0

Jupyter Example on analyzing scientific publications

a

Workshop example using FC publications







In [1]:
%matplotlib inline
import pandas as pd
import numpy as np
import nltk
import codecs, operator,csv,uuid,re
from matplotlib import pyplot as plt
from collections import Counter
import plotly.plotly as py
import plotly
import plotly.graph_objs as go
plotly.tools.set_credentials_file(username='username', api_key='API_codeQ')
In [21]:
#import publication specific stopword file
with open('stopword.txt', 'r') as e:
    cachedStopWords = [line.strip() for line in e]

from nltk.stem import WordNetLemmatizer
wnl = WordNetLemmatizer()

#consolidate fuel cell types
dictFC={}
fc_dict = pd.read_csv('Fuel_Cell_Types.csv',  delimiter=";", header=None, encoding="latin-1")
for index, row in fc_dict.iterrows():
    dictFC[row[0]]=row[1]
In [3]:
finalDf=pd.read_csv("ISI_fuel_cell_data_final_2.tab", sep="\t", header=0, encoding="latin-1")
finalDf.head()
C:\Users\asarho\AppData\Local\Continuum\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:2871: DtypeWarning: Columns (5,7,12,17,21,27,34,36,39,46) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
Out[3]:
Unnamed: 0 AB AF AR AU BA BE BF BN BP SP SU TC TI U1 U2 UT VL WC Z9
0 3504 Electrodialysis is a mature process which is a… Strathmann, H. NaN Strathmann, H NaN NaN NaN NaN 268 NaN NaN 0 Electrodialysis, a mature technology with a mu… NaN NaN WOS:000285497900014 264 Engineering, Chemical; Water Resources 0
1 3505 A structural model of selenium-modified ruthen… Haas, Sylvio; Zehl, Gerald; Dorbandt, Iris; Ma… NaN Haas, S; Zehl, G; Dorbandt, I; Manke, I; Bogda… NaN NaN NaN NaN 22375 NaN NaN 0 Direct Accessing the Nanostructure of Carbon S… NaN NaN WOS:000285447000001 114 Chemistry, Physical; Nanoscience & Nanotechnol… 0
2 3506 The influence of elevated reaction temperature… Chojak-Halseid, M.; Jusys, Z.; Behm, R. J. NaN Chojak-Halseid, M; Jusys, Z; Behm, RJ NaN NaN NaN NaN 22573 NaN NaN 0 Methanol Oxidation Over a Pt/C Catalyst at Hig… NaN NaN WOS:000285447000029 114 Chemistry, Physical; Nanoscience & Nanotechnol… 0
3 3507 The presence of trace amounts of H(2)S in H(2)… Monder, Dayadeep S.; Karan, Kunal NaN Monder, DS; Karan, K NaN NaN NaN NaN 22597 NaN NaN 0 Ab Initio Adsorption Thermodynamics of H(2)S a… NaN NaN WOS:000285447000032 114 Chemistry, Physical; Nanoscience & Nanotechnol… 0
4 3508 This paper reports the synthesis, characteriza… Yuan, Sen; del Rio, Carmen; Lopez-Gonzalez, Ma… NaN Yuan, S; del Rio, C; Lopez-Gonzalez, M; Guo, X… NaN NaN NaN NaN 22773 NaN NaN 0 Impedance Spectroscopy and Performance of Cros… NaN NaN WOS:000285447000057 114 Chemistry, Physical; Nanoscience & Nanotechnol… 0

5 rows × 63 columns

In [4]:
countTime=pd.pivot_table(finalDf,index=["PY"],values=["UT"],aggfunc=lambda x: len(x.unique()))
finalDf ["PY"].hist(bins=37, range=(1980,2016))
finalDf["PY"].isnull().sum()
Out[4]:
0
In [5]:
#Creating metainformation to list for the analysis
abList = finalDf['AB'].tolist()
utList = finalDf['UT'].tolist()
pyList = finalDf['PY'].tolist()
#Checking that lists are equally sized
print("The number of abstracts on file: "+str(len(abList)))
print("The number of unique indentifiers on file: "+str(len(utList)))
print("The number of year indentifiers on file: "+str(len(pyList)))
The number of abstracts on file: 75478
The number of unique indentifiers on file: 75478
The number of year indentifiers on file: 75478
In [6]:
#def to replace terms in text
def multipleReplace(text, wordDict):
    for key in wordDict:
        try:
            text=text.lower()
            #print(str(key)+": "+str(wordDict[key]))
            text = text.replace(key.lower(), wordDict[key])
        except AttributeError:
            continue
    return text
In [7]:
fcData=[]
fcId=[]
fcPy=[]
fcPyDel=[]
counter=0
for line in abList:
    the_data=str(line)
    if len(the_data)<100:
        print("Excluding "+str(counter)+"|"+the_data)
        fcPyDel.append(pyList[counter])
        counter=counter+1
    else:
        the_data = multipleReplace(the_data, dictFC)
        copyrights = ['Wiley Periodicals, Inc','Elsevier Ltd. All rights reserved','(c)']
        for item in copyrights:
            the_data = the_data.replace(item,'')
        the_data = the_data.translate({ord(c): None for c in '()=+/!@#$.,;:-'})
        the_data = " ".join([x for x in the_data.split(" ") if not x.isdigit()])
        the_data = ' '.join(s for s in the_data.split() if not any(c.isdigit() for c in s))  #terms containing a number removed
        the_data = " ".join([x for x in the_data.split(" ") if not x.isdigit()]) #terms consisting of only numbers removed
        the_data = re.sub(r'\b\w{1,3}\b', '', the_data)
        the_data = " ".join([wnl.lemmatize(i) for i in the_data.split(" ")])
        the_data = the_data.lower()
        the_data = ' '.join([word for word in the_data.split() if word not in cachedStopWords])
        the_data = the_data.replace(r'\n', "")
        the_data = the_data.replace(r'\r', "")
        the_data = the_data.rstrip('\r\n')
        fcData.append(the_data)
        fcPy.append(pyList[counter])
        fcId.append(utList[counter])
        counter=counter+1
Excluding 202|nan
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Excluding 19461|nan
Excluding 19463|Three-dimensional reconstruction of a solid-oxide fuel-cell anode.
Excluding 19516|nan
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Excluding 25622|Companies large and small are putting money into fuel cells. Should you invest, too?
Excluding 25636|nan
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Excluding 27466|nan
Excluding 27474|nan
Excluding 27475|nan
Excluding 27485|nan
Excluding 27501|nan
Excluding 27502|nan
Excluding 27503|nan
Excluding 27506|nan
Excluding 27507|nan
Excluding 27511|nan
Excluding 27514|nan
Excluding 27526|nan
Excluding 27550|nan
Excluding 27555|nan
Excluding 27558|nan
Excluding 27579|nan
Excluding 27610|nan
Excluding 27611|nan
Excluding 27615|nan
Excluding 27616|nan
Excluding 27618|nan
Excluding 27619|nan
Excluding 27621|nan
Excluding 27636|nan
Excluding 27643|nan
Excluding 27647|nan
Excluding 27650|nan
Excluding 27676|nan
Excluding 27678|nan
Excluding 27716|nan
Excluding 27717|nan
Excluding 27718|nan
Excluding 27724|nan
Excluding 27745|nan
Excluding 27746|nan
Excluding 27747|nan
Excluding 27773|nan
Excluding 27774|nan
Excluding 27779|nan
Excluding 27782|nan
Excluding 27783|nan
Excluding 27784|nan
Excluding 27785|nan
Excluding 27788|nan
Excluding 27794|nan
Excluding 27806|nan
Excluding 27838|nan
Excluding 27840|nan
Excluding 27841|nan
Excluding 27846|nan
Excluding 27847|nan
Excluding 27852|nan
Excluding 27853|nan
Excluding 27855|nan
Excluding 27880|nan
Excluding 27888|nan
Excluding 27889|nan
Excluding 27890|nan
Excluding 27891|nan
Excluding 27892|nan
Excluding 27897|nan
Excluding 27898|nan
Excluding 27900|nan
Excluding 27901|nan
Excluding 27902|nan
Excluding 27915|nan
Excluding 27916|nan
Excluding 27927|nan
Excluding 27930|nan
Excluding 27933|nan
Excluding 27935|nan
Excluding 27937|nan
Excluding 27938|nan
Excluding 27939|nan
Excluding 27940|nan
Excluding 27941|nan
Excluding 27942|nan
Excluding 27943|nan
Excluding 27944|nan
Excluding 27945|nan
Excluding 27946|nan
Excluding 27947|nan
Excluding 27948|nan
Excluding 27949|nan
Excluding 27950|nan
Excluding 27951|nan
Excluding 27952|nan
Excluding 27953|nan
Excluding 27954|nan
Excluding 27955|nan
Excluding 27956|nan
Excluding 27957|nan
Excluding 27958|nan
Excluding 27959|nan
Excluding 27960|nan
Excluding 27961|nan
Excluding 27962|nan
Excluding 27963|nan
Excluding 27964|nan
Excluding 27965|nan
Excluding 27966|nan
Excluding 27967|nan
Excluding 27968|nan
Excluding 27969|nan
Excluding 27970|nan
Excluding 27971|nan
Excluding 27972|nan
Excluding 27973|nan
Excluding 27974|nan
Excluding 27975|nan
Excluding 27976|nan
Excluding 27977|nan
Excluding 27978|nan
Excluding 27979|nan
Excluding 27981|nan
Excluding 27982|nan
Excluding 27983|nan
Excluding 27993|nan
Excluding 28017|nan
Excluding 28018|nan
Excluding 28020|nan
Excluding 28026|nan
Excluding 28028|nan
Excluding 28030|nan
Excluding 28037|nan
Excluding 28049|nan
Excluding 28085|nan
Excluding 28086|nan
Excluding 28087|nan
Excluding 28090|nan
Excluding 28095|nan
Excluding 28096|nan
Excluding 28112|nan
Excluding 28134|nan
Excluding 28141|nan
Excluding 28142|nan
Excluding 28143|nan
Excluding 28145|nan
Excluding 28148|nan
Excluding 28151|nan
Excluding 28152|nan
Excluding 28165|nan
Excluding 28173|nan
Excluding 28197|nan
Excluding 28198|nan
Excluding 28199|nan
Excluding 28200|nan
Excluding 28203|nan
Excluding 28204|nan
Excluding 28205|nan
Excluding 28206|nan
Excluding 28207|nan
Excluding 28210|nan
Excluding 28234|nan
Excluding 28266|nan
Excluding 28269|nan
Excluding 28270|nan
Excluding 28271|nan
Excluding 28274|nan
Excluding 28276|nan
Excluding 28277|nan
Excluding 28278|nan
Excluding 28289|nan
Excluding 28321|nan
Excluding 28322|nan
Excluding 28329|nan
Excluding 28362|nan
Excluding 28426|nan
Excluding 28427|nan
Excluding 28428|nan
Excluding 28449|nan
Excluding 28450|nan
Excluding 28456|nan
Excluding 28459|nan
Excluding 28465|nan
Excluding 28467|nan
Excluding 28468|nan
Excluding 28471|nan
Excluding 28474|nan
Excluding 28480|nan
Excluding 28487|nan
Excluding 28496|nan
Excluding 28497|nan
Excluding 28500|nan
Excluding 28501|nan
Excluding 28508|nan
Excluding 28512|nan
Excluding 28531|nan
Excluding 28541|nan
Excluding 28542|nan
Excluding 28543|nan
Excluding 28544|nan
Excluding 28551|nan
Excluding 28552|nan
Excluding 28554|nan
Excluding 28626|nan
Excluding 28639|nan
Excluding 28640|nan
Excluding 28644|nan
Excluding 28662|nan
Excluding 28686|nan
Excluding 28689|nan
Excluding 28690|nan
Excluding 28691|nan
Excluding 28694|nan
Excluding 28695|nan
Excluding 28699|nan
Excluding 28710|nan
Excluding 28734|nan
Excluding 28736|nan
Excluding 28738|nan
Excluding 28743|nan
Excluding 28746|nan
Excluding 28747|nan
Excluding 28750|nan
Excluding 28755|nan
Excluding 28756|nan
Excluding 28764|nan
Excluding 28772|nan
Excluding 28781|nan
Excluding 28782|nan
Excluding 28784|nan
Excluding 28790|nan
Excluding 28793|nan
Excluding 28798|nan
Excluding 28801|nan
Excluding 28808|nan
Excluding 28836|nan
Excluding 28837|nan
Excluding 28838|nan
Excluding 28844|nan
Excluding 28848|nan
Excluding 28851|nan
Excluding 28852|nan
Excluding 28853|nan
Excluding 28855|nan
Excluding 28857|nan
Excluding 28861|nan
Excluding 28862|nan
Excluding 28872|nan
Excluding 28889|nan
Excluding 28892|nan
Excluding 28893|nan
Excluding 28894|nan
Excluding 28896|nan
Excluding 28898|nan
Excluding 28899|nan
Excluding 28902|nan
Excluding 28968|nan
Excluding 28971|nan
Excluding 28975|nan
Excluding 28976|nan
Excluding 28977|nan
Excluding 28978|nan
Excluding 28979|nan
Excluding 28980|nan
Excluding 28981|nan
Excluding 29008|nan
Excluding 29059|nan
Excluding 29063|nan
Excluding 29069|nan
Excluding 29070|nan
Excluding 29072|nan
Excluding 29080|nan
Excluding 29082|nan
Excluding 29083|nan
Excluding 29085|nan
Excluding 29086|nan
Excluding 29091|nan
Excluding 29093|nan
Excluding 29100|nan
Excluding 29103|nan
Excluding 29106|nan
Excluding 29107|nan
Excluding 29124|nan
Excluding 29134|nan
Excluding 29136|nan
Excluding 29187|nan
Excluding 29222|nan
Excluding 29228|nan
Excluding 29238|nan
Excluding 29250|nan
Excluding 29251|nan
Excluding 29265|nan
Excluding 29278|nan
Excluding 29284|nan
Excluding 29317|nan
Excluding 29318|nan
Excluding 29321|nan
Excluding 29322|nan
Excluding 29323|nan
Excluding 29325|nan
Excluding 29327|nan
Excluding 29328|nan
Excluding 29329|nan
Excluding 29330|nan
Excluding 29333|nan
Excluding 29336|nan
Excluding 29352|nan
Excluding 29371|nan
Excluding 29373|nan
Excluding 29374|nan
Excluding 29391|nan
Excluding 29409|nan
Excluding 29410|nan
Excluding 29411|nan
Excluding 29412|nan
Excluding 29413|nan
Excluding 29414|nan
Excluding 29415|nan
Excluding 29416|nan
Excluding 29417|nan
Excluding 29422|nan
Excluding 29424|nan
Excluding 29425|nan
Excluding 29426|nan
Excluding 29428|nan
Excluding 29454|nan
Excluding 29456|nan
Excluding 29457|nan
Excluding 29459|nan
Excluding 29460|nan
Excluding 29492|nan
Excluding 29498|nan
Excluding 29502|nan
Excluding 29505|nan
Excluding 29536|nan
Excluding 29537|nan
Excluding 29538|nan
Excluding 29539|nan
Excluding 29549|nan
Excluding 29559|nan
Excluding 29579|nan
Excluding 29585|nan
Excluding 29586|nan
Excluding 29589|nan
Excluding 29592|nan
Excluding 29606|nan
Excluding 29621|nan
Excluding 29622|nan
Excluding 29634|nan
Excluding 29635|nan
Excluding 29636|nan
Excluding 29637|nan
Excluding 29638|nan
Excluding 29639|nan
Excluding 29640|nan
Excluding 29649|nan
Excluding 29655|nan
Excluding 29680|nan
Excluding 29681|nan
Excluding 29683|nan
Excluding 29685|nan
Excluding 29698|nan
Excluding 29708|nan
Excluding 29710|nan
Excluding 29713|nan
Excluding 29715|nan
Excluding 29719|nan
Excluding 29720|nan
Excluding 29740|nan
Excluding 29747|nan
Excluding 29793|nan
Excluding 29815|nan
Excluding 29816|nan
Excluding 29846|nan
Excluding 29847|nan
Excluding 29848|nan
Excluding 29849|nan
Excluding 29850|nan
Excluding 29864|nan
Excluding 29882|nan
Excluding 29885|nan
Excluding 29889|nan
Excluding 29915|nan
Excluding 29923|nan
Excluding 29924|nan
Excluding 29925|nan
Excluding 29947|nan
Excluding 29955|nan
Excluding 29956|nan
Excluding 29983|nan
Excluding 29987|nan
Excluding 29988|nan
Excluding 29989|nan
Excluding 30014|nan
Excluding 30016|nan
Excluding 30018|nan
Excluding 30019|nan
Excluding 30026|nan
Excluding 30028|nan
Excluding 30045|nan
Excluding 30049|nan
Excluding 30052|nan
Excluding 30053|nan
Excluding 30081|nan
Excluding 30082|nan
Excluding 30103|nan
Excluding 30104|nan
Excluding 30105|nan
Excluding 30106|nan
Excluding 30110|nan
Excluding 30112|nan
Excluding 30155|nan
Excluding 30161|nan
Excluding 30196|nan
Excluding 30197|nan
Excluding 30204|nan
Excluding 30206|nan
Excluding 30227|nan
Excluding 30228|nan
Excluding 30229|nan
Excluding 30233|nan
Excluding 30245|nan
Excluding 30307|nan
Excluding 30313|nan
Excluding 30319|nan
Excluding 30325|nan
Excluding 30327|nan
Excluding 30339|nan
Excluding 30345|nan
Excluding 30348|nan
Excluding 30350|nan
Excluding 30351|nan
Excluding 30368|nan
Excluding 30377|nan
Excluding 30379|nan
Excluding 30389|nan
Excluding 30390|nan
Excluding 30398|nan
Excluding 30413|nan
Excluding 30414|nan
Excluding 30415|nan
Excluding 30416|nan
Excluding 30417|nan
Excluding 30419|nan
Excluding 30421|nan
Excluding 30427|nan
Excluding 30441|nan
Excluding 30452|nan
Excluding 30453|nan
Excluding 30454|nan
Excluding 30455|nan
Excluding 30456|nan
Excluding 30480|nan
Excluding 30492|nan
Excluding 30496|nan
Excluding 30499|nan
Excluding 30509|nan
Excluding 30514|nan
Excluding 30521|nan
Excluding 30522|nan
Excluding 30530|nan
Excluding 30537|nan
Excluding 30541|nan
Excluding 30572|nan
Excluding 30583|nan
Excluding 30587|nan
Excluding 30589|nan
Excluding 30593|nan
Excluding 30594|nan
Excluding 30609|nan
Excluding 30610|nan
Excluding 30611|nan
Excluding 30619|nan
Excluding 30647|nan
Excluding 30648|nan
Excluding 30651|nan
Excluding 30670|nan
Excluding 30672|nan
Excluding 30677|nan
Excluding 30737|nan
Excluding 30738|nan
Excluding 30757|nan
Excluding 30760|nan
Excluding 30779|nan
Excluding 30783|nan
Excluding 30786|nan
Excluding 30802|nan
Excluding 30812|nan
Excluding 30816|nan
Excluding 30841|nan
Excluding 30847|nan
Excluding 30849|nan
Excluding 30858|nan
Excluding 30859|nan
Excluding 30863|nan
Excluding 30879|nan
Excluding 30882|nan
Excluding 30883|nan
Excluding 30889|nan
Excluding 30890|nan
Excluding 30891|nan
Excluding 30952|nan
Excluding 30968|nan
Excluding 30971|nan
Excluding 30972|nan
Excluding 30973|nan
Excluding 30974|nan
Excluding 30975|nan
Excluding 30976|nan
Excluding 30978|nan
Excluding 30979|nan
Excluding 30987|nan
Excluding 30988|nan
Excluding 30990|nan
Excluding 31005|nan
Excluding 31006|nan
Excluding 31018|nan
Excluding 31036|nan
Excluding 31037|nan
Excluding 31040|nan
Excluding 31041|nan
Excluding 31047|nan
Excluding 31048|nan
Excluding 31049|nan
Excluding 31066|nan
Excluding 31113|nan
Excluding 31115|nan
Excluding 31119|nan
Excluding 31121|nan
Excluding 31137|nan
Excluding 31170|nan
Excluding 31173|nan
Excluding 31179|nan
Excluding 31181|nan
Excluding 31184|nan
Excluding 31196|nan
Excluding 31200|nan
Excluding 31217|nan
Excluding 31219|nan
Excluding 31223|nan
Excluding 31237|nan
Excluding 31238|nan
Excluding 31240|nan
Excluding 31248|nan
Excluding 31249|nan
Excluding 31251|nan
Excluding 31253|nan
Excluding 31262|nan
Excluding 31263|nan
Excluding 31264|nan
Excluding 31265|nan
Excluding 31274|nan
Excluding 31284|nan
Excluding 31285|nan
Excluding 31286|nan
Excluding 31289|nan
Excluding 31290|nan
Excluding 31295|nan
Excluding 31314|nan
Excluding 31318|nan
Excluding 31320|nan
Excluding 31323|nan
Excluding 31324|nan
Excluding 31343|nan
Excluding 31360|nan
Excluding 31361|nan
Excluding 31366|nan
Excluding 31368|nan
Excluding 31369|nan
Excluding 31373|nan
Excluding 31374|nan
Excluding 31380|nan
Excluding 31390|nan
Excluding 31391|nan
Excluding 31394|nan
Excluding 31406|nan
Excluding 31408|nan
Excluding 31409|nan
Excluding 31417|nan
Excluding 31436|nan
Excluding 31438|nan
Excluding 31441|nan
Excluding 31442|nan
Excluding 31446|nan
Excluding 31458|nan
Excluding 31473|nan
Excluding 31495|nan
Excluding 31497|nan
Excluding 31500|nan
Excluding 31507|nan
Excluding 31511|nan
Excluding 31532|nan
Excluding 31550|nan
Excluding 31559|nan
Excluding 31561|nan
Excluding 31571|nan
Excluding 31581|nan
Excluding 31582|nan
Excluding 31586|nan
Excluding 31591|nan
Excluding 31601|nan
Excluding 31604|nan
Excluding 31607|nan
Excluding 31608|nan
Excluding 31609|nan
Excluding 31610|nan
Excluding 31622|nan
Excluding 31626|nan
Excluding 31642|nan
Excluding 31646|nan
Excluding 31647|nan
Excluding 31652|nan
Excluding 31674|nan
Excluding 31683|nan
Excluding 31691|nan
Excluding 31695|nan
Excluding 31702|nan
Excluding 31713|nan
Excluding 31717|nan
Excluding 31718|nan
Excluding 31721|nan
Excluding 31731|nan
Excluding 31737|nan
Excluding 31742|nan
Excluding 31745|nan
Excluding 31746|nan
Excluding 31753|nan
Excluding 31763|nan
Excluding 31764|nan
Excluding 31774|nan
Excluding 31787|nan
Excluding 31812|nan
Excluding 31825|nan
Excluding 31826|nan
Excluding 31827|nan
Excluding 31828|nan
Excluding 31829|nan
Excluding 31847|nan
Excluding 31850|nan
Excluding 31851|nan
Excluding 31852|nan
Excluding 31853|nan
Excluding 31866|nan
Excluding 31867|nan
Excluding 31881|nan
Excluding 31883|nan
Excluding 31898|nan
Excluding 31899|nan
Excluding 31900|nan
Excluding 31901|nan
Excluding 31902|nan
Excluding 31916|nan
Excluding 31924|nan
Excluding 31926|nan
Excluding 31930|nan
Excluding 31944|nan
Excluding 31945|nan
Excluding 31946|nan
Excluding 31947|nan
Excluding 31948|nan
Excluding 31949|nan
Excluding 31964|nan
Excluding 31980|nan
Excluding 31988|nan
Excluding 31989|nan
Excluding 31992|nan
Excluding 32003|nan
Excluding 32006|nan
Excluding 32009|nan
Excluding 32013|nan
Excluding 32023|nan
Excluding 32029|nan
Excluding 32030|nan
Excluding 32031|nan
Excluding 32032|nan
Excluding 32043|nan
Excluding 32055|nan
Excluding 32063|nan
Excluding 32076|nan
Excluding 32077|nan
Excluding 32078|nan
Excluding 32122|nan
Excluding 32136|nan
Excluding 32177|nan
Excluding 32183|nan
Excluding 32189|nan
Excluding 32190|nan
Excluding 32200|nan
Excluding 32207|nan
Excluding 32217|nan
Excluding 32218|nan
Excluding 32232|nan
Excluding 32238|nan
Excluding 32264|nan
Excluding 32265|nan
Excluding 32274|nan
Excluding 32279|nan
Excluding 32280|nan
Excluding 32282|nan
Excluding 32290|nan
Excluding 32296|nan
Excluding 32302|nan
Excluding 32305|nan
Excluding 32307|nan
Excluding 32310|nan
Excluding 32311|nan
Excluding 32312|nan
Excluding 32313|nan
Excluding 32314|nan
Excluding 32315|nan
Excluding 32316|nan
Excluding 32317|nan
Excluding 32318|nan
Excluding 32319|nan
Excluding 32320|nan
Excluding 32321|nan
Excluding 32322|nan
Excluding 32323|nan
Excluding 32324|nan
Excluding 32325|nan
Excluding 32326|nan
Excluding 32327|nan
Excluding 32328|nan
Excluding 32329|nan
Excluding 32330|nan
Excluding 32331|nan
Excluding 32332|nan
Excluding 32333|nan
Excluding 32334|nan
Excluding 32335|nan
Excluding 32336|nan
Excluding 32337|nan
Excluding 32338|nan
Excluding 32339|nan
Excluding 32340|nan
Excluding 32341|nan
Excluding 32342|nan
Excluding 32343|nan
Excluding 32344|nan
Excluding 32345|nan
Excluding 32346|nan
Excluding 32347|nan
Excluding 32348|nan
Excluding 32349|nan
Excluding 32350|nan
Excluding 32351|nan
Excluding 32352|nan
Excluding 32353|nan
Excluding 32354|nan
Excluding 32355|nan
Excluding 32356|nan
Excluding 32357|nan
Excluding 32358|nan
Excluding 32359|nan
Excluding 32360|nan
Excluding 32361|nan
Excluding 32362|nan
Excluding 32363|nan
Excluding 32364|nan
Excluding 32365|nan
Excluding 32366|nan
Excluding 32367|nan
Excluding 32368|nan
Excluding 32369|nan
Excluding 32370|nan
Excluding 32371|nan
Excluding 32372|nan
Excluding 32373|nan
Excluding 32374|nan
Excluding 32375|nan
Excluding 32376|nan
Excluding 32377|nan
Excluding 32378|nan
Excluding 32379|nan
Excluding 32380|nan
Excluding 32381|nan
Excluding 32382|nan
Excluding 32383|nan
Excluding 32384|nan
Excluding 32385|nan
Excluding 32386|nan
Excluding 32387|nan
Excluding 32388|nan
Excluding 32389|nan
Excluding 32390|nan
Excluding 32391|nan
Excluding 32392|nan
Excluding 32393|nan
Excluding 32394|nan
Excluding 32395|nan
Excluding 32396|nan
Excluding 32397|nan
Excluding 32398|nan
Excluding 32400|nan
Excluding 32401|nan
Excluding 32402|nan
Excluding 32403|nan
Excluding 32404|nan
Excluding 32405|nan
Excluding 32406|nan
Excluding 32407|nan
Excluding 32408|nan
Excluding 32409|nan
Excluding 32410|nan
Excluding 32411|nan
Excluding 32412|nan
Excluding 32413|nan
Excluding 32414|nan
Excluding 32415|nan
Excluding 32416|nan
Excluding 32417|nan
Excluding 32418|nan
Excluding 32419|nan
Excluding 32420|nan
Excluding 32421|nan
Excluding 32422|nan
Excluding 32423|nan
Excluding 32424|nan
Excluding 32425|nan
Excluding 32426|nan
Excluding 32427|nan
Excluding 32428|nan
Excluding 32429|nan
Excluding 32430|nan
Excluding 32433|nan
Excluding 32434|nan
Excluding 32435|nan
Excluding 32436|nan
Excluding 32437|nan
Excluding 32438|nan
Excluding 32439|nan
Excluding 32440|nan
Excluding 32441|nan
Excluding 32442|nan
Excluding 32443|nan
Excluding 32444|nan
Excluding 32445|nan
Excluding 32446|nan
Excluding 32447|nan
Excluding 32448|nan
Excluding 32449|nan
Excluding 32450|nan
Excluding 32451|nan
Excluding 32452|nan
Excluding 32453|nan
Excluding 32454|nan
Excluding 32455|nan
Excluding 32456|nan
Excluding 32457|nan
Excluding 32458|nan
Excluding 32459|nan
Excluding 32460|nan
Excluding 32461|nan
Excluding 32462|nan
Excluding 32463|nan
Excluding 32464|nan
Excluding 32465|nan
Excluding 32466|nan
Excluding 32467|nan
Excluding 32468|nan
Excluding 32469|nan
Excluding 32470|nan
Excluding 32471|nan
Excluding 32472|nan
Excluding 32473|nan
Excluding 32474|nan
Excluding 32475|nan
Excluding 32476|nan
Excluding 32477|nan
Excluding 32478|nan
Excluding 32479|nan
Excluding 32480|nan
Excluding 32481|nan
Excluding 32482|nan
Excluding 32483|nan
Excluding 32484|nan
Excluding 32485|nan
Excluding 32486|nan
Excluding 32487|nan
Excluding 32488|nan
Excluding 32489|nan
Excluding 32490|nan
Excluding 32491|nan
Excluding 32492|nan
Excluding 32493|nan
Excluding 32494|nan
Excluding 32495|nan
Excluding 32496|nan
Excluding 32497|nan
Excluding 32498|nan
Excluding 32499|nan
Excluding 32500|nan
Excluding 32501|nan
Excluding 32502|nan
Excluding 32503|nan
Excluding 32504|nan
Excluding 32505|nan
Excluding 32506|nan
Excluding 32507|nan
Excluding 32508|nan
Excluding 32509|nan
Excluding 32510|nan
Excluding 32511|nan
Excluding 32512|nan
Excluding 32513|nan
Excluding 32514|nan
Excluding 32515|nan
Excluding 32516|nan
Excluding 32517|nan
Excluding 32518|nan
Excluding 32519|nan
Excluding 32520|nan
Excluding 32521|nan
Excluding 32522|nan
Excluding 32523|nan
Excluding 32524|nan
Excluding 32525|nan
Excluding 32526|nan
Excluding 32527|nan
Excluding 32528|nan
Excluding 32529|nan
Excluding 32530|nan
Excluding 32531|nan
Excluding 32532|nan
Excluding 32533|nan
Excluding 32534|nan
Excluding 32535|nan
Excluding 32536|nan
Excluding 32537|nan
Excluding 32538|nan
Excluding 32539|nan
Excluding 32540|nan
Excluding 32541|nan
Excluding 32542|nan
Excluding 32543|nan
Excluding 32544|nan
Excluding 32545|nan
Excluding 32546|nan
Excluding 32547|nan
Excluding 32548|nan
Excluding 32549|nan
Excluding 32550|nan
Excluding 32551|nan
Excluding 32552|nan
Excluding 32553|nan
Excluding 32554|nan
Excluding 32555|nan
Excluding 32556|nan
Excluding 32557|nan
Excluding 32558|nan
Excluding 32559|nan
Excluding 32560|nan
Excluding 32561|nan
Excluding 32562|nan
Excluding 32563|nan
Excluding 32564|nan
Excluding 32565|nan
Excluding 32566|nan
Excluding 32567|nan
Excluding 32568|nan
Excluding 32569|nan
Excluding 32570|nan
Excluding 32571|nan
Excluding 32572|nan
Excluding 32573|nan
Excluding 32574|nan
Excluding 32575|nan
Excluding 32576|nan
Excluding 32577|nan
Excluding 32578|nan
Excluding 32579|nan
Excluding 32580|nan
Excluding 32581|nan
Excluding 32582|nan
Excluding 32583|nan
Excluding 32584|nan
Excluding 32585|nan
Excluding 32586|nan
Excluding 32587|nan
Excluding 32588|nan
Excluding 32589|nan
Excluding 32590|nan
Excluding 32591|nan
Excluding 32592|nan
Excluding 32593|nan
Excluding 32594|nan
Excluding 32595|nan
Excluding 32596|nan
Excluding 32597|nan
Excluding 32598|nan
Excluding 32599|nan
Excluding 32600|nan
Excluding 32601|nan
Excluding 32602|nan
Excluding 32603|nan
Excluding 32604|nan
Excluding 32605|nan
Excluding 32606|nan
Excluding 32607|nan
Excluding 32608|nan
Excluding 32609|nan
Excluding 32610|nan
Excluding 32611|nan
Excluding 32612|nan
Excluding 32613|nan
Excluding 32614|nan
Excluding 32615|nan
Excluding 32616|nan
Excluding 32617|nan
Excluding 32618|nan
Excluding 32619|nan
Excluding 32620|nan
Excluding 32621|nan
Excluding 32622|nan
Excluding 32623|nan
Excluding 32624|nan
Excluding 32625|nan
Excluding 32626|nan
Excluding 32627|nan
Excluding 32628|nan
Excluding 32629|nan
Excluding 32630|nan
Excluding 32631|nan
Excluding 32632|nan
Excluding 32633|nan
Excluding 32634|nan
Excluding 32635|nan
Excluding 32636|nan
Excluding 32637|nan
Excluding 32638|nan
Excluding 32639|nan
Excluding 32640|nan
Excluding 32641|nan
Excluding 32642|nan
Excluding 32643|nan
Excluding 32644|nan
Excluding 32645|nan
Excluding 32646|nan
Excluding 32647|nan
Excluding 32648|nan
Excluding 32649|nan
Excluding 32650|nan
Excluding 32651|nan
Excluding 32652|nan
Excluding 32653|nan
Excluding 32654|nan
Excluding 32655|nan
Excluding 32656|nan
Excluding 32657|nan
Excluding 32658|nan
Excluding 32659|nan
Excluding 32660|nan
Excluding 32661|nan
Excluding 32662|nan
Excluding 32663|nan
Excluding 32664|nan
Excluding 32665|nan
Excluding 32666|nan
Excluding 32667|nan
Excluding 32668|nan
Excluding 32669|nan
Excluding 32670|nan
Excluding 32671|nan
Excluding 32672|nan
Excluding 32673|nan
Excluding 32674|nan
Excluding 32675|nan
Excluding 32676|nan
Excluding 32677|nan
Excluding 32678|nan
Excluding 32679|nan
Excluding 32680|nan
Excluding 32681|nan
Excluding 32682|nan
Excluding 32683|nan
Excluding 32684|nan
Excluding 32685|nan
Excluding 32686|nan
Excluding 32687|nan
Excluding 32688|nan
Excluding 32689|nan
Excluding 32690|nan
Excluding 32691|nan
Excluding 32692|nan
Excluding 32693|nan
Excluding 32694|nan
Excluding 32695|nan
Excluding 32696|nan
Excluding 32697|nan
Excluding 32698|nan
Excluding 32699|nan
Excluding 32700|nan
Excluding 32701|nan
Excluding 32702|nan
Excluding 32703|nan
Excluding 32704|nan
Excluding 32705|nan
Excluding 32706|nan
Excluding 32707|nan
Excluding 32708|nan
Excluding 32709|nan
Excluding 32710|nan
Excluding 32711|nan
Excluding 32712|nan
Excluding 32713|nan
Excluding 32714|nan
Excluding 32715|nan
Excluding 32716|nan
Excluding 32717|nan
Excluding 32718|nan
Excluding 32719|nan
Excluding 32720|nan
Excluding 32721|nan
Excluding 32722|nan
Excluding 32723|nan
Excluding 32724|nan
Excluding 32725|nan
Excluding 32726|nan
Excluding 32727|nan
Excluding 32728|nan
Excluding 32729|nan
Excluding 32730|nan
Excluding 32731|nan
Excluding 32732|nan
Excluding 32733|nan
Excluding 32734|nan
Excluding 32735|nan
Excluding 32736|nan
Excluding 32737|nan
Excluding 32738|nan
Excluding 32739|nan
Excluding 32740|nan
Excluding 32741|nan
Excluding 32742|nan
Excluding 32743|nan
Excluding 32744|nan
Excluding 32745|nan
Excluding 32746|nan
Excluding 32747|nan
Excluding 32748|nan
Excluding 32749|nan
Excluding 32750|nan
Excluding 32751|nan
Excluding 32752|nan
Excluding 32753|nan
Excluding 32754|nan
Excluding 32755|nan
Excluding 32756|nan
Excluding 32757|nan
Excluding 32758|nan
Excluding 32759|nan
Excluding 32760|nan
Excluding 32761|nan
Excluding 32762|nan
Excluding 32763|nan
Excluding 32764|nan
Excluding 32765|nan
Excluding 32766|nan
Excluding 32767|nan
Excluding 32768|nan
Excluding 32769|nan
Excluding 32770|nan
Excluding 32771|nan
Excluding 32772|nan
Excluding 32773|nan
Excluding 32774|nan
Excluding 32775|nan
Excluding 32776|nan
Excluding 32777|nan
Excluding 32778|nan
Excluding 32779|nan
Excluding 32780|nan
Excluding 32781|nan
Excluding 32782|nan
Excluding 32783|nan
Excluding 32784|nan
Excluding 32785|nan
Excluding 32786|nan
Excluding 32787|nan
Excluding 32788|nan
Excluding 32789|nan
Excluding 32790|nan
Excluding 32791|nan
Excluding 32792|nan
Excluding 32793|nan
Excluding 32794|nan
Excluding 32795|nan
Excluding 32796|nan
Excluding 32797|nan
Excluding 32798|nan
Excluding 32799|nan
Excluding 32800|nan
Excluding 32801|nan
Excluding 32802|nan
Excluding 32803|nan
Excluding 32804|nan
Excluding 32805|nan
Excluding 32806|nan
Excluding 32807|nan
Excluding 32808|nan
Excluding 32809|nan
Excluding 32810|nan
Excluding 32811|nan
Excluding 32812|nan
Excluding 32813|nan
Excluding 32814|nan
Excluding 32815|nan
Excluding 32816|nan
Excluding 32817|nan
Excluding 32818|nan
Excluding 32819|nan
Excluding 32820|nan
Excluding 32821|nan
Excluding 32822|nan
Excluding 32823|nan
Excluding 32824|nan
Excluding 32825|nan
Excluding 32826|nan
Excluding 32827|nan
Excluding 32828|nan
Excluding 32829|nan
Excluding 32830|nan
Excluding 32831|nan
Excluding 32832|nan
Excluding 32833|nan
Excluding 32834|nan
Excluding 32835|nan
Excluding 32836|nan
Excluding 32837|nan
Excluding 32838|nan
Excluding 32839|nan
Excluding 32840|nan
Excluding 32841|nan
Excluding 32842|nan
Excluding 32843|nan
Excluding 32844|nan
Excluding 32845|nan
Excluding 32846|nan
Excluding 32847|nan
Excluding 32848|nan
Excluding 32849|nan
Excluding 32850|nan
Excluding 32851|nan
Excluding 32852|nan
Excluding 32853|nan
Excluding 32854|nan
Excluding 32855|nan
Excluding 32856|nan
Excluding 32857|nan
Excluding 32858|nan
Excluding 32859|nan
Excluding 32860|nan
Excluding 32861|nan
Excluding 32862|nan
Excluding 32863|nan
Excluding 32864|nan
Excluding 32865|nan
Excluding 32866|nan
Excluding 32867|nan
Excluding 32868|nan
Excluding 32869|nan
Excluding 32870|nan
Excluding 32871|nan
Excluding 32872|nan
Excluding 32873|nan
Excluding 32874|nan
Excluding 32875|nan
Excluding 32876|nan
Excluding 32877|nan
Excluding 32878|nan
Excluding 32879|nan
Excluding 32880|nan
Excluding 32881|nan
Excluding 32882|nan
Excluding 32883|nan
Excluding 32884|nan
Excluding 32885|nan
Excluding 32886|nan
Excluding 32887|nan
Excluding 32888|nan
Excluding 32889|nan
Excluding 32890|nan
Excluding 32891|nan
Excluding 32892|nan
Excluding 32893|nan
Excluding 32894|nan
Excluding 32895|nan
Excluding 32896|nan
Excluding 32897|nan
Excluding 32898|nan
Excluding 32899|nan
Excluding 32900|nan
Excluding 32901|nan
Excluding 32902|nan
Excluding 32903|nan
Excluding 32904|nan
Excluding 32905|nan
Excluding 32906|nan
Excluding 32907|nan
Excluding 32908|nan
Excluding 32909|nan
Excluding 32910|nan
Excluding 32911|nan
Excluding 32912|nan
Excluding 32913|nan
Excluding 32914|nan
Excluding 32915|nan
Excluding 32916|nan
Excluding 32917|nan
Excluding 32918|nan
Excluding 32919|nan
Excluding 32920|nan
Excluding 32921|nan
Excluding 32922|nan
Excluding 32923|nan
Excluding 32924|nan
Excluding 32925|nan
Excluding 32926|nan
Excluding 32927|nan
Excluding 32928|nan
Excluding 32929|nan
Excluding 32930|nan
Excluding 32931|nan
Excluding 32932|nan
Excluding 32933|nan
Excluding 32934|nan
Excluding 32935|nan
Excluding 32936|nan
Excluding 32937|nan
Excluding 32938|nan
Excluding 32939|nan
Excluding 32940|nan
Excluding 32941|nan
Excluding 32942|nan
Excluding 32943|nan
Excluding 32944|nan
Excluding 32945|nan
Excluding 32946|nan
Excluding 32947|nan
Excluding 32948|nan
Excluding 32949|nan
Excluding 32950|nan
Excluding 32951|nan
Excluding 32952|nan
Excluding 32953|nan
Excluding 32954|nan
Excluding 32955|nan
Excluding 32956|nan
Excluding 32957|nan
Excluding 32958|nan
Excluding 32959|nan
Excluding 32960|nan
Excluding 32961|nan
Excluding 32962|nan
Excluding 32963|nan
Excluding 32964|nan
Excluding 32965|nan
Excluding 32966|nan
Excluding 32967|nan
Excluding 32968|nan
Excluding 32969|nan
Excluding 32970|nan
Excluding 32971|nan
Excluding 32972|nan
Excluding 32973|nan
Excluding 32974|nan
Excluding 32975|nan
Excluding 32976|nan
Excluding 32977|nan
Excluding 32978|nan
Excluding 32979|nan
Excluding 32980|nan
Excluding 32981|nan
Excluding 32982|nan
Excluding 32983|nan
Excluding 32984|nan
Excluding 32985|nan
Excluding 32986|nan
Excluding 32987|nan
Excluding 32988|nan
Excluding 32989|nan
Excluding 32990|nan
Excluding 32991|nan
Excluding 32992|nan
Excluding 32993|nan
Excluding 32994|nan
Excluding 32995|nan
Excluding 32996|nan
Excluding 32997|nan
Excluding 32998|nan
Excluding 32999|nan
Excluding 33000|nan
Excluding 33001|nan
Excluding 33002|nan
Excluding 33003|nan
Excluding 33004|nan
Excluding 33005|nan
Excluding 33006|nan
Excluding 33007|nan
Excluding 33008|nan
Excluding 33009|nan
Excluding 33010|nan
Excluding 33011|nan
Excluding 33012|nan
Excluding 33013|nan
Excluding 33014|nan
Excluding 33015|nan
Excluding 33016|nan
Excluding 33017|nan
Excluding 33018|nan
Excluding 33019|nan
Excluding 33020|nan
Excluding 33021|nan
Excluding 33022|nan
Excluding 33023|nan
Excluding 33024|nan
Excluding 33025|nan
Excluding 33026|nan
Excluding 33027|nan
Excluding 33028|nan
Excluding 33029|nan
Excluding 33030|nan
Excluding 33031|nan
Excluding 33032|nan
Excluding 33033|nan
Excluding 33034|nan
Excluding 33035|nan
Excluding 33036|nan
Excluding 33037|nan
Excluding 33038|nan
Excluding 33039|nan
Excluding 33040|nan
Excluding 33041|nan
Excluding 33042|nan
Excluding 33043|nan
Excluding 33044|nan
Excluding 33045|nan
Excluding 33046|nan
Excluding 33047|nan
Excluding 33048|nan
Excluding 33049|nan
Excluding 33050|nan
Excluding 33051|nan
Excluding 33052|nan
Excluding 33053|nan
Excluding 33054|nan
Excluding 33055|nan
Excluding 33056|nan
Excluding 33057|nan
Excluding 33058|nan
Excluding 33059|nan
Excluding 33060|nan
Excluding 33061|nan
Excluding 33062|nan
Excluding 33063|nan
Excluding 33064|nan
Excluding 33065|nan
Excluding 33066|nan
Excluding 33067|nan
Excluding 33068|nan
Excluding 33069|nan
Excluding 33070|nan
Excluding 33071|nan
Excluding 33072|nan
Excluding 33073|nan
Excluding 33074|nan
Excluding 33075|nan
Excluding 33076|nan
Excluding 33077|nan
Excluding 33078|nan
Excluding 33079|nan
Excluding 33080|nan
Excluding 33081|nan
Excluding 33082|nan
Excluding 33083|nan
Excluding 33084|nan
Excluding 33085|nan
Excluding 33086|nan
Excluding 33087|nan
Excluding 33088|nan
Excluding 33089|nan
Excluding 33090|nan
Excluding 33091|nan
Excluding 33092|nan
Excluding 33093|nan
Excluding 33094|nan
Excluding 33095|nan
Excluding 33096|nan
Excluding 33097|nan
Excluding 33098|nan
Excluding 33099|nan
Excluding 33100|nan
Excluding 33101|nan
Excluding 33102|nan
Excluding 33103|nan
Excluding 33104|nan
Excluding 33105|nan
Excluding 33106|nan
Excluding 33107|nan
Excluding 33108|nan
Excluding 33109|nan
Excluding 33110|nan
Excluding 33111|nan
Excluding 33112|nan
Excluding 33113|nan
Excluding 33114|nan
Excluding 33115|nan
Excluding 33116|nan
Excluding 33117|nan
Excluding 33118|nan
Excluding 33119|nan
Excluding 33120|nan
Excluding 33121|nan
Excluding 33122|nan
Excluding 33123|nan
Excluding 33124|nan
Excluding 33125|nan
Excluding 33126|nan
Excluding 33127|nan
Excluding 33128|nan
Excluding 33129|nan
Excluding 33130|nan
Excluding 33131|nan
Excluding 33132|nan
Excluding 33133|nan
Excluding 33134|nan
Excluding 33135|nan
Excluding 33136|nan
Excluding 33137|nan
Excluding 33138|nan
Excluding 33139|nan
Excluding 33140|nan
Excluding 33141|nan
Excluding 33142|nan
Excluding 33143|nan
Excluding 33144|nan
Excluding 33145|nan
Excluding 33146|nan
Excluding 33147|nan
Excluding 33148|nan
Excluding 33149|nan
Excluding 33150|nan
Excluding 33151|nan
Excluding 33152|nan
Excluding 33153|nan
Excluding 33154|nan
Excluding 33155|nan
Excluding 33156|nan
Excluding 33157|nan
Excluding 33158|nan
Excluding 33159|nan
Excluding 33160|nan
Excluding 33161|nan
Excluding 33162|nan
Excluding 33163|nan
Excluding 33164|nan
Excluding 33165|nan
Excluding 33166|nan
Excluding 33167|nan
Excluding 33168|nan
Excluding 33169|nan
Excluding 33170|nan
Excluding 33171|nan
Excluding 33172|nan
Excluding 33173|nan
Excluding 33174|nan
Excluding 33175|nan
Excluding 33176|nan
Excluding 33177|nan
Excluding 33178|nan
Excluding 33179|nan
Excluding 33180|nan
Excluding 33181|nan
Excluding 33182|nan
Excluding 33183|nan
Excluding 33184|nan
Excluding 33185|nan
Excluding 33186|nan
Excluding 33187|nan
Excluding 33188|nan
Excluding 33189|nan
Excluding 33190|nan
Excluding 33191|nan
Excluding 33192|nan
Excluding 33193|nan
Excluding 33194|nan
Excluding 33195|nan
Excluding 33196|nan
Excluding 33197|nan
Excluding 33198|nan
Excluding 33199|nan
Excluding 33200|nan
Excluding 33201|nan
Excluding 33202|nan
Excluding 33203|nan
Excluding 33204|nan
Excluding 33205|nan
Excluding 33206|nan
Excluding 33207|nan
Excluding 33208|nan
Excluding 33209|nan
Excluding 33210|nan
Excluding 33211|nan
Excluding 33212|nan
Excluding 33213|nan
Excluding 33214|nan
Excluding 33215|nan
Excluding 33216|nan
Excluding 33217|nan
Excluding 33218|nan
Excluding 33219|nan
Excluding 33220|nan
Excluding 33221|nan
Excluding 33222|nan
Excluding 33223|nan
Excluding 33224|nan
Excluding 33225|nan
Excluding 33226|nan
Excluding 33227|nan
Excluding 33228|nan
Excluding 33229|nan
Excluding 33230|nan
Excluding 33231|nan
Excluding 33232|nan
Excluding 33233|nan
Excluding 33234|nan
Excluding 33235|nan
Excluding 33236|nan
Excluding 33237|nan
Excluding 33238|nan
Excluding 33239|nan
Excluding 33240|nan
Excluding 33241|nan
Excluding 33242|nan
Excluding 33243|nan
Excluding 33244|nan
Excluding 33245|nan
Excluding 33246|nan
Excluding 33247|nan
Excluding 33248|nan
Excluding 33249|nan
Excluding 33250|nan
Excluding 33251|nan
Excluding 33252|nan
Excluding 33253|nan
Excluding 33254|nan
Excluding 33255|nan
Excluding 33256|nan
Excluding 33257|nan
Excluding 33258|nan
Excluding 33259|nan
Excluding 33260|nan
Excluding 33261|nan
Excluding 33262|nan
Excluding 33263|nan
Excluding 33264|nan
Excluding 33265|nan
Excluding 33266|nan
Excluding 33267|nan
Excluding 33268|nan
Excluding 33269|nan
Excluding 33270|nan
Excluding 33271|nan
Excluding 33272|nan
Excluding 33273|nan
Excluding 33274|nan
Excluding 33275|nan
Excluding 33276|nan
Excluding 33277|nan
Excluding 33278|nan
Excluding 33279|nan
Excluding 33280|nan
Excluding 33281|nan
Excluding 33282|nan
Excluding 33283|nan
Excluding 33284|nan
Excluding 33285|nan
Excluding 33286|nan
Excluding 33287|nan
Excluding 33288|nan
Excluding 33289|nan
Excluding 33290|nan
Excluding 33291|nan
Excluding 33292|nan
Excluding 33293|nan
Excluding 33294|nan
Excluding 33295|nan
Excluding 33296|nan
Excluding 33297|nan
Excluding 33298|nan
Excluding 33299|nan
Excluding 33300|nan
Excluding 33301|nan
Excluding 33302|nan
Excluding 33303|nan
Excluding 33304|nan
Excluding 33305|nan
Excluding 33306|nan
Excluding 33307|nan
Excluding 33308|nan
Excluding 33309|nan
Excluding 33310|nan
Excluding 33311|nan
Excluding 33312|nan
Excluding 33313|nan
Excluding 33314|nan
Excluding 33315|nan
Excluding 33316|nan
Excluding 33317|nan
Excluding 33318|nan
Excluding 33319|nan
Excluding 33320|nan
Excluding 33321|nan
Excluding 33322|nan
Excluding 33323|nan
Excluding 33324|nan
Excluding 33325|nan
Excluding 33326|nan
Excluding 33327|nan
Excluding 33328|nan
Excluding 33329|nan
Excluding 33330|nan
Excluding 33331|nan
Excluding 33332|nan
Excluding 33333|nan
Excluding 33334|nan
Excluding 33335|nan
Excluding 33336|nan
Excluding 33337|nan
Excluding 33338|nan
Excluding 33339|nan
Excluding 33340|nan
Excluding 33341|nan
Excluding 33342|nan
Excluding 33343|nan
Excluding 33344|nan
Excluding 33345|nan
Excluding 33346|nan
Excluding 33347|nan
Excluding 33348|nan
Excluding 33349|nan
Excluding 33350|nan
Excluding 33351|nan
Excluding 33352|nan
Excluding 33353|nan
Excluding 33354|nan
Excluding 33355|nan
Excluding 33356|nan
Excluding 33357|nan
Excluding 33358|nan
Excluding 33359|nan
Excluding 33360|nan
Excluding 33361|nan
Excluding 33362|nan
Excluding 33363|nan
Excluding 33364|nan
Excluding 33365|nan
Excluding 33366|nan
Excluding 33367|nan
Excluding 33368|nan
Excluding 33369|nan
Excluding 33370|nan
Excluding 33371|nan
Excluding 33372|nan
Excluding 33373|nan
Excluding 33374|nan
Excluding 33375|nan
Excluding 33376|nan
Excluding 33377|nan
Excluding 33378|nan
Excluding 33379|nan
Excluding 33380|nan
Excluding 33381|nan
Excluding 33382|nan
Excluding 33383|nan
Excluding 33384|nan
Excluding 33385|nan
Excluding 33386|nan
Excluding 33387|nan
Excluding 33388|nan
Excluding 33389|nan
Excluding 33390|nan
Excluding 33391|nan
Excluding 33392|nan
Excluding 33393|nan
Excluding 33394|nan
Excluding 33395|nan
Excluding 33396|nan
Excluding 33397|nan
Excluding 33398|nan
Excluding 33399|nan
Excluding 33400|nan
Excluding 33401|nan
Excluding 33402|nan
Excluding 33403|nan
Excluding 33404|nan
Excluding 33405|nan
Excluding 33406|nan
Excluding 33407|nan
Excluding 33408|nan
Excluding 33409|nan
Excluding 33410|nan
Excluding 33411|nan
Excluding 33412|nan
Excluding 33413|nan
Excluding 33414|nan
Excluding 33415|nan
Excluding 33416|nan
Excluding 33417|nan
Excluding 33418|nan
Excluding 33419|nan
Excluding 33420|nan
Excluding 33421|nan
Excluding 33422|nan
Excluding 33423|nan
Excluding 33424|nan
Excluding 33425|nan
Excluding 33426|nan
Excluding 33427|nan
Excluding 33428|nan
Excluding 33429|nan
Excluding 33430|nan
Excluding 33431|nan
Excluding 33432|nan
Excluding 33433|nan
Excluding 33434|nan
Excluding 33435|nan
Excluding 33436|nan
Excluding 33437|nan
Excluding 33438|nan
Excluding 33439|nan
Excluding 33440|nan
Excluding 33441|nan
Excluding 33442|nan
Excluding 33443|nan
Excluding 33444|nan
Excluding 33445|nan
Excluding 33446|nan
Excluding 33447|nan
Excluding 33448|nan
Excluding 33449|nan
Excluding 33450|nan
Excluding 33451|nan
Excluding 33452|nan
Excluding 33453|nan
Excluding 33454|nan
Excluding 33455|nan
Excluding 33456|nan
Excluding 33457|nan
Excluding 33458|nan
Excluding 33459|nan
Excluding 33460|nan
Excluding 33461|nan
Excluding 33462|nan
Excluding 33463|nan
Excluding 33464|nan
Excluding 33465|nan
Excluding 33466|nan
Excluding 33467|nan
Excluding 33468|nan
Excluding 33469|nan
Excluding 33470|nan
Excluding 33471|nan
Excluding 33472|nan
Excluding 33473|nan
Excluding 33474|nan
Excluding 33475|nan
Excluding 33476|nan
Excluding 33477|nan
Excluding 33478|nan
Excluding 33479|nan
Excluding 33480|nan
Excluding 33481|nan
Excluding 33482|nan
Excluding 33483|nan
Excluding 33484|nan
Excluding 33485|nan
Excluding 33486|nan
Excluding 33487|nan
Excluding 33488|nan
Excluding 33489|nan
Excluding 33490|nan
Excluding 33491|nan
Excluding 33492|nan
Excluding 33493|nan
Excluding 33494|nan
Excluding 33495|nan
Excluding 33496|nan
Excluding 33497|nan
Excluding 33498|nan
Excluding 33499|nan
Excluding 33500|nan
Excluding 33501|nan
Excluding 33502|nan
Excluding 33503|nan
Excluding 33504|nan
Excluding 33505|nan
Excluding 33506|nan
Excluding 33507|nan
Excluding 33508|nan
Excluding 33509|nan
Excluding 33510|nan
Excluding 33511|nan
Excluding 33512|nan
Excluding 33513|nan
Excluding 33514|nan
Excluding 33515|nan
Excluding 33516|nan
Excluding 33517|nan
Excluding 33518|nan
Excluding 33519|nan
Excluding 33520|nan
Excluding 33521|nan
Excluding 33522|nan
Excluding 33523|nan
Excluding 33524|nan
Excluding 33525|nan
Excluding 33526|nan
Excluding 33527|nan
Excluding 33528|nan
Excluding 33529|nan
Excluding 33530|nan
Excluding 33531|nan
Excluding 33532|nan
Excluding 33533|nan
Excluding 33534|nan
Excluding 33535|nan
Excluding 33536|nan
Excluding 33537|nan
Excluding 33538|nan
Excluding 33539|nan
Excluding 33540|nan
Excluding 33541|nan
Excluding 33542|nan
Excluding 33543|nan
Excluding 33544|nan
Excluding 33545|nan
Excluding 33546|nan
Excluding 33547|nan
Excluding 33548|nan
Excluding 33549|nan
Excluding 33550|nan
Excluding 33551|nan
Excluding 33552|nan
Excluding 33553|nan
Excluding 33554|nan
Excluding 33555|nan
Excluding 33556|nan
Excluding 33557|nan
Excluding 33558|nan
Excluding 33559|nan
Excluding 33560|nan
Excluding 33561|nan
Excluding 33562|nan
Excluding 33563|nan
Excluding 33564|nan
Excluding 33565|nan
Excluding 33566|nan
Excluding 33567|nan
Excluding 33568|nan
Excluding 33569|nan
Excluding 33570|nan
Excluding 33571|nan
Excluding 33572|nan
Excluding 33573|nan
Excluding 33574|nan
Excluding 33575|nan
Excluding 33576|nan
Excluding 33577|nan
Excluding 33578|nan
Excluding 33579|nan
Excluding 33580|nan
Excluding 33581|nan
Excluding 33582|nan
Excluding 33583|nan
Excluding 33584|nan
Excluding 33585|nan
Excluding 33586|nan
Excluding 33587|nan
Excluding 33588|nan
Excluding 33589|nan
Excluding 33590|nan
Excluding 33591|nan
Excluding 33592|nan
Excluding 33593|nan
Excluding 33594|nan
Excluding 33595|nan
Excluding 33596|nan
Excluding 33597|nan
Excluding 33598|nan
Excluding 33599|nan
Excluding 33600|nan
Excluding 33601|nan
Excluding 33602|nan
Excluding 33603|nan
Excluding 33604|nan
Excluding 33605|nan
Excluding 33606|nan
Excluding 33607|nan
Excluding 33608|nan
Excluding 33609|nan
Excluding 33610|nan
Excluding 33611|nan
Excluding 33612|nan
Excluding 33613|nan
Excluding 33614|nan
Excluding 33615|nan
Excluding 33616|nan
Excluding 33617|nan
Excluding 33618|nan
Excluding 33619|nan
Excluding 33620|nan
Excluding 33621|nan
Excluding 33622|nan
Excluding 33623|nan
Excluding 33624|nan
Excluding 33625|nan
Excluding 33626|nan
Excluding 33627|nan
Excluding 33628|nan
Excluding 33629|nan
Excluding 33630|nan
Excluding 33631|nan
Excluding 33632|nan
Excluding 33633|nan
Excluding 33634|nan
Excluding 33635|nan
Excluding 33636|nan
Excluding 33637|nan
Excluding 33638|nan
Excluding 33639|nan
Excluding 33640|nan
Excluding 33641|nan
Excluding 33642|nan
Excluding 33643|nan
Excluding 33644|nan
Excluding 33645|nan
Excluding 33646|nan
Excluding 33647|nan
Excluding 33648|nan
Excluding 33649|nan
Excluding 33650|nan
Excluding 33651|nan
Excluding 33652|nan
Excluding 33653|nan
Excluding 33654|nan
Excluding 33655|nan
Excluding 33656|nan
Excluding 33657|nan
Excluding 33658|nan
Excluding 33659|nan
Excluding 33660|nan
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Excluding 45195|A review, with 82 refs., of Rh, pt, pd, Ni and Co catalysts used for conversion of EtOH to H-2.
Excluding 45256|nan
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Excluding 56864|A review, with 49 refs., of the process conditions and catalysts of EtOH-to-H-2 conversion.
Excluding 56899|nan
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Excluding 58854|This paperwork proposes a methodology to design a solar rechargeable aircraft on complex basis.
Excluding 58931|nan
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Excluding 60166|A common European project under development was characterized.
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In [22]:
#Item count after cleaning. Verify that equal
print(len(fcData))
print(len(fcPy))
print(len(fcId))
69919
69919
69919
In [9]:
#Check that time series has kept shape 
labels, values = zip(*Counter(fcPy).items())
indexes = np.arange(len(labels))
width = 1

plt.bar(indexes, values, width)
plt.xticks(indexes + width * 0.1, labels)
plt.show()
In [10]:
from gensim import corpora, models, similarities, matutils
from gensim.models import hdpmodel, ldamodel
try:
    from itertools import izip as zip
except ImportError: # will be 3.x series
    pass
import scipy.stats as stats
In [11]:
#Files I want to keep to retain the model created
tm = "temp/"
temp = tm+"temporary/"
#Seq = "id_seq.csv" # Sequence of Id read into the Gensim file 
Corpora = tm+'corpora.dict'
CorpusMM = tm+'corpus.mm'
CorpusBlei = tm+'corpus.dat'
LSI_model = tm+'model.lsi'
LDA_model = tm+'model.lda'
In [12]:
#Estimating the number of topic for the analysis
def klDivergence(corpus,dictionary,corpusLengthVector, minTopics, maxTopics, step):
    #List to store KL value
    kl = []
    for i in range(minTopics,maxTopics,step):
        #Creates a lda model for each number of topics within range
        lda = models.ldamodel.LdaModel(corpus=corpus, 
                 id2word=dictionary,num_topics=i)
        #Calculates raw LDA matrix
        rawMartix = lda.expElogbeta
        #Calculates the Singular Value Decomposition
        U,docWordVector,V = np.linalg.svd(rawMartix)
        # Gets the LDA topics
        lda_topics = lda[corpus]
        # Calculates the document-topic matrix
        docTopicMatrix = matutils.corpus2dense(lda_topics, 
                                  lda.num_topics).transpose()
        #Dot product
        docTopicVector = corpusLengthVector.dot(docTopicMatrix)
        docTopicVector = docTopicVector + 0.0001
        docTopicVectorNorm = np.linalg.norm(docTopicVector)
        docTopicVector = docTopicVector/docTopicVectorNorm
        kli = np.sum([stats.entropy(docWordVector,docTopicVector),
               stats.entropy(docTopicVector,docWordVector)])
        kl.append(kli)
    return kl
In [13]:
######
#Variables
######
limitBelow = 20
#limitAbove = 0.9
limitExtremes = 50000
valueMin =1
valueMax =100
valueStep =1
######

#create a dictionary
abProcessed=fcData
dictionary = corpora.Dictionary(line.lower().split() for line in abProcessed)

#clean dictionary of word occurrence
#removes tokens that occur only once
once_ids = [tokenid for tokenid, docfreq in dictionary.dfs.items() if docfreq <= 1]
dictionary.filter_tokens(once_ids) # remove stop words and words that appear only once
dictionary.compactify() # remove gaps in id sequence after words that were removed
dictionary.filter_extremes(no_below=limitBelow, keep_n = limitExtremes)

class MyCorpus(object):
	def __iter__(self):
		for line in abProcessed:
			# assume there's one document per line, tokens separated by whitespace
			yield dictionary.doc2bow(line.lower().split())

FCcorpus = MyCorpus()

# Parameters are the corpus and dictionary for the data
# lower bound of the topic evaluation min, upper bound of topic evaluation
# max and step between topics to be evaluated
lVector = np.array([sum(cnt for _, cnt in doc) for doc in FCcorpus])
#kl = klDivergence(FCcorpus,dictionary, lVector, valueMin, valueMax, valueStep)
with open('kl_done_05032017_v3.txt', mode='r', encoding='utf-8') as myfile:
    lines = myfile.readlines()
plt.plot(lines)
Out[13]:
[<matplotlib.lines.Line2D at 0x244bfbe0>]
In [15]:
selectedTopicNumber=24
lda = models.ldamodel.LdaModel(FCcorpus, id2word=dictionary, 
                                                num_topics=selectedTopicNumber)
WARNING:gensim.models.ldamodel:input corpus stream has no len(); counting documents
In [16]:
lda_corpus = lda[FCcorpus]
In [17]:
terms = lda.show_topics(num_topics=selectedTopicNumber, num_words=5, 
                        log=False, formatted=False)
for topicNumber in range(selectedTopicNumber):
    lst =terms[topicNumber][1]
    print("Topic "+str(terms[topicNumber][0]+1)+": "+str(', '.join(x + ' ' + str('{:.1%}'.format(y)) for x, y in lst)))
    
Topic 1: particle 4.5%, material 3.2%, phase 3.0%, mechanical 1.8%, composite 1.7%
Topic 2: material 4.4%, device 2.0%, sensor 1.7%, high 1.1%, chemical 1.0%
Topic 3: membrane 9.4%, conductivity 3.5%, proton 3.2%, degree 2.2%, composite 2.1%
Topic 4: electron 4.3%, carbon 2.8%, fiber 2.4%, microbial 2.1%, transfer 1.9%
Topic 5: methanol 9.0%, dmfc 6.8%, steel 3.1%, stainless 2.3%, anode 2.2%
Topic 6: acid 4.4%, group 2.3%, polymer 2.2%, proton 2.1%, ionomer 1.5%
Topic 7: energy 5.3%, fuel 4.7%, technology 2.6%, system 1.8%, vehicle 1.2%
Topic 8: water 13.1%, membrane 9.2%, pore 3.0%, transport 2.8%, permeability 1.8%
Topic 9: reaction 7.6%, oxidation 5.9%, ethanol 3.4%, specie 2.2%, product 1.7%
Topic 10: system 6.3%, power 4.4%, fuel 2.8%, control 2.1%, energy 1.6%
Topic 11: exchange 4.0%, ptfe 3.9%, anion 3.7%, alkaline 2.9%, hydroxide 2.8%
Topic 12: electrode 6.6%, current 5.7%, density 2.9%, electrochemical 2.0%, voltage 1.8%
Topic 13: degree 4.5%, conductivity 4.4%, temperature 4.0%, phase 1.9%, electrical 1.7%
Topic 14: surface 4.3%, oxygen 3.1%, adsorption 2.3%, reduction 2.0%, site 1.9%
Topic 15: catalyst 14.6%, carbon 4.4%, activity 3.7%, catalytic 2.5%, support 2.4%
Topic 16: oxygen 5.0%, surface 1.8%, oxide 1.8%, diffusion 1.5%, glass 1.5%
Topic 17: anode 6.1%, cathode 5.7%, fuel 4.6%, degree 4.2%, sofc 4.0%
Topic 18: hydrogen 11.8%, production 2.6%, reforming 2.3%, temperature 2.1%, steam 2.1%
Topic 19: activity 2.4%, nanoparticles 2.3%, catalyst 1.8%, carbon 1.7%, surface 1.6%
Topic 20: degradation 4.9%, test 2.2%, cycle 1.9%, fuel 1.4%, glucose 1.3%
Topic 21: power 4.7%, mfcs 3.4%, anode 2.9%, density 2.8%, cathode 2.6%
Topic 22: flow 3.8%, channel 2.2%, fuel 1.8%, water 1.5%, transport 1.5%
Topic 23: pemfc 4.3%, fuel 3.0%, temperature 2.5%, plate 2.2%, membrane 2.1%
Topic 24: film 6.2%, layer 4.2%, substrate 2.6%, deposition 2.3%, surface 2.3%
In [ ]:
count=0
while count < 2:
    for doc in FCcorpus:
        for topic, prob in lda[doc]:
            print(utList[count]+" in Topic "+str(topic+1)+ " with probabilitys of "+str('{:.1%}'.format(prob)))
        count+=1
WOS:000285497900014 in Topic 2 with probabilitys of 22.4%
WOS:000285497900014 in Topic 7 with probabilitys of 31.6%
WOS:000285497900014 in Topic 8 with probabilitys of 9.0%
WOS:000285497900014 in Topic 11 with probabilitys of 31.0%
WOS:000285497900014 in Topic 14 with probabilitys of 2.0%
WOS:000285497900014 in Topic 23 with probabilitys of 2.8%
WOS:000285447000001 in Topic 1 with probabilitys of 2.2%
WOS:000285447000001 in Topic 4 with probabilitys of 2.4%
WOS:000285447000001 in Topic 6 with probabilitys of 15.0%
WOS:000285447000001 in Topic 14 with probabilitys of 11.0%
WOS:000285447000001 in Topic 15 with probabilitys of 12.1%
WOS:000285447000001 in Topic 16 with probabilitys of 28.5%
WOS:000285447000001 in Topic 19 with probabilitys of 25.6%
WOS:000285447000001 in Topic 23 with probabilitys of 2.4%
WOS:000285447000029 in Topic 5 with probabilitys of 7.5%
WOS:000285447000029 in Topic 9 with probabilitys of 47.0%
WOS:000285447000029 in Topic 12 with probabilitys of 17.0%
WOS:000285447000029 in Topic 13 with probabilitys of 11.1%
WOS:000285447000029 in Topic 15 with probabilitys of 5.1%
WOS:000285447000029 in Topic 22 with probabilitys of 7.5%
WOS:000285447000029 in Topic 23 with probabilitys of 3.8%
WOS:000285447000032 in Topic 12 with probabilitys of 5.5%
WOS:000285447000032 in Topic 14 with probabilitys of 62.4%
WOS:000285447000032 in Topic 17 with probabilitys of 8.5%
WOS:000285447000032 in Topic 22 with probabilitys of 22.3%
WOS:000285447000057 in Topic 3 with probabilitys of 58.4%
WOS:000285447000057 in Topic 12 with probabilitys of 20.5%
WOS:000285447000057 in Topic 14 with probabilitys of 10.2%
WOS:000285447000057 in Topic 15 with probabilitys of 1.7%
WOS:000285447000057 in Topic 23 with probabilitys of 8.0%
WOS:000285177900052 in Topic 14 with probabilitys of 30.3%
WOS:000285177900052 in Topic 15 with probabilitys of 22.3%
WOS:000285177900052 in Topic 19 with probabilitys of 40.9%
WOS:000285177900052 in Topic 20 with probabilitys of 4.8%
WOS:000285177900013 in Topic 12 with probabilitys of 21.8%
WOS:000285177900013 in Topic 19 with probabilitys of 14.5%
WOS:000285177900013 in Topic 20 with probabilitys of 36.5%
WOS:000285177900013 in Topic 23 with probabilitys of 26.2%
WOS:000285177900021 in Topic 14 with probabilitys of 28.7%
WOS:000285177900021 in Topic 15 with probabilitys of 8.5%
WOS:000285177900021 in Topic 16 with probabilitys of 15.5%
WOS:000285177900021 in Topic 19 with probabilitys of 28.8%
WOS:000285177900021 in Topic 20 with probabilitys of 5.3%
WOS:000285177900021 in Topic 23 with probabilitys of 12.1%
WOS:000285177900026 in Topic 4 with probabilitys of 5.2%
WOS:000285177900026 in Topic 7 with probabilitys of 7.9%
WOS:000285177900026 in Topic 12 with probabilitys of 11.6%
WOS:000285177900026 in Topic 15 with probabilitys of 1.4%
WOS:000285177900026 in Topic 19 with probabilitys of 36.6%
WOS:000285177900026 in Topic 20 with probabilitys of 15.7%
WOS:000285177900026 in Topic 24 with probabilitys of 20.8%
WOS:000285177900009 in Topic 4 with probabilitys of 7.0%
WOS:000285177900009 in Topic 13 with probabilitys of 6.3%
WOS:000285177900009 in Topic 14 with probabilitys of 14.4%
WOS:000285177900009 in Topic 19 with probabilitys of 71.0%
WOS:000285177900035 in Topic 4 with probabilitys of 7.4%
WOS:000285177900035 in Topic 7 with probabilitys of 25.9%
WOS:000285177900035 in Topic 14 with probabilitys of 8.1%
WOS:000285177900035 in Topic 18 with probabilitys of 13.1%
WOS:000285177900035 in Topic 20 with probabilitys of 44.1%
WOS:000285429400001 in Topic 2 with probabilitys of 37.2%
WOS:000285429400001 in Topic 3 with probabilitys of 9.9%
WOS:000285429400001 in Topic 6 with probabilitys of 46.2%
WOS:000285429400001 in Topic 7 with probabilitys of 5.9%
WOS:000286352700005 in Topic 10 with probabilitys of 6.5%
WOS:000286352700005 in Topic 13 with probabilitys of 18.5%
WOS:000286352700005 in Topic 14 with probabilitys of 4.2%
WOS:000286352700005 in Topic 15 with probabilitys of 59.4%
WOS:000286352700005 in Topic 20 with probabilitys of 9.8%
WOS:000285429000005 in Topic 2 with probabilitys of 36.7%
WOS:000285429000005 in Topic 4 with probabilitys of 2.8%
WOS:000285429000005 in Topic 14 with probabilitys of 5.4%
WOS:000285429000005 in Topic 19 with probabilitys of 50.1%
WOS:000285429000005 in Topic 20 with probabilitys of 3.8%
WOS:000285429000013 in Topic 1 with probabilitys of 1.8%
WOS:000285429000013 in Topic 3 with probabilitys of 3.4%
WOS:000285429000013 in Topic 7 with probabilitys of 1.6%
WOS:000285429000013 in Topic 13 with probabilitys of 27.9%
WOS:000285429000013 in Topic 14 with probabilitys of 29.6%
WOS:000285429000013 in Topic 16 with probabilitys of 20.6%
WOS:000285429000013 in Topic 17 with probabilitys of 8.3%
WOS:000285429000013 in Topic 19 with probabilitys of 5.9%
WOS:000285429000020 in Topic 2 with probabilitys of 5.1%
WOS:000285429000020 in Topic 3 with probabilitys of 13.5%
WOS:000285429000020 in Topic 11 with probabilitys of 3.5%
WOS:000285429000020 in Topic 13 with probabilitys of 70.0%
WOS:000285429000020 in Topic 22 with probabilitys of 6.9%
WOS:000285429000024 in Topic 2 with probabilitys of 6.5%
WOS:000285429000024 in Topic 3 with probabilitys of 51.5%
WOS:000285429000024 in Topic 9 with probabilitys of 5.2%
WOS:000285429000024 in Topic 11 with probabilitys of 33.5%
WOS:000285429000024 in Topic 22 with probabilitys of 2.2%
WOS:000285429000025 in Topic 2 with probabilitys of 21.6%
WOS:000285429000025 in Topic 6 with probabilitys of 8.1%
WOS:000285429000025 in Topic 11 with probabilitys of 4.8%
WOS:000285429000025 in Topic 13 with probabilitys of 15.1%
WOS:000285429000025 in Topic 14 with probabilitys of 4.2%
WOS:000285429000025 in Topic 16 with probabilitys of 23.2%
WOS:000285429000025 in Topic 17 with probabilitys of 9.3%
WOS:000285429000025 in Topic 20 with probabilitys of 11.4%
WOS:000285429000025 in Topic 21 with probabilitys of 1.4%
WOS:000285666500008 in Topic 3 with probabilitys of 21.3%
WOS:000285666500008 in Topic 6 with probabilitys of 15.7%
WOS:000285666500008 in Topic 8 with probabilitys of 5.2%
WOS:000285666500008 in Topic 10 with probabilitys of 3.0%
WOS:000285666500008 in Topic 11 with probabilitys of 5.9%
WOS:000285666500008 in Topic 13 with probabilitys of 14.4%
WOS:000285666500008 in Topic 14 with probabilitys of 8.6%
WOS:000285666500008 in Topic 22 with probabilitys of 25.2%
WOS:000286343100012 in Topic 1 with probabilitys of 1.9%
WOS:000286343100012 in Topic 5 with probabilitys of 17.0%
WOS:000286343100012 in Topic 13 with probabilitys of 11.4%
WOS:000286343100012 in Topic 16 with probabilitys of 4.5%
WOS:000286343100012 in Topic 19 with probabilitys of 13.0%
WOS:000286343100012 in Topic 23 with probabilitys of 33.1%
WOS:000286343100012 in Topic 24 with probabilitys of 18.0%
WOS:000286343100061 in Topic 4 with probabilitys of 1.4%
WOS:000286343100061 in Topic 5 with probabilitys of 18.9%
WOS:000286343100061 in Topic 13 with probabilitys of 4.6%
WOS:000286343100061 in Topic 16 with probabilitys of 6.4%
WOS:000286343100061 in Topic 19 with probabilitys of 14.9%
WOS:000286343100061 in Topic 23 with probabilitys of 36.6%
WOS:000286343100061 in Topic 24 with probabilitys of 16.6%
WOS:000286343200047 in Topic 3 with probabilitys of 38.9%
WOS:000286343200047 in Topic 11 with probabilitys of 36.4%
WOS:000286343200047 in Topic 18 with probabilitys of 3.3%
WOS:000286343200047 in Topic 19 with probabilitys of 9.5%
WOS:000286343200047 in Topic 24 with probabilitys of 10.2%
WOS:000286280100001 in Topic 2 with probabilitys of 3.2%
WOS:000286280100001 in Topic 4 with probabilitys of 49.2%
WOS:000286280100001 in Topic 5 with probabilitys of 3.4%
WOS:000286280100001 in Topic 6 with probabilitys of 1.9%
WOS:000286280100001 in Topic 9 with probabilitys of 19.1%
WOS:000286280100001 in Topic 14 with probabilitys of 3.1%
WOS:000286280100001 in Topic 18 with probabilitys of 3.2%
WOS:000286280100001 in Topic 20 with probabilitys of 10.8%
WOS:000286280100001 in Topic 22 with probabilitys of 5.4%
WOS:000285236800014 in Topic 6 with probabilitys of 1.8%
WOS:000285236800014 in Topic 14 with probabilitys of 25.2%
WOS:000285236800014 in Topic 15 with probabilitys of 15.4%
WOS:000285236800014 in Topic 16 with probabilitys of 13.5%
WOS:000285236800014 in Topic 19 with probabilitys of 36.8%
WOS:000285236800014 in Topic 20 with probabilitys of 4.6%
WOS:000285236800014 in Topic 23 with probabilitys of 1.7%
WOS:000285236800018 in Topic 8 with probabilitys of 10.6%
WOS:000285236800018 in Topic 14 with probabilitys of 5.9%
WOS:000285236800018 in Topic 15 with probabilitys of 2.6%
WOS:000285236800018 in Topic 18 with probabilitys of 12.4%
WOS:000285236800018 in Topic 19 with probabilitys of 61.6%
WOS:000285236800018 in Topic 21 with probabilitys of 6.1%
WOS:000285236800026 in Topic 11 with probabilitys of 4.5%
WOS:000285236800026 in Topic 15 with probabilitys of 12.9%
WOS:000285236800026 in Topic 16 with probabilitys of 23.6%
WOS:000285236800026 in Topic 19 with probabilitys of 38.3%
WOS:000285236800026 in Topic 22 with probabilitys of 19.9%
WOS:000285236800051 in Topic 9 with probabilitys of 32.1%
WOS:000285236800051 in Topic 10 with probabilitys of 4.1%
WOS:000285236800051 in Topic 12 with probabilitys of 16.6%
WOS:000285236800051 in Topic 16 with probabilitys of 7.0%
WOS:000285236800051 in Topic 20 with probabilitys of 8.4%
WOS:000285236800051 in Topic 22 with probabilitys of 30.9%
WOS:000285236800061 in Topic 1 with probabilitys of 10.2%
WOS:000285236800061 in Topic 2 with probabilitys of 2.1%
WOS:000285236800061 in Topic 13 with probabilitys of 31.3%
WOS:000285236800061 in Topic 14 with probabilitys of 24.2%
WOS:000285236800061 in Topic 16 with probabilitys of 19.1%
WOS:000285236800061 in Topic 22 with probabilitys of 11.9%
WOS:000284583300018 in Topic 7 with probabilitys of 8.1%
WOS:000284583300018 in Topic 15 with probabilitys of 16.5%
WOS:000284583300018 in Topic 18 with probabilitys of 24.0%
WOS:000284583300018 in Topic 21 with probabilitys of 36.4%
WOS:000284583300018 in Topic 23 with probabilitys of 14.1%
WOS:000284583300027 in Topic 10 with probabilitys of 5.3%
WOS:000284583300027 in Topic 11 with probabilitys of 2.2%
WOS:000284583300027 in Topic 15 with probabilitys of 64.7%
WOS:000284583300027 in Topic 19 with probabilitys of 19.8%
WOS:000284583300027 in Topic 21 with probabilitys of 6.8%
WOS:000284583300033 in Topic 2 with probabilitys of 1.2%
WOS:000284583300033 in Topic 14 with probabilitys of 14.0%
WOS:000284583300033 in Topic 15 with probabilitys of 12.1%
WOS:000284583300033 in Topic 18 with probabilitys of 4.2%
WOS:000284583300033 in Topic 19 with probabilitys of 67.3%
WOS:000284583300044 in Topic 9 with probabilitys of 42.8%
WOS:000284583300044 in Topic 13 with probabilitys of 8.0%
WOS:000284583300044 in Topic 14 with probabilitys of 6.4%
WOS:000284583300044 in Topic 15 with probabilitys of 41.7%
WOS:000285429800008 in Topic 15 with probabilitys of 19.2%
WOS:000285429800008 in Topic 16 with probabilitys of 2.9%
WOS:000285429800008 in Topic 17 with probabilitys of 4.4%
WOS:000285429800008 in Topic 18 with probabilitys of 3.3%
WOS:000285429800008 in Topic 19 with probabilitys of 68.2%
WOS:000285217700067 in Topic 3 with probabilitys of 26.6%
WOS:000285217700067 in Topic 6 with probabilitys of 38.7%
WOS:000285217700067 in Topic 7 with probabilitys of 1.2%
WOS:000285217700067 in Topic 8 with probabilitys of 8.4%
WOS:000285217700067 in Topic 11 with probabilitys of 3.1%
WOS:000285217700067 in Topic 13 with probabilitys of 10.0%
WOS:000285217700067 in Topic 15 with probabilitys of 2.9%
WOS:000285217700067 in Topic 16 with probabilitys of 8.2%
WOS:000285217700085 in Topic 1 with probabilitys of 18.4%
WOS:000285217700085 in Topic 6 with probabilitys of 30.2%
WOS:000285217700085 in Topic 8 with probabilitys of 4.3%
WOS:000285217700085 in Topic 12 with probabilitys of 5.7%
WOS:000285217700085 in Topic 15 with probabilitys of 15.0%
WOS:000285217700085 in Topic 22 with probabilitys of 25.1%
WOS:000285397400006 in Topic 13 with probabilitys of 11.8%
WOS:000285397400006 in Topic 17 with probabilitys of 84.7%
WOS:000285393600024 in Topic 3 with probabilitys of 68.3%
WOS:000285393600024 in Topic 19 with probabilitys of 24.5%
WOS:000285393600024 in Topic 20 with probabilitys of 1.6%
WOS:000285393600024 in Topic 21 with probabilitys of 4.3%
WOS:000285856800028 in Topic 6 with probabilitys of 3.1%
WOS:000285856800028 in Topic 9 with probabilitys of 5.9%
WOS:000285856800028 in Topic 12 with probabilitys of 1.4%
WOS:000285856800028 in Topic 13 with probabilitys of 6.6%
WOS:000285856800028 in Topic 14 with probabilitys of 13.7%
WOS:000285856800028 in Topic 15 with probabilitys of 46.5%
WOS:000285856800028 in Topic 18 with probabilitys of 5.1%
WOS:000285856800028 in Topic 20 with probabilitys of 9.0%
WOS:000285856800028 in Topic 21 with probabilitys of 8.3%
WOS:000285856800035 in Topic 13 with probabilitys of 41.9%
WOS:000285856800035 in Topic 15 with probabilitys of 14.8%
WOS:000285856800035 in Topic 16 with probabilitys of 2.0%
WOS:000285856800035 in Topic 17 with probabilitys of 5.5%
WOS:000285856800035 in Topic 18 with probabilitys of 29.2%
WOS:000285856800035 in Topic 19 with probabilitys of 5.7%
WOS:000285856800006 in Topic 2 with probabilitys of 1.1%
WOS:000285856800006 in Topic 4 with probabilitys of 1.4%
WOS:000285856800006 in Topic 8 with probabilitys of 5.3%
WOS:000285856800006 in Topic 9 with probabilitys of 24.3%
WOS:000285856800006 in Topic 15 with probabilitys of 49.5%
WOS:000285856800006 in Topic 16 with probabilitys of 3.2%
WOS:000285856800006 in Topic 18 with probabilitys of 14.6%
WOS:000286089400009 in Topic 8 with probabilitys of 1.3%
WOS:000286089400009 in Topic 13 with probabilitys of 59.1%
WOS:000286089400009 in Topic 16 with probabilitys of 19.4%
WOS:000286089400009 in Topic 17 with probabilitys of 5.9%
WOS:000286089400009 in Topic 19 with probabilitys of 1.4%
WOS:000286089400009 in Topic 21 with probabilitys of 2.3%
WOS:000286089400009 in Topic 23 with probabilitys of 9.9%
WOS:000286150900033 in Topic 3 with probabilitys of 7.5%
WOS:000286150900033 in Topic 6 with probabilitys of 9.3%
WOS:000286150900033 in Topic 11 with probabilitys of 7.0%
WOS:000286150900033 in Topic 12 with probabilitys of 17.3%
WOS:000286150900033 in Topic 19 with probabilitys of 43.6%
WOS:000286150900033 in Topic 20 with probabilitys of 8.0%
WOS:000286150900033 in Topic 22 with probabilitys of 3.2%
WOS:000286150900033 in Topic 24 with probabilitys of 3.0%
WOS:000292035000002 in Topic 2 with probabilitys of 8.9%
WOS:000292035000002 in Topic 4 with probabilitys of 18.4%
WOS:000292035000002 in Topic 7 with probabilitys of 23.9%
WOS:000292035000002 in Topic 15 with probabilitys of 1.4%
WOS:000292035000002 in Topic 20 with probabilitys of 12.7%
WOS:000292035000002 in Topic 21 with probabilitys of 33.4%
WOS:000284990700040 in Topic 6 with probabilitys of 19.0%
WOS:000284990700040 in Topic 8 with probabilitys of 11.7%
WOS:000284990700040 in Topic 13 with probabilitys of 53.9%
WOS:000284990700040 in Topic 14 with probabilitys of 3.5%
WOS:000284990700040 in Topic 16 with probabilitys of 9.4%
WOS:000284990700040 in Topic 20 with probabilitys of 1.7%
WOS:000284990800038 in Topic 6 with probabilitys of 2.6%
WOS:000284990800038 in Topic 8 with probabilitys of 5.2%
WOS:000284990800038 in Topic 9 with probabilitys of 3.7%
WOS:000284990800038 in Topic 12 with probabilitys of 11.7%
WOS:000284990800038 in Topic 13 with probabilitys of 6.3%
WOS:000284990800038 in Topic 19 with probabilitys of 66.9%
WOS:000284990800038 in Topic 22 with probabilitys of 3.1%
WOS:000284990800046 in Topic 2 with probabilitys of 4.5%
WOS:000284990800046 in Topic 14 with probabilitys of 81.5%
WOS:000284990800046 in Topic 15 with probabilitys of 1.6%
WOS:000284990800046 in Topic 16 with probabilitys of 3.8%
WOS:000284990800046 in Topic 18 with probabilitys of 5.3%
WOS:000284990800046 in Topic 19 with probabilitys of 1.5%
WOS:000284990800046 in Topic 20 with probabilitys of 1.2%
WOS:000284990800070 in Topic 8 with probabilitys of 8.1%
WOS:000284990800070 in Topic 11 with probabilitys of 3.5%
WOS:000284990800070 in Topic 14 with probabilitys of 83.8%
WOS:000284990800070 in Topic 16 with probabilitys of 3.2%
WOS:000284990800089 in Topic 5 with probabilitys of 2.5%
WOS:000284990800089 in Topic 9 with probabilitys of 56.1%
WOS:000284990800089 in Topic 14 with probabilitys of 29.2%
WOS:000284990800089 in Topic 18 with probabilitys of 6.6%
WOS:000284990800089 in Topic 22 with probabilitys of 4.6%
WOS:000284990800105 in Topic 1 with probabilitys of 41.0%
WOS:000284990800105 in Topic 2 with probabilitys of 13.6%
WOS:000284990800105 in Topic 10 with probabilitys of 2.3%
WOS:000284990800105 in Topic 12 with probabilitys of 6.7%
WOS:000284990800105 in Topic 14 with probabilitys of 2.4%
WOS:000284990800105 in Topic 15 with probabilitys of 9.3%
WOS:000284990800105 in Topic 16 with probabilitys of 15.6%
WOS:000284990800105 in Topic 24 with probabilitys of 8.4%
WOS:000284990800131 in Topic 5 with probabilitys of 5.1%
WOS:000284990800131 in Topic 15 with probabilitys of 15.0%
WOS:000284990800131 in Topic 19 with probabilitys of 57.5%
WOS:000284990800131 in Topic 20 with probabilitys of 21.2%
WOS:000284990800071 in Topic 8 with probabilitys of 1.2%
WOS:000284990800071 in Topic 9 with probabilitys of 3.1%
WOS:000284990800071 in Topic 11 with probabilitys of 1.3%
WOS:000284990800071 in Topic 13 with probabilitys of 6.3%
WOS:000284990800071 in Topic 14 with probabilitys of 56.7%
WOS:000284990800071 in Topic 17 with probabilitys of 21.3%
WOS:000284990800071 in Topic 21 with probabilitys of 4.3%
WOS:000284990800071 in Topic 24 with probabilitys of 5.2%
WOS:000284990800072 in Topic 9 with probabilitys of 22.2%
WOS:000284990800072 in Topic 12 with probabilitys of 21.1%
WOS:000284990800072 in Topic 15 with probabilitys of 15.0%
WOS:000284990800072 in Topic 16 with probabilitys of 6.1%
WOS:000284990800072 in Topic 19 with probabilitys of 34.0%
WOS:000284990800127 in Topic 15 with probabilitys of 23.1%
WOS:000284990800127 in Topic 16 with probabilitys of 5.7%
WOS:000284990800127 in Topic 19 with probabilitys of 65.7%
WOS:000284990800127 in Topic 20 with probabilitys of 4.3%
WOS:000287896700009 in Topic 14 with probabilitys of 57.5%
WOS:000287896700009 in Topic 15 with probabilitys of 19.4%
WOS:000287896700009 in Topic 17 with probabilitys of 16.9%
WOS:000285819500015 in Topic 7 with probabilitys of 6.6%
WOS:000285819500015 in Topic 9 with probabilitys of 15.4%
WOS:000285819500015 in Topic 13 with probabilitys of 12.3%
WOS:000285819500015 in Topic 15 with probabilitys of 4.8%
WOS:000285819500015 in Topic 18 with probabilitys of 55.8%
WOS:000285819500015 in Topic 22 with probabilitys of 4.1%
WOS:000285819500027 in Topic 2 with probabilitys of 2.0%
WOS:000285819500027 in Topic 11 with probabilitys of 7.6%
WOS:000285819500027 in Topic 18 with probabilitys of 13.3%
WOS:000285819500027 in Topic 19 with probabilitys of 62.3%
WOS:000285819500027 in Topic 24 with probabilitys of 13.6%
WOS:000284061500013 in Topic 9 with probabilitys of 18.0%
WOS:000284061500013 in Topic 13 with probabilitys of 20.4%
WOS:000284061500013 in Topic 15 with probabilitys of 40.5%
WOS:000284061500013 in Topic 20 with probabilitys of 20.0%
WOS:000285215800005 in Topic 2 with probabilitys of 17.7%
WOS:000285215800005 in Topic 4 with probabilitys of 3.5%
WOS:000285215800005 in Topic 6 with probabilitys of 9.2%
WOS:000285215800005 in Topic 8 with probabilitys of 9.6%
WOS:000285215800005 in Topic 12 with probabilitys of 35.4%
WOS:000285215800005 in Topic 16 with probabilitys of 7.6%
WOS:000285215800005 in Topic 22 with probabilitys of 14.6%
WOS:000285215800005 in Topic 24 with probabilitys of 1.8%
WOS:000285173500001 in Topic 6 with probabilitys of 20.0%
WOS:000285173500001 in Topic 9 with probabilitys of 2.9%
WOS:000285173500001 in Topic 11 with probabilitys of 11.0%
WOS:000285173500001 in Topic 12 with probabilitys of 6.5%
WOS:000285173500001 in Topic 18 with probabilitys of 14.4%
WOS:000285173500001 in Topic 19 with probabilitys of 35.5%
WOS:000285173500001 in Topic 24 with probabilitys of 8.8%
WOS:000285177800001 in Topic 2 with probabilitys of 8.7%
WOS:000285177800001 in Topic 15 with probabilitys of 39.0%
WOS:000285177800001 in Topic 17 with probabilitys of 23.6%
WOS:000285177800001 in Topic 19 with probabilitys of 25.7%
WOS:000285177800036 in Topic 2 with probabilitys of 3.1%
WOS:000285177800036 in Topic 15 with probabilitys of 11.9%
WOS:000285177800036 in Topic 19 with probabilitys of 59.6%
WOS:000285177800036 in Topic 23 with probabilitys of 16.4%
WOS:000285177800036 in Topic 24 with probabilitys of 7.9%
WOS:000285177800048 in Topic 8 with probabilitys of 16.8%
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WOS:000283977100053 in Topic 22 with probabilitys of 51.5%
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WOS:000283977100057 in Topic 15 with probabilitys of 1.7%
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WOS:000283977100060 in Topic 22 with probabilitys of 20.1%
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WOS:000283977100070 in Topic 19 with probabilitys of 54.3%
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WOS:000282241900049 in Topic 21 with probabilitys of 1.7%
WOS:000282241900049 in Topic 23 with probabilitys of 11.2%
WOS:000282241900050 in Topic 3 with probabilitys of 4.4%
WOS:000282241900050 in Topic 13 with probabilitys of 9.9%
WOS:000282241900050 in Topic 15 with probabilitys of 59.5%
WOS:000282241900050 in Topic 18 with probabilitys of 5.9%
WOS:000282241900050 in Topic 19 with probabilitys of 19.4%
WOS:000282241900051 in Topic 2 with probabilitys of 6.4%
WOS:000282241900051 in Topic 17 with probabilitys of 6.8%
WOS:000282241900051 in Topic 18 with probabilitys of 7.8%
WOS:000282241900051 in Topic 20 with probabilitys of 14.3%
WOS:000282241900051 in Topic 22 with probabilitys of 32.5%
WOS:000282241900051 in Topic 23 with probabilitys of 31.0%
WOS:000282241900052 in Topic 3 with probabilitys of 10.4%
WOS:000282241900052 in Topic 5 with probabilitys of 9.1%
WOS:000282241900052 in Topic 10 with probabilitys of 5.5%
WOS:000282241900052 in Topic 18 with probabilitys of 23.6%
WOS:000282241900052 in Topic 22 with probabilitys of 41.5%
WOS:000282241900052 in Topic 23 with probabilitys of 7.4%
WOS:000282241900053 in Topic 2 with probabilitys of 6.4%
WOS:000282241900053 in Topic 7 with probabilitys of 2.4%
WOS:000282241900053 in Topic 10 with probabilitys of 47.6%
WOS:000282241900053 in Topic 12 with probabilitys of 10.1%
WOS:000282241900053 in Topic 14 with probabilitys of 3.1%
WOS:000282241900053 in Topic 20 with probabilitys of 2.1%
WOS:000282241900053 in Topic 22 with probabilitys of 27.4%
WOS:000282241900054 in Topic 7 with probabilitys of 2.5%
WOS:000282241900054 in Topic 10 with probabilitys of 39.8%
WOS:000282241900054 in Topic 11 with probabilitys of 1.4%
WOS:000282241900054 in Topic 12 with probabilitys of 10.4%
WOS:000282241900054 in Topic 18 with probabilitys of 1.3%
WOS:000282241900054 in Topic 22 with probabilitys of 14.6%
WOS:000282241900054 in Topic 23 with probabilitys of 29.5%
WOS:000282241900055 in Topic 7 with probabilitys of 16.7%
WOS:000282241900055 in Topic 10 with probabilitys of 57.2%
WOS:000282241900055 in Topic 12 with probabilitys of 4.3%
WOS:000282241900055 in Topic 18 with probabilitys of 17.7%
WOS:000282241900055 in Topic 19 with probabilitys of 3.2%
WOS:000282241900056 in Topic 7 with probabilitys of 50.7%
WOS:000282241900056 in Topic 10 with probabilitys of 18.5%
WOS:000282241900056 in Topic 18 with probabilitys of 29.7%
WOS:000282241900057 in Topic 8 with probabilitys of 1.7%
WOS:000282241900057 in Topic 11 with probabilitys of 1.6%
WOS:000282241900057 in Topic 12 with probabilitys of 9.5%
WOS:000282241900057 in Topic 17 with probabilitys of 4.2%
WOS:000282241900057 in Topic 18 with probabilitys of 16.5%
WOS:000282241900057 in Topic 22 with probabilitys of 65.6%
WOS:000282241900058 in Topic 10 with probabilitys of 98.1%
WOS:000282241900060 in Topic 12 with probabilitys of 10.6%
WOS:000282241900060 in Topic 18 with probabilitys of 8.7%
WOS:000282241900060 in Topic 21 with probabilitys of 10.9%
WOS:000282241900060 in Topic 22 with probabilitys of 68.7%
WOS:000282241900061 in Topic 1 with probabilitys of 16.7%
WOS:000282241900061 in Topic 13 with probabilitys of 48.4%
WOS:000282241900061 in Topic 14 with probabilitys of 4.5%
WOS:000282241900061 in Topic 19 with probabilitys of 7.6%
WOS:000282241900061 in Topic 20 with probabilitys of 8.3%
WOS:000282241900061 in Topic 23 with probabilitys of 13.5%
WOS:000282241900062 in Topic 13 with probabilitys of 87.1%
WOS:000282241900062 in Topic 14 with probabilitys of 4.3%
WOS:000282241900062 in Topic 19 with probabilitys of 3.3%
WOS:000282241900062 in Topic 24 with probabilitys of 3.3%
WOS:000282241900063 in Topic 6 with probabilitys of 4.5%
WOS:000282241900063 in Topic 7 with probabilitys of 43.8%
WOS:000282241900063 in Topic 18 with probabilitys of 43.1%
WOS:000282241900063 in Topic 22 with probabilitys of 5.0%
WOS:000282241900064 in Topic 2 with probabilitys of 16.1%
WOS:000282241900064 in Topic 4 with probabilitys of 5.1%
WOS:000282241900064 in Topic 15 with probabilitys of 47.3%
WOS:000282241900064 in Topic 19 with probabilitys of 6.6%
WOS:000282241900064 in Topic 23 with probabilitys of 22.4%
WOS:000282241900065 in Topic 9 with probabilitys of 11.5%
WOS:000282241900065 in Topic 15 with probabilitys of 20.9%
WOS:000282241900065 in Topic 19 with probabilitys of 62.7%
WOS:000282241900066 in Topic 2 with probabilitys of 7.7%
WOS:000282241900066 in Topic 6 with probabilitys of 39.8%
WOS:000282241900066 in Topic 8 with probabilitys of 33.8%
WOS:000282241900066 in Topic 11 with probabilitys of 9.4%
WOS:000282241900066 in Topic 16 with probabilitys of 7.9%
WOS:000282241900067 in Topic 6 with probabilitys of 1.5%
WOS:000282241900067 in Topic 7 with probabilitys of 8.4%
WOS:000282241900067 in Topic 8 with probabilitys of 3.1%
WOS:000282241900067 in Topic 9 with probabilitys of 4.0%
WOS:000282241900067 in Topic 18 with probabilitys of 3.8%
WOS:000282241900067 in Topic 21 with probabilitys of 78.4%
WOS:000282241900068 in Topic 5 with probabilitys of 2.0%
WOS:000282241900068 in Topic 9 with probabilitys of 19.0%
WOS:000282241900068 in Topic 19 with probabilitys of 77.8%
WOS:000282241900069 in Topic 15 with probabilitys of 30.1%
WOS:000282241900069 in Topic 16 with probabilitys of 5.5%
WOS:000282241900069 in Topic 19 with probabilitys of 55.1%
WOS:000282241900069 in Topic 22 with probabilitys of 7.8%
WOS:000282241900070 in Topic 2 with probabilitys of 1.5%
WOS:000282241900070 in Topic 10 with probabilitys of 15.3%
WOS:000282241900070 in Topic 12 with probabilitys of 57.4%
WOS:000282241900070 in Topic 17 with probabilitys of 4.2%
WOS:000282241900070 in Topic 22 with probabilitys of 16.9%
WOS:000282241900070 in Topic 23 with probabilitys of 4.2%
WOS:000282241900071 in Topic 10 with probabilitys of 41.3%
WOS:000282241900071 in Topic 12 with probabilitys of 30.5%
WOS:000282241900071 in Topic 22 with probabilitys of 1.6%
WOS:000282241900071 in Topic 23 with probabilitys of 24.3%
WOS:000282241900072 in Topic 2 with probabilitys of 24.1%
WOS:000282241900072 in Topic 7 with probabilitys of 22.0%
WOS:000282241900072 in Topic 10 with probabilitys of 12.7%
WOS:000282241900072 in Topic 13 with probabilitys of 4.2%
WOS:000282241900072 in Topic 17 with probabilitys of 8.0%
WOS:000282241900072 in Topic 18 with probabilitys of 19.8%
WOS:000282241900072 in Topic 21 with probabilitys of 5.1%
WOS:000282241900072 in Topic 23 with probabilitys of 3.0%
WOS:000282241900073 in Topic 7 with probabilitys of 33.7%
WOS:000282241900073 in Topic 10 with probabilitys of 19.9%
WOS:000282241900073 in Topic 14 with probabilitys of 1.7%
WOS:000282241900073 in Topic 17 with probabilitys of 7.5%
WOS:000282241900073 in Topic 18 with probabilitys of 32.0%
WOS:000282241900073 in Topic 22 with probabilitys of 4.2%
WOS:000282241900076 in Topic 7 with probabilitys of 4.1%
WOS:000282241900076 in Topic 8 with probabilitys of 6.6%
WOS:000282241900076 in Topic 10 with probabilitys of 12.8%
WOS:000282241900076 in Topic 11 with probabilitys of 2.9%
WOS:000282241900076 in Topic 14 with probabilitys of 7.8%
WOS:000282241900076 in Topic 15 with probabilitys of 8.2%
WOS:000282241900076 in Topic 19 with probabilitys of 7.7%
WOS:000282241900076 in Topic 21 with probabilitys of 7.5%
WOS:000282241900076 in Topic 22 with probabilitys of 20.8%
WOS:000282241900076 in Topic 23 with probabilitys of 21.2%
WOS:000282241900077 in Topic 3 with probabilitys of 34.7%
WOS:000282241900077 in Topic 5 with probabilitys of 2.5%
WOS:000282241900077 in Topic 8 with probabilitys of 13.4%
WOS:000282241900077 in Topic 12 with probabilitys of 9.3%
WOS:000282241900077 in Topic 14 with probabilitys of 8.8%
WOS:000282241900077 in Topic 15 with probabilitys of 10.8%
WOS:000282241900077 in Topic 16 with probabilitys of 12.8%
WOS:000282241900077 in Topic 19 with probabilitys of 6.6%
WOS:000282241900079 in Topic 1 with probabilitys of 2.5%
WOS:000282241900079 in Topic 4 with probabilitys of 3.5%
WOS:000282241900079 in Topic 7 with probabilitys of 66.5%
WOS:000282241900079 in Topic 10 with probabilitys of 7.4%