Commit d0076621 authored by Lluis Gifre Renom's avatar Lluis Gifre Renom
Browse files

Forecaster component: 

- Removed unneeded and renamed data files
- Removed unneeded old code
- Code cleanup
parent fd58f7f7

src/forecaster/service/old/greet_server.py

deleted100644 → 0
+0 −99
Original line number Diff line number Diff line 
from concurrent import futures

import time



import grpc

import greet_pb2

import greet_pb2_grpc



#imported by me

import pandas as pd

import numpy as np

from prophet import Prophet

import matplotlib.pyplot as plt

import time

from sklearn.ensemble import RandomForestRegressor

import datetime as dt

from statistics import mean 



class GreeterServicer(greet_pb2_grpc.GreeterServicer):

    def ComputeTopologyForecast(self, request, context):

        print("The following request has been received:")

        print(request)



        #this value indicates the size of the trainset.

        #For example a history ratio of 10 would imply that the trainset will be 10 times bigger than the testset.

        forecast_to_history_ratio = 10

        #history_window_seconds indicates the size of the trainset based on the requested size of the testset and the predifined history ratio

        history_window_seconds = forecast_to_history_ratio * request.forecast_window_seconds



        df = getTopology(request.topology_id)



        df["ds"] = pd.to_datetime(df["ds"]) - dt.datetime(1970, 1, 1)

        df["ds"] = df["ds"].dt.total_seconds()



        maximum = df["ds"].max()

        minimum = maximum - history_window_seconds

        print(f"The dates of the trainset would have the following range of values: From {minimum} until {maximum} ")

        #smallest = df["ds"].drop_duplicates().nsmallest(2)

        #smallest = smallest.reset_index()

        #sampleDifference = smallest["ds"][1] - smallest["ds"][0]

        #calculating the maximum size of the dataset

        #futureMaximum = sampleDifference * request.forecast_window_seconds

        #futureMaximum = futureMaximum + maximum

        #print(f"Sample frequency: {sampleDifference}")

        #print(f"The testset would have the following range of values: From {maximum} until {futureMaximum} ")



        #filtering by linkId and parsing it into integers

        link_capacity = greet_pb2.LinkCapacity()

        forecast_reply = greet_pb2.ForecastReply()



        for linkid in df["linkid"].unique()[:10]:

            print(linkid)

            newdf = df[df.linkid == linkid ]

            #converting linkid to float to avoid problems with machine learning, since there is only one option. It is converted to 1.0

            newdf.loc[:,"linkid"] = 1.0

            trainset = newdf[int(newdf.shape[0] / 10):newdf.shape[0]]

            testset = newdf[0:int(newdf.shape[0] / 10)]



            rf = RandomForestRegressor(n_estimators = 600, random_state = 42)

            rf.fit(trainset.drop(['y'], axis=1), trainset['y'])



            forecast = rf.predict(testset.drop(['y'], axis=1))

            averageResult = round( mean(testset['y']), 2 )

            maximumCapacity = round( trainset["y"].max(), 2)



            link_capacity.linkuuid = linkid

            link_capacity.forecasted_capacity = averageResult

            link_capacity.total_capacity_gbps = maximumCapacity



            forecast_reply.LinkCapacityList.append(link_capacity)



        

        print("The results were completely generated")



        return forecast_reply

    

def getTopology(topologyId):

    if topologyId == "1":

        df = pd.read_csv('dataset.csv')

    elif topologyId == "2":

        df = pd.read_csv('dataset2.csv')

        print(df.columns)

        #Adapting the dataframe to have the same structure

        df = df.drop(['Unnamed: 0', 'source', 'target'], axis=1)

        df.rename(columns = {'id':'linkid'}, inplace = True)

        df.rename(columns = {'demandValue':'y'}, inplace = True)

    else:

        df = pd.read_csv('./PythonGrpc-main/dataset.csv')

    return df





def serve():

    server = grpc.server(futures.ThreadPoolExecutor(max_workers=10))

    greet_pb2_grpc.add_GreeterServicer_to_server(GreeterServicer(), server)

    server.add_insecure_port("localhost:50051")

    server.start()

    server.wait_for_termination()



if __name__ == "__main__":

    serve()
 
 No newline at end of file

src/forecaster/tests/Tools.py

+6 −6
Original line number Diff line number Diff line
@@ -33,14 +33,14 @@ def read_csv(csv_file : str) -> pandas.DataFrame: 
    LOGGER.info('  DONE')



    LOGGER.info('Parsing and Adapting columns...')

    if 'dataset.csv' in csv_file or 'dataset-short.csv' in csv_file:

    if 'dataset.csv' in csv_file:

        df.rename(columns={'linkid': 'link_id', 'ds': 'timestamp', 'y': 'used_capacity_gbps'}, inplace=True)

        df[['source', 'destination']] = df['link_id'].str.split('_', expand=True)

    elif 'dataset2.csv' in csv_file:

        df.drop(columns=['Unnamed: 0'], inplace=True)

        df.rename(columns={

            'target': 'destination', 'id': 'link_id', 'ds': 'timestamp', 'demandValue': 'used_capacity_gbps'

        }, inplace=True)

    #elif 'dataset2.csv' in csv_file:

    #    df.drop(columns=['Unnamed: 0'], inplace=True)

    #    df.rename(columns={

    #        'target': 'destination', 'id': 'link_id', 'ds': 'timestamp', 'demandValue': 'used_capacity_gbps'

    #    }, inplace=True)

    LOGGER.info('  DONE')



    LOGGER.info('Updating timestamps...')

src/forecaster/tests/data/dataset-short.csv

deleted100644 → 0
+0 −328
Original line number Diff line number Diff line 
"linkid","ds","y"

"be1.be_de1.de","2005-07-29 11:30:00",13.633721

"be1.be_fr1.fr","2005-07-29 11:30:00",37.369276

"be1.be_gr1.gr","2005-07-29 11:30:00",0.023673

"be1.be_it1.it","2005-07-29 11:30:00",0.251916

"be1.be_uk1.uk","2005-07-29 11:30:00",26.126846

"de1.de_be1.be","2005-07-29 11:30:00",41.771397

"de1.de_gr1.gr","2005-07-29 11:30:00",137.840494

"de1.de_uk1.uk","2005-07-29 11:30:00",187.909209

"es1.es_fr1.fr","2005-07-29 11:30:00",9.989878

"es1.es_it1.it","2005-07-29 11:30:00",15.279216

"es1.es_pt1.pt","2005-07-29 11:30:00",18.024652

"fr1.fr_be1.be","2005-07-29 11:30:00",3.491062

"fr1.fr_es1.es","2005-07-29 11:30:00",27.289934

"fr1.fr_it1.it","2005-07-29 11:30:00",5.19262

"fr1.fr_pt1.pt","2005-07-29 11:30:00",2.075046

"fr1.fr_uk1.uk","2005-07-29 11:30:00",171.856756

"gr1.gr_be1.be","2005-07-29 11:30:00",0.463852

"gr1.gr_de1.de","2005-07-29 11:30:00",4070.266255

"gr1.gr_it1.it","2005-07-29 11:30:00",6.49398

"it1.it_be1.be","2005-07-29 11:30:00",26.771257

"it1.it_es1.es","2005-07-29 11:30:00",209.799198

"it1.it_fr1.fr","2005-07-29 11:30:00",7.919724

"it1.it_gr1.gr","2005-07-29 11:30:00",4.624628

"pt1.pt_es1.es","2005-07-29 11:30:00",89.292105

"pt1.pt_fr1.fr","2005-07-29 11:30:00",0.978255

"pt1.pt_uk1.uk","2005-07-29 11:30:00",62.342932

"uk1.uk_be1.be","2005-07-29 11:30:00",11.812727

"uk1.uk_de1.de","2005-07-29 11:30:00",255.863122

"uk1.uk_fr1.fr","2005-07-29 11:30:00",233.412507

"uk1.uk_pt1.pt","2005-07-29 11:30:00",502.236205

"be1.be_de1.de","2005-06-20 18:15:00",46.947486

"be1.be_fr1.fr","2005-06-20 18:15:00",73.202652

"be1.be_gr1.gr","2005-06-20 18:15:00",0.084347

"be1.be_it1.it","2005-06-20 18:15:00",0.386309

"be1.be_uk1.uk","2005-06-20 18:15:00",181.377554

"de1.de_be1.be","2005-06-20 18:15:00",12.337703

"de1.de_gr1.gr","2005-06-20 18:15:00",166.013822

"de1.de_uk1.uk","2005-06-20 18:15:00",196.713395

"es1.es_fr1.fr","2005-06-20 18:15:00",10.50535

"es1.es_it1.it","2005-06-20 18:15:00",8.637348

"es1.es_pt1.pt","2005-06-20 18:15:00",20.493486

"fr1.fr_be1.be","2005-06-20 18:15:00",15.280566

"fr1.fr_es1.es","2005-06-20 18:15:00",41.105169

"fr1.fr_it1.it","2005-06-20 18:15:00",6.188476

"fr1.fr_pt1.pt","2005-06-20 18:15:00",7.292464

"fr1.fr_uk1.uk","2005-06-20 18:15:00",39.916047

"gr1.gr_be1.be","2005-06-20 18:15:00",0.987871

"gr1.gr_de1.de","2005-06-20 18:15:00",3761.528535

"gr1.gr_it1.it","2005-06-20 18:15:00",0.762946

"it1.it_be1.be","2005-06-20 18:15:00",11.693967

"it1.it_es1.es","2005-06-20 18:15:00",20.093962

"it1.it_fr1.fr","2005-06-20 18:15:00",25.279273

"it1.it_gr1.gr","2005-06-20 18:15:00",54.110787

"pt1.pt_es1.es","2005-06-20 18:15:00",12.870606

"pt1.pt_fr1.fr","2005-06-20 18:15:00",1.294275

"pt1.pt_uk1.uk","2005-06-20 18:15:00",335.570213

"uk1.uk_be1.be","2005-06-20 18:15:00",7.096555

"uk1.uk_de1.de","2005-06-20 18:15:00",356.532161

"uk1.uk_fr1.fr","2005-06-20 18:15:00",20.45373

"uk1.uk_pt1.pt","2005-06-20 18:15:00",791.04219

"be1.be_de1.de","2005-08-29 16:45:00",20.400142

"be1.be_fr1.fr","2005-08-29 16:45:00",31.346514

"be1.be_gr1.gr","2005-08-29 16:45:00",0.026822

"be1.be_it1.it","2005-08-29 16:45:00",0.357069

"be1.be_uk1.uk","2005-08-29 16:45:00",8.252107

"de1.de_be1.be","2005-08-29 16:45:00",57.709307

"de1.de_gr1.gr","2005-08-29 16:45:00",110.602237

"de1.de_uk1.uk","2005-08-29 16:45:00",239.446965

"es1.es_fr1.fr","2005-08-29 16:45:00",20.517778

"es1.es_it1.it","2005-08-29 16:45:00",15.353667

"es1.es_pt1.pt","2005-08-29 16:45:00",5.643483

"fr1.fr_be1.be","2005-08-29 16:45:00",4.804849

"fr1.fr_es1.es","2005-08-29 16:45:00",96.682749

"fr1.fr_it1.it","2005-08-29 16:45:00",3.330747

"fr1.fr_pt1.pt","2005-08-29 16:45:00",1.916587

"fr1.fr_uk1.uk","2005-08-29 16:45:00",28.144199

"gr1.gr_be1.be","2005-08-29 16:45:00",0.895539

"gr1.gr_de1.de","2005-08-29 16:45:00",4930.897339

"gr1.gr_it1.it","2005-08-29 16:45:00",7.983659

"it1.it_be1.be","2005-08-29 16:45:00",10.327772

"it1.it_es1.es","2005-08-29 16:45:00",18.97108

"it1.it_fr1.fr","2005-08-29 16:45:00",98.574706

"it1.it_gr1.gr","2005-08-29 16:45:00",1.593313

"pt1.pt_es1.es","2005-08-29 16:45:00",13.32428

"pt1.pt_fr1.fr","2005-08-29 16:45:00",3.733925

"pt1.pt_uk1.uk","2005-08-29 16:45:00",51.415678

"uk1.uk_be1.be","2005-08-29 16:45:00",14.334868

"uk1.uk_de1.de","2005-08-29 16:45:00",199.272255

"uk1.uk_fr1.fr","2005-08-29 16:45:00",55.182499

"uk1.uk_pt1.pt","2005-08-29 16:45:00",652.70225

"be1.be_de1.de","2005-08-16 07:30:00",27.712568

"be1.be_fr1.fr","2005-08-16 07:30:00",3.889573

"be1.be_gr1.gr","2005-08-16 07:30:00",0.086821

"be1.be_it1.it","2005-08-16 07:30:00",0.005398

"be1.be_uk1.uk","2005-08-16 07:30:00",4.136991

"de1.de_be1.be","2005-08-16 07:30:00",41.662646

"de1.de_gr1.gr","2005-08-16 07:30:00",83.698837

"de1.de_uk1.uk","2005-08-16 07:30:00",75.24126

"es1.es_fr1.fr","2005-08-16 07:30:00",2.219729

"es1.es_it1.it","2005-08-16 07:30:00",7.145139

"es1.es_pt1.pt","2005-08-16 07:30:00",1.677266

"fr1.fr_be1.be","2005-08-16 07:30:00",7.666459

"fr1.fr_es1.es","2005-08-16 07:30:00",13.062805

"fr1.fr_it1.it","2005-08-16 07:30:00",0.266986

"fr1.fr_pt1.pt","2005-08-16 07:30:00",0.883506

"fr1.fr_uk1.uk","2005-08-16 07:30:00",11.742382

"gr1.gr_be1.be","2005-08-16 07:30:00",0.61562

"gr1.gr_de1.de","2005-08-16 07:30:00",2001.396054

"gr1.gr_it1.it","2005-08-16 07:30:00",2.294517

"it1.it_be1.be","2005-08-16 07:30:00",3.148501

"it1.it_es1.es","2005-08-16 07:30:00",5.216237

"it1.it_fr1.fr","2005-08-16 07:30:00",3.382423

"it1.it_gr1.gr","2005-08-16 07:30:00",4.762001

"pt1.pt_es1.es","2005-08-16 07:30:00",0.328222

"pt1.pt_fr1.fr","2005-08-16 07:30:00",0.544094

"pt1.pt_uk1.uk","2005-08-16 07:30:00",6.946024

"uk1.uk_be1.be","2005-08-16 07:30:00",14.723145

"uk1.uk_de1.de","2005-08-16 07:30:00",101.817113

"uk1.uk_fr1.fr","2005-08-16 07:30:00",13.165427

"uk1.uk_pt1.pt","2005-08-16 07:30:00",59.307456

"be1.be_de1.de","2005-05-07 23:45:00",3.00826

"be1.be_fr1.fr","2005-05-07 23:45:00",18.221967

"be1.be_gr1.gr","2005-05-07 23:45:00",0.173417

"be1.be_it1.it","2005-05-07 23:45:00",0.00523

"be1.be_uk1.uk","2005-05-07 23:45:00",1.61097

"de1.de_be1.be","2005-05-07 23:45:00",56.899745

"de1.de_gr1.gr","2005-05-07 23:45:00",631.542367

"de1.de_uk1.uk","2005-05-07 23:45:00",210.597064

"es1.es_fr1.fr","2005-05-07 23:45:00",4.532915

"es1.es_it1.it","2005-05-07 23:45:00",3.393107

"es1.es_pt1.pt","2005-05-07 23:45:00",12.377514

"fr1.fr_be1.be","2005-05-07 23:45:00",0.414987

"fr1.fr_es1.es","2005-05-07 23:45:00",6.300601

"fr1.fr_it1.it","2005-05-07 23:45:00",3.127358

"fr1.fr_pt1.pt","2005-05-07 23:45:00",0.651608

"fr1.fr_uk1.uk","2005-05-07 23:45:00",33.277552

"gr1.gr_be1.be","2005-05-07 23:45:00",0.199733

"gr1.gr_de1.de","2005-05-07 23:45:00",933.371627

"gr1.gr_it1.it","2005-05-07 23:45:00",1.692505

"it1.it_be1.be","2005-05-07 23:45:00",27.93755

"it1.it_es1.es","2005-05-07 23:45:00",46.131064

"it1.it_fr1.fr","2005-05-07 23:45:00",16.271473

"it1.it_gr1.gr","2005-05-07 23:45:00",739.540984

"pt1.pt_es1.es","2005-05-07 23:45:00",0.777791

"pt1.pt_fr1.fr","2005-05-07 23:45:00",0.319394

"pt1.pt_uk1.uk","2005-05-07 23:45:00",176.696919

"uk1.uk_be1.be","2005-05-07 23:45:00",1.521

"uk1.uk_de1.de","2005-05-07 23:45:00",153.659587

"uk1.uk_fr1.fr","2005-05-07 23:45:00",16.592104

"uk1.uk_pt1.pt","2005-05-07 23:45:00",292.931055

"be1.be_de1.de","2005-06-07 00:15:00",11.527804

"be1.be_fr1.fr","2005-06-07 00:15:00",22.142524

"be1.be_gr1.gr","2005-06-07 00:15:00",0.005173

"be1.be_it1.it","2005-06-07 00:15:00",1.885266

"be1.be_uk1.uk","2005-06-07 00:15:00",1.226966

"de1.de_be1.be","2005-06-07 00:15:00",82.949555

"de1.de_gr1.gr","2005-06-07 00:15:00",214.578575

"de1.de_uk1.uk","2005-06-07 00:15:00",173.876359

"es1.es_fr1.fr","2005-06-07 00:15:00",19.262246

"es1.es_it1.it","2005-06-07 00:15:00",3.708902

"es1.es_pt1.pt","2005-06-07 00:15:00",27.095824

"fr1.fr_be1.be","2005-06-07 00:15:00",4.848429

"fr1.fr_es1.es","2005-06-07 00:15:00",20.620681

"fr1.fr_it1.it","2005-06-07 00:15:00",7.290271

"fr1.fr_pt1.pt","2005-06-07 00:15:00",4.311982

"fr1.fr_uk1.uk","2005-06-07 00:15:00",70.120616

"gr1.gr_be1.be","2005-06-07 00:15:00",1.011151

"gr1.gr_de1.de","2005-06-07 00:15:00",4235.315598

"gr1.gr_it1.it","2005-06-07 00:15:00",2.605588

"it1.it_be1.be","2005-06-07 00:15:00",29.244533

"it1.it_es1.es","2005-06-07 00:15:00",18.239399

"it1.it_fr1.fr","2005-06-07 00:15:00",38.556206

"it1.it_gr1.gr","2005-06-07 00:15:00",25.842485

"pt1.pt_es1.es","2005-06-07 00:15:00",3.852742

"pt1.pt_fr1.fr","2005-06-07 00:15:00",0.065172

"pt1.pt_uk1.uk","2005-06-07 00:15:00",367.749119

"uk1.uk_be1.be","2005-06-07 00:15:00",12.040352

"uk1.uk_de1.de","2005-06-07 00:15:00",162.255549

"uk1.uk_fr1.fr","2005-06-07 00:15:00",58.607545

"uk1.uk_pt1.pt","2005-06-07 00:15:00",433.376631

"be1.be_de1.de","2005-06-22 20:30:00",20.497253

"be1.be_fr1.fr","2005-06-22 20:30:00",20.782852

"be1.be_gr1.gr","2005-06-22 20:30:00",0.005848

"be1.be_it1.it","2005-06-22 20:30:00",0.090026

"be1.be_uk1.uk","2005-06-22 20:30:00",2.056996

"de1.de_be1.be","2005-06-22 20:30:00",27.225774

"de1.de_gr1.gr","2005-06-22 20:30:00",272.761011

"de1.de_uk1.uk","2005-06-22 20:30:00",199.828438

"es1.es_fr1.fr","2005-06-22 20:30:00",22.522197

"es1.es_it1.it","2005-06-22 20:30:00",13.393051

"es1.es_pt1.pt","2005-06-22 20:30:00",5.932286

"fr1.fr_be1.be","2005-06-22 20:30:00",15.616435

"fr1.fr_es1.es","2005-06-22 20:30:00",29.365936

"fr1.fr_it1.it","2005-06-22 20:30:00",2.797562

"fr1.fr_pt1.pt","2005-06-22 20:30:00",10.604824

"fr1.fr_uk1.uk","2005-06-22 20:30:00",45.283715

"gr1.gr_be1.be","2005-06-22 20:30:00",1.087738

"gr1.gr_de1.de","2005-06-22 20:30:00",4865.371323

"gr1.gr_it1.it","2005-06-22 20:30:00",3.528006

"it1.it_be1.be","2005-06-22 20:30:00",11.366813

"it1.it_es1.es","2005-06-22 20:30:00",7.02441

"it1.it_fr1.fr","2005-06-22 20:30:00",22.716083

"it1.it_gr1.gr","2005-06-22 20:30:00",25.769665

"pt1.pt_es1.es","2005-06-22 20:30:00",8.340278

"pt1.pt_fr1.fr","2005-06-22 20:30:00",0.860282

"pt1.pt_uk1.uk","2005-06-22 20:30:00",293.90633

"uk1.uk_be1.be","2005-06-22 20:30:00",13.314889

"uk1.uk_de1.de","2005-06-22 20:30:00",168.266278

"uk1.uk_fr1.fr","2005-06-22 20:30:00",7.017269

"uk1.uk_pt1.pt","2005-06-22 20:30:00",575.047825

"be1.be_de1.de","2005-06-12 04:45:00",48.027576

"be1.be_fr1.fr","2005-06-12 04:45:00",58.392573

"be1.be_gr1.gr","2005-06-12 04:45:00",0.115611

"be1.be_it1.it","2005-06-12 04:45:00",0.011134

"be1.be_uk1.uk","2005-06-12 04:45:00",1.715897

"de1.de_be1.be","2005-06-12 04:45:00",84.910002

"de1.de_gr1.gr","2005-06-12 04:45:00",120.996306

"de1.de_uk1.uk","2005-06-12 04:45:00",155.065369

"es1.es_fr1.fr","2005-06-12 04:45:00",7.534709

"es1.es_it1.it","2005-06-12 04:45:00",12.081569

"es1.es_pt1.pt","2005-06-12 04:45:00",7.131193

"fr1.fr_be1.be","2005-06-12 04:45:00",2.231369

"fr1.fr_es1.es","2005-06-12 04:45:00",3.40216

"fr1.fr_it1.it","2005-06-12 04:45:00",0.943786

"fr1.fr_pt1.pt","2005-06-12 04:45:00",17.078504

"fr1.fr_uk1.uk","2005-06-12 04:45:00",35.828258

"gr1.gr_be1.be","2005-06-12 04:45:00",3.374157

"gr1.gr_de1.de","2005-06-12 04:45:00",3976.311229

"gr1.gr_it1.it","2005-06-12 04:45:00",0.046784

"it1.it_be1.be","2005-06-12 04:45:00",12.296485

"it1.it_es1.es","2005-06-12 04:45:00",18.296193

"it1.it_fr1.fr","2005-06-12 04:45:00",4.634694

"it1.it_gr1.gr","2005-06-12 04:45:00",0.255965

"pt1.pt_es1.es","2005-06-12 04:45:00",1.012388

"pt1.pt_fr1.fr","2005-06-12 04:45:00",0.612415

"pt1.pt_uk1.uk","2005-06-12 04:45:00",254.932438

"uk1.uk_be1.be","2005-06-12 04:45:00",0.815578

"uk1.uk_de1.de","2005-06-12 04:45:00",83.263213

"uk1.uk_fr1.fr","2005-06-12 04:45:00",16.271979

"uk1.uk_pt1.pt","2005-06-12 04:45:00",324.332057

"be1.be_de1.de","2005-07-30 02:00:00",40.205525

"be1.be_fr1.fr","2005-07-30 02:00:00",17.725783

"be1.be_gr1.gr","2005-07-30 02:00:00",0.013102

"be1.be_uk1.uk","2005-07-30 02:00:00",8.324196

"de1.de_be1.be","2005-07-30 02:00:00",29.881858

"de1.de_gr1.gr","2005-07-30 02:00:00",62.722043

"de1.de_uk1.uk","2005-07-30 02:00:00",216.185439

"es1.es_fr1.fr","2005-07-30 02:00:00",22.856548

"es1.es_it1.it","2005-07-30 02:00:00",11.847197

"es1.es_pt1.pt","2005-07-30 02:00:00",15.523204

"fr1.fr_be1.be","2005-07-30 02:00:00",7.983659

"fr1.fr_es1.es","2005-07-30 02:00:00",3.740785

"fr1.fr_it1.it","2005-07-30 02:00:00",0.502595

"fr1.fr_pt1.pt","2005-07-30 02:00:00",0.199565

"fr1.fr_uk1.uk","2005-07-30 02:00:00",12.856717

"gr1.gr_be1.be","2005-07-30 02:00:00",1.1077

"gr1.gr_de1.de","2005-07-30 02:00:00",3570.000337

"gr1.gr_it1.it","2005-07-30 02:00:00",4.323903

"it1.it_be1.be","2005-07-30 02:00:00",5.286414

"it1.it_es1.es","2005-07-30 02:00:00",121.213021

"it1.it_fr1.fr","2005-07-30 02:00:00",6.819559

"it1.it_gr1.gr","2005-07-30 02:00:00",1.487767

"pt1.pt_es1.es","2005-07-30 02:00:00",1.189291

"pt1.pt_fr1.fr","2005-07-30 02:00:00",1.43311

"pt1.pt_uk1.uk","2005-07-30 02:00:00",54.263399

"uk1.uk_be1.be","2005-07-30 02:00:00",2.675709

"uk1.uk_de1.de","2005-07-30 02:00:00",117.714986

"uk1.uk_fr1.fr","2005-07-30 02:00:00",35.445042

"uk1.uk_pt1.pt","2005-07-30 02:00:00",232.448872

"be1.be_de1.de","2005-05-24 00:00:00",7.462676

"be1.be_fr1.fr","2005-05-24 00:00:00",46.305493

"be1.be_gr1.gr","2005-05-24 00:00:00",0.260969

"be1.be_it1.it","2005-05-24 00:00:00",0.002643

"be1.be_uk1.uk","2005-05-24 00:00:00",21.759308

"de1.de_be1.be","2005-05-24 00:00:00",15.698308

"de1.de_gr1.gr","2005-05-24 00:00:00",2032.807459

"de1.de_uk1.uk","2005-05-24 00:00:00",550.498265

"es1.es_fr1.fr","2005-05-24 00:00:00",20.892334

"es1.es_it1.it","2005-05-24 00:00:00",99.741955

"es1.es_pt1.pt","2005-05-24 00:00:00",16.16261

"fr1.fr_be1.be","2005-05-24 00:00:00",2.836755

"fr1.fr_es1.es","2005-05-24 00:00:00",10.259564

"fr1.fr_it1.it","2005-05-24 00:00:00",2.967943

"fr1.fr_pt1.pt","2005-05-24 00:00:00",2.573705

"fr1.fr_uk1.uk","2005-05-24 00:00:00",40.368708

"gr1.gr_be1.be","2005-05-24 00:00:00",2.010099

"gr1.gr_de1.de","2005-05-24 00:00:00",4563.719698

"gr1.gr_it1.it","2005-05-24 00:00:00",3.384785

"it1.it_be1.be","2005-05-24 00:00:00",24.598593

"it1.it_es1.es","2005-05-24 00:00:00",123.836434

"it1.it_fr1.fr","2005-05-24 00:00:00",113.240327

"it1.it_gr1.gr","2005-05-24 00:00:00",23.121173

"pt1.pt_es1.es","2005-05-24 00:00:00",5.621496

"pt1.pt_fr1.fr","2005-05-24 00:00:00",0.128713

"pt1.pt_uk1.uk","2005-05-24 00:00:00",382.279278

"uk1.uk_be1.be","2005-05-24 00:00:00",2.423005

"uk1.uk_de1.de","2005-05-24 00:00:00",225.272469

"uk1.uk_fr1.fr","2005-05-24 00:00:00",29.664524

"uk1.uk_pt1.pt","2005-05-24 00:00:00",515.544459

"be1.be_de1.de","2005-07-08 22:45:00",41.721914

"be1.be_fr1.fr","2005-07-08 22:45:00",22.271518

"be1.be_uk1.uk","2005-07-08 22:45:00",0.565237

"de1.de_be1.be","2005-07-08 22:45:00",18.116253

"de1.de_gr1.gr","2005-07-08 22:45:00",84.363659

"de1.de_uk1.uk","2005-07-08 22:45:00",198.657985

"es1.es_fr1.fr","2005-07-08 22:45:00",26.077588

"es1.es_it1.it","2005-07-08 22:45:00",10.734268

"es1.es_pt1.pt","2005-07-08 22:45:00",3.212886

"fr1.fr_be1.be","2005-07-08 22:45:00",2.165579

"fr1.fr_es1.es","2005-07-08 22:45:00",49.61386

"fr1.fr_it1.it","2005-07-08 22:45:00",7.861918

"fr1.fr_pt1.pt","2005-07-08 22:45:00",1.42833

"fr1.fr_uk1.uk","2005-07-08 22:45:00",175.702188

"gr1.gr_be1.be","2005-07-08 22:45:00",2.705961

"gr1.gr_de1.de","2005-07-08 22:45:00",4139.070272

"gr1.gr_it1.it","2005-07-08 22:45:00",2.765173

"it1.it_be1.be","2005-07-08 22:45:00",22.960183

"it1.it_es1.es","2005-07-08 22:45:00",191.877562

"it1.it_fr1.fr","2005-07-08 22:45:00",10.385578

"it1.it_gr1.gr","2005-07-08 22:45:00",0.905886

"pt1.pt_es1.es","2005-07-08 22:45:00",6.78166

"pt1.pt_fr1.fr","2005-07-08 22:45:00",0.162677

"pt1.pt_uk1.uk","2005-07-08 22:45:00",131.320816

"uk1.uk_be1.be","2005-07-08 22:45:00",0.836384

"uk1.uk_de1.de","2005-07-08 22:45:00",547.487643

"uk1.uk_fr1.fr","2005-07-08 22:45:00",102.387861

"uk1.uk_pt1.pt","2005-07-08 22:45:00",381.91698

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