In [1]:
import GetPropertiesAPI as GP
from collections import Counter
import pandas as pd
import importlib
importlib.reload(GP)
import statistics as s
import operator
from collections import defaultdict
import csv
In [2]:
aid_list = []
gidAidDict = {}
for gid in range(1,1000):
aid = GP.getAnnotID(gid)
aid_list.append(aid)
gidAidDict[gid] = aid
aid_list = list(filter(lambda x: x != None,aid_list))
In [3]:
aids = []
for aid_l in aid_list:
for aid in aid_l:
aids.append(aid)
In [4]:
aidContribTupList = []
for aid in aids:
contrib = GP.getImageFeature(aid,'image_contributor_tag')
aidContribTupList.append((aid,contrib[0]))
In [5]:
aidNidMap = {}
aidNamesMap = {}
aidNidTupList = [] # modified
for aid in aids:
nid = GP.getImageFeature(aid,'nids')
aidNidMap[aid] = nid
aidNidTupList.append((aid,nid[0]))
In [6]:
nids = []
for aid in aidNidMap.keys():
nids.append(aidNidMap[aid][0])
In [7]:
nids = list(filter(lambda x : x > 0,nids))
In [8]:
counter_nid= Counter(nids)
In [9]:
gidAidDict
aidGidTupList = [] # key : aid and value : gid # modified
for gid in gidAidDict.keys():
if gidAidDict[gid] != None:
for aid in gidAidDict[gid]:
aidGidTupList.append((aid,gid))
In [10]:
aidGidDf = pd.DataFrame(aidGidTupList,columns = ['AID','GID'])
aidNidDf = pd.DataFrame(aidNidTupList,columns = ['AID','NID'])
aidContribDf = pd.DataFrame(aidContribTupList,columns = ['AID','CONTRIBUTOR'])
aidNidDf = aidNidDf[(aidNidDf['NID']>0)]
In [11]:
aidGidNidDf = pd.merge(aidGidDf,aidNidDf,left_on = 'AID',right_on = 'AID')
aidGidNidContribDf = pd.merge(aidGidNidDf,aidContribDf,left_on = 'AID',right_on = 'AID')
In [12]:
aidGidNidContribDf.to_csv('../FinalResults/IndividualAnimalPhotoCount.csv',index=False)
In [14]:
with open('../FinalResults/IndividualAnimalPhotoCount.csv') as f: # read from csv file into a key : GID and value : CONTRIBUTOR
reader = csv.DictReader(f)
gidContribMap = { line['GID']: line['CONTRIBUTOR'] for line in reader }
len(gidContribMap)
Out[14]:
426
In [15]:
ContribTotal = {} # dict with key : CONTRIBUTOR and value: Total photos taken
for gid,contrib in gidContribMap.items():
ContribTotal[contrib] = ContribTotal.get(contrib,0) + 1
print(s.mean(ContribTotal.values()))
print(s.stdev(ContribTotal.values()))
42.6
42.836121828817944
In [17]:
with open('../FinalResults/IndividualAnimalPhotoCount.csv') as f2: # read from csv file into a Dict with key : AID and value : GID, NID, CONTRIBUTOR
reader2 = csv.DictReader(f2)
aidToGidNidContribMap = { line['AID']: [line['GID'], line['NID'], line['CONTRIBUTOR']] for line in reader2 }
In [18]:
NidContribTotal = {} # dict with key : NID, CONTRIBUTOR and value: Total photos taken
for aid,(gid,nid,contrib) in aidToGidNidContribMap.items():
NidContribTotal[nid,contrib] = NidContribTotal.get((nid,contrib),0) + 1
In [19]:
csv_out = csv.writer(open('nidtoContributor.csv', 'w')) # rename file, results of Nid to Contributor to Total
csv_out.writerow(['NID', 'CONTRIBUTOR', 'TOTAL'])
for (Nid, Contrib), value in NidContribTotal.items():
csv_out.writerow([Nid, Contrib, value])
In [20]:
#from collections import defaultdict
averageCountofPictures = defaultdict(list) # dict where key : NID and values: list of pictures taken per photographer
for (nid, contrib), total in NidContribTotal.items():
averageCountofPictures[nid].append(total)
#averageCountofPictures
In [21]:
countUniquePhotoPerPic = {} # dict where key : NID and values : # of CONTRIBUTERS
for (nid, contrib), total in NidContribTotal.items():
countUniquePhotoPerPic[nid] = countUniquePhotoPerPic.get((nid),0) + 1
#countUniquePhotoPerPic['741']
In [ ]:
In [84]:
#aidToSexMap={} #dict where key : AID and values : sex
#for aid in aids:
# aidToSexMap[aid]=GP.getImageFeature(aid, 'sex_texts')
In [76]:
#ContribToNidMap = defaultdict(list) # dict where key : Contributers and values : List of NID ***Problem is duplicates
#for aid,(gid,nid,contrib) in aidToGidNidContribMap.items(): #aidToGidNidContribMap is a dict. straight from excel sheet
# ContribToNidMap[contrib].append(nid)
In [67]:
#with open('results.csv') as f4: #get info from excel sheet, dict with key : AID and values: NID
# reader4 = csv.DictReader(f4)
# aidNidDict = { line['AID']: line['NID'] for line in reader4 }
In [68]:
#nidToAidMap = {} #dict where key : Nid and values : List of AID
#for aid, nid in aidNidDict.items():
# nidToAidMap[nid] = nidToAidMap.get(nid, [])
# nidToAidMap[nid].append(aid)
In [ ]:
#JUST LOOK FROM HERE
In [25]:
contribToSexMap = defaultdict(list) # dict where key : contributor and values : List of sex
for aid,(gid,nid,contrib) in aidToGidNidContribMap.items():
contribToSexMap[contrib].append(GP.getImageFeature(aid, 'sex_texts')[0])
In [29]:
contribAnimSexCount = {}
for key in contribToSexMap.keys():
contribAnimSexCount[key] = dict(Counter(contribToSexMap[key]))
In [30]:
contribAnimSexCount
Out[30]:
{"NNP GZC Car '10WHITE', Person 'A'": {'Female': 9,
'Male': 5,
'UNKNOWN SEX': 2},
"NNP GZC Car '11WHITE', Person 'A'": {'Female': 89,
'Male': 34,
'UNKNOWN SEX': 16},
"NNP GZC Car '12WHITE', Person 'A'": {'Female': 11,
'Male': 8,
'UNKNOWN SEX': 12},
"NNP GZC Car '13WHITE', Person 'A'": {'Female': 10,
'Male': 10,
'UNKNOWN SEX': 3},
"NNP GZC Car '13WHITE', Person 'B'": {'Female': 25,
'Male': 31,
'UNKNOWN SEX': 9},
"NNP GZC Car '14WHITE', Person 'A'": {'Female': 64,
'Male': 35,
'UNKNOWN SEX': 11},
"NNP GZC Car '15WHITE', Person 'A'": {'Female': 32,
'Male': 30,
'UNKNOWN SEX': 9},
"NNP GZC Car '15WHITE', Person 'B'": {'Female': 8, 'Male': 1},
"NNP GZC Car '15WHITE', Person 'C'": {'Female': 2,
'Male': 2,
'UNKNOWN SEX': 2},
"NNP GZC Car '15WHITE', Person 'D'": {'UNKNOWN SEX': 1}}
In [152]:
contribToSexMap2=defaultdict(list) # dict where single list for values
for contrib,sex in contribToSexMap.items():
contribToSexMap2[contrib].append(sum(sex, []))
contribToSexMap2
Out[152]:
defaultdict(list,
{'GIRM_MUGU_20,hyrule:joncrall:/media/raid/work/GIRM_MUGU_20,,,,,0': [['Male',
'Female',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male']],
"NNP GZC Car '10WHITE', Person 'A'": [['Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'UNKNOWN SEX',
'Male']],
"NNP GZC Car '11WHITE', Person 'A'": [['Female',
'Female',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male']],
"NNP GZC Car '12WHITE', Person 'A'": [['UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Male',
'Male',
'Male',
'Female',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Female']],
"NNP GZC Car '13WHITE', Person 'A'": [['Male',
'Male',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX']],
"NNP GZC Car '13WHITE', Person 'B'": [['Female',
'UNKNOWN SEX',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Male',
'UNKNOWN SEX',
'Male',
'Male',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Female',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male']],
"NNP GZC Car '14WHITE', Person 'A'": [['UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Female',
'Female',
'Male',
'Male']],
"NNP GZC Car '15WHITE', Person 'A'": [['Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Male',
'Male',
'Male',
'Male',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Male',
'Male',
'Male',
'Female',
'Female']],
"NNP GZC Car '15WHITE', Person 'B'": [['Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female']],
"NNP GZC Car '15WHITE', Person 'C'": [['UNKNOWN SEX',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'Female']],
"NNP GZC Car '15WHITE', Person 'D'": [['Female',
'Male',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Male']],
"NNP GZC Car '16WHITE', Person 'A'": [['Male',
'UNKNOWN SEX',
'Male',
'Male',
'Male']],
"NNP GZC Car '17WHITE', Person 'A'": [['Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female']],
"NNP GZC Car '17WHITE', Person 'C'": [['Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Female',
'Male',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Female']],
"NNP GZC Car '1BLUE', Person 'A'": [['Male',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Female',
'Male',
'Male',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female']],
"NNP GZC Car '1BLUE', Person 'B'": [['Female',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'UNKNOWN SEX']],
"NNP GZC Car '1BLUE', Person 'C'": [['Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female']],
"NNP GZC Car '1BLUE', Person 'D'": [['UNKNOWN SEX',
'Female',
'UNKNOWN SEX',
'Female',
'Male',
'Female',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Female']],
"NNP GZC Car '1PURPLE', Person 'A'": [['Female',
'Female',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Female',
'Male',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Male',
'Male',
'Male',
'Male',
'Male',
'Female',
'Male',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Male',
'Female',
'Male',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'UNKNOWN SEX',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Male',
'UNKNOWN SEX',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Male',
'Male',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Female',
'UNKNOWN SEX',
'Male',
'Male',
'Female',
'Female',
'Male',
'Female',
'Female',
'Male',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Male',
'Female',
'Female',
'Female',
'Male',
'Female',
'Male',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
'Female',
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In [43]:
a = GP.getImageFeature('9448','age_months_est')
GP.getAgeFeatureReadableFmt(a)
Out[43]:
['infant']
In [ ]:
Content source: smenon8/AnimalWildlifeEstimator
Similar notebooks: