In [833]:

    

%matplotlib inline
import pandas as pd
import matplotlib.pyplot as plt
import datetime as dt  
import matplotlib
import numpy as np
import urllib
from scipy.stats import pearsonr


    

In [834]:

    

def loadalldatasetsmeasurements(list):
    measure = list[0]
    typeofmeasure = list[1]
    dataset =list[2]
    typelink= list[3]
    #change and remove the /test with real one
    if typeofmeasure=='b':
         result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+typeofmeasure+'File_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2],dtype={'entity':str, 'typeentity':object, 'diffratio':float})
            #print('http://141.26.208.201/'+measure+typeofmeasure+'File_'+dataset+'_'+typelink+'.tsv')   
    elif typeofmeasure=='c':    
         result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+typeofmeasure+'File_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2],dtype={'entity':str, 'typeentity':object, 'diffentropy':float})
            #print('http://141.26.208.201/'+measure+typeofmeasure+'File_'+dataset+'_'+typelink+'.tsv')
    result['dataset']=dataset
    return result


    

In [835]:

    

def loadalldatasets_ameasures(list):
    measure=list[0]
    dataset = list[1]
    typelink = list[2]
    if measure=='m11':
        result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+'aFile_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2,3],dtype={'entity':str, 'typeentity':object, 'classifcardinality':float,'classifprimecardinality':float})
    elif measure=='m12':
        result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+'aFile_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2,3],dtype={'entity':str, 'typeentity':object, 'desccardinality':float,'descprimecardinality':float})
    elif measure=='m13':
        result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+'aFile_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2,3],dtype={'entity':str, 'typeentity':object, 'desccardinality':float,'descprimecardinality':float})
    elif measure=='m21':
        result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+'aFile_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2,3],dtype={'entity':str, 'typeentity':object, 'econncardinality':float,'econnprimecardinality':float})
    elif measure=='m22':
        result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+'aFile_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2,3],dtype={'entity':str, 'typeentity':object, 'datasetcardinality':float,'datasetprimecardinality':float})
    elif measure=='m31':
        result = pd.read_csv('http://141.26.208.201/datameasures/'+measure+'aFile_'+dataset+'_'+typelink+'.tsv',sep="\t",usecols=[0,1,2,3],dtype={'entity':str, 'typeentity':object, 'vocabdesccardinality':float,'vocabdescprimecardinality':float})
    result['dataset']=dataset
    return result


    

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In [836]:

    

datasets = ['l3s','sheffield','bne','bibbase','dwsmannheim','semanticweb','soton','dnb','bibsonomy','eurostat','openei','reegle','govwild','bfs','imf','fao','rodeionet','ndljp','icane','swcompany','korrekt','harth','revyu','eye48','simia','giftree','tomheath','twrpi','torre','linkedgeodata','aemet','geovocab','ontologi','ukpostcodes']

#datasets = ['l3s','sheffield','bne','bibbase','dwsmannheim','semanticweb','soton','dnb'] #tests


l2c_m11ai=[]
l2c_m12ai=[]
l2c_m13ai=[]
l2c_m21ai=[]
l2c_m22ai=[]
l2c_m31ai=[]

l2c_m11as=[]
l2c_m12as=[]
l2c_m13as=[]
l2c_m21as=[]
l2c_m22as=[]
l2c_m31as=[]

l2c_m11ar=[]
l2c_m12ar=[]
l2c_m13ar=[]
l2c_m21ar=[]
l2c_m22ar=[]
l2c_m31ar=[]

l2c_m11ao=[]
l2c_m12ao=[]
l2c_m13ao=[]
l2c_m21ao=[]
l2c_m22ao=[]
l2c_m31ao=[]

l2c_m11ac=[]
l2c_m12ac=[]
l2c_m13ac=[]
l2c_m21ac=[]
l2c_m22ac=[]
l2c_m31ac=[]

l2c_m11bi=[]
l2c_m12bi=[]
l2c_m13bi=[]
l2c_m21bi=[]
l2c_m22bi=[]
l2c_m31bi=[]

l2c_m11bs=[]
l2c_m12bs=[]
l2c_m13bs=[]
l2c_m21bs=[]
l2c_m22bs=[]
l2c_m31bs=[]

l2c_m11br=[]
l2c_m12br=[]
l2c_m13br=[]
l2c_m21br=[]
l2c_m22br=[]
l2c_m31br=[]

l2c_m11bo=[]
l2c_m12bo=[]
l2c_m13bo=[]
l2c_m21bo=[]
l2c_m22bo=[]
l2c_m31bo=[]

l2c_m11bc=[]
l2c_m12bc=[]
l2c_m13bc=[]
l2c_m21bc=[]
l2c_m22bc=[]
l2c_m31bc=[]

l2c_m11ci=[]
l2c_m12ci=[]
l2c_m13ci=[]
l2c_m21ci=[]
l2c_m22ci=[]
l2c_m31ci=[]

l2c_m11cs=[]
l2c_m12cs=[]
l2c_m13cs=[]
l2c_m21cs=[]
l2c_m22cs=[]
l2c_m31cs=[]

l2c_m11cr=[]
l2c_m12cr=[]
l2c_m13cr=[]
l2c_m21cr=[]
l2c_m22cr=[]
l2c_m31cr=[]

l2c_m11co=[]
l2c_m12co=[]
l2c_m13co=[]
l2c_m21co=[]
l2c_m22co=[]
l2c_m31co=[]

l2c_m11cc=[]
l2c_m12cc=[]
l2c_m13cc=[]
l2c_m21cc=[]
l2c_m22cc=[]
l2c_m31cc=[]


def getdata():
    for dataset in datasets:     
        ##### a 
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m11',dataset,'i'])
            l2c_m11ai.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m12',dataset,'i'])
            l2c_m12ai.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m13',dataset,'i'])
            l2c_m13ai.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m21',dataset,'i'])
            l2c_m12ai.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m22',dataset,'i'])
            l2c_m22ai.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m31',dataset,'i'])
            l2c_m31ai.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
       
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m11',dataset,'r'])
            l2c_m11ar.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m12',dataset,'r'])
            l2c_m12ar.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m13',dataset,'r'])
            l2c_m13ar.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m21',dataset,'r'])
            l2c_m12ar.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m22',dataset,'r'])
            l2c_m22ar.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m31',dataset,'r'])
            l2c_m31ar.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m11',dataset,'s'])
            l2c_m11as.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m12',dataset,'s'])
            l2c_m12as.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m13',dataset,'s'])
            l2c_m13as.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m21',dataset,'s'])
            l2c_m12as.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m22',dataset,'s'])
            l2c_m22as.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m31',dataset,'s'])
            l2c_m31as.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m11',dataset,'o'])
            l2c_m11ao.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m12',dataset,'o'])
            l2c_m12ao.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m13',dataset,'o'])
            l2c_m13ao.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m21',dataset,'o'])
            l2c_m12ao.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m22',dataset,'o'])
            l2c_m22ao.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m31',dataset,'o'])
            l2c_m31ao.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
       
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m11',dataset,'c'])
            l2c_m11ac.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m12',dataset,'c'])
            l2c_m12ac.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m13',dataset,'c'])
            l2c_m13ac.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m21',dataset,'c'])
            l2c_m12ac.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m22',dataset,'c'])
            l2c_m22ac.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:
            #all measurements for links type='i'
            measurement=loadalldatasets_ameasures(['m31',dataset,'c'])
            l2c_m31ac.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
       
        ##### b and c
        try:
            #all measurements for links type='i'
            measurement=loadalldatasetsmeasurements(['m11','b',dataset,'i'])
            #print(dataset)
            #print(measurement)
            l2c_m11bi.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m12','b',dataset,'i'])
            #print(dataset)
            #print(measurement)
            l2c_m12bi.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m13','b',dataset,'i'])
            l2c_m13bi.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m21','b',dataset,'i'])
            l2c_m21bi.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m22','b',dataset,'i'])
            l2c_m22bi.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m31','b',dataset,'i'])
            l2c_m31bi.append(measurement) 
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:   
            #all measurements for links type='s'
            measurement=loadalldatasetsmeasurements(['m11','b',dataset,'s'])
            l2c_m11bs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m12','b',dataset,'s'])
            l2c_m12bs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m13','b',dataset,'s'])
            l2c_m13bs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m21','b',dataset,'s'])
            l2c_m21bs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m22','b',dataset,'s'])
            l2c_m22bs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m31','b',dataset,'s'])
            l2c_m31bs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
            #all measurements for links type='r'
            
        try:    
            measurement=loadalldatasetsmeasurements(['m11','b',dataset,'r'])
            l2c_m11br.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m12','b',dataset,'r'])
            l2c_m12br.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:       
            measurement=loadalldatasetsmeasurements(['m13','b',dataset,'r'])
            l2c_m13br.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try: 
            measurement=loadalldatasetsmeasurements(['m21','b',dataset,'r'])
            l2c_m21br.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m22','b',dataset,'r'])
            l2c_m22br.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:   
            measurement=loadalldatasetsmeasurements(['m31','b',dataset,'r'])
            l2c_m31br.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            #all measurements for links type='o'
            measurement=loadalldatasetsmeasurements(['m11','b',dataset,'o'])
            l2c_m11bo.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)   
        try:   
            measurement=loadalldatasetsmeasurements(['m12','b',dataset,'o'])
            l2c_m12bo.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m13','b',dataset,'o'])
            l2c_m13bo.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m21','b',dataset,'o'])
            l2c_m21bo.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)       
        try:    
            measurement=loadalldatasetsmeasurements(['m22','b',dataset,'o'])
            l2c_m22bo.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m31','b',dataset,'o'])
            l2c_m31bo.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
            #all measurements for links type='c'
        try:    
            measurement=loadalldatasetsmeasurements(['m11','b',dataset,'c'])
            l2c_m11bc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m12','b',dataset,'c'])
            l2c_m12bc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:   
            measurement=loadalldatasetsmeasurements(['m13','b',dataset,'c'])
            l2c_m13bc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m21','b',dataset,'c'])
            l2c_m21bc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m22','b',dataset,'c'])
            l2c_m22bc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m31','b',dataset,'c'])
            l2c_m31bc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
            #listtoconcatenate l2c -------------------------
        try:   
            measurement=loadalldatasetsmeasurements(['m11','c',dataset,'i'])
            l2c_m11ci.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m12','c',dataset,'i'])
            l2c_m12ci.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m13','c',dataset,'i'])
            l2c_m13ci.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m21','c',dataset,'i'])
            l2c_m21ci.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:        
            measurement=loadalldatasetsmeasurements(['m22','c',dataset,'i'])
            l2c_m22ci.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m31','c',dataset,'i'])
            l2c_m31ci.append(measurement) 
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            #all measurements for links type='s'
            measurement=loadalldatasetsmeasurements(['m11','c',dataset,'s'])
            l2c_m11cs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m12','c',dataset,'s'])
            l2c_m12cs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m13','c',dataset,'s'])
            l2c_m13cs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m21','c',dataset,'s'])
            l2c_m21cs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m22','c',dataset,'s'])
            l2c_m22cs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m31','c',dataset,'s'])
            l2c_m31cs.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
            #all measurements for links type='r'
        try:    
            measurement=loadalldatasetsmeasurements(['m11','c',dataset,'r'])
            l2c_m11cr.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m12','c',dataset,'r'])
            l2c_m12cr.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m13','c',dataset,'r'])
            l2c_m13cr.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m21','c',dataset,'r'])
            l2c_m21cr.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m22','c',dataset,'r'])
            l2c_m22cr.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m31','c',dataset,'r'])
            l2c_m31cr.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            #all measurements for links type='o'
            measurement=loadalldatasetsmeasurements(['m11','c',dataset,'o'])
            l2c_m11co.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m12','c',dataset,'o'])
            l2c_m12co.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m13','c',dataset,'o'])
            l2c_m13co.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)    
        try:    
            measurement=loadalldatasetsmeasurements(['m21','c',dataset,'o'])
            l2c_m21co.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m22','c',dataset,'o'])
            l2c_m22co.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m31','c',dataset,'o'])
            l2c_m31co.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            #all measurements for links type='c'
            measurement=loadalldatasetsmeasurements(['m11','c',dataset,'c'])
            l2c_m11cc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m12','c',dataset,'c'])
            l2c_m12cc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m13','c',dataset,'c'])
            l2c_m13cc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)  
        try:        
            measurement=loadalldatasetsmeasurements(['m21','c',dataset,'c'])
            l2c_m21cc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m22','c',dataset,'c'])
            l2c_m22cc.append(measurement)
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
        try:        
            measurement=loadalldatasetsmeasurements(['m31','c',dataset,'c'])
            l2c_m31cc.append(measurement)
            #listtoconcatenate l2c
        except urllib.error.HTTPError as err:
            if err.code == 404:
                print('HTTP error when loading all measurements for a measure for data set: '+dataset)
                          
getdata()


    

    




HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: dwsmannheim
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: bibsonomy
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: openei
HTTP error when loading all measurements for a measure for data set: reegle
HTTP error when loading all measurements for a measure for data set: reegle
HTTP error when loading all measurements for a measure for data set: reegle
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: govwild
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: ndljp
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: swcompany
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: giftree
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre
HTTP error when loading all measurements for a measure for data set: torre

In [837]:

    

print(str(len(l2c_m22br))) # still accesible after modified by the function (global var)


    

    




26

In [838]:

    

def ratioandentropyinonetable(list):
    concat = pd.concat(list, axis=1)
    return concat


    

In [ ]:

    




    

In [839]:

    

def inequalities(b,c):
    ratioandentropy=[]
    ratioandentropy.append(b)
    ratioandentropy.append(c['diffentropy']) # the columns entity, typeentity,dataset are the same, just add the column on diffentropy
    bc = ratioandentropyinonetable(ratioandentropy)
    bc.head(3)
    #bc2 = bc.drop(bc.columns[[3, 5]], axis=1)
    
    #print(bc.head(5))
    
    #groupedbc = bc.groupby('dataset')
    #print(groupedbc['diffentropy'].describe())
    
    #print(groupedbc['diffratio'].describe())
    bc_grouped =bc.groupby('dataset')
    bc_grouped.boxplot(column='diffentropy',figsize=(20,20))
    #bc_grouped.boxplot(column=['diffratio','diffentropy'],figsize=(20,20)) #GOOD for showing both ratio and entropy
    #bc.boxplot(column='diffratio',by='dataset')
    #bc.boxplot(column='diffentropy',by='dataset')


    

In [840]:

    

concat_m11ai=pd.DataFrame()
concat_m12ai=pd.DataFrame()
concat_m13ai=pd.DataFrame()
concat_m21ai=pd.DataFrame()
concat_m22ai=pd.DataFrame()
concat_m31ai=pd.DataFrame()

concat_m11as=pd.DataFrame()
concat_m12as=pd.DataFrame()
concat_m13as=pd.DataFrame()
concat_m21as=pd.DataFrame()
concat_m22as=pd.DataFrame()
concat_m31as=pd.DataFrame()

concat_m11ar=pd.DataFrame()
concat_m12ar=pd.DataFrame()
concat_m13ar=pd.DataFrame()
concat_m21ar=pd.DataFrame()
concat_m22ar=pd.DataFrame()
concat_m31ar=pd.DataFrame()

concat_m11ao=pd.DataFrame()
concat_m12ao=pd.DataFrame()
concat_m13ao=pd.DataFrame()
concat_m21ao=pd.DataFrame()
concat_m22ao=pd.DataFrame()
concat_m31ao=pd.DataFrame()

concat_m11ac=pd.DataFrame()
concat_m12ac=pd.DataFrame()
concat_m13ac=pd.DataFrame()
concat_m21ac=pd.DataFrame()
concat_m22ac=pd.DataFrame()
concat_m31ac=pd.DataFrame()


    

In [841]:

    

if len(l2c_m11ai) != 0:
    concat_m11ai =pd.concat(l2c_m11ai)
if len(l2c_m12ai) != 0:
    concat_m12ai =pd.concat(l2c_m12ai)
if len(l2c_m13ai) != 0:
    concat_m13ai =pd.concat(l2c_m13ai)
if len(l2c_m21ai) != 0:
    concat_m21ai =pd.concat(l2c_m21ai)
if len(l2c_m22ai) != 0:
    concat_m22ai =pd.concat(l2c_m22ai)
if len(l2c_m31ai) != 0:
    concat_m31ai =pd.concat(l2c_m31ai)
    
if len(l2c_m11as) != 0:
    concat_m11as =pd.concat(l2c_m11as)
if len(l2c_m12as) != 0:
    concat_m12as =pd.concat(l2c_m12as)
if len(l2c_m13as) != 0:
    concat_m13as =pd.concat(l2c_m13as)
if len(l2c_m21as) != 0:
    concat_m21as =pd.concat(l2c_m21as)
if len(l2c_m22as) != 0:
    concat_m22as =pd.concat(l2c_m22as)
if len(l2c_m31as) != 0:
    concat_m31as =pd.concat(l2c_m31as)
    
if len(l2c_m11ar) != 0:
    concat_m11ar =pd.concat(l2c_m11ar)
if len(l2c_m12ar) != 0:
    concat_m12ar =pd.concat(l2c_m12ar)
if len(l2c_m13ar) != 0:
    concat_m13ar =pd.concat(l2c_m13ar)
if len(l2c_m21ar) != 0:
    concat_m21ar =pd.concat(l2c_m21ar)
if len(l2c_m22ar) != 0:
    concat_m22ar =pd.concat(l2c_m22ar)
if len(l2c_m31ar) != 0:
    concat_m31ar =pd.concat(l2c_m31ar)

if len(l2c_m11ao) != 0:
    concat_m11ao =pd.concat(l2c_m11ao)
if len(l2c_m12ao) != 0:
    concat_m12ao =pd.concat(l2c_m12ao)
if len(l2c_m13ao) != 0:
    concat_m13ao =pd.concat(l2c_m13ao)
if len(l2c_m21ao) != 0:
    concat_m21ao =pd.concat(l2c_m21ao)
if len(l2c_m22ao) != 0:
    concat_m22ao =pd.concat(l2c_m22ao)
if len(l2c_m31ao) != 0:
    concat_m31ao =pd.concat(l2c_m31ao)

if len(l2c_m11ac) != 0:
    concat_m11ac =pd.concat(l2c_m11ac)
if len(l2c_m12ac) != 0:
    concat_m12ac =pd.concat(l2c_m12ac)
if len(l2c_m13ac) != 0:
    concat_m13ac =pd.concat(l2c_m13ac)
if len(l2c_m21ac) != 0:
    concat_m21ac =pd.concat(l2c_m21ac)
if len(l2c_m22ac) != 0:
    concat_m22ac =pd.concat(l2c_m22ac)
if len(l2c_m31ac) != 0:
    concat_m31ac =pd.concat(l2c_m31ac)

    
print(concat_m11ai.head(2))


    

    




                                              entity typeentity  \
0  http://dblp.l3s.de/d2r/resource/publications/c...       null   
1  http://dblp.l3s.de/d2r/resource/publications/c...       null   

   classifcardinality  classifprimecardinality dataset  
0                 0.0                      0.0     l3s  
1                 0.0                      0.0     l3s  

In [842]:

    

#####

concat_m11bi=pd.DataFrame()
concat_m12bi=pd.DataFrame()
concat_m13bi=pd.DataFrame()
concat_m21bi=pd.DataFrame()
concat_m22bi=pd.DataFrame()
concat_m31bi=pd.DataFrame()

concat_m11ci=pd.DataFrame()
concat_m12ci=pd.DataFrame()
concat_m13ci=pd.DataFrame()
concat_m21ci=pd.DataFrame()
concat_m22ci=pd.DataFrame()
concat_m31ci=pd.DataFrame()

concat_m11bs=pd.DataFrame()
concat_m12bs=pd.DataFrame()
concat_m13bs=pd.DataFrame()
concat_m21bs=pd.DataFrame()
concat_m22bs=pd.DataFrame()
concat_m31bs=pd.DataFrame()

concat_m11cs=pd.DataFrame()
concat_m12cs=pd.DataFrame()
concat_m13cs=pd.DataFrame()
concat_m21cs=pd.DataFrame()
concat_m22cs=pd.DataFrame()
concat_m31cs=pd.DataFrame()

concat_m11br=pd.DataFrame()
concat_m12br=pd.DataFrame()
concat_m13br=pd.DataFrame()
concat_m21br=pd.DataFrame()
concat_m22br=pd.DataFrame()
concat_m31br=pd.DataFrame()

concat_m11cr=pd.DataFrame()
concat_m12cr=pd.DataFrame()
concat_m13cr=pd.DataFrame()
concat_m21cr=pd.DataFrame()
concat_m22cr=pd.DataFrame()
concat_m31cr=pd.DataFrame()

concat_m11bo=pd.DataFrame()
concat_m12bo=pd.DataFrame()
concat_m13bo=pd.DataFrame()
concat_m21bo=pd.DataFrame()
concat_m22bo=pd.DataFrame()
concat_m31bo=pd.DataFrame()

concat_m11co=pd.DataFrame()
concat_m12co=pd.DataFrame()
concat_m13co=pd.DataFrame()
concat_m21co=pd.DataFrame()
concat_m22co=pd.DataFrame()
concat_m31co=pd.DataFrame()

concat_m11bc=pd.DataFrame()
concat_m12bc=pd.DataFrame()
concat_m13bc=pd.DataFrame()
concat_m21bc=pd.DataFrame()
concat_m22bc=pd.DataFrame()
concat_m31bc=pd.DataFrame()

concat_m11cc=pd.DataFrame()
concat_m12cc=pd.DataFrame()
concat_m13cc=pd.DataFrame()
concat_m21cc=pd.DataFrame()
concat_m22cc=pd.DataFrame()
concat_m31cc=pd.DataFrame()


    

In [843]:

    

if len(l2c_m11bi) != 0 and len(l2c_m11ci)!= 0:
    print('m11 i check')
    concat_m11bi =pd.concat(l2c_m11bi)
    concat_m11ci = pd.concat(l2c_m11ci)
    inequalities(concat_m11bi, concat_m11ci)

if len(l2c_m12bi) != 0 and len(l2c_m12ci)!= 0:
    print('m12 i check')
    concat_m12bi =pd.concat(l2c_m12bi)
    concat_m12ci = pd.concat(l2c_m12ci)
    inequalities(concat_m12bi, concat_m12ci)

if len(l2c_m13bi) != 0 and len(l2c_m13ci)!= 0:
    print('m13 i check')
    concat_m13bi =pd.concat(l2c_m13bi)
    concat_m13ci = pd.concat(l2c_m13ci)
    inequalities(concat_m13bi, concat_m13ci)

if len(l2c_m21bi) != 0 and len(l2c_m21ci)!= 0:
    print('m21 i check')
    concat_m21bi =pd.concat(l2c_m21bi)
    concat_m21ci = pd.concat(l2c_m21ci)
    inequalities(concat_m21bi, concat_m21ci)

if len(l2c_m22bi) != 0 and len(l2c_m22ci)!= 0:
    print('m22 i check')
    concat_m22bi =pd.concat(l2c_m22bi)
    concat_m22ci = pd.concat(l2c_m22ci)
    inequalities(concat_m22bi, concat_m22ci)

if len(l2c_m31bi) != 0 and len(l2c_m31ci)!= 0:
    print('m31 i check')
    concat_m31bi =pd.concat(l2c_m31bi)
    concat_m31ci = pd.concat(l2c_m31ci)
    inequalities(concat_m31bi, concat_m31ci)


    

    




m11 i check
m12 i check
m13 i check
m21 i check
m22 i check
m31 i check






    













    













    













    













    













    

In [857]:

    

if len(l2c_m11bs) != 0 and len(l2c_m11cs)!= 0:
    concat_m11bs =pd.concat(l2c_m11bs)
    concat_m11cs = pd.concat(l2c_m11cs)
    inequalities(concat_m11bs, concat_m11cs)

if len(l2c_m12bs) != 0 and len(l2c_m12cs)!= 0:
    concat_m12bs =pd.concat(l2c_m12bs)
    concat_m12cs = pd.concat(l2c_m12cs)
    inequalities(concat_m12bs, concat_m12cs)

if len(l2c_m13bs) != 0 and len(l2c_m13cs)!= 0:
    concat_m13bs =pd.concat(l2c_m13bs)
    concat_m13cs = pd.concat(l2c_m13cs)
    inequalities(concat_m13bs, concat_m13cs)

if len(l2c_m21bs) != 0 and len(l2c_m21cs)!= 0:
    concat_m21bs =pd.concat(l2c_m21bs)
    concat_m21cs = pd.concat(l2c_m21cs)
    inequalities(concat_m21bs, concat_m21cs)

if len(l2c_m22bs) != 0 and len(l2c_m22cs)!= 0:
    concat_m22bs =pd.concat(l2c_m22bs)
    concat_m22cs = pd.concat(l2c_m22cs)
    inequalities(concat_m22bs, concat_m22cs)

if len(l2c_m31bs) != 0 and len(l2c_m31cs)!= 0:
    concat_m31bs =pd.concat(l2c_m31bs)
    concat_m31cs = pd.concat(l2c_m31cs)
    inequalities(concat_m31bs, concat_m31cs)


    

In [859]:

    

if len(l2c_m11br) != 0 and len(l2c_m11cr)!= 0:
    concat_m11br =pd.concat(l2c_m11br)
    concat_m11cr = pd.concat(l2c_m11cr)
    inequalities(concat_m11br, concat_m11cr)
    
if len(l2c_m12br) != 0 and len(l2c_m12cr)!= 0:
    concat_m12br =pd.concat(l2c_m12br)
    concat_m12cr = pd.concat(l2c_m12cr)
    inequalities(concat_m12br, concat_m12cr)

if len(l2c_m13br) != 0 and len(l2c_m13cr)!= 0:
    concat_m13br =pd.concat(l2c_m13br)
    concat_m13cr = pd.concat(l2c_m13cr)
    inequalities(concat_m13br, concat_m13cr)

if len(l2c_m21br) != 0 and len(l2c_m21cr)!= 0:
    concat_m21br =pd.concat(l2c_m21br)
    concat_m21cr = pd.concat(l2c_m21cr)
    inequalities(concat_m21br, concat_m21cr)

if len(l2c_m22br) != 0 and len(l2c_m22cr)!= 0:
    concat_m22br =pd.concat(l2c_m22br)
    concat_m22cr = pd.concat(l2c_m22cr)
    inequalities(concat_m22br, concat_m22cr)

if len(l2c_m31br) != 0 and len(l2c_m31cr)!= 0:
    concat_m31br =pd.concat(l2c_m31br)
    concat_m31cr = pd.concat(l2c_m31cr)
    inequalities(concat_m31br, concat_m31cr)


    

In [860]:

    

if len(l2c_m11bo) != 0 and len(l2c_m11co)!= 0:
    concat_m11bo =pd.concat(l2c_m11bo)
    concat_m11co = pd.concat(l2c_m11co)
    inequalities(concat_m11bo, concat_m11co)

if len(l2c_m12bo) != 0 and len(l2c_m12co)!= 0:
    concat_m12bo =pd.concat(l2c_m12bo)
    concat_m12co = pd.concat(l2c_m12co)
    inequalities(concat_m12bo, concat_m12co)

if len(l2c_m13bo) != 0 and len(l2c_m13co)!= 0:
    concat_m13bo =pd.concat(l2c_m13bo)
    concat_m13co = pd.concat(l2c_m13co)
    inequalities(concat_m13bo, concat_m13co)

if len(l2c_m21bo) != 0 and len(l2c_m21co)!= 0:
    concat_m21bo =pd.concat(l2c_m21bo)
    concat_m21co = pd.concat(l2c_m21co)
    inequalities(concat_m21bo, concat_m21co)

if len(l2c_m22bo) != 0 and len(l2c_m22co)!= 0: 
    concat_m22bo =pd.concat(l2c_m22bo)
    concat_m22co = pd.concat(l2c_m22co)
    inequalities(concat_m22bo, concat_m22co)

if len(l2c_m31bo) != 0 and len(l2c_m31co)!= 0:
    concat_m31bo =pd.concat(l2c_m31bo)
    concat_m31co = pd.concat(l2c_m31co)
    inequalities(concat_m31bo, concat_m31co)


    

In [861]:

    

if len(l2c_m11bc) != 0 and len(l2c_m11cc)!= 0:
    concat_m11bc =pd.concat(l2c_m11bc)
    concat_m11cc = pd.concat(l2c_m11cc)
    inequalities(concat_m11bc, concat_m11cc)

if len(l2c_m12bc) != 0 and len(l2c_m12cc)!= 0:
    concat_m12bc =pd.concat(l2c_m12bc)
    concat_m12cc = pd.concat(l2c_m12cc)
    inequalities(concat_m12bc, concat_m12cc)

    
if len(l2c_m13bc) != 0 and len(l2c_m13cc)!= 0:
    concat_m13bc =pd.concat(l2c_m13bc)
    concat_m13cc = pd.concat(l2c_m13cc)
    inequalities(concat_m13bc, concat_m13cc)


if len(l2c_m21bc) != 0 and len(l2c_m21cc)!= 0:
    concat_m21bc =pd.concat(l2c_m21bc)
    concat_m21cc = pd.concat(l2c_m21cc)
    inequalities(concat_m21bc, concat_m21cc)


if len(l2c_m22bc) != 0 and len(l2c_m22cc)!= 0:
    concat_m22bc =pd.concat(l2c_m22bc)
    concat_m22cc = pd.concat(l2c_m22cc)
    inequalities(concat_m22bc, concat_m22cc)


if len(l2c_m31bc) != 0 and len(l2c_m31cc)!= 0:
    concat_m31bc =pd.concat(l2c_m31bc)
    concat_m31cc = pd.concat(l2c_m31cc)
    inequalities(concat_m31bc, concat_m31cc)


    

In [862]:

    

def describe_discriminative(list):
    df= list[0]
    mi=list[1]
    if len(df)!=0:
        if 'diffentropy' in df:
            df.groupby('dataset').diffentropy.describe().to_csv(mi, header=True) 
            print(df.groupby('dataset').diffentropy.mean())
        elif 'diffratio' in df:
            df.groupby('dataset').diffratio.describe().to_csv(mi, header=True)
            print(df.groupby('dataset').diffratio.mean())
        else: 
            df.groupby('dataset').describe().to_csv(mi, header=True)
            print(df.groupby('dataset').mean())


    

In [863]:

    

with open('m11a_alltypesoflinks_describe.csv', 'a') as mi:
    
    concat_m11a = pd.concat([concat_m11ai,concat_m11as,concat_m11ar,concat_m11ao,concat_m11ac])
    describe_discriminative([concat_m11a,mi])
    print('m11a')
    
with open('m11b_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m11b = pd.concat([concat_m11bi,concat_m11bs,concat_m11br,concat_m11bo,concat_m11bc])
    describe_discriminative([concat_m11b,mi])
    print('m11b')
    
with open('m11c_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m11c = pd.concat([concat_m11ci,concat_m11cs,concat_m11cr,concat_m11co,concat_m11cc])
    describe_discriminative([concat_m11a,mi])
    print('m11c')

with open('m12a_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m12a = pd.concat([concat_m12ai,concat_m12as,concat_m12ar,concat_m12ao,concat_m12ac])
    describe_discriminative([concat_m12a,mi])
    print('m12a')
with open('m12b_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m12b = pd.concat([concat_m12bi,concat_m12bs,concat_m12br,concat_m12bo,concat_m12bc])
    describe_discriminative([concat_m12b,mi])
    print('m12b')
with open('m12c_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m12c = pd.concat([concat_m12ci,concat_m12cs,concat_m12cr,concat_m12co,concat_m12cc])
    describe_discriminative([concat_m12c,mi]) 
    print('m12c')
with open('m13a_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m13a = pd.concat([concat_m13ai,concat_m13as,concat_m13ar,concat_m13ao,concat_m13ac])
    describe_discriminative([concat_m13a,mi])
    print('m13a')
with open('m13b_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m13b = pd.concat([concat_m13bi,concat_m13bs,concat_m13br,concat_m13bo,concat_m13bc])
    describe_discriminative([concat_m13b,mi])
    print('m13b')
with open('m13c_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m13c = pd.concat([concat_m13ci,concat_m13cs,concat_m13cr,concat_m13co,concat_m13cc])
    describe_discriminative([concat_m13c,mi]) 
    print('m13c')
    
with open('m21a_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m21a = pd.concat([concat_m21ai,concat_m21as,concat_m21ar,concat_m21ao,concat_m21ac])
    describe_discriminative([concat_m21a,mi])
    print('m21a')
with open('m21b_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m21b = pd.concat([concat_m21bi,concat_m21bs,concat_m21br,concat_m21bo,concat_m21bc])
    describe_discriminative([concat_m21b,mi])
    print('m21b')
with open('m21c_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m21c = pd.concat([concat_m21ci,concat_m21cs,concat_m21cr,concat_m21co,concat_m21cc])
    describe_discriminative([concat_m21c,mi])    
    print('m21c')
with open('m22a_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m22a = pd.concat([concat_m22ai,concat_m22as,concat_m22ar,concat_m22ao,concat_m22ac])
    describe_discriminative([concat_m22a,mi])
    print('m22a')
with open('m22b_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m22b = pd.concat([concat_m22bi,concat_m22bs,concat_m22br,concat_m22bo,concat_m22bc])
    describe_discriminative([concat_m22b,mi])
    print('m22b')
with open('m22c_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m22c = pd.concat([concat_m22ci,concat_m22cs,concat_m22cr,concat_m22co,concat_m22cc])
    describe_discriminative([concat_m22c,mi])  
    print('m22c')

with open('m31a_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m31a = pd.concat([concat_m31ai,concat_m31as,concat_m31ar,concat_m31ao,concat_m31ac])
    describe_discriminative([concat_m31a,mi])   
    print('m31a')
with open('m31b_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m31b = pd.concat([concat_m31bi,concat_m31bs,concat_m31br,concat_m31bo,concat_m31bc])
    describe_discriminative([concat_m31b,mi])   
    print('m31b')
with open('m31c_alltypesoflinks_describe.csv', 'a') as mi:
    concat_m31c = pd.concat([concat_m31ci,concat_m31cs,concat_m31cr,concat_m31co,concat_m31cc])
    describe_discriminative([concat_m31c,mi])  
    print('m31c')