 4f5ec78..0000000
--- a/Dockerfile-Unit-Test
+++ /dev/null
@@ -1,48 +0,0 @@
-# ==================================================================================
-#       Copyright (c) 2020 HCL Technologies Limited.
-#
-#   Licensed under the Apache License, Version 2.0 (the "License");
-#   you may not use this file except in compliance with the License.
-#   You may obtain a copy of the License at
-#
-#          http://www.apache.org/licenses/LICENSE-2.0
-#
-#   Unless required by applicable law or agreed to in writing, software
-#   distributed under the License is distributed on an "AS IS" BASIS,
-#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#   See the License for the specific language governing permissions and
-#   limitations under the License.
-# ==================================================================================
-
-FROM frolvlad/alpine-miniconda3
-# FROM python:3.8-alpine
-
-# RMR setup
-RUN mkdir -p /opt/route/
-
-# sdl uses hiredis which needs gcc
-RUN apk update && apk add gcc musl-dev
-
-# copy rmr libraries from builder image in lieu of an Alpine package
-COPY --from=nexus3.o-ran-sc.org:10002/o-ran-sc/bldr-alpine3-rmr:4.0.5 /usr/local/lib64/librmr* /usr/local/lib64/
-
-# Upgrade pip, install tox
-RUN pip install --upgrade pip && pip install tox
-
-RUN apk update && apk add gcc musl-dev
-RUN pip install ricxappframe
-RUN conda update -n base -c defaults conda
-RUN conda install -c anaconda pandas
-RUN conda install -c conda-forge/label/cf202003 hdbscan
-RUN pip install schedule
-RUN conda install scikit-learn
-
-# copies
-COPY setup.py tox.ini LICENSE.txt /tmp/
-COPY ad/ /tmp/ad
-COPY tests/ /tmp/tests
-RUN pip install /tmp
-
-# Run the unit tests
-WORKDIR /tmp 
-RUN PYTHONPATH=/tmp/ad:/usr/lib/python3.7/site-packages/:$PYTHONPATH tox -e code,flake8

diff --git a/ad/__init__.py b/ad/__init__.py
index 7569f61..d4f2f7e 100644 (file)
--- a/ad/__init__.py
+++ b/ad/__init__.py
@@ -1 +1,15 @@
-# in __init__.py
+# ==================================================================================
+#       Copyright (c) 2020 AT&T Intellectual Property.
+#
+#   Licensed under the Apache License, Version 2.0 (the "License");
+#   you may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#          http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+# ==================================================================================

diff --git a/ad/ad_model/ad_model.py b/ad/ad_model/ad_model.py
index cf517b0..eee9b67 100644 (file)
--- a/ad/ad_model/ad_model.py
+++ b/ad/ad_model/ad_model.py
@@ -14,59 +14,60 @@
 #  limitations under the License.
 # ==================================================================================
 
+import hdbscan
+import pandas as pd
+import numpy as np
 import joblib
 import random
 import json
-
-
+    
 class modelling(object):
-    def __init__(self, data):
+    def __init__(self,data):
         """ Separating UEID and timestamp features to be mapped later after prediction  """
         self.time = data.MeasTimestampRF
         self.id = data.UEID
-        self.data = data.drop(['UEID', 'MeasTimestampRF'], axis=1)
-
+        self.data = data.drop(['UEID', 'MeasTimestampRF'], axis = 1)
+        
     def predict(self, name):
-        """
+        """  
            Load the saved model and map the predicted category into Category field.
-           Map UEID, MeasTimestampRF with the predicted result.
+           Map UEID, MeasTimestampRF with the predicted result. 
         """
-        model = joblib.load('ad/' + name)
+        model = joblib.load('/tmp/ad/' + name)
         pred = model.predict(self.data)
         data = self.data.copy()
-        le = joblib.load('ad/LabelEncoder')
+        le = joblib.load('/tmp/ad/LabelEncoder')
         data['Category'] = le.inverse_transform(pred)
         data['MeasTimestampRF'] = self.time
         data['UEID'] = self.id
         return data
 
-
 def compare(df):
     """
      If the category of UEID is present in the segment file, it is considered as normal(0)
      otherwise, the sample is considered as anomaly.
-    """
-    with open("ad/ue_seg.json", "r") as json_data:
+    """    
+    with open("/tmp/ad/ue_seg.json", "r") as json_data:
         segment = json.loads(json_data.read())
     anomaly = []
     for i in df.index:
-        if df.loc[i, 'Category'] in segment[str(df.loc[i, 'UEID'])]:
+        if df.loc[i, 'Category'] in segment[str(df.loc[i,'UEID'])]:
             anomaly.append(0)
         else:
             anomaly.append(1)
     return anomaly
-
-
+        
 def HDB_PREDICT(df):
     """
-        Extract all the unique UEID
+        Extract all the unique UEID 
         Call Predict method to get the final data for the randomly selected UEID
     """
     ue_list = df.UEID.unique()  # Extract unique UEIDs
-    ue = random.choice(ue_list)  # Randomly selected the ue list
+    ue = random.choice(ue_list) # Randomly selected the ue list
     df = df[df['UEID'] == ue]
     db = modelling(df)
-    db_df = db.predict('RF')  # Calls predict module and store the result into db_df
+    db_df = db.predict('RF')# Calls predict module and store the result into db_df
     del db
+    
     db_df['Anomaly'] = compare(db_df)
     return db_df

diff --git a/ad/ad_model/processing.py b/ad/ad_model/processing.py
index dab328f..300dc71 100644 (file)
--- a/ad/ad_model/processing.py
+++ b/ad/ad_model/processing.py
@@ -1,28 +1,46 @@
+# ==================================================================================
+#  Copyright (c) 2020 HCL Technologies Limited.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+# ==================================================================================
 import pandas as pd
 import numpy as np
+from scipy.stats import skew
+import json
 import joblib
+from sklearn.decomposition import PCA
 from sklearn.preprocessing import StandardScaler
 
-
 class preprocess(object):
-
-    def __init__(self, data):
+    
+    def __init__(self,data):
         """
            Columns that are not useful for the prediction will be dropped(UEID, Category, & Timestamp)
-        """
+        """        
         self.id = data.UEID
         self.time = data.MeasTimestampRF
-        self.data = data.drop(['UEID', 'MeasTimestampRF'], axis=1)
+        self.data = data.drop(['UEID','MeasTimestampRF'], axis = 1)
 
     def variation(self):
         """ drop the constant parameters """
-        self.data = self.data.loc[:, self.data.apply(pd.Series.nunique) != 1]
-
+        self.data =  self.data.loc[:,self.data.apply(pd.Series.nunique) != 1]
+    
+    
     def numerical_data(self):
         """  Filters only numeric data types """
         numerics = ['int16', 'int32', 'int64', 'float16', 'float32', 'float64']
-        self.data = self.data.select_dtypes(include=numerics)
-
+        self.data =  self.data.select_dtypes(include=numerics)
+    
     def drop_na(self):
         """ drop observations having nan values """
         self.data = self.data.dropna(axis=0)
@@ -30,28 +48,32 @@ class preprocess(object):
     def correlation(self):
         """  check and drop high correlation parameters  """
         corr = self.data.corr().abs()
-        corr = pd.DataFrame(np.tril(corr, k=-1), columns=self.data.columns)
+        corr = pd.DataFrame(np.tril(corr, k =-1), columns = self.data.columns)
         drop = [column for column in corr.columns if any(corr[column] > 0.98)]
-        self.data = self.data.drop(drop, axis=1)
-
-    # check skewness of all parameters and use log transform if half of parameters are enough skewd
-    # otherwise use standardization
+        self.data = self.data.drop(drop,axis=1)
+    
+    #check skewness of all parameters and use log transform if half of parameters are enough skewd
+    #otherwise use standardization
     def transform(self):
-        """ use log transform for skewed data """
+        """ Use standard scalar and save the scale """
         scale = StandardScaler()
         data = scale.fit_transform(self.data)
-        self.data = pd.DataFrame(data, columns=self.data.columns)
-        joblib.dump(scale, 'ad/scale')
+        self.data = pd.DataFrame(data, columns = self.data.columns)
+        joblib.dump(scale, '/tmp/ad/scale')
 
+    def normalize(self):
+        """ normalize the data  """
+        upper = self.data.max()
+        lower = self.data.min()
+        self.data = (self.data - lower)/(upper-lower)  
+    
     def process(self):
-        """
-          Calls the modules for the data preprocessing like dropping columns, normalization etc.,
-        """
+        """  Calls the modules for the data preprocessing like dropping columns, normalization etc.,  """
         self.numerical_data()
         self.drop_na()
         self.variation()
 #        self.correlation()
         self.transform()
-        self.data.loc[:, 'UEID'] = self.id
-        self.data.loc[:, 'MeasTimestampRF'] = self.time
+        self.data.loc[:,'UEID'] = self.id      
+        self.data.loc[:,'MeasTimestampRF'] = self.time
         return self.data

diff --git a/ad/ad_model/tb_format.py b/ad/ad_model/tb_format.py
index 8116616..91f3c08 100644 (file)
--- a/ad/ad_model/tb_format.py
+++ b/ad/ad_model/tb_format.py
@@ -16,14 +16,14 @@
 
 import pandas as pd
 from ad_model.processing import preprocess
-import datetime
-
-UEKeyList = ['MeasTimestampRF', 'UEPDCPBytesDL', 'UEPDCPBytesUL', 'UEPRBUsageDL', 'UEPRBUsageUL', 'S_RSRP', 'S_RSRQ', 'S_SINR', 'UEID']
+import json, datetime
 
+UEKeyList = ['MeasTimestampRF','UEPDCPBytesDL', 'UEPDCPBytesUL', 'UEPRBUsageDL', 'UEPRBUsageUL','S_RSRP', 'S_RSRQ', 'S_SINR','UEID']
 
 def parse(df):
     """
       This block will be modified when we are going to fetch the data from database via sdl api.
+
       start the preprocessing, processing steps using the keycolumns
       populates the current timestamp value for MeasTimestampRF
     """
@@ -32,5 +32,5 @@ def parse(df):
     db = preprocess(df)
     df = db.process()
     del db
-    df['MeasTimestampRF'] = pd.date_range(start=datetime.datetime.now(), periods=len(df), freq='-10ms')
+    df['MeasTimestampRF'] = pd.date_range(start = datetime.datetime.now(), periods = len(df), freq = '-10ms')
     return df

diff --git a/ad/ad_train.py b/ad/ad_train.py
index d1aa31b..b6aa843 100644 (file)
--- a/ad/ad_train.py
+++ b/ad/ad_train.py
@@ -1,25 +1,45 @@
+# ==================================================================================
+#  Copyright (c) 2020 HCL Technologies Limited.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+# ==================================================================================
+import warnings
 import json
 import hdbscan
 import pandas as pd
-import joblib
-import os
+import numpy as np
+import joblib, os
 from ad_model.processing import preprocess
 from sklearn.ensemble import RandomForestClassifier
+from sklearn.metrics import accuracy_score, confusion_matrix,f1_score
 from sklearn.preprocessing import LabelEncoder
 from sklearn.model_selection import train_test_split
 
 # Ranges for input features based on excellent, good, average, & poor category
-UEKeyList = ['MeasTimestampRF', 'UEPDCPBytesDL', 'UEPDCPBytesUL', 'UEPRBUsageDL', 'UEPRBUsageUL', 'S_RSRP', 'S_RSRQ', 'S_SINR', 'UEID']
+UEKeyList = ['MeasTimestampRF','UEPDCPBytesDL', 'UEPDCPBytesUL', 'UEPRBUsageDL', 'UEPRBUsageUL', 'S_RSRP', 'S_RSRQ', 'S_SINR','UEID']
+#UEKeyList = ['S_RSRP', 'S_RSRQ', 'S_SINR','UEID','MeasTimestampRF']
 
-sigstr = {'S_RSRP': {'Excellent Signal': [-80, 10000000000000000], 'Good Signal': [-90, -80], 'Average Signal': [-100, -90], 'Poor Signal': [-100000000000000000, -100]}, 'S_RSRQ': {'Excellent Signal': [-10, 10000000000000000], 'Good Signal': [-15, -10], 'Average Signal': [-20, -15], 'Poor Signal': [-100000000000000000, -20]}, 'S_SINR': {'Excellent Signal': [20, 10000000000000000], 'Good Signal': [13, 20], 'Average Signal': [0, 13], 'Poor Signal': [-100000000000000000, 0]}}
+sigstr = {'S_RSRP': {'Excellent Signal' : [-80, 10000000000000000], 'Good Signal': [-90,-80], 'Average Signal':[-100,-90], 'Poor Signal':[-100000000000000000,-100]}, 'S_RSRQ' : {'Excellent Signal' : [-10, 10000000000000000], 'Good Signal': [-15,-10], 'Average Signal':[-20,-15], 'Poor Signal':[-100000000000000000,-20]}, 'S_SINR' : {'Excellent Signal' : [20, 10000000000000000], 'Good Signal': [13,20], 'Average Signal':[0,13], 'Poor Signal':[-100000000000000000,0]}}
 
-PRB = {'UEPRBUsageDL': {'Excellent Signal': [25, 10000000000000000], 'Good Signal': [20, 25], 'Average Signal': [10, 20], 'Poor Signal': [-100000000000000000, 10]}, 'UEPRBUsageUL': {'Excellent Signal': [15, 10000000000000000], 'Good Signal': [10, 15], 'Average Signal': [5, 10], 'Poor Signal': [-100000000000000000, 5]}}
+PRB = {'UEPRBUsageDL': {'Excellent Signal' : [25, 10000000000000000], 'Good Signal': [20,25], 'Average Signal':[10,20], 'Poor Signal':[-100000000000000000,10]}, 'UEPRBUsageUL' : {'Excellent Signal' : [15, 10000000000000000], 'Good Signal': [10,15], 'Average Signal':[5,10], 'Poor Signal':[-100000000000000000,5]}}
 
-tput = {'UEPDCPBytesDL': {'Excellent Signal': [300000, 10000000000000000], 'Good Signal': [200000, 300000], 'Average Signal': [100000, 200000], 'Poor Signal': [-100000000000000000, 100000]}, 'UEPDCPBytesUL': {'Excellent Signal': [125000, 10000000000000000], 'Good Signal': [100000, 125000], 'Average Signal': [10000, 100000], 'Poor Signal': [-100000000000000000, 10000]}}
+tput = {'UEPDCPBytesDL': {'Excellent Signal' : [300000, 10000000000000000], 'Good Signal': [200000,300000], 'Average Signal':[100000,200000], 'Poor Signal':[-100000000000000000,100000]}, 'UEPDCPBytesUL' : {'Excellent Signal' : [125000, 10000000000000000], 'Good Signal': [100000,125000], 'Average Signal':[10000,100000], 'Poor Signal':[-100000000000000000,10000]}}
 
 
-def category(df, ranges):
-    # Based on ranges, each sample is return with category(excellent, good, average, & poor category).
+def category(df,ranges):
+    """
+     Based on ranges, each sample is return with category(excellent, good, average, & poor category).
+    """
     data = df.copy()
     for block in ranges:
         df = data[list(block.keys())].copy()
@@ -29,27 +49,26 @@ def category(df, ranges):
                 ind = temp[(temp[key] <= bounds[1]) & (temp[key] > bounds[0])].index
                 df.loc[ind, key] = cat
         data[df.columns] = df
-    # Maximum category value is considered as final category value.
-    category = data[['UEPDCPBytesDL', 'UEPDCPBytesUL', 'UEPRBUsageDL', 'UEPRBUsageUL', 'S_RSRP', 'S_RSRQ', 'S_SINR']].mode(axis=1)[0]
+    category =  data[['UEPDCPBytesDL', 'UEPDCPBytesUL', 'UEPRBUsageDL', 'UEPRBUsageUL',
+       'S_RSRP', 'S_RSRQ', 'S_SINR']].mode(axis = 1)[0]
     return category
 
 
 class modelling(object):
-    def __init__(self, data):
+    def __init__(self,data):
         self.time = data.MeasTimestampRF
         self.id = data.UEID
-        self.data = data.drop(['UEID', 'MeasTimestampRF'], axis=1)
-
+        self.data = data.drop(['UEID', 'MeasTimestampRF'], axis = 1)
+        
     def dbscan(self):
         """
          Train hdbscan for the input dataframe
          save the hdbscan model
-        """
-
+        """        
         df = self.data.copy()
-        hdb = hdbscan.HDBSCAN(min_cluster_size=16000, min_samples=5, prediction_data=True).fit(df)
-        joblib.dump(hdb, 'ad/hdbscan')
-        self.data['Category'] = hdb.labels_  # Stores the labels into category field
+        hdb = hdbscan.HDBSCAN(min_cluster_size=16000, min_samples = 5, prediction_data = True).fit(df)
+        joblib.dump(hdb, '/tmp/ad/hdbscan')
+        self.data['Category'] = hdb.labels_
 
     def RandomForest(self, y):
         """
@@ -59,33 +78,53 @@ class modelling(object):
         df = self.data.copy()
         le = LabelEncoder()
         y = le.fit_transform(y)
-        joblib.dump(le, 'ad/LabelEncoder')
+        joblib.dump(le, '/tmp/ad/LabelEncoder')
         X_train, X_test, y_train, y_test = train_test_split(df, y, test_size=0.20, stratify=y, random_state=42)
         rf = RandomForestClassifier(max_depth=9, random_state=0)
-        rf.fit(X_train, y_train)  # Fit the RFC model
-        print("X_train cols:", X_train.columns)
-        joblib.dump(rf, 'ad/RF')  # Save the RF model
+        rf.fit(X_train, y_train)
+        
+        joblib.dump(rf, '/tmp/ad/RF')
+        print('--------------------------- Training Score------------------------------------')
+        score(X_test, y_test, rf)
+        print('--------------------------- Test Score------------------------------------')
+        test = pd.read_csv('/tmp/ad/ue_test.csv')
+        test = test[UEKeyList]
+        y = category(test, [sigstr, PRB, tput])
+        y =le.transform(y)
+        ps = preprocess(test)
+        ps.process()
+        test = ps.data.drop(['UEID', 'MeasTimestampRF'], axis = 1)
+        score(test, y, rf)
+
+def score(X, y, model):
+    y_pred = model.predict(X)
+    print('Accuracy : {}'.format(accuracy_score(y, y_pred)))
+
+    print('confusion matrix : {}'.format(confusion_matrix(y, y_pred)))
+    print('f1-score : {}'.format(f1_score(y, y_pred, average = 'macro')))
 
 
 def train():
     """
      Main function to perform training on input files
      Read all the csv file in the current path and create trained model
-    """
+    """    
     print('Training Starts : ')
-    path = 'ad/ue_data/'
+    path = '/tmp/ad/ue_data/'
     df = pd.DataFrame()
     # Read all the csv files and store the combined data into df
     for file in os.listdir(path):
         df = df.append(pd.read_csv(path + file))
+    
     df = df[UEKeyList]
     df.index = range(len(df))
-    y = category(df, [sigstr, PRB, tput])
+    y =  category(df, [sigstr, PRB, tput])
     seg = {}
-    # Save the category of each UEID and save it as json file
+
+    #Save the category of each UEID and save it as json file
     for ue in df.UEID.unique():
         seg[str(ue)] = list(set(y[df[df['UEID'] == ue].index]))
-
+    
     with open('ue_seg.json', 'w') as outfile:
         json.dump(seg, outfile)
 
@@ -94,5 +133,5 @@ def train():
     ps.process()
     df = ps.data
     db = modelling(df)
-    # db.dbscan()
+#    db.dbscan()
     db.RandomForest(y)

diff --git a/ad/main.py b/ad/main.py
index 3298b5f..8156af3 100644 (file)
--- a/ad/main.py
+++ b/ad/main.py
@@ -14,69 +14,60 @@
 #  limitations under the License.
 # ==================================================================================
 
+import warnings
 import json
 import os
 from ricxappframe.xapp_frame import Xapp
 import pandas as pd
 from ad_model.tb_format import parse
 from ad_model.ad_model import HDB_PREDICT
-import schedule
+import schedule, time
 from ad_train import train
 
-
 def entry(self):
     """
-      If RF model is not present in the path, run train() to train the model for the prediction.
-      Calls predict function for every 1 second(for now as we are using simulated data).
+     If RF model is not present in the path, run train() to train the model for the prediction.
+     Calls predict function for every 1 second(for now as we are using simulated data).
     """
-    if not os.path.isfile('ad/RF'):
+    if not os.path.isfile('/tmp/ad/RF'):
         train()
     schedule.every(1).seconds.do(predict, self)
     while True:
         schedule.run_pending()
 
-
 def predict(self):
     """
-      Read the input csv file that has both normal and anomalous data.
-      Simulate diff UEIDs that participate in the anomaly by randomly selecting records from this scoring data set
-      Send the UEID and timestamp for the anomalous entries to the Traffic Steering (rmr with the message type as 30003)
-      Get the acknowledgement message from the traffic steering.
+     Read the input csv file that has both normal and anomalous data.
+     Simulate diff UEIDs that participate in the anomaly by randomly selecting records from this scoring data set
+     Send the UEID and timestamp for the anomalous entries to the Traffic Steering (rmr with the message type as 30003)
+     Get the acknowledgement message from the traffic steering.
     """
-    val = predict_anomaly(self)
-    if len(val) > 2:
-        msg_to_ts(self, val)
-
 
-def predict_anomaly(self):
-    # The read_csv logic will be modified when we are going to fetch the data from database via sdl api.
-    # Read the input csv file
-    ue_data = pd.read_csv('ad/ue_test.csv')
+    #The read_csv logic will be modified when we are going to fetch the data from database via sdl api.
+    #Read the input csv file 
+    ue_data = pd.read_csv('/tmp/ad/ue_test.csv')
 
-    # Parse the ue data and predict the anomaly records for the randomly selected UEID
+    #Parse the ue data and predict the anomaly records for the randomly selected UEID
     data = parse(ue_data)
     db_df = HDB_PREDICT(data)
-    db_df = db_df.loc[db_df['Anomaly'] == 1][['UEID', 'MeasTimestampRF']].head(1)
-    db_df['MeasTimestampRF'] = db_df['MeasTimestampRF'].apply(lambda x: str(x))  # converts into string format
+    db_df = db_df.loc[db_df['Anomaly'] == 1][['UEID','MeasTimestampRF' ]].head(1)    
+    db_df['MeasTimestampRF'] = db_df['MeasTimestampRF'].apply(lambda x : str(x)) # converts into string format
+    #print("db_df: ", db_df) # For debug purpose, we can enable this print statement
 
     # rmr send 30003(TS_ANOMALY_UPDATE), should trigger registered callback
-    result = json.loads(db_df.to_json(orient='records'))
+    result = json.loads(db_df.to_json(orient = 'records'))    
     val = json.dumps(result).encode()
-    return val
-
-
-def msg_to_ts(self, val):
-    # send message from ad to ts
-    print("rmr send value:", val)
-    self.rmr_send(val, 30003)
 
-    # rmr receive to get the acknowledgement message from the traffic steering.
-    for (summary, sbuf) in self.rmr_get_messages():
-        print("TS_ANOMALY_ACK: {}".format(summary))
-        self.rmr_free(sbuf)
+    if len(val) > 2 :
+        print("val: ", val)
+        self.rmr_send(val, 30003)
 
+        # rmr receive to get the acknowledgement message from the traffic steering.
+        for (summary, sbuf) in self.rmr_get_messages():
+            print("TS_ANOMALY_ACK: {}".format(summary))
+            self.rmr_free(sbuf)
+    
+# Initiates xapp api and runs the entry() using xapp.run()
+xapp = Xapp(entrypoint=entry, rmr_port=4560, use_fake_sdl=True)
+xapp.run()
 
-def start():
-    # Initiates xapp api and runs the entry() using xapp.run()
-    xapp = Xapp(entrypoint=entry, rmr_port=4560, use_fake_sdl=True)
-    xapp.run()

diff --git a/ad/ue_test.csv b/ad/ue_test.csv
index 08ea39b..ce0387f 100644 (file)
--- a/ad/ue_test.csv
+++ b/ad/ue_test.csv
@@ -1,1138 +1,5201 @@
-UEPDCPBytesDL,UEPDCPBytesUL,UEPRBUsageDL,UEPRBUsageUL,S_RSRP,S_RSRQ,S_SINR,N1_RSRP,N1_RSRQ,N1_SINR,N2_RSRP,N2_RSRQ,N2_SINR,UEID,ServingCellID,N1,N2,MeasTimestampRF,Category\r
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-280000,123000,25,10,-47,-3.8,23,-57,-6.8,18,-72,-9.8,15,12345,555011,555010,555012,2020-10-18 06:30:17.778246,0\r
-280000,123000,25,10,-57,-4.3,23,-62,-7.3,18,-77,-10.3,15,12345,555011,555010,555012,2020-10-18 06:30:17.788246,0\r
-280000,121000,25,10,-48,-3.9,23,-58,-6.9,18,-73,-9.9,15,12345,555011,555010,555012,2020-10-18 06:30:17.798246,0\r
-280000,121000,25,10,-50,-3.6,23,-55,-6.6,18,-70,-9.6,15,12345,555011,555010,555012,2020-10-18 06:30:17.808246,0\r
-300000,123000,25,10,-43,-3.4,25,-53,-6.4,20,-68,-9.4,17,12345,555011,555010,555012,2020-10-18 06:30:17.818246,0\r
-100000,115000,14,6,-115,-22.3,3,-125,-25.3,3,-140,-28.3,0,12345,555011,555010,555012,2020-10-18 06:30:17.828246,0\r
-290000,121000,25,10,-89,-13.2,6,-94,-16.2,1,-109,-19.2,-2,12345,555011,555010,555012,2020-10-18 06:30:17.838246,0\r
-9000,5000,14,6,-130,-25.9,-4,-130,-23.9,-9,-145,-26.9,-12,12345,555011,555010,555012,2020-10-18 06:30:17.848246,1\r
-280000,123000,25,10,-50,-3.6,23,-55,-6.6,18,-70,-9.6,15,12345,555011,555010,555012,2020-10-18 06:30:17.858246,0\r
-7000,6000,9,4,-131,-27.7,-6,-131,-25.7,-11,-146,-28.7,1,12345,555011,555010,555012,2020-10-18 06:30:17.868246,1\r
-290000,123000,25,10,-44,-3.0,24,-49,-6.0,19,-64,-9.0,16,12345,555011,555010,555012,2020-10-18 06:30:17.878246,0\r
-150000,68722,20,2,-84,-15.7,14,-94,-18.7,9,-109,-21.7,6,12345,555011,555010,555012,2020-10-18 06:30:17.888246,0\r
-280000,123000,25,10,-47,-3.8,23,-57,-6.8,18,-72,-9.8,15,12346,555011,555010,555012,2020-10-18 06:30:17.898246,0\r
-290000,123000,25,10,-43,-3.4,24,-53,-6.4,19,-68,-9.4,16,12346,555011,555010,555012,2020-10-18 06:30:17.908246,0\r
-290000,123000,25,10,-44,-3.5,23,-54,-6.5,18,-69,-9.5,15,12346,555011,555010,555012,2020-10-18 06:30:17.918246,0\r
-230000,98722,20,10,-85,-13.3,5,-95,-16.3,0,-110,-19.3,-3,12346,555011,555010,555012,2020-10-18 06:30:17.928246,0\r
-300000,123000,25,10,-42,-3.3,25,-52,-6.3,20,-67,-9.3,17,12346,555011,555010,555012,2020-10-18 06:30:17.938246,0\r
-280000,122000,25,10,-39,-3.0,24,-49,-6.0,19,-64,-9.0,16,12346,555011,555010,555012,2020-10-18 06:30:17.948246,0\r
-150000,108722,20,6,-84,-13.5,3,-94,-16.5,-2,-109,-19.5,-5,12346,555011,555010,555012,2020-10-18 06:30:17.958246,0\r
-5000,2000,10,4,-128,-29.3,-1,-128,-27.3,0,-143,-30.3,-6,12346,555011,555010,555012,2020-10-18 06:30:17.968246,1\r
-9000,6000,14,6,-125,-25.9,-1,-125,-23.9,-6,-140,-26.9,-9,12346,555011,555010,555012,2020-10-18 06:30:17.978246,1\r
-280000,122000,25,10,-39,-3.0,25,-49,-6.0,20,-64,-9.0,17,12346,555011,555010,555012,2020-10-18 06:30:17.988246,0\r
-280000,122000,25,10,-50,-4.1,23,-60,-7.1,18,-75,-10.1,15,12346,555011,555010,555012,2020-10-18 06:30:17.998246,0\r
-280000,121000,25,10,-53,-4.4,23,-63,-7.4,18,-78,-10.4,15,12346,555011,555010,555012,2020-10-18 06:30:18.008246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12347,555011,555010,555012,2020-10-18 06:30:18.018246,0\r
-280000,122000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12347,555011,555010,555012,2020-10-18 06:30:18.028246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12347,555011,555010,555012,2020-10-18 06:30:18.038246,0\r
-3000,2000,9,3,-134,-27.1,-3,-134,-25.1,-8,-149,-28.1,-11,12347,555011,555010,555012,2020-10-18 06:30:18.048246,1\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12347,555011,555010,555012,2020-10-18 06:30:18.058246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12347,555011,555010,555012,2020-10-18 06:30:18.068246,0\r
-7000,5000,9,4,-121,-29.3,-17,-121,-27.3,-22,-136,-30.3,-25,12347,555011,555010,555012,2020-10-18 06:30:18.078246,1\r
-280000,123000,25,10,-95,-18.4,4,-95,-16.4,-1,-110,-19.4,-4,12347,555011,555010,555012,2020-10-18 06:30:18.088246,0\r
-300000,123000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12347,555011,555010,555012,2020-10-18 06:30:18.098246,0\r
-290000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12347,555011,555010,555012,2020-10-18 06:30:18.108246,0\r
-280000,123000,25,10,-85,-13.2,6,-95,-16.2,1,-110,-19.2,-2,12347,555011,555010,555012,2020-10-18 06:30:18.118246,0\r
-230000,108722,20,10,-95,-18.2,6,-95,-16.2,1,-110,-19.2,-2,12347,555011,555010,555012,2020-10-18 06:30:18.128246,0\r
-290000,121000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12348,555011,555010,555012,2020-10-18 06:30:18.138246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12348,555011,555010,555012,2020-10-18 06:30:18.148246,0\r
-5000,20,10,4,-135,-26.9,-3,-135,-24.9,-11,-150,-27.9,0,12348,555011,555010,555012,2020-10-18 06:30:18.158246,1\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12348,555011,555010,555012,2020-10-18 06:30:18.168246,0\r
-300000,123000,25,10,-51,-8.2,24,-51,-6.2,19,-66,-9.2,16,12348,555011,555010,555012,2020-10-18 06:30:18.178246,0\r
-110000,108722,20,8,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12348,555011,555010,555012,2020-10-18 06:30:18.188246,0\r
-300000,125000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12348,555011,555010,555012,2020-10-18 06:30:18.198246,0\r
-3000,2,10,3,-135,-27.1,-6,-135,-25.1,-11,-150,-28.1,-14,12348,555011,555010,555012,2020-10-18 06:30:18.208246,1\r
-270000,121000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12348,555011,555010,555012,2020-10-18 06:30:18.218246,0\r
-280000,122000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12348,555011,555010,555012,2020-10-18 06:30:18.228246,0\r
-300000,123000,25,10,-53,-8.4,24,-53,-6.4,19,-68,-9.4,16,12348,555011,555010,555012,2020-10-18 06:30:18.238246,0\r
-150000,108722,20,6,-94,-18.1,7,-94,-16.1,2,-109,-19.1,-1,12348,555011,555010,555012,2020-10-18 06:30:18.248246,0\r
-280000,123000,25,10,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12349,555011,555010,555012,2020-10-18 06:30:18.258246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12349,555011,555010,555012,2020-10-18 06:30:18.268246,0\r
-290000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12349,555011,555010,555012,2020-10-18 06:30:18.278246,0\r
-150000,108722,20,5,-95,-18.4,4,-95,-16.4,-1,-110,-19.4,-4,12349,555011,555010,555012,2020-10-18 06:30:18.288246,0\r
-300000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12349,555011,555010,555012,2020-10-18 06:30:18.298246,0\r
-290000,123000,25,10,-94,-18.4,4,-94,-16.4,-1,-109,-19.4,-4,12349,555011,555010,555012,2020-10-18 06:30:18.308246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12349,555011,555010,555012,2020-10-18 06:30:18.318246,0\r
-8000,5000,10,4,-129,-28.5,-19,-129,-26.5,-24,-144,-29.5,-27,12349,555011,555010,555012,2020-10-18 06:30:18.328246,1\r
-280000,121000,25,10,-96,-18.5,3,-96,-16.5,-2,-111,-19.5,-5,12349,555011,555010,555012,2020-10-18 06:30:18.338246,0\r
-280000,122000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12349,555011,555010,555012,2020-10-18 06:30:18.348246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12349,555011,555010,555012,2020-10-18 06:30:18.358246,0\r
-100,2,9,4,-132,-27.5,-6,-132,-25.5,-5,-147,-28.5,1,12349,555011,555010,555012,2020-10-18 06:30:18.368246,1\r
-280000,122000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12350,555011,555010,555012,2020-10-18 06:30:18.378246,0\r
-200000,108722,20,6,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12350,555011,555010,555012,2020-10-18 06:30:18.388246,0\r
-110000,68722,20,3,-94,-20.7,15,-94,-18.7,10,-109,-21.7,7,12350,555011,555010,555012,2020-10-18 06:30:18.398246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12350,555011,555010,555012,2020-10-18 06:30:18.408246,0\r
-9000,6000,14,6,-123,-27.7,-7,-123,-25.7,-12,-138,-28.7,-15,12350,555011,555010,555012,2020-10-18 06:30:18.418246,1\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12350,555011,555010,555012,2020-10-18 06:30:18.428246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12350,555011,555010,555012,2020-10-18 06:30:18.438246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12350,555011,555010,555012,2020-10-18 06:30:18.448246,0\r
-9000,6722,14,6,-125,-27.9,-12,-125,-25.9,-17,-140,-28.9,-20,12350,555011,555010,555012,2020-10-18 06:30:18.458246,1\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12350,555011,555010,555012,2020-10-18 06:30:18.468246,0\r
-280000,122000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12350,555011,555010,555012,2020-10-18 06:30:18.478246,0\r
-110000,108722,20,4,-95,-18.3,5,-95,-16.3,0,-110,-19.3,-3,12350,555011,555010,555012,2020-10-18 06:30:18.488246,0\r
-4000,2000,10,4,-132,-27.7,-2,-132,-25.7,-7,-147,-28.7,-10,12351,555011,555010,555012,2020-10-18 06:30:18.498246,1\r
-150000,88722,20,4,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12351,555011,555010,555012,2020-10-18 06:30:18.508246,0\r
-270000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12351,555011,555010,555012,2020-10-18 06:30:18.518246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12351,555011,555010,555012,2020-10-18 06:30:18.528246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12351,555011,555010,555012,2020-10-18 06:30:18.538246,0\r
-200000,98722,20,6,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12351,555011,555010,555012,2020-10-18 06:30:18.548246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12351,555011,555010,555012,2020-10-18 06:30:18.558246,0\r
-9000,5000,14,6,-125,-26.1,-2,-125,-24.1,-7,-140,-27.1,-10,12351,555011,555010,555012,2020-10-18 06:30:18.568246,1\r
-280000,122000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12351,555011,555010,555012,2020-10-18 06:30:18.578246,0\r
-290000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12351,555011,555010,555012,2020-10-18 06:30:18.588246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12351,555011,555010,555012,2020-10-18 06:30:18.598246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12351,555011,555010,555012,2020-10-18 06:30:18.608246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12352,555011,555010,555012,2020-10-18 06:30:18.618246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12352,555011,555010,555012,2020-10-18 06:30:18.628246,0\r
-1000,500,10,4,-135,-27.1,-4,-135,-25.1,-8,-150,-28.1,0,12352,555011,555010,555012,2020-10-18 06:30:18.638246,1\r
-300000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12352,555011,555010,555012,2020-10-18 06:30:18.648246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12352,555011,555010,555012,2020-10-18 06:30:18.658246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12352,555011,555010,555012,2020-10-18 06:30:18.668246,0\r
-280000,122000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12352,555011,555010,555012,2020-10-18 06:30:18.678246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12352,555011,555010,555012,2020-10-18 06:30:18.688246,0\r
-5000,1000,9,4,-135,-27.5,-5,-135,-25.5,-5,-150,-28.5,0,12352,555011,555010,555012,2020-10-18 06:30:18.698246,1\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12352,555011,555010,555012,2020-10-18 06:30:18.708246,0\r
-270000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12352,555011,555010,555012,2020-10-18 06:30:18.718246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12352,555011,555010,555012,2020-10-18 06:30:18.728246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12353,555011,555010,555012,2020-10-18 06:30:18.738246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12353,555011,555010,555012,2020-10-18 06:30:18.748246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12353,555011,555010,555012,2020-10-18 06:30:18.758246,0\r
-5000,1000,10,3,-120,-28.9,-20,-120,-26.9,-25,-135,-29.9,-28,12353,555011,555010,555012,2020-10-18 06:30:18.768246,1\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12353,555011,555010,555012,2020-10-18 06:30:18.778246,0\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12353,555011,555010,555012,2020-10-18 06:30:18.788246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12353,555011,555010,555012,2020-10-18 06:30:18.798246,0\r
-280000,122000,25,10,-94,-18.2,6,-94,-16.2,1,-109,-19.2,-2,12353,555011,555010,555012,2020-10-18 06:30:18.808246,0\r
-150000,88722,20,8,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12353,555011,555010,555012,2020-10-18 06:30:18.818246,0\r
-1000,500,9,3,-135,-27.1,-6,-135,-25.1,-11,-150,-28.1,-14,12353,555011,555010,555012,2020-10-18 06:30:18.828246,1\r
-100000,108722,20,2,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12353,555011,555010,555012,2020-10-18 06:30:18.838246,0\r
-110000,88722,20,4,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12353,555011,555010,555012,2020-10-18 06:30:18.848246,0\r
-1000,4800,18,7,-116,-26.3,-5,-116,-24.3,-12,-131,-27.3,-15,12354,555011,555010,555012,2020-10-18 06:30:18.858246,1\r
-300000,125000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12354,555011,555010,555012,2020-10-18 06:30:18.868246,0\r
-280000,122000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12354,555011,555010,555012,2020-10-18 06:30:18.878246,0\r
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-110000,98722,20,8,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12368,555011,555010,555012,2020-10-18 06:30:20.568246,0\r
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-110000,88722,20,7,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12368,555011,555010,555012,2020-10-18 06:30:20.638246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12368,555011,555010,555012,2020-10-18 06:30:20.648246,0\r
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-280000,122000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12371,555011,555010,555012,2020-10-18 06:30:20.918246,0\r
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-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12373,555011,555010,555012,2020-10-18 06:30:21.148246,0\r
-300000,125000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12373,555011,555010,555012,2020-10-18 06:30:21.158246,0\r
-4000,500,10,4,-130,-26.7,-8,-130,-24.7,-13,-145,-27.7,-16,12373,555011,555010,555012,2020-10-18 06:30:21.168246,1\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12373,555011,555010,555012,2020-10-18 06:30:21.178246,0\r
-280000,122000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12373,555011,555010,555012,2020-10-18 06:30:21.188246,0\r
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-100000,78722,20,3,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12373,555011,555010,555012,2020-10-18 06:30:21.208246,0\r
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-300000,123000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12373,555011,555010,555012,2020-10-18 06:30:21.238246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12373,555011,555010,555012,2020-10-18 06:30:21.248246,0\r
-150000,108722,20,5,-96,-18.5,3,-96,-16.5,-2,-111,-19.5,-5,12374,555011,555010,555012,2020-10-18 06:30:21.258246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12374,555011,555010,555012,2020-10-18 06:30:21.268246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12374,555011,555010,555012,2020-10-18 06:30:21.278246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12374,555011,555010,555012,2020-10-18 06:30:21.288246,0\r
-230000,108722,20,10,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12374,555011,555010,555012,2020-10-18 06:30:21.298246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12374,555011,555010,555012,2020-10-18 06:30:21.308246,0\r
-280000,121000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12374,555011,555010,555012,2020-10-18 06:30:21.318246,0\r
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-200000,108722,20,4,-96,-18.2,6,-96,-16.2,1,-111,-19.2,-2,12377,555011,555010,555012,2020-10-18 06:30:21.618246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12377,555011,555010,555012,2020-10-18 06:30:21.628246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12377,555011,555010,555012,2020-10-18 06:30:21.638246,0\r
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-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12377,555011,555010,555012,2020-10-18 06:30:21.658246,0\r
-110000,98722,20,5,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12377,555011,555010,555012,2020-10-18 06:30:21.668246,0\r
-4000,500,10,4,-135,-27.3,-5,-135,-25.3,-10,-150,-28.3,-13,12377,555011,555010,555012,2020-10-18 06:30:21.678246,1\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12377,555011,555010,555012,2020-10-18 06:30:21.688246,0\r
-280000,121000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12377,555011,555010,555012,2020-10-18 06:30:21.698246,0\r
-3000,500,10,4,-134,-27.7,-8,-134,-25.7,-13,-149,-28.7,-16,12377,555011,555010,555012,2020-10-18 06:30:21.708246,1\r
-200000,108722,20,6,-94,-18.4,4,-94,-16.4,-1,-109,-19.4,-4,12377,555011,555010,555012,2020-10-18 06:30:21.718246,0\r
-150000,108722,20,4,-95,-18.1,7,-95,-16.1,2,-110,-19.1,-1,12377,555011,555010,555012,2020-10-18 06:30:21.728246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12378,555011,555010,555012,2020-10-18 06:30:21.738246,0\r
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-8000,6722,10,4,-130,-26.5,-4,-130,-24.5,-9,-145,-27.5,-12,12378,555011,555010,555012,2020-10-18 06:30:21.758246,1\r
-150000,108722,20,3,-95,-20.9,15,-95,-18.9,10,-110,-21.9,7,12378,555011,555010,555012,2020-10-18 06:30:21.768246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12378,555011,555010,555012,2020-10-18 06:30:21.778246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12378,555011,555010,555012,2020-10-18 06:30:21.788246,0\r
-110000,108722,20,6,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12378,555011,555010,555012,2020-10-18 06:30:21.798246,0\r
-290000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12378,555011,555010,555012,2020-10-18 06:30:21.808246,0\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12378,555011,555010,555012,2020-10-18 06:30:21.818246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12378,555011,555010,555012,2020-10-18 06:30:21.828246,0\r
-300000,125000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12378,555011,555010,555012,2020-10-18 06:30:21.838246,0\r
-270000,123000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12378,555011,555010,555012,2020-10-18 06:30:21.848246,0\r
-1000,4800,18,7,-120,-26.1,-5,-120,-24.1,-5,-135,-27.1,-12,12379,555011,555010,555012,2020-10-18 06:30:21.858246,1\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12379,555011,555010,555012,2020-10-18 06:30:21.868246,0\r
-7000,6000,14,6,-122,-29.3,-21,-122,-27.3,-26,-137,-30.3,-29,12379,555011,555010,555012,2020-10-18 06:30:21.878246,1\r
-290000,121000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12379,555011,555010,555012,2020-10-18 06:30:21.888246,0\r
-280000,122000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12379,555011,555010,555012,2020-10-18 06:30:21.898246,0\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12379,555011,555010,555012,2020-10-18 06:30:21.908246,0\r
-280000,121000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12379,555011,555010,555012,2020-10-18 06:30:21.918246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12379,555011,555010,555012,2020-10-18 06:30:21.928246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12379,555011,555010,555012,2020-10-18 06:30:21.938246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12379,555011,555010,555012,2020-10-18 06:30:21.948246,0\r
-280000,121000,25,10,-96,-18.2,6,-96,-16.2,1,-111,-19.2,-2,12379,555011,555010,555012,2020-10-18 06:30:21.958246,0\r
-280000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12379,555011,555010,555012,2020-10-18 06:30:21.968246,0\r
-100000,78722,20,5,-95,-20.9,15,-95,-18.9,10,-110,-21.9,7,12380,555011,555010,555012,2020-10-18 06:30:21.978246,0\r
-4000,2,10,4,-132,-27.7,-7,-132,-25.7,-12,-147,-28.7,-15,12380,555011,555010,555012,2020-10-18 06:30:21.988246,1\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12380,555011,555010,555012,2020-10-18 06:30:21.998246,0\r
-270000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12380,555011,555010,555012,2020-10-18 06:30:22.008246,0\r
-290000,122000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12380,555011,555010,555012,2020-10-18 06:30:22.018246,0\r
-290000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12380,555011,555010,555012,2020-10-18 06:30:22.028246,0\r
-300000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12380,555011,555010,555012,2020-10-18 06:30:22.038246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12380,555011,555010,555012,2020-10-18 06:30:22.048246,0\r
-280000,121000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12380,555011,555010,555012,2020-10-18 06:30:22.058246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12380,555011,555010,555012,2020-10-18 06:30:22.068246,0\r
-10,200,10,4,-130,-28.9,-16,-130,-26.9,-21,-145,-29.9,-24,12380,555011,555010,555012,2020-10-18 06:30:22.078246,1\r
-290000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12380,555011,555010,555012,2020-10-18 06:30:22.088246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12381,555011,555010,555012,2020-10-18 06:30:22.098246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12381,555011,555010,555012,2020-10-18 06:30:22.108246,0\r
-8000,6000,10,4,-123,-29.7,-12,-123,-27.7,-17,-138,-30.7,-20,12381,555011,555010,555012,2020-10-18 06:30:22.118246,1\r
-200000,108722,20,7,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12381,555011,555010,555012,2020-10-18 06:30:22.128246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12381,555011,555010,555012,2020-10-18 06:30:22.138246,0\r
-9000,6000,14,6,-121,-26.7,3,-121,-24.7,3,-136,-27.7,-9,12381,555011,555010,555012,2020-10-18 06:30:22.148246,0\r
-290000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12381,555011,555010,555012,2020-10-18 06:30:22.158246,0\r
-100,5000,14,6,-128,-27.9,-1,-123,-25.9,-5,-138,-28.9,-8,12381,555011,555010,555012,2020-10-18 06:30:22.168246,1\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12381,555011,555010,555012,2020-10-18 06:30:22.178246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12381,555011,555010,555012,2020-10-18 06:30:22.188246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12381,555011,555010,555012,2020-10-18 06:30:22.198246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12381,555011,555010,555012,2020-10-18 06:30:22.208246,0\r
-150000,98722,20,7,-94,-20.7,15,-94,-18.7,10,-109,-21.7,7,12382,555011,555010,555012,2020-10-18 06:30:22.218246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12382,555011,555010,555012,2020-10-18 06:30:22.228246,0\r
-290000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12382,555011,555010,555012,2020-10-18 06:30:22.238246,0\r
-7000,6000,10,4,-129,-29.3,-14,-124,-27.3,-19,-139,-30.3,-22,12382,555011,555010,555012,2020-10-18 06:30:22.248246,1\r
-280000,121000,25,10,-95,-18.1,7,-95,-16.1,2,-110,-19.1,-1,12382,555011,555010,555012,2020-10-18 06:30:22.258246,0\r
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-300000,125000,25,10,-53,-8.4,24,-53,-6.4,19,-68,-9.4,16,12382,555011,555010,555012,2020-10-18 06:30:22.278246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12382,555011,555010,555012,2020-10-18 06:30:22.288246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12382,555011,555010,555012,2020-10-18 06:30:22.298246,0\r
-280000,122000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12382,555011,555010,555012,2020-10-18 06:30:22.308246,0\r
-200000,108722,20,6,-96,-18.1,7,-96,-16.1,2,-111,-19.1,-1,12382,555011,555010,555012,2020-10-18 06:30:22.318246,0\r
-280000,122000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12382,555011,555010,555012,2020-10-18 06:30:22.328246,0\r
-110000,98722,20,3,-95,-20.9,15,-95,-18.9,10,-110,-21.9,7,12383,555011,555010,555012,2020-10-18 06:30:22.338246,0\r
-270000,122000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12383,555011,555010,555012,2020-10-18 06:30:22.348246,0\r
-290000,121000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12383,555011,555010,555012,2020-10-18 06:30:22.358246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12383,555011,555010,555012,2020-10-18 06:30:22.368246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12383,555011,555010,555012,2020-10-18 06:30:22.378246,0\r
-280000,123000,25,10,-95,-18.5,3,-95,-16.5,-2,-110,-19.5,-5,12383,555011,555010,555012,2020-10-18 06:30:22.388246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12383,555011,555010,555012,2020-10-18 06:30:22.398246,0\r
-300000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12383,555011,555010,555012,2020-10-18 06:30:22.408246,0\r
-270000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12383,555011,555010,555012,2020-10-18 06:30:22.418246,0\r
-150000,108722,20,4,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12383,555011,555010,555012,2020-10-18 06:30:22.428246,0\r
-9000,6000,14,6,-129,-27.7,-10,-129,-25.7,-15,-144,-28.7,-18,12383,555011,555010,555012,2020-10-18 06:30:22.438246,1\r
-110000,108722,20,6,-94,-18.2,6,-94,-16.2,1,-109,-19.2,-2,12384,555011,555010,555012,2020-10-18 06:30:22.448246,0\r
-9000,6722,14,6,-120,-25.9,4,-120,-23.9,3,-135,-26.9,-4,12384,555011,555010,555012,2020-10-18 06:30:22.458246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12384,555011,555010,555012,2020-10-18 06:30:22.468246,0\r
-8000,5000,10,3,-126,-28.3,-19,-126,-26.3,-24,-141,-29.3,-27,12384,555011,555010,555012,2020-10-18 06:30:22.478246,1\r
-280000,121000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12384,555011,555010,555012,2020-10-18 06:30:22.488246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12384,555011,555010,555012,2020-10-18 06:30:22.498246,0\r
-290000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12384,555011,555010,555012,2020-10-18 06:30:22.508246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12384,555011,555010,555012,2020-10-18 06:30:22.518246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12384,555011,555010,555012,2020-10-18 06:30:22.528246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12384,555011,555010,555012,2020-10-18 06:30:22.538246,0\r
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-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12385,555011,555010,555012,2020-10-18 06:30:22.558246,0\r
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-270000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12389,555011,555010,555012,2020-10-18 06:30:23.038246,0\r
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-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12389,555011,555010,555012,2020-10-18 06:30:23.058246,0\r
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-290000,121000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12390,555011,555010,555012,2020-10-18 06:30:23.118246,0\r
-4000,500,9,4,-132,-27.5,-6,-132,-25.5,-6,-147,-28.5,1,12390,555011,555010,555012,2020-10-18 06:30:23.128246,1\r
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-110000,68722,20,4,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12390,555011,555010,555012,2020-10-18 06:30:23.148246,0\r
-200000,78722,20,3,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12390,555011,555010,555012,2020-10-18 06:30:23.158246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12390,555011,555010,555012,2020-10-18 06:30:23.168246,0\r
-290000,123000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12390,555011,555010,555012,2020-10-18 06:30:23.178246,0\r
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-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12390,555011,555010,555012,2020-10-18 06:30:23.208246,0\r
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-5000,3000,10,4,-120,-29.5,-13,-120,-27.5,-18,-135,-30.5,-21,12391,555011,555010,555012,2020-10-18 06:30:23.238246,1\r
-9000,6722,14,6,-126,-26.7,4,-126,-24.7,-2,-141,-27.7,0,12391,555011,555010,555012,2020-10-18 06:30:23.248246,0\r
-300000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12391,555011,555010,555012,2020-10-18 06:30:23.258246,0\r
-280000,121000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12391,555011,555010,555012,2020-10-18 06:30:23.268246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12391,555011,555010,555012,2020-10-18 06:30:23.278246,0\r
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-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12392,555011,555010,555012,2020-10-18 06:30:23.338246,0\r
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-150000,108722,20,6,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12392,555011,555010,555012,2020-10-18 06:30:23.368246,0\r
-110000,78722,20,8,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12392,555011,555010,555012,2020-10-18 06:30:23.378246,0\r
-100,4000,14,6,-123,-27.7,-7,-123,-25.7,-11,-138,-28.7,-11,12392,555011,555010,555012,2020-10-18 06:30:23.388246,1\r
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-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12393,555011,555010,555012,2020-10-18 06:30:23.518246,0\r
-290000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12393,555011,555010,555012,2020-10-18 06:30:23.528246,0\r
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-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12394,555011,555010,555012,2020-10-18 06:30:23.598246,0\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12394,555011,555010,555012,2020-10-18 06:30:23.608246,0\r
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-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12394,555011,555010,555012,2020-10-18 06:30:23.638246,0\r
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-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12395,555011,555010,555012,2020-10-18 06:30:23.668246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12395,555011,555010,555012,2020-10-18 06:30:23.678246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12395,555011,555010,555012,2020-10-18 06:30:23.688246,0\r
-270000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12395,555011,555010,555012,2020-10-18 06:30:23.698246,0\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12395,555011,555010,555012,2020-10-18 06:30:23.708246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12395,555011,555010,555012,2020-10-18 06:30:23.718246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12395,555011,555010,555012,2020-10-18 06:30:23.728246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12395,555011,555010,555012,2020-10-18 06:30:23.738246,0\r
-10,1000,10,3,-133,-27.7,-2,-133,-25.7,-3,-148,-28.7,0,12395,555011,555010,555012,2020-10-18 06:30:23.748246,1\r
-100000,48722,18,7,-117,-26.1,3,-117,-24.1,-2,-132,-27.1,-9,12395,555011,555010,555012,2020-10-18 06:30:23.758246,0\r
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-280000,121000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12398,555011,555010,555012,2020-10-18 06:30:24.018246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12398,555011,555010,555012,2020-10-18 06:30:24.028246,0\r
-100000,88722,20,3,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12398,555011,555010,555012,2020-10-18 06:30:24.038246,0\r
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-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12399,555011,555010,555012,2020-10-18 06:30:24.128246,0\r
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-280000,121000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12399,555011,555010,555012,2020-10-18 06:30:24.148246,0\r
-280000,123000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12399,555011,555010,555012,2020-10-18 06:30:24.158246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12399,555011,555010,555012,2020-10-18 06:30:24.168246,0\r
-280000,122000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12399,555011,555010,555012,2020-10-18 06:30:24.178246,0\r
-150000,88722,20,2,-94,-20.7,15,-94,-18.7,10,-109,-21.7,7,12399,555011,555010,555012,2020-10-18 06:30:24.188246,0\r
-270000,121000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12399,555011,555010,555012,2020-10-18 06:30:24.198246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12400,555011,555010,555012,2020-10-18 06:30:24.208246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12400,555011,555010,555012,2020-10-18 06:30:24.218246,0\r
-270000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12400,555011,555010,555012,2020-10-18 06:30:24.228246,0\r
-280000,121000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12400,555011,555010,555012,2020-10-18 06:30:24.238246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12400,555011,555010,555012,2020-10-18 06:30:24.248246,0\r
-280000,122000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12400,555011,555010,555012,2020-10-18 06:30:24.258246,0\r
-280000,122000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12400,555011,555010,555012,2020-10-18 06:30:24.268246,0\r
-150000,108722,20,3,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12400,555011,555010,555012,2020-10-18 06:30:24.278246,0\r
-300000,123000,25,10,-53,-8.4,24,-53,-6.4,19,-68,-9.4,16,12400,555011,555010,555012,2020-10-18 06:30:24.288246,0\r
-7000,4000,10,4,-129,-28.5,-20,-129,-26.5,-25,-144,-29.5,-28,12400,555011,555010,555012,2020-10-18 06:30:24.298246,1\r
-280000,121000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12400,555011,555010,555012,2020-10-18 06:30:24.308246,0\r
-280000,121000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12401,555011,555010,555012,2020-10-18 06:30:24.318246,0\r
-270000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12401,555011,555010,555012,2020-10-18 06:30:24.328246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12401,555011,555010,555012,2020-10-18 06:30:24.338246,0\r
-100000,98722,20,4,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12401,555011,555010,555012,2020-10-18 06:30:24.348246,0\r
-300000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12401,555011,555010,555012,2020-10-18 06:30:24.358246,0\r
-300000,123000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12401,555011,555010,555012,2020-10-18 06:30:24.368246,0\r
-280000,121000,25,10,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12401,555011,555010,555012,2020-10-18 06:30:24.378246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12401,555011,555010,555012,2020-10-18 06:30:24.388246,0\r
-290000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12401,555011,555010,555012,2020-10-18 06:30:24.398246,0\r
-4000,2000,9,4,-131,-27.5,-5,-131,-25.5,-5,-146,-28.5,2,12401,555011,555010,555012,2020-10-18 06:30:24.408246,1\r
-280000,122000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12401,555011,555010,555012,2020-10-18 06:30:24.418246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12402,555011,555010,555012,2020-10-18 06:30:24.428246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12402,555011,555010,555012,2020-10-18 06:30:24.438246,0\r
-110000,108722,20,4,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12402,555011,555010,555012,2020-10-18 06:30:24.448246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12402,555011,555010,555012,2020-10-18 06:30:24.458246,0\r
-270000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12402,555011,555010,555012,2020-10-18 06:30:24.468246,0\r
-300000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12402,555011,555010,555012,2020-10-18 06:30:24.478246,0\r
-3000,1000,9,3,-131,-27.3,-4,-131,-25.3,-9,-146,-28.3,-12,12402,555011,555010,555012,2020-10-18 06:30:24.488246,1\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12402,555011,555010,555012,2020-10-18 06:30:24.498246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12402,555011,555010,555012,2020-10-18 06:30:24.508246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12402,555011,555010,555012,2020-10-18 06:30:24.518246,0\r
-280000,121000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12402,555011,555010,555012,2020-10-18 06:30:24.528246,0\r
-9000,5000,14,6,-120,-25.7,-1,-120,-23.7,-6,-135,-26.7,-9,12403,555011,555010,555012,2020-10-18 06:30:24.538246,1\r
-280000,122000,25,10,-95,-18.3,5,-95,-16.3,0,-110,-19.3,-3,12403,555011,555010,555012,2020-10-18 06:30:24.548246,0\r
-290000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12403,555011,555010,555012,2020-10-18 06:30:24.558246,0\r
-150000,68722,20,7,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12403,555011,555010,555012,2020-10-18 06:30:24.568246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12403,555011,555010,555012,2020-10-18 06:30:24.578246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12403,555011,555010,555012,2020-10-18 06:30:24.588246,0\r
-300000,125000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12403,555011,555010,555012,2020-10-18 06:30:24.598246,0\r
-280000,122000,25,10,-94,-18.1,7,-94,-16.1,2,-109,-19.1,-1,12403,555011,555010,555012,2020-10-18 06:30:24.608246,0\r
-280000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12403,555011,555010,555012,2020-10-18 06:30:24.618246,0\r
-280000,122000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12403,555011,555010,555012,2020-10-18 06:30:24.628246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12403,555011,555010,555012,2020-10-18 06:30:24.638246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12404,555011,555010,555012,2020-10-18 06:30:24.648246,0\r
-100,6722,15,6,-122,-27.1,-5,-122,-25.1,-9,-137,-28.1,-13,12404,555011,555010,555012,2020-10-18 06:30:24.658246,1\r
-230000,108722,20,10,-94,-18.2,6,-94,-16.2,1,-109,-19.2,-2,12404,555011,555010,555012,2020-10-18 06:30:24.668246,0\r
-290000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12404,555011,555010,555012,2020-10-18 06:30:24.678246,0\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12404,555011,555010,555012,2020-10-18 06:30:24.688246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12404,555011,555010,555012,2020-10-18 06:30:24.698246,0\r
-150000,108722,20,5,-96,-18.1,7,-96,-16.1,2,-111,-19.1,-1,12404,555011,555010,555012,2020-10-18 06:30:24.708246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12404,555011,555010,555012,2020-10-18 06:30:24.718246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12404,555011,555010,555012,2020-10-18 06:30:24.728246,0\r
-290000,121000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12404,555011,555010,555012,2020-10-18 06:30:24.738246,0\r
-150000,98722,20,3,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12404,555011,555010,555012,2020-10-18 06:30:24.748246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12405,555011,555010,555012,2020-10-18 06:30:24.758246,0\r
-290000,123000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12405,555011,555010,555012,2020-10-18 06:30:24.768246,0\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12405,555011,555010,555012,2020-10-18 06:30:24.778246,0\r
-4000,1000,9,4,-126,-29.3,-16,-126,-27.3,-21,-141,-30.3,-24,12405,555011,555010,555012,2020-10-18 06:30:24.788246,1\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12405,555011,555010,555012,2020-10-18 06:30:24.798246,0\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12405,555011,555010,555012,2020-10-18 06:30:24.808246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12405,555011,555010,555012,2020-10-18 06:30:24.818246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12405,555011,555010,555012,2020-10-18 06:30:24.828246,0\r
-230000,108722,20,8,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12405,555011,555010,555012,2020-10-18 06:30:24.838246,0\r
-280000,121000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12405,555011,555010,555012,2020-10-18 06:30:24.848246,0\r
-150000,108722,20,5,-95,-18.4,4,-95,-16.4,-1,-110,-19.4,-4,12405,555011,555010,555012,2020-10-18 06:30:24.858246,0\r
-270000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12406,555011,555010,555012,2020-10-18 06:30:24.868246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12406,555011,555010,555012,2020-10-18 06:30:24.878246,0\r
-290000,121000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12406,555011,555010,555012,2020-10-18 06:30:24.888246,0\r
-280000,121000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12406,555011,555010,555012,2020-10-18 06:30:24.898246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12406,555011,555010,555012,2020-10-18 06:30:24.908246,0\r
-4000,3000,10,3,-130,-28.3,-12,-130,-26.3,-17,-145,-29.3,-20,12406,555011,555010,555012,2020-10-18 06:30:24.918246,1\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12406,555011,555010,555012,2020-10-18 06:30:24.928246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12406,555011,555010,555012,2020-10-18 06:30:24.938246,0\r
-280000,122000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12406,555011,555010,555012,2020-10-18 06:30:24.948246,0\r
-280000,122000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12406,555011,555010,555012,2020-10-18 06:30:24.958246,0\r
-110000,108722,20,6,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12406,555011,555010,555012,2020-10-18 06:30:24.968246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12407,555011,555010,555012,2020-10-18 06:30:24.978246,0\r
-150000,108722,20,6,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12407,555011,555010,555012,2020-10-18 06:30:24.988246,0\r
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-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12408,555011,555010,555012,2020-10-18 06:30:25.168246,0\r
-280000,122000,25,10,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12408,555011,555010,555012,2020-10-18 06:30:25.178246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12408,555011,555010,555012,2020-10-18 06:30:25.188246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12409,555011,555010,555012,2020-10-18 06:30:25.198246,0\r
-110000,108722,20,6,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12409,555011,555010,555012,2020-10-18 06:30:25.208246,0\r
-110000,98722,20,4,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12409,555011,555010,555012,2020-10-18 06:30:25.218246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12409,555011,555010,555012,2020-10-18 06:30:25.228246,0\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12409,555011,555010,555012,2020-10-18 06:30:25.238246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12409,555011,555010,555012,2020-10-18 06:30:25.248246,0\r
-300000,125000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12409,555011,555010,555012,2020-10-18 06:30:25.258246,0\r
-110000,108722,20,7,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12409,555011,555010,555012,2020-10-18 06:30:25.268246,0\r
-280000,122000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12409,555011,555010,555012,2020-10-18 06:30:25.278246,0\r
-280000,123000,25,10,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12409,555011,555010,555012,2020-10-18 06:30:25.288246,0\r
-8000,4000,9,4,-123,-28.3,-12,-123,-26.3,-17,-138,-29.3,-20,12409,555011,555010,555012,2020-10-18 06:30:25.298246,1\r
-280000,122000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12410,555011,555010,555012,2020-10-18 06:30:25.308246,0\r
-110000,88722,20,2,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12410,555011,555010,555012,2020-10-18 06:30:25.318246,0\r
-280000,123000,25,10,-95,-18.3,5,-95,-16.3,0,-110,-19.3,-3,12410,555011,555010,555012,2020-10-18 06:30:25.328246,0\r
-300000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12410,555011,555010,555012,2020-10-18 06:30:25.338246,0\r
-230000,108722,20,10,-95,-18.1,7,-95,-16.1,2,-110,-19.1,-1,12410,555011,555010,555012,2020-10-18 06:30:25.348246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12410,555011,555010,555012,2020-10-18 06:30:25.358246,0\r
-150000,108722,20,4,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12410,555011,555010,555012,2020-10-18 06:30:25.368246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12410,555011,555010,555012,2020-10-18 06:30:25.378246,0\r
-280000,121000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12410,555011,555010,555012,2020-10-18 06:30:25.388246,0\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12410,555011,555010,555012,2020-10-18 06:30:25.398246,0\r
-4000,3000,9,3,-128,-29.5,-20,-128,-27.5,-25,-143,-30.5,-28,12410,555011,555010,555012,2020-10-18 06:30:25.408246,1\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12411,555011,555010,555012,2020-10-18 06:30:25.418246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12411,555011,555010,555012,2020-10-18 06:30:25.428246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12411,555011,555010,555012,2020-10-18 06:30:25.438246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12411,555011,555010,555012,2020-10-18 06:30:25.448246,0\r
-150000,108722,20,3,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12411,555011,555010,555012,2020-10-18 06:30:25.458246,0\r
-280000,122000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12411,555011,555010,555012,2020-10-18 06:30:25.468246,0\r
-9000,5000,14,6,-130,-26.1,-10,-130,-24.1,-15,-145,-27.1,-18,12411,555011,555010,555012,2020-10-18 06:30:25.478246,1\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12411,555011,555010,555012,2020-10-18 06:30:25.488246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12411,555011,555010,555012,2020-10-18 06:30:25.498246,0\r
-280000,121000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12411,555011,555010,555012,2020-10-18 06:30:25.508246,0\r
-290000,122000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12411,555011,555010,555012,2020-10-18 06:30:25.518246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12412,555011,555010,555012,2020-10-18 06:30:25.528246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12412,555011,555010,555012,2020-10-18 06:30:25.538246,0\r
-300000,123000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12412,555011,555010,555012,2020-10-18 06:30:25.548246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12412,555011,555010,555012,2020-10-18 06:30:25.558246,0\r
-4000,1000,9,4,-132,-27.7,-3,-132,-25.7,-8,-147,-28.7,-11,12412,555011,555010,555012,2020-10-18 06:30:25.568246,1\r
-280000,121000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12412,555011,555010,555012,2020-10-18 06:30:25.578246,0\r
-110000,98722,20,6,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12412,555011,555010,555012,2020-10-18 06:30:25.588246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12412,555011,555010,555012,2020-10-18 06:30:25.598246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12412,555011,555010,555012,2020-10-18 06:30:25.608246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12412,555011,555010,555012,2020-10-18 06:30:25.618246,0\r
-280000,122000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12412,555011,555010,555012,2020-10-18 06:30:25.628246,0\r
-280000,121000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12413,555011,555010,555012,2020-10-18 06:30:25.638246,0\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12413,555011,555010,555012,2020-10-18 06:30:25.648246,0\r
-290000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12413,555011,555010,555012,2020-10-18 06:30:25.658246,0\r
-270000,121000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12413,555011,555010,555012,2020-10-18 06:30:25.668246,0\r
-7000,5000,10,4,-125,-26.7,-3,-125,-24.7,-8,-140,-27.7,-11,12413,555011,555010,555012,2020-10-18 06:30:25.678246,1\r
-280000,122000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12413,555011,555010,555012,2020-10-18 06:30:25.688246,0\r
-150000,88722,20,7,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12413,555011,555010,555012,2020-10-18 06:30:25.698246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12413,555011,555010,555012,2020-10-18 06:30:25.708246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12413,555011,555010,555012,2020-10-18 06:30:25.718246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12413,555011,555010,555012,2020-10-18 06:30:25.728246,0\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12413,555011,555010,555012,2020-10-18 06:30:25.738246,0\r
-300000,125000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12414,555011,555010,555012,2020-10-18 06:30:25.748246,0\r
-8000,6000,10,4,-131,-27.7,-6,-131,-25.7,-11,-146,-28.7,0,12414,555011,555010,555012,2020-10-18 06:30:25.758246,1\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12414,555011,555010,555012,2020-10-18 06:30:25.768246,0\r
-280000,122000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12414,555011,555010,555012,2020-10-18 06:30:25.778246,0\r
-100000,108722,20,6,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12414,555011,555010,555012,2020-10-18 06:30:25.788246,0\r
-100000,78722,20,3,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12414,555011,555010,555012,2020-10-18 06:30:25.798246,0\r
-150000,108722,20,5,-96,-18.2,6,-96,-16.2,1,-111,-19.2,-2,12414,555011,555010,555012,2020-10-18 06:30:25.808246,0\r
-280000,121000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12414,555011,555010,555012,2020-10-18 06:30:25.818246,0\r
-300000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12414,555011,555010,555012,2020-10-18 06:30:25.828246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12414,555011,555010,555012,2020-10-18 06:30:25.838246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12414,555011,555010,555012,2020-10-18 06:30:25.848246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12415,555011,555010,555012,2020-10-18 06:30:25.858246,0\r
-150000,108722,20,6,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12415,555011,555010,555012,2020-10-18 06:30:25.868246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12415,555011,555010,555012,2020-10-18 06:30:25.878246,0\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12415,555011,555010,555012,2020-10-18 06:30:25.888246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12415,555011,555010,555012,2020-10-18 06:30:25.898246,0\r
-230000,108722,20,4,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12415,555011,555010,555012,2020-10-18 06:30:25.908246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12415,555011,555010,555012,2020-10-18 06:30:25.918246,0\r
-8000,6000,9,3,-124,-28.1,-21,-124,-26.1,-26,-139,-29.1,-29,12415,555011,555010,555012,2020-10-18 06:30:25.928246,1\r
-280000,121000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12415,555011,555010,555012,2020-10-18 06:30:25.938246,0\r
-300000,125000,25,10,-51,-8.2,24,-51,-6.2,19,-66,-9.2,16,12415,555011,555010,555012,2020-10-18 06:30:25.948246,0\r
-280000,121000,25,8,-95,-18.2,6,-95,-16.2,1,-110,-19.2,-2,12415,555011,555010,555012,2020-10-18 06:30:25.958246,0\r
-200000,108722,20,4,-96,-18.5,3,-96,-16.5,-2,-111,-19.5,-5,12416,555011,555010,555012,2020-10-18 06:30:25.968246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12416,555011,555010,555012,2020-10-18 06:30:25.978246,0\r
-110000,68722,20,2,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12416,555011,555010,555012,2020-10-18 06:30:25.988246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12416,555011,555010,555012,2020-10-18 06:30:25.998246,0\r
-290000,123000,25,10,-94,-18.1,7,-94,-16.1,2,-109,-19.1,-1,12416,555011,555010,555012,2020-10-18 06:30:26.008246,0\r
-230000,108722,20,10,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12416,555011,555010,555012,2020-10-18 06:30:26.018246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12416,555011,555010,555012,2020-10-18 06:30:26.028246,0\r
-8000,5000,10,3,-126,-29.1,-17,-126,-27.1,-22,-141,-30.1,-25,12416,555011,555010,555012,2020-10-18 06:30:26.038246,1\r
-280000,121000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12416,555011,555010,555012,2020-10-18 06:30:26.048246,0\r
-280000,123000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12416,555011,555010,555012,2020-10-18 06:30:26.058246,0\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12416,555011,555010,555012,2020-10-18 06:30:26.068246,0\r
-100000,38722,18,7,-117,-27.1,3,-117,-25.1,-3,-132,-28.1,-5,12417,555011,555010,555012,2020-10-18 06:30:26.078246,0\r
-110000,108722,20,3,-94,-20.7,16,-94,-18.7,11,-109,-21.7,8,12417,555011,555010,555012,2020-10-18 06:30:26.088246,0\r
-280000,121000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12417,555011,555010,555012,2020-10-18 06:30:26.098246,0\r
-300000,125000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12417,555011,555010,555012,2020-10-18 06:30:26.108246,0\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12417,555011,555010,555012,2020-10-18 06:30:26.118246,0\r
-1000,2000,9,3,-128,-29.7,-20,-128,-27.7,-25,-143,-30.7,-28,12417,555011,555010,555012,2020-10-18 06:30:26.128246,1\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12417,555011,555010,555012,2020-10-18 06:30:26.138246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12417,555011,555010,555012,2020-10-18 06:30:26.148246,0\r
-280000,123000,25,10,-95,-18.1,7,-95,-16.1,2,-110,-19.1,-1,12417,555011,555010,555012,2020-10-18 06:30:26.158246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12417,555011,555010,555012,2020-10-18 06:30:26.168246,0\r
-300000,125000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12417,555011,555010,555012,2020-10-18 06:30:26.178246,0\r
-100000,108722,20,4,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12418,555011,555010,555012,2020-10-18 06:30:26.188246,0\r
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-280000,121000,25,10,-96,-18.5,3,-96,-16.5,-2,-111,-19.5,-5,12418,555011,555010,555012,2020-10-18 06:30:26.208246,0\r
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-280000,121000,25,10,-95,-18.1,7,-95,-16.1,2,-110,-19.1,-1,12419,555011,555010,555012,2020-10-18 06:30:26.308246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12419,555011,555010,555012,2020-10-18 06:30:26.318246,0\r
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-270000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12419,555011,555010,555012,2020-10-18 06:30:26.368246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12419,555011,555010,555012,2020-10-18 06:30:26.378246,0\r
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-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12420,555011,555010,555012,2020-10-18 06:30:26.408246,0\r
-280000,123000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12420,555011,555010,555012,2020-10-18 06:30:26.418246,0\r
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-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12420,555011,555010,555012,2020-10-18 06:30:26.438246,0\r
-3000,20,10,3,-130,-26.3,-4,-130,-24.3,-9,-145,-27.3,-12,12420,555011,555010,555012,2020-10-18 06:30:26.448246,1\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12420,555011,555010,555012,2020-10-18 06:30:26.458246,0\r
-270000,121000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12420,555011,555010,555012,2020-10-18 06:30:26.468246,0\r
-110000,108722,20,6,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12420,555011,555010,555012,2020-10-18 06:30:26.478246,0\r
-280000,123000,25,8,-94,-18.2,6,-94,-16.2,1,-109,-19.2,-2,12420,555011,555010,555012,2020-10-18 06:30:26.488246,0\r
-270000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12420,555011,555010,555012,2020-10-18 06:30:26.498246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12420,555011,555010,555012,2020-10-18 06:30:26.508246,0\r
-110000,108722,20,3,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12421,555011,555010,555012,2020-10-18 06:30:26.518246,0\r
-300000,125000,25,10,-52,-8.3,24,-52,-6.3,19,-67,-9.3,16,12421,555011,555010,555012,2020-10-18 06:30:26.528246,0\r
-280000,122000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12421,555011,555010,555012,2020-10-18 06:30:26.538246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12421,555011,555010,555012,2020-10-18 06:30:26.548246,0\r
-280000,123000,25,10,-94,-18.5,3,-94,-16.5,-2,-109,-19.5,-5,12421,555011,555010,555012,2020-10-18 06:30:26.558246,0\r
-3000,2000,9,3,-131,-27.3,-4,-131,-25.3,-9,-146,-28.3,1,12421,555011,555010,555012,2020-10-18 06:30:26.568246,1\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12421,555011,555010,555012,2020-10-18 06:30:26.578246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12421,555011,555010,555012,2020-10-18 06:30:26.588246,0\r
-8000,6722,14,6,-122,-29.7,4,-122,-27.7,3,-137,-30.7,-7,12421,555011,555010,555012,2020-10-18 06:30:26.598246,0\r
-280000,121000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12421,555011,555010,555012,2020-10-18 06:30:26.608246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12421,555011,555010,555012,2020-10-18 06:30:26.618246,0\r
-290000,122000,25,10,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12422,555011,555010,555012,2020-10-18 06:30:26.628246,0\r
-110000,98722,20,6,-96,-18.2,6,-96,-16.2,1,-111,-19.2,-2,12422,555011,555010,555012,2020-10-18 06:30:26.638246,0\r
-1000,6800,18,7,-118,-26.3,-2,-118,-24.3,-7,-133,-27.3,-14,12422,555011,555010,555012,2020-10-18 06:30:26.648246,1\r
-300000,123000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12422,555011,555010,555012,2020-10-18 06:30:26.658246,0\r
-300000,123000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12422,555011,555010,555012,2020-10-18 06:30:26.668246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12422,555011,555010,555012,2020-10-18 06:30:26.678246,0\r
-280000,122000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12422,555011,555010,555012,2020-10-18 06:30:26.688246,0\r
-280000,121000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12422,555011,555010,555012,2020-10-18 06:30:26.698246,0\r
-280000,122000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12422,555011,555010,555012,2020-10-18 06:30:26.708246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12422,555011,555010,555012,2020-10-18 06:30:26.718246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12422,555011,555010,555012,2020-10-18 06:30:26.728246,0\r
-290000,122000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12423,555011,555010,555012,2020-10-18 06:30:26.738246,0\r
-10,2000,9,3,-131,-27.1,-6,-131,-25.1,-6,-146,-28.1,0,12423,555011,555010,555012,2020-10-18 06:30:26.748246,1\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12423,555011,555010,555012,2020-10-18 06:30:26.758246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12423,555011,555010,555012,2020-10-18 06:30:26.768246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12423,555011,555010,555012,2020-10-18 06:30:26.778246,0\r
-270000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12423,555011,555010,555012,2020-10-18 06:30:26.788246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12423,555011,555010,555012,2020-10-18 06:30:26.798246,0\r
-280000,123000,25,10,-95,-18.5,3,-95,-16.5,-2,-110,-19.5,-5,12423,555011,555010,555012,2020-10-18 06:30:26.808246,0\r
-290000,122000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12423,555011,555010,555012,2020-10-18 06:30:26.818246,0\r
-290000,123000,25,10,-51,-8.2,24,-51,-6.2,19,-66,-9.2,16,12423,555011,555010,555012,2020-10-18 06:30:26.828246,0\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12423,555011,555010,555012,2020-10-18 06:30:26.838246,0\r
-10,2000,9,3,-127,-28.3,-17,-127,-26.3,-22,-142,-29.3,-25,12424,555011,555010,555012,2020-10-18 06:30:26.848246,1\r
-280000,122000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12424,555011,555010,555012,2020-10-18 06:30:26.858246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12424,555011,555010,555012,2020-10-18 06:30:26.868246,0\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12424,555011,555010,555012,2020-10-18 06:30:26.878246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12424,555011,555010,555012,2020-10-18 06:30:26.888246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12424,555011,555010,555012,2020-10-18 06:30:26.898246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12424,555011,555010,555012,2020-10-18 06:30:26.908246,0\r
-150000,108722,20,7,-96,-18.4,4,-96,-16.4,-1,-111,-19.4,-4,12424,555011,555010,555012,2020-10-18 06:30:26.918246,0\r
-290000,121000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12424,555011,555010,555012,2020-10-18 06:30:26.928246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12424,555011,555010,555012,2020-10-18 06:30:26.938246,0\r
-100000,98722,20,6,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12424,555011,555010,555012,2020-10-18 06:30:26.948246,0\r
-270000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12425,555011,555010,555012,2020-10-18 06:30:26.958246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12425,555011,555010,555012,2020-10-18 06:30:26.968246,0\r
-300000,123000,25,10,-51,-8.2,24,-51,-6.2,19,-66,-9.2,16,12425,555011,555010,555012,2020-10-18 06:30:26.978246,0\r
-5000,200,10,4,-132,-26.9,-2,-132,-24.9,-4,-147,-27.9,2,12425,555011,555010,555012,2020-10-18 06:30:26.988246,1\r
-280000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12425,555011,555010,555012,2020-10-18 06:30:26.998246,0\r
-150000,68722,20,7,-94,-20.7,15,-94,-18.7,10,-109,-21.7,7,12425,555011,555010,555012,2020-10-18 06:30:27.008246,0\r
-270000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12425,555011,555010,555012,2020-10-18 06:30:27.018246,0\r
-280000,121000,25,10,-96,-18.4,4,-96,-16.4,-1,-111,-19.4,-4,12425,555011,555010,555012,2020-10-18 06:30:27.028246,0\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12425,555011,555010,555012,2020-10-18 06:30:27.038246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12425,555011,555010,555012,2020-10-18 06:30:27.048246,0\r
-110000,108722,20,4,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12425,555011,555010,555012,2020-10-18 06:30:27.058246,0\r
-300000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12426,555011,555010,555012,2020-10-18 06:30:27.068246,0\r
-10,3000,10,3,-130,-29.5,-14,-130,-27.5,-19,-145,-30.5,-22,12426,555011,555010,555012,2020-10-18 06:30:27.078246,1\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12426,555011,555010,555012,2020-10-18 06:30:27.088246,0\r
-230000,108722,20,10,-96,-18.5,3,-96,-16.5,-2,-111,-19.5,-5,12426,555011,555010,555012,2020-10-18 06:30:27.098246,0\r
-300000,123000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12426,555011,555010,555012,2020-10-18 06:30:27.108246,0\r
-150000,108722,20,6,-94,-18.4,4,-94,-16.4,-1,-109,-19.4,-4,12426,555011,555010,555012,2020-10-18 06:30:27.118246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12426,555011,555010,555012,2020-10-18 06:30:27.128246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12426,555011,555010,555012,2020-10-18 06:30:27.138246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12426,555011,555010,555012,2020-10-18 06:30:27.148246,0\r
-110000,78722,20,8,-95,-20.9,14,-95,-18.9,9,-110,-21.9,6,12426,555011,555010,555012,2020-10-18 06:30:27.158246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12426,555011,555010,555012,2020-10-18 06:30:27.168246,0\r
-290000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12427,555011,555010,555012,2020-10-18 06:30:27.178246,0\r
-230000,108722,20,10,-96,-18.5,3,-96,-16.5,-2,-111,-19.5,-5,12427,555011,555010,555012,2020-10-18 06:30:27.188246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12427,555011,555010,555012,2020-10-18 06:30:27.198246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12427,555011,555010,555012,2020-10-18 06:30:27.208246,0\r
-110000,108722,20,6,-96,-18.2,6,-96,-16.2,1,-111,-19.2,-2,12427,555011,555010,555012,2020-10-18 06:30:27.218246,0\r
-280000,122000,25,10,-95,-18.1,7,-95,-16.1,2,-110,-19.1,-1,12427,555011,555010,555012,2020-10-18 06:30:27.228246,0\r
-100,6722,14,6,-122,-25.9,-2,-122,-23.9,-7,-137,-26.9,-10,12427,555011,555010,555012,2020-10-18 06:30:27.238246,1\r
-270000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12427,555011,555010,555012,2020-10-18 06:30:27.248246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12427,555011,555010,555012,2020-10-18 06:30:27.258246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12427,555011,555010,555012,2020-10-18 06:30:27.268246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12427,555011,555010,555012,2020-10-18 06:30:27.278246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12428,555011,555010,555012,2020-10-18 06:30:27.288246,0\r
-280000,121000,25,10,-96,-18.1,7,-96,-16.1,2,-111,-19.1,-1,12428,555011,555010,555012,2020-10-18 06:30:27.298246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12428,555011,555010,555012,2020-10-18 06:30:27.308246,0\r
-290000,121000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12428,555011,555010,555012,2020-10-18 06:30:27.318246,0\r
-280000,121000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12428,555011,555010,555012,2020-10-18 06:30:27.328246,0\r
-110000,98722,20,6,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12428,555011,555010,555012,2020-10-18 06:30:27.338246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12428,555011,555010,555012,2020-10-18 06:30:27.348246,0\r
-8000,6000,10,3,-121,-28.7,-12,-121,-26.7,-17,-136,-29.7,-20,12428,555011,555010,555012,2020-10-18 06:30:27.358246,1\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12428,555011,555010,555012,2020-10-18 06:30:27.368246,0\r
-280000,123000,25,10,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12428,555011,555010,555012,2020-10-18 06:30:27.378246,0\r
-270000,122000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12428,555011,555010,555012,2020-10-18 06:30:27.388246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12429,555011,555010,555012,2020-10-18 06:30:27.398246,0\r
-110000,108722,20,3,-95,-20.9,15,-95,-18.9,10,-110,-21.9,7,12429,555011,555010,555012,2020-10-18 06:30:27.408246,0\r
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-270000,121000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12429,555011,555010,555012,2020-10-18 06:30:27.428246,0\r
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-4000,200,10,3,-135,-27.7,-5,-135,-25.7,-10,-150,-28.7,-13,12431,555011,555010,555012,2020-10-18 06:30:27.678246,1\r
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-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12431,555011,555010,555012,2020-10-18 06:30:27.708246,0\r
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-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12432,555011,555010,555012,2020-10-18 06:30:27.728246,0\r
-280000,123000,25,10,-95,-18.5,3,-95,-16.5,-2,-110,-19.5,-5,12432,555011,555010,555012,2020-10-18 06:30:27.738246,0\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12432,555011,555010,555012,2020-10-18 06:30:27.748246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12432,555011,555010,555012,2020-10-18 06:30:27.758246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12432,555011,555010,555012,2020-10-18 06:30:27.768246,0\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12432,555011,555010,555012,2020-10-18 06:30:27.778246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12432,555011,555010,555012,2020-10-18 06:30:27.788246,0\r
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-290000,122000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12432,555011,555010,555012,2020-10-18 06:30:27.808246,0\r
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-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12432,555011,555010,555012,2020-10-18 06:30:27.828246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12433,555011,555010,555012,2020-10-18 06:30:27.838246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12433,555011,555010,555012,2020-10-18 06:30:27.848246,0\r
-280000,121000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12433,555011,555010,555012,2020-10-18 06:30:27.858246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12433,555011,555010,555012,2020-10-18 06:30:27.868246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12433,555011,555010,555012,2020-10-18 06:30:27.878246,0\r
-280000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12433,555011,555010,555012,2020-10-18 06:30:27.888246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12433,555011,555010,555012,2020-10-18 06:30:27.898246,0\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12433,555011,555010,555012,2020-10-18 06:30:27.908246,0\r
-300000,125000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12433,555011,555010,555012,2020-10-18 06:30:27.918246,0\r
-4000,200,9,4,-126,-26.3,-4,-126,-24.3,-9,-141,-27.3,-12,12433,555011,555010,555012,2020-10-18 06:30:27.928246,1\r
-300000,125000,25,10,-51,-8.2,25,-51,-6.2,20,-66,-9.2,17,12433,555011,555010,555012,2020-10-18 06:30:27.938246,0\r
-300000,125000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12434,555011,555010,555012,2020-10-18 06:30:27.948246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12434,555011,555010,555012,2020-10-18 06:30:27.958246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12434,555011,555010,555012,2020-10-18 06:30:27.968246,0\r
-1000,500,9,4,-135,-27.5,-1,-135,-25.5,-6,-150,-28.5,-9,12434,555011,555010,555012,2020-10-18 06:30:27.978246,1\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12434,555011,555010,555012,2020-10-18 06:30:27.988246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12434,555011,555010,555012,2020-10-18 06:30:27.998246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12434,555011,555010,555012,2020-10-18 06:30:28.008246,0\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12434,555011,555010,555012,2020-10-18 06:30:28.018246,0\r
-200000,108722,20,5,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12434,555011,555010,555012,2020-10-18 06:30:28.028246,0\r
-280000,123000,25,10,-59,-9.0,23,-59,-7.0,18,-74,-10.0,15,12434,555011,555010,555012,2020-10-18 06:30:28.038246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12434,555011,555010,555012,2020-10-18 06:30:28.048246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12435,555011,555010,555012,2020-10-18 06:30:28.058246,0\r
-280000,123000,25,10,-60,-9.1,23,-60,-7.1,18,-75,-10.1,15,12435,555011,555010,555012,2020-10-18 06:30:28.068246,0\r
-280000,121000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12435,555011,555010,555012,2020-10-18 06:30:28.078246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12435,555011,555010,555012,2020-10-18 06:30:28.088246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12435,555011,555010,555012,2020-10-18 06:30:28.098246,0\r
-150000,88722,20,4,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12435,555011,555010,555012,2020-10-18 06:30:28.108246,0\r
-300000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12435,555011,555010,555012,2020-10-18 06:30:28.118246,0\r
-280000,123000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12435,555011,555010,555012,2020-10-18 06:30:28.128246,0\r
-9000,5000,14,6,-130,-25.7,-7,-130,-23.7,-12,-145,-26.7,-15,12435,555011,555010,555012,2020-10-18 06:30:28.138246,1\r
-300000,123000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12435,555011,555010,555012,2020-10-18 06:30:28.148246,0\r
-290000,123000,25,10,-95,-18.2,6,-95,-16.2,1,-110,-19.2,-2,12435,555011,555010,555012,2020-10-18 06:30:28.158246,0\r
-280000,122000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12436,555011,555010,555012,2020-10-18 06:30:28.168246,0\r
-280000,122000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12436,555011,555010,555012,2020-10-18 06:30:28.178246,0\r
-9000,6722,16,6,-121,-26.1,3,-121,-24.1,3,-136,-27.1,-5,12436,555011,555010,555012,2020-10-18 06:30:28.188246,0\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12436,555011,555010,555012,2020-10-18 06:30:28.198246,0\r
-290000,123000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12436,555011,555010,555012,2020-10-18 06:30:28.208246,0\r
-280000,121000,25,10,-57,-8.8,23,-57,-6.8,18,-72,-9.8,15,12436,555011,555010,555012,2020-10-18 06:30:28.218246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12436,555011,555010,555012,2020-10-18 06:30:28.228246,0\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12436,555011,555010,555012,2020-10-18 06:30:28.238246,0\r
-5000,1000,10,4,-132,-27.5,-6,-132,-25.5,-8,-147,-28.5,2,12436,555011,555010,555012,2020-10-18 06:30:28.248246,1\r
-280000,123000,25,10,-62,-9.3,23,-62,-7.3,18,-77,-10.3,15,12436,555011,555010,555012,2020-10-18 06:30:28.258246,0\r
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-150000,68722,20,6,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12437,555011,555010,555012,2020-10-18 06:30:28.278246,0\r
-300000,123000,25,10,-54,-8.5,23,-54,-6.5,18,-69,-9.5,15,12437,555011,555010,555012,2020-10-18 06:30:28.288246,0\r
-300000,125000,25,10,-49,-8.0,24,-49,-6.0,19,-64,-9.0,16,12437,555011,555010,555012,2020-10-18 06:30:28.298246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12437,555011,555010,555012,2020-10-18 06:30:28.308246,0\r
-280000,122000,25,8,-95,-18.2,6,-95,-16.2,1,-110,-19.2,-2,12437,555011,555010,555012,2020-10-18 06:30:28.318246,0\r
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-110000,108722,20,3,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12437,555011,555010,555012,2020-10-18 06:30:28.338246,0\r
-280000,123000,25,10,-64,-9.5,23,-64,-7.5,18,-79,-10.5,15,12437,555011,555010,555012,2020-10-18 06:30:28.348246,0\r
-280000,122000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12437,555011,555010,555012,2020-10-18 06:30:28.358246,0\r
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-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12438,555011,555010,555012,2020-10-18 06:30:28.388246,0\r
-150000,88722,20,2,-94,-20.7,14,-94,-18.7,9,-109,-21.7,6,12438,555011,555010,555012,2020-10-18 06:30:28.398246,0\r
-290000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12438,555011,555010,555012,2020-10-18 06:30:28.408246,0\r
-300000,125000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12438,555011,555010,555012,2020-10-18 06:30:28.418246,0\r
-300000,123000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12438,555011,555010,555012,2020-10-18 06:30:28.428246,0\r
-280000,123000,25,10,-56,-8.7,23,-56,-6.7,18,-71,-9.7,15,12438,555011,555010,555012,2020-10-18 06:30:28.438246,0\r
-1000,20,10,3,-130,-29.3,-17,-130,-27.3,-22,-145,-30.3,-25,12438,555011,555010,555012,2020-10-18 06:30:28.448246,1\r
-280000,123000,25,10,-55,-8.6,23,-55,-6.6,18,-70,-9.6,15,12438,555011,555010,555012,2020-10-18 06:30:28.458246,0\r
-270000,123000,25,10,-50,-8.1,25,-50,-6.1,20,-65,-9.1,17,12438,555011,555010,555012,2020-10-18 06:30:28.468246,0\r
-150000,88722,20,2,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12438,555011,555010,555012,2020-10-18 06:30:28.478246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12438,555011,555010,555012,2020-10-18 06:30:28.488246,0\r
-280000,123000,25,10,-58,-8.9,23,-58,-6.9,18,-73,-9.9,15,12439,555011,555010,555012,2020-10-18 06:30:28.498246,0\r
-150000,108722,20,7,-96,-18.3,5,-96,-16.3,0,-111,-19.3,-3,12439,555011,555010,555012,2020-10-18 06:30:28.508246,0\r
-300000,123000,25,10,-53,-8.4,25,-53,-6.4,20,-68,-9.4,17,12439,555011,555010,555012,2020-10-18 06:30:28.518246,0\r
-150000,98722,20,2,-95,-20.9,16,-95,-18.9,11,-110,-21.9,8,12439,555011,555010,555012,2020-10-18 06:30:28.528246,0\r
-100,4000,14,6,-124,-27.1,-2,-124,-25.1,-5,-139,-28.1,-12,12439,555011,555010,555012,2020-10-18 06:30:28.538246,1\r
-280000,123000,25,10,-63,-9.4,23,-63,-7.4,18,-78,-10.4,15,12439,555011,555010,555012,2020-10-18 06:30:28.548246,0\r
-280000,121000,25,10,-94,-18.3,5,-94,-16.3,0,-109,-19.3,-3,12439,555011,555010,555012,2020-10-18 06:30:28.558246,0\r
-280000,122000,25,10,-49,-8.0,25,-49,-6.0,20,-64,-9.0,17,12439,555011,555010,555012,2020-10-18 06:30:28.568246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12439,555011,555010,555012,2020-10-18 06:30:28.578246,0\r
-300000,125000,25,10,-52,-8.3,25,-52,-6.3,20,-67,-9.3,17,12439,555011,555010,555012,2020-10-18 06:30:28.588246,0\r
-280000,123000,25,10,-94,-18.4,4,-94,-16.4,-1,-109,-19.4,-4,12439,555011,555010,555012,2020-10-18 06:30:28.598246,0\r
-290000,121000,25,10,-96,-18.1,7,-96,-16.1,2,-111,-19.1,-1,12440,555011,555010,555012,2020-10-18 06:30:28.608246,0\r
-280000,123000,25,10,-61,-9.2,23,-61,-7.2,18,-76,-10.2,15,12440,555011,555010,555012,2020-10-18 06:30:28.618246,0\r
-280000,122000,25,10,-50,-8.1,24,-50,-6.1,19,-65,-9.1,16,12440,555011,555010,555012,2020-10-18 06:30:28.628246,0\r
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diff --git a/rmr-version.yaml b/rmr-version.yaml
deleted file mode 100644 (file)
index d7b94dd..0000000
--- a/rmr-version.yaml
+++ /dev/null
@@ -1,3 +0,0 @@
-# CI script installs RMR from PackageCloud using this version
----
-version: 4.0.5

diff --git a/setup.py b/setup.py
index 3cd55c9..00df32b 100644 (file)
--- a/setup.py
+++ b/setup.py
@@ -22,8 +22,8 @@ setup(
     packages=find_packages(exclude=["tests.*", "tests"]),
     description="Anomaly Detection xApp that integrates with Traffic Steering",
     url="https://gerrit.o-ran-sc.org/r/admin/repos/ric-app/ad",
-    install_requires=["ricxappframe>=1.1.1,<2.0.0", "pandas>=1.1.3", "joblib>=0.3.2", "Scikit-learn>=0.21", "schedule>=0.0.0", "hdbscan>=0.8.13"],
-    entry_points={"console_scripts": ["run-ad.py=ad.main:start"]},  # adds a magical entrypoint for Docker
+    #install_requires=["ricxappframe>=1.1.1,<2.0.0"],
+    #entry_points={"console_scripts": ["run-ad.py=ad.main"]},  # adds a magical entrypoint for Docker
     license="Apache 2.0",
     data_files=[("", ["LICENSE.txt"])],
 )

diff --git a/tests/__init__.py b/tests/__init__.py
index 7569f61..279cb61 100644 (file)
--- a/tests/__init__.py
+++ b/tests/__init__.py
@@ -1 +1 @@
-# in __init__.py
+"ric_app_ad"

diff --git a/tests/fixtures/local.rt b/tests/fixtures/local.rt
deleted file mode 100644 (file)
index 9a7f61f..0000000
--- a/tests/fixtures/local.rt
+++ /dev/null
@@ -1,18 +0,0 @@
-# ==================================================================================
-#  Copyright (c) 2020 HCL Technologies Limited.
-#
-#  Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-#  You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-#  Unless required by applicable law or agreed to in writing, software
-#  distributed under the License is distributed on an "AS IS" BASIS,
-#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#  See the License for the specific language governing permissions and
-#  limitations under the License.
-# ==================================================================================
-newrt|start
-rte|30003|service-ricxapp-trafficxapp-rmr.ricxapp.svc.cluster.local:4560
-newrt|end

diff --git a/tests/fixtures/test_local.rt b/tests/fixtures/test_local.rt
index 8ce2396..79a4c36 100644 (file)
--- a/tests/fixtures/test_local.rt
+++ b/tests/fixtures/test_local.rt
@@ -14,5 +14,5 @@
 #  limitations under the License.
 # ==================================================================================
 newrt|start
-rte|30003|127.0.0.1:4560
+rte|40001|127.0.0.1:4562
 newrt|end

diff --git a/tests/test_main.py b/tests/test_main.py
deleted file mode 100644 (file)
index c4b72ea..0000000
--- a/tests/test_main.py
+++ /dev/null
@@ -1,69 +0,0 @@
-# ==================================================================================
-#       Copyright (c) 2020 HCL Technologies Limited.
-#
-#   Licensed under the Apache License, Version 2.0 (the "License");
-#   you may not use this file except in compliance with the License.
-#   You may obtain a copy of the License at
-#
-#          http://www.apache.org/licenses/LICENSE-2.0
-#
-#   Unless required by applicable law or agreed to in writing, software
-#   distributed under the License is distributed on an "AS IS" BASIS,
-#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-#   See the License for the specific language governing permissions and
-#   limitations under the License.
-# ==================================================================================
-from ad import main
-from ricxappframe.xapp_frame import Xapp
-from contextlib import suppress
-import os
-from ad.ad_train import train
-import pandas as pd
-from ad.ad_model.tb_format import parse
-from ad.ad_model.ad_model import HDB_PREDICT
-import json
-
-
-def test_RFtrainmodel(monkeypatch):
-    if not os.path.isfile('ad/RF'):
-        train()
-
-
-def test_predict_anomaly(monkeypatch):
-    # The read_csv logic will be modified when we are going to fetch the data from database via sdl api.
-    # Read the input csv file
-    ue_data = pd.read_csv('ad/ue_test.csv')
-
-    # Parse the ue data and predict the anomaly records for the randomly selected UEID
-    data = parse(ue_data)
-    db_df = HDB_PREDICT(data)
-    db_df = db_df.loc[db_df['Anomaly'] == 1][['UEID', 'MeasTimestampRF']].head(1)
-    db_df['MeasTimestampRF'] = db_df['MeasTimestampRF'].apply(lambda x: str(x))  # converts into string format
-
-    # rmr send 30003(TS_ANOMALY_UPDATE), should trigger registered callback
-    result = json.loads(db_df.to_json(orient='records'))
-    val = json.dumps(result).encode()
-
-    if len(val) > 2:
-        assert val[3:7] == b'UEID'
-        assert val[18:33] == b'MeasTimestampRF'
-
-
-def test_msg_to_ts(monkeypatch, ad_to_ts):
-
-    def mock_ad_entry(self):
-        global val, mock_ad_xapp
-        val = ad_to_ts
-        mock_ad_xapp = Xapp(entrypoint=main.msg_to_ts(self, val), rmr_port=4564, use_fake_sdl=True)
-        mock_ad_xapp.run()  # this will return since mock_ad_entry isn't a loop
-
-
-def teardown_module():
-    """
-    this is like a "finally"; the name of this function is pytest magic
-    safer to put down here since certain failures above can lead to pytest never returning
-    for example if an exception gets raised before stop is called in any test function above,
-    pytest will hang forever
-    """
-    with suppress(Exception):
-        mock_ad_xapp.stop()

diff --git a/tests/conftest.py b/tests/testad.py
similarity index 59%
rename from tests/conftest.py
rename to tests/testad.py
index fdfe662..af67ad0 100644 (file)
--- a/tests/conftest.py
+++ b/tests/testad.py
@@ -13,10 +13,22 @@
 #   See the License for the specific language governing permissions and
 #   limitations under the License.
 # ==================================================================================
-import pytest
+from ricxappframe.xapp_frame import Xapp
+#from ad import main
 
+def test_init_adxapp(monkeypatch):
+
+    # start ad
+    #main.predict()
+
+    # rmr send 30003(TS_ANOMALY_UPDATE), should trigger registered callback
+    
+    val = '[{"UEID": 12419, "MeasTimestampRF": "2020-11-11 13:28:25.135743"}]'
+    self.rmr_send(val, 30003)
+
+    # rmr receive to get the acknowledgement message from the traffic steering.
+    for (summary, sbuf) in self.rmr_get_messages():
+        print("TS_ANOMALY_ACK: {}".format(summary))
+        self.rmr_free(sbuf)
+    
 
-@pytest.fixture
-def ad_to_ts():
-    ad_to_ts_val = '[{"UEID": 12371, "MeasTimestampRF": "2020-11-25 16:14:25.140140"}]'
-    return ad_to_ts_val

diff --git a/tox.ini b/tox.ini
index 23a1e26..75f1f8a 100644 (file)
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,5 @@
-#   Copyright (c) 2020 AT&T Intellectual Property.
+# ==================================================================================
+#       Copyright (c) 2020 AT&T Intellectual Property.
 #
 #   Licensed under the Apache License, Version 2.0 (the "License");
 #   you may not use this file except in compliance with the License.
@@ -17,15 +18,13 @@ envlist = code,flake8,docs,docs-linkcheck
 minversion = 2.0
 
 [testenv:code]
-basepython = python3.7
+basepython = python3.8
 deps=
     pytest
     coverage
     pytest-cov
-
 setenv =
     LD_LIBRARY_PATH = /usr/local/lib/:/usr/local/lib64
-    PYTHONPATH = {toxinidir}:ad:/usr/lib/python3.7/site-packages/
     RMR_SEED_RT = tests/fixtures/test_local.rt
     RMR_ASYNC_CONN = 0
     USE_FAKE_SDL = 1
@@ -35,11 +34,9 @@ commands =
     coverage xml -i
 
 [testenv:flake8]
-basepython = python3.7
+basepython = python3.8
 skip_install = true
 deps = flake8
-setenv =
-    PYTHONPATH = {toxinidir}:ad:/usr/lib/python3.7/site-packages/
 commands = flake8 setup.py ad tests
 
 [flake8]
@@ -54,7 +51,7 @@ commands = sh -c 'pip freeze > requirements.txt'
 [testenv:docs]
 whitelist_externals = echo
 skipsdist = true
-basepython = python3.7
+basepython = python3.8
 deps =
     sphinx
     sphinx-rtd-theme
@@ -67,7 +64,7 @@ commands =
 
 [testenv:docs-linkcheck]
 skipsdist = true
-basepython = python3.7
+basepython = python3.8
 deps = sphinx
        sphinx-rtd-theme
        sphinxcontrib-httpdomain