Introduction¶
This analysis looks at the sample of operated cancer patients. We start with basic sample demographics and then progress towards more specific questions.
Basic library imports, data parsing and few utility functions¶
In [1]:
import numpy as np
import pandas as pd
import pyreadr
from matplotlib import pyplot as plt
import seaborn as sns
import tabulate as tabulate
from IPython.display import display, HTML
plt.xkcd()
Out[1]:
<matplotlib.rc_context at 0x7f213a7dfd00>
In [2]:
def make2DTable(dataFrame,columnOne,columnTwo,rowNames=None,columnNames=None,doPrint=True,printNones=True):
grouped = dataFrame.groupby([columnOne,columnTwo]).size()
unstacked = grouped.unstack()
unstacked.fillna(0,inplace=True)
if rowNames:
unstacked.index=rowNames
if columnNames:
unstacked.columns=columnNames
if doPrint:
print(tabulate.tabulate( unstacked ,tablefmt='fancy_grid',headers='keys' ))
if printNones:
# print("Unavaliable info for {} patients".format(len(dataFrame.index)))
tableEntries = unstacked.sum().sum()
print("Entries in the table {}, unavailable info for {} patients".
format(tableEntries,len(dataFrame.index)-tableEntries))
return unstacked
def make1DTable(dataFrame,variableName,rowNames=None,doPrint=True):
frequencies = dataFrame[variableName].value_counts().sort_index()
allEntries= list(frequencies)+ [ len(dataFrame.index)-frequencies.sum() , len(dataFrame.index) ]
if doPrint:
if rowNames:
rowNamesAll = rowNames+['Not available','Total']
print(tabulate.tabulate([rowNamesAll,allEntries],tablefmt='fancy_grid'))
else:
print(tabulate.tabulate([allEntries],tablefmt='fancy_grid'))
dataToAnalyse = pd.read_csv ("dataSet/opdata_gynae.csv",parse_dates=['time_started'],low_memory=False)
dataToAnalyse.shape
Out[2]:
(3916, 1490)
In [3]:
dataToAnalyse['operation_yn.factor'].value_counts() # all patients are operated
Out[3]:
Yes 3916 Name: operation_yn.factor, dtype: int64
Basic information about the sample¶
Types of cancer¶
In [4]:
gynCancerLocationNames = ['Uterine','Ovarian','Cervical','Vulva','Vagina']
make1DTable(dataToAnalyse,'gynae_type',gynCancerLocationNames)
╒═════════╤═════════╤══════════╤═══════╤════════╤═══════════════╤═══════╕ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ Not available │ Total │ ├─────────┼─────────┼──────────┼───────┼────────┼───────────────┼───────┤ │ 1836 │ 1389 │ 460 │ 209 │ 16 │ 6 │ 3916 │ ╘═════════╧═════════╧══════════╧═══════╧════════╧═══════════════╧═══════╛
Age distribution¶
In [5]:
ageGroupsCounts = dataToAnalyse['age'].value_counts().sort_index()
ageGroupNames = ['0-4w','4-52w', '1-9y', '10-16y','17-19y','20-29y','30-39y','40-49y','50-59y',
'60-69y','70-79y','80-89y','90+y']
make1DTable(dataToAnalyse,'age',ageGroupNames[4:])
╒════════╤════════╤════════╤════════╤════════╤════════╤════════╤════════╤══════╤═══════════════╤═══════╕ │ 17-19y │ 20-29y │ 30-39y │ 40-49y │ 50-59y │ 60-69y │ 70-79y │ 80-89y │ 90+y │ Not available │ Total │ ├────────┼────────┼────────┼────────┼────────┼────────┼────────┼────────┼──────┼───────────────┼───────┤ │ 13 │ 94 │ 296 │ 595 │ 1014 │ 1011 │ 694 │ 193 │ 6 │ 0 │ 3916 │ ╘════════╧════════╧════════╧════════╧════════╧════════╧════════╧════════╧══════╧═══════════════╧═══════╛
In [6]:
#dataToAnalyse['age'].value_counts().sort_index()
BMI distribution¶
In [7]:
bmiGroupNames = ['underweight','normal','overweight','mod. obese','sev. obese','v.sev.obese']
make1DTable(dataToAnalyse,'bmi',bmiGroupNames)
╒═════════════╤════════╤════════════╤════════════╤════════════╤═════════════╤═══════════════╤═══════╕ │ underweight │ normal │ overweight │ mod. obese │ sev. obese │ v.sev.obese │ Not available │ Total │ ├─────────────┼────────┼────────────┼────────────┼────────────┼─────────────┼───────────────┼───────┤ │ 110 │ 1466 │ 1160 │ 626 │ 296 │ 227 │ 31 │ 3916 │ ╘═════════════╧════════╧════════════╧════════════╧════════════╧═════════════╧═══════════════╧═══════╛
ASA classification distribution¶
In [8]:
dataToAnalyse['asa'].value_counts().sort_index()
Out[8]:
1.0 1037 2.0 2129 3.0 720 4.0 24 5.0 2 6.0 2 Name: asa, dtype: int64
In [9]:
asaGroupNames=['healthy','mild disease','sev. disease ','life threat. ','moribund ','unknown']
make1DTable(dataToAnalyse,'asa',asaGroupNames)
╒═════════╤══════════════╤══════════════╤══════════════╤══════════╤═════════╤═══════════════╤═══════╕ │ healthy │ mild disease │ sev. disease │ life threat. │ moribund │ unknown │ Not available │ Total │ ├─────────┼──────────────┼──────────────┼──────────────┼──────────┼─────────┼───────────────┼───────┤ │ 1037 │ 2129 │ 720 │ 24 │ 2 │ 2 │ 2 │ 3916 │ ╘═════════╧══════════════╧══════════════╧══════════════╧══════════╧═════════╧═══════════════╧═══════╛
Age distribution by cancer type¶
In [10]:
tmp = make2DTable(dataToAnalyse,'age','gynae_type',rowNames=ageGroupNames[4:],columnNames=gynCancerLocationNames)
╒════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ 17-19y │ 1 │ 12 │ 0 │ 0 │ 0 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 20-29y │ 7 │ 60 │ 23 │ 4 │ 0 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 30-39y │ 54 │ 110 │ 124 │ 6 │ 1 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 40-49y │ 179 │ 249 │ 143 │ 19 │ 3 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 50-59y │ 490 │ 374 │ 101 │ 44 │ 5 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 60-69y │ 562 │ 363 │ 37 │ 45 │ 2 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 70-79y │ 424 │ 184 │ 28 │ 54 │ 3 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 80-89y │ 115 │ 37 │ 4 │ 35 │ 2 │ ├────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ 90+y │ 4 │ 0 │ 0 │ 2 │ 0 │ ╘════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3910.0, unavailable info for 6.0 patients
Distribution of patients in the study by region¶
In [11]:
tmp = make2DTable(dataToAnalyse,'region','gynae_type',columnNames=gynCancerLocationNames)
╒════════════════════════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ region │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞════════════════════════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ East Asia & Pacific │ 189 │ 148 │ 50 │ 4 │ 0 │ ├────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Europe & Central Asia │ 1130 │ 778 │ 277 │ 172 │ 7 │ ├────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Latin America & Caribbean │ 209 │ 175 │ 82 │ 12 │ 5 │ ├────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Middle East & North Africa │ 83 │ 65 │ 4 │ 4 │ 1 │ ├────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ North America │ 142 │ 65 │ 20 │ 9 │ 1 │ ├────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ South Asia │ 77 │ 154 │ 18 │ 6 │ 2 │ ├────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Sub-Saharan Africa │ 6 │ 4 │ 9 │ 2 │ 0 │ ╘════════════════════════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3910.0, unavailable info for 6.0 patients
Distribution of patients in the study by income level¶
In [12]:
tmp = make2DTable(dataToAnalyse,'income_group','gynae_type',columnNames=gynCancerLocationNames)
╒═════════════════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ income_group │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞═════════════════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ High income │ 1419 │ 940 │ 322 │ 179 │ 9 │ ├─────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Low-middle income │ 107 │ 196 │ 24 │ 6 │ 2 │ ├─────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Upper middle income │ 310 │ 253 │ 114 │ 24 │ 5 │ ╘═════════════════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3910, unavailable info for 6 patients
Cancer Characteristics - FIGO stage¶
In [13]:
figoGroupNames=['St 0 (in situ)','St 1 (confined)','St 2 (sur. org.)','St 3 (spread)','St 4 (meth.)']
make1DTable(dataToAnalyse,'gynae_figo',figoGroupNames)
╒════════════════╤═════════════════╤══════════════════╤═══════════════╤══════════════╤═══════════════╤═══════╕ │ St 0 (in situ) │ St 1 (confined) │ St 2 (sur. org.) │ St 3 (spread) │ St 4 (meth.) │ Not available │ Total │ ├────────────────┼─────────────────┼──────────────────┼───────────────┼──────────────┼───────────────┼───────┤ │ 218 │ 2181 │ 360 │ 808 │ 288 │ 61 │ 3916 │ ╘════════════════╧═════════════════╧══════════════════╧═══════════════╧══════════════╧═══════════════╧═══════╛
Cancer Characteristics - Histology¶
In [14]:
histologyGroupNames=['Squamous cell','Adenocarcinoma','Germcell, stromal or trophoblastic','Other']
tmp = make2DTable(dataToAnalyse,'gynae_histology','gynae_type',rowNames=histologyGroupNames,
columnNames=gynCancerLocationNames)
╒════════════════════════════════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞════════════════════════════════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ Squamous cell │ 22 │ 32 │ 317 │ 183 │ 6 │ ├────────────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Adenocarcinoma │ 1539 │ 888 │ 113 │ 4 │ 3 │ ├────────────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Germcell, stromal or trophoblastic │ 13 │ 91 │ 0 │ 2 │ 1 │ ├────────────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Other │ 262 │ 375 │ 30 │ 19 │ 5 │ ╘════════════════════════════════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3905.0, unavailable info for 11.0 patients
Intent of Surgery¶
In [15]:
surgicalIntentNames=['Curative','Paliative','Life prolonging','Function preserving']
tmp = make2DTable(dataToAnalyse,'surgical_intent','gynae_type',rowNames=surgicalIntentNames,
columnNames=gynCancerLocationNames)
╒═════════════════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞═════════════════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ Curative │ 1747 │ 1124 │ 436 │ 191 │ 15 │ ├─────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Paliative │ 18 │ 28 │ 2 │ 1 │ 0 │ ├─────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Life prolonging │ 68 │ 235 │ 22 │ 17 │ 1 │ ├─────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Function preserving │ 2 │ 2 │ 0 │ 0 │ 0 │ ╘═════════════════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3909.0, unavailable info for 7.0 patients
In [16]:
tempData = dataToAnalyse[['surgical_intent','gynae_type']] # need to put together groups
def groupIntentOfSurgery(row):
if row == 1:
return 1
if row == 2:
return 2
if row == 3:
return 3
if row == 4:
return 2
else:
return row
#tempData['intentGrouped'] = dataToAnalyse['surgical_intent'].apply(groupIntentOfSurgery)
# Excellent, no warning!
tempData.loc[:,'intentGrouped'] = dataToAnalyse['surgical_intent'].apply(groupIntentOfSurgery)
#tempData['intentGrouped'].value_counts()
/usr/lib64/python3.8/site-packages/pandas/core/indexing.py:376: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy self.obj[key] = _infer_fill_value(value) /usr/lib64/python3.8/site-packages/pandas/core/indexing.py:576: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy self.obj[item_labels[indexer[info_axis]]] = value
In [17]:
surgicalIntentNamesGrouped=['Curative','Paliative and function preserving','Life prolonging']
tmp = make2DTable(tempData,'intentGrouped','gynae_type',rowNames=surgicalIntentNamesGrouped,
columnNames=gynCancerLocationNames)
╒═══════════════════════════════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞═══════════════════════════════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ Curative │ 1747 │ 1124 │ 436 │ 191 │ 15 │ ├───────────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Paliative and function preserving │ 20 │ 30 │ 2 │ 1 │ 0 │ ├───────────────────────────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Life prolonging │ 68 │ 235 │ 22 │ 17 │ 1 │ ╘═══════════════════════════════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3909.0, unavailable info for 7.0 patients
Co-morbidities distribution¶
The plan is to present Charlson's Index in addition to few selected co-morbidities.
In [18]:
comorbVariables=[]
for iii in range(1,17):
# print("co_morbidity___"+str(iii))
comorbVariables.append("co_morbidity___"+str(iii))
comorbNames=['Smoker','Asthma','Current Cancer','Chronic Kidney Disease','Chronic Pulm. Disease',
'Cong Abnorm. Cardiac', 'Cong Abnor. Non-Cardiac', 'Heart Failure', 'Dementia','Diabetes',
'Hypertension','Myoacardial infarct','Per. Vascular Dis.', 'Stroke','Other','HIV']
In [19]:
comorbVariablesAll=['age','gynae_type','gynae_figo','comorbidity_other']+comorbVariables
#comorbVariablesAll
In [20]:
comorbData=dataToAnalyse[comorbVariablesAll]
#comorbData.head()
In [21]:
def calculateCharlsonIndex(row):
charlsonIndex=0
# print(row)
# age analysis
if row['age'] == 9: # 50-59y
charlsonIndex += 1
if row['age'] == 10: # 60-69y
charlsonIndex += 2
if row['age'] == 11: # 70-79y
charlsonIndex += 3
if row['age'] > 11: # >=80y
charlsonIndex += 4
# individual co-morbidities
if row['co_morbidity___12'] > 0: # Myocardial infarction, is this enough or look at freetext, too ???
charlsonIndex += 1
if row['co_morbidity___8'] > 0: # Congestive Heart Failure
charlsonIndex += 1
if row['co_morbidity___13'] > 0: # Peripheral Vascular Disease
charlsonIndex += 1
if row['co_morbidity___14'] > 0: # CVA or TIA, using Stroke/TIA comorb 14
charlsonIndex += 1
if row['co_morbidity___9'] > 0: # Dementia
charlsonIndex += 1
if row['co_morbidity___5'] > 0: # Chronic obstructive pulmonary disease
charlsonIndex += 1
### Connective Tissue Disease
connectiveTypes = [
'Rheumatoid arthritis','Arthritis','osteoarthritis','Mixed connective tissue disease',
'Sjögren syndrome','fibromyalgia','Fracture of femur recovering','Lupus erythematosus',
'SLE', 'Scleroderma', 'Spondyloarthritis','Spondylosis', 'Systemic Lupus Erythematosus',
'ankylosing spondylitis','ehlers-danlos syndrome','polymyalgia rheumatica'
]
hasConnectiveTissueDisease = False
for connectiveDiseaseType in connectiveTypes:
if connectiveDiseaseType in str(row['comorbidity_other']):
hasConnectiveTissueDisease = True
if hasConnectiveTissueDisease:
charlsonIndex += 1
### Peptic Ulcer Disease
pepticUlcerTypes = ['GERD','Chronic gastritis','Hiatus hernia','Acid reflux','reflux esophagitis']
hasPepticUlcer = False
for ulcerType in pepticUlcerTypes:
if ulcerType in str(row['comorbidity_other']):
#print("found {} in {}".format(ulcerType,row))
#print("found {} ".format(ulcerType))
hasPepticUlser = True
if hasPepticUlcer:
charlsonIndex += 1
### Liver Disease
liverDiseasesMild = ['cirrhosis','Chronic hepatitis B','Cirrosis HCV related','Fatty liver','fatty liver',
'Hepatitis','Liver dysfunction']
hasMildLiverDisease = False
for disease in liverDiseasesMild:
if disease in str(row['comorbidity_other']):
hasMildLiverDisease = True
liverDiseasesSevere = ['cirrhosis with portal hypertension','Chronic portal vein thrombosis']
hasSevereLiverDisease = False
for disease in liverDiseasesSevere:
if disease in str(row['comorbidity_other']):
hasSevereLiverDisease = True
if hasMildLiverDisease:
charlsonIndex += 1
if hasSevereLiverDisease:
charlsonIndex += 3
if hasSevereLiverDisease and hasMildLiverDisease:
charlsonIndex -= 1 # if classified as both, take it as severe disease
if row['co_morbidity___10'] > 0: # Diabetes Mellitus
charlsonIndex += 1 # don't know if uncomplicated or end-organ damage ???
### Hemiplegia we decided to ignore (not present in gynae cancer sample)
if row['co_morbidity___4'] > 0: # Chronic Kidney Disease
charlsonIndex += 2
if 0.5 < row['gynae_figo'] < 3.5: # use stages 0,1,2 as localised solid tumor
charlsonIndex +2
if 3.5 < row['gynae_figo'] < 5.5: # use stages 4,3 as metastatic solid tumor
charlsonIndex +6
# Leukemia
leukemiaTypes = ['AML','myelodysplasia']
hasLeukemiaDisease = False
for leukemiaType in leukemiaTypes:
if leukemiaType in str(row['comorbidity_other']):
hasLeukemiaDisease = True
if hasLeukemiaDisease:
charlsonIndex += 2
### Lymphoma
lymphomaTypes = ['lymphoma']
hasLymphoma = False
for lymphomaType in lymphomaTypes:
if lymphomaType in str(row['comorbidity_other']):
hasLymphoma = True
if hasLymphoma:
charlsonIndex += 2
if row['co_morbidity___16'] > 0: # HIV positive
charlsonIndex += 6
return charlsonIndex
comorbData.loc[:,'charlsonIndex'] =comorbData.apply(calculateCharlsonIndex,axis=1)
/usr/lib64/python3.8/site-packages/pandas/core/indexing.py:494: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy self.obj[item] = s
In [22]:
#comorbData.head()
comorbData['charlsonIndex'].value_counts()
#comorbData['gynae_figo']
Out[22]:
0 914 2 905 1 880 3 699 4 325 5 125 6 44 7 14 8 7 9 3 Name: charlsonIndex, dtype: int64
In [23]:
charlsonIndexNames=['CI '+ str(iii) for iii in range(10)]
make1DTable(comorbData,'charlsonIndex',charlsonIndexNames)
╒══════╤══════╤══════╤══════╤══════╤══════╤══════╤══════╤══════╤══════╤═══════════════╤═══════╕ │ CI 0 │ CI 1 │ CI 2 │ CI 3 │ CI 4 │ CI 5 │ CI 6 │ CI 7 │ CI 8 │ CI 9 │ Not available │ Total │ ├──────┼──────┼──────┼──────┼──────┼──────┼──────┼──────┼──────┼──────┼───────────────┼───────┤ │ 914 │ 880 │ 905 │ 699 │ 325 │ 125 │ 44 │ 14 │ 7 │ 3 │ 0 │ 3916 │ ╘══════╧══════╧══════╧══════╧══════╧══════╧══════╧══════╧══════╧══════╧═══════════════╧═══════╛
In [24]:
tmp = make2DTable(comorbData,'charlsonIndex','gynae_type',rowNames=charlsonIndexNames,
columnNames=gynCancerLocationNames)
╒══════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞══════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ CI 0 │ 208 │ 403 │ 273 │ 23 │ 4 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 1 │ 398 │ 352 │ 90 │ 36 │ 4 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 2 │ 500 │ 327 │ 35 │ 40 │ 2 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 3 │ 412 │ 202 │ 38 │ 44 │ 3 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 4 │ 208 │ 66 │ 13 │ 35 │ 2 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 5 │ 76 │ 28 │ 1 │ 19 │ 0 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 6 │ 25 │ 7 │ 7 │ 4 │ 1 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 7 │ 5 │ 2 │ 1 │ 6 │ 0 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 8 │ 3 │ 1 │ 1 │ 2 │ 0 │ ├──────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ CI 9 │ 1 │ 1 │ 1 │ 0 │ 0 │ ╘══════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3910.0, unavailable info for 6.0 patients
Distribution of Covid-positive patients in the sample¶
In [25]:
dataToAnalyse['selection_covid'].value_counts()
Out[25]:
0.0 3752 1.0 98 Name: selection_covid, dtype: int64
In [26]:
make1DTable(dataToAnalyse,'selection_covid',['Negative','Positive'])
╒══════════╤══════════╤═══════════════╤═══════╕ │ Negative │ Positive │ Not available │ Total │ ├──────────┼──────────┼───────────────┼───────┤ │ 3752 │ 98 │ 66 │ 3916 │ ╘══════════╧══════════╧═══════════════╧═══════╛
In [27]:
tmp = make2DTable(dataToAnalyse,'selection_covid','gynae_type',rowNames=['Negative','Positive'],
columnNames=gynCancerLocationNames)
╒══════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞══════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ Negative │ 1760 │ 1326 │ 442 │ 203 │ 15 │ ├──────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Positive │ 45 │ 39 │ 10 │ 3 │ 1 │ ╘══════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3844, unavailable info for 72 patients
Covid prevalence¶
In [28]:
set(dataToAnalyse['covidpop.group'])
Out[28]:
{'High COVID', 'Low COVID', nan}
In [29]:
dataToAnalyse['covidpop.group'].value_counts()
Out[29]:
High COVID 2724 Low COVID 1099 Name: covidpop.group, dtype: int64
In [30]:
dataToAnalyse['covidpop.group'].value_counts().sum()
Out[30]:
3823
In [31]:
dataToAnalyse['stringency.mean']
Out[31]:
0 45.445714
1 45.445714
2 45.445714
3 45.445714
4 45.445714
...
3911 74.698163
3912 75.055317
3913 74.976807
3914 75.020902
3915 73.997024
Name: stringency.mean, Length: 3916, dtype: float64
In [32]:
plt.hist(dataToAnalyse['stringency.mean'])
plt.title('mean stringency')
#plt.xlabel('')
#plt.yscale('log')
plt.show()
In [33]:
dataToAnalyse['stringency.mean'].describe()
Out[33]:
count 3792.000000 mean 48.483108 std 15.771557 min 0.000000 25% 36.661111 50% 50.209323 75% 59.035286 max 95.853214 Name: stringency.mean, dtype: float64
In [34]:
set(dataToAnalyse['stringency.level'])
Out[34]:
{'Full lockdown', 'Light restrictions', 'Moderate lockdown', nan}
In [35]:
dataToAnalyse['stringency.level'].value_counts()
Out[35]:
Full lockdown 1967 Moderate lockdown 939 Light restrictions 885 Name: stringency.level, dtype: int64
In [36]:
dataToAnalyse['stringency.median'].describe()
Out[36]:
count 3792.000000 mean 51.996837 std 27.183707 min 0.000000 25% 25.395714 50% 63.890000 75% 72.690000 max 100.000000 Name: stringency.median, dtype: float64
In [37]:
plt.hist(dataToAnalyse['stringency.median'])
plt.title('median stringency')
#plt.xlabel('')
#plt.yscale('log')
plt.show()
Operation codes¶
Information about first operation¶
There are several variables decribing kind of operation. They seem to come in pairs, probably operation type and extra information: 'cancer_operation' and 'reason_emsurg_other_2' 'cancer_operation_2' and 'cancer_operation_2_other' 'cancer_operation_3' and 'cancer_operation_3_other'
Below I will look at these variables and print content in several ways. Usually it's list of unique content (operation codes that are different from each other), then operation codes ordered by frequency and then both operation type and extra information for patients that have both available.
In [38]:
dataToAnalyse['cancer_operation'].isnull().value_counts()
Out[38]:
False 3903 True 13 Name: cancer_operation, dtype: int64
We have information filled for 3903 patients, not available for 13 patients.
Now operation codes:
In [39]:
set(dataToAnalyse['cancer_operation'])
Out[39]:
{'A085 Biopsy Of Lesion Of Tissue Of Cerebellum',
'B223 Unilateral Adrenalectomy',
'B274 Total Mastectomy',
'B283 Excision Of Lesion Of Breast',
'F222 Partial Glossectomy',
'G273 Total Gastrectomy And Interposition Of Jejunum',
'G283 Partial Gastrectomy And Anastomosis Of Stomach To Jejunum',
'G611 Bypass Of Jejunum By Anastomosis Of Jejunum To Jejunum',
'G693 Ileectomy And Anastomosis Of Ileum To Ileum',
'G733 Resection Of Ileostomy',
'G740 Open Formation Of Ileostomy',
'G741 \tCreation Of Continent Ileostomy',
'G742 Creation Of Temporary Ileostomy',
'G743 Creation Of Defunctioning Ileostomy',
'H021 Appendicectomy',
'H064 Extended Right Hemicolectomy And Ileostomy Hfq',
'H095 Left Hemicolectomy And Exteriorisation Of Bowel',
'H101 Sigmoid Colectomy And End To End Anastomosis Of Ileum To Rectum',
'H102 Sigmoid Colectomy And Anastomosis Of Colon To Rectum',
'H103 \tSigmoid Colectomy And Anastomosis Nec',
'H103 Sigmoid Colectomy And Anastomosis',
'H105 \tSigmoid Colectomy And Exteriorisation Of Bowel Nec',
'H105 Sigmoid Colectomy And Exteriorisation Of Bowel',
'H113 Colectomy And Anastomosis',
'H131 Bypass Of Colon By Anastomosis Of Ileum To Colon',
'H321 Resiting Of Colostomy',
'H333 Anterior Resection Of Rectum And Anastomosis Of Colon To Rectum',
'H336 Anterior Resection Of Rectum And Exteriorisation Of Bowel',
'H411 Rectosigmoidectomy And Peranal Anastomosis',
'H468 Other Specified Other Operations On Rectum',
'H492 Laser Destruction Of Lesion Of Anus',
'J028 Other Specified Partial Excision Of Liver',
'J028 Other specified partial excision of liver',
'J090 Diagnostic Laparoscopy (Including Any Biopsy)',
'J692 Total Splenectomy',
'M025 Nephrectomy',
'M182 Excision Of Segment Of Ureter',
'M343 Cystectomy',
'M344 Simple Cystectomy',
'M423 Endoscopic Destruction Of Lesion Of Bladder',
'M453 Diagnostic Endoscopic Examination Of Bladder And Biopsy Of Lesion Of Bladder Using Rigid Cystoscope',
'M723 Excision Of Lesion Of Urethra',
'M832 Exploration Of Retropubic Space',
'N063 Orchidectomy',
'N262 \tPartial Amputation Of Penis',
'N262 Partial Amputation Of Penis',
'N278 Other specified extirpation of lesion of penis',
'P051\t Total Excision Of Vulva',
'P051 \tTotal Excision Of Vulva',
'P051 Simple Vulvectomy',
'P051 Total Excision Of Vulva',
'P052 Partial Excision Of Vulva',
'P054 Excision Of Lesion Of Vulva',
'P058 Radical Vulvectomy (Including Block Dissection Of Inguinal Gland)',
'P091 Biopsy Of Lesion Of Vulva',
'P111 Excision Of Lesion Of Female Perineum',
'P159 Unspecified Other Operations On Introitus Of Vagina',
'P172 Partial Colpectomy',
'P201 Excision Of Lesion Of Vagina',
'P273 Colposcopy (&/- Biopsy)',
'P317 Extirpation Of Lesion Of Pouch Of Douglas',
'Q011 Amputation Of Cervix Uteri',
'Q013 Excision Of Lesion Of Cervix Uteri',
'Q014 Large Loop Excision Of Transformation Zone',
'Q018 Other Specified Excision Of Cervix Uteri',
'Q023 Cauterisation Of Lesion Of Cervix Uteri',
'Q031 Knife Cone Biopsy Of Cervix Uteri',
'Q032 Laser Cone Biopsy Of Cervix Uteri',
'Q033 Cone Biopsy Of Cervix Uteri',
'Q038 Other Specified Biopsy Of Cervix Uteri',
'Q071 \tAbdominal Hysterocolpectomy And Excision Of Periuterine Tiss',
'Q071 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q072 Abdominal Hysterectomy And Excision Of Periuterine Tissue',
'Q073 Abdominal Hysterocolpectomy',
'Q074 \tTotal Abdominal Hysterectomy Nec',
'Q074 Total Abdominal Hysterectomy',
'Q0740 Total abdominal hysterectomy (&/- oophorectomy)',
'Q075 Subtotal Abdominal Hysterectomy',
'Q075 Total Abdominal Hysterectomy',
'Q077 Total Abdominal Hysterectomy',
'Q079 Total Abdominal Hysterectomy',
'Q080 Total Abdominal Hysterectomy',
'Q080 Vaginal Hysterectomy (Including Laparoscopically Assisted)',
'Q081 \tVaginal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q081 Total Abdominal Hysterectomy',
'Q081 Vaginal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q082 Total Abdominal Hysterectomy',
'Q082 Vaginal Hysterectomy And Excision Of Periuterine Tissue',
'Q083 Total Abdominal Hysterectomy',
'Q083 Vaginal Hysterocolpectomy',
'Q084 Total Abdominal Hysterectomy',
'Q085 Total Abdominal Hysterectomy',
'Q086 Total Abdominal Hysterectomy',
'Q087 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q087 Total Abdominal Hysterectomy',
'Q088 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q088 Total Abdominal Hysterectomy',
'Q089 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q089 Total Abdominal Hysterectomy',
'Q092 Myomectomy (Including Laparoscopically)',
'Q093 Open Excision Of Lesion Of Uterus',
'Q102 Curettage Of Products Of Conception From Uterus Neck',
'Q110 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q112 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q113 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q114 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q115 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q116 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q117 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q118 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q119 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q171 Endoscopic Resection Of Lesion Of Uterus',
'Q176 Endoscopic Microwave Ablation Of Endometrium',
'Q180 Hysteroscopy Including Biopsy/Dilatation And Curettage',
'Q202 Biopsy Of Lesion Of Uterus',
'Q220 Total Abdominal Hysterectomy',
'Q221 Bilateral Salpingoophorectomy',
'Q222 Bilateral Salpingectomy',
'Q222 Total Abdominal Hysterectomy',
'Q223 \tBilateral Oophorectomy Nec',
'Q223 Bilateral Oophorectomy',
'Q2230 Oophorectomy and salpingectomy (as sole procedure) (including bilateral)',
'Q224 Total Abdominal Hysterectomy',
'Q225 Total Abdominal Hysterectomy',
'Q226 Total Abdominal Hysterectomy',
'Q227 Total Abdominal Hysterectomy',
'Q228 Other specified bilateral excision of adnexa of uterus',
'Q228 Total Abdominal Hysterectomy',
'Q229 Other specified bilateral excision of adnexa of uterus',
'Q229 Total Abdominal Hysterectomy',
'Q230 Total Abdominal Hysterectomy',
'Q231 Total Abdominal Hysterectomy',
'Q231 Unilateral Salpingoophorectomy',
'Q232 Salpingoophorectomy Of Remaining Solitary Fallopian Tube And',
'Q232 Total Abdominal Hysterectomy',
'Q233 Unilateral Salpingectomy',
'Q234 Total Abdominal Hysterectomy',
'Q235 \tUnilateral Oophorectomy Nec',
'Q235 Total Abdominal Hysterectomy',
'Q235 Unilateral Oophorectomy',
'Q236 Oophorectomy Of Remaining Solitary Ovary',
'Q236 Total Abdominal Hysterectomy',
'Q238 Total Abdominal Hysterectomy',
'Q239 Total Abdominal Hysterectomy',
'Q270 Total Abdominal Hysterectomy',
'Q271 Total Abdominal Hysterectomy',
'Q272 Total Abdominal Hysterectomy',
'Q273 Total Abdominal Hysterectomy',
'Q274 Total Abdominal Hysterectomy',
'Q275 Total Abdominal Hysterectomy',
'Q276 Total Abdominal Hysterectomy',
'Q278 Total Abdominal Hysterectomy',
'Q279 Total Abdominal Hysterectomy',
'Q290 Total Abdominal Hysterectomy',
'Q291 Total Abdominal Hysterectomy',
'Q292 Total Abdominal Hysterectomy',
'Q293 Total Abdominal Hysterectomy',
'Q294 Total Abdominal Hysterectomy',
'Q295 Total Abdominal Hysterectomy',
'Q296 Total Abdominal Hysterectomy',
'Q297 Total Abdominal Hysterectomy',
'Q298 Total Abdominal Hysterectomy',
'Q299 Total Abdominal Hysterectomy',
'Q350 Total Abdominal Hysterectomy',
'Q353 Total Abdominal Hysterectomy',
'Q354 Total Abdominal Hysterectomy',
'Q356 Total Abdominal Hysterectomy',
'Q358 Total Abdominal Hysterectomy',
'Q432 \tExcision Of Lesion Of Ovary',
'Q432 Excision Of Lesion Of Ovary',
'Q433 Marsupialisation Of Lesion Of Ovary',
'Q440 Ovarian Cystectomy (As Sole Procedure) (And Bilateral)',
'Q448 Other specified open destruction of lesion of ovary',
'Q449 Unspecified open destruction of lesion of ovary',
'Q471 Transposition Of Ovary',
'Q501 Diagnostic Endoscopic Examination Of Ovary And Biopsy Of Lesion',
'Q521 Excision Of Lesion Of Broad Ligament Of Uterus',
'S152 Biopsy Of Lesion Of Skin',
'T013 Excision Of Lesion Of Chest Wall',
'T171 Excision Of Lesion Of Diaphragm',
'T304 Opening Of Abdomen And Exploration Of Groin',
'T309 Laparotomy (Exploratory)',
'T313 Excision Of Lesion Of Anterior Abdominal Wall',
'T331 \tOpen Excision Of Lesion Of Peritoneum',
'T331 Open Excision Of Lesion Of Peritoneum',
'T332 Open Destruction Of Lesion Of Peritoneum',
'T361 Omentectomy',
'T362 Excision Of Lesion Of Omentum',
'T364 Biopsy Of Lesion Of Omentum',
'T373 Biopsy Of Lesion Of Mesentery Of Small Intestine',
'T381 Excision Of Lesion Of Mesentery Of Colon',
'T391 Excision Of Lesion Of Posterior Peritoneum',
'T393 Biopsy Of Lesion Of Posterior Peritoneum',
'T413 Freeing of adhesions of peritoneum',
'T419 Unspecified other open operations on peritoneum',
'T421 Endoscopic Resection Of Lesion Of Peritoneum',
'T423 Endoscopic Division Of Adhesions Of Peritoneum',
'T425 Endoscopic Excision Of Peritoneum',
'T431 Diag.endo.exam/Peritoneum And Biopsy Of Lesion Of Peritoneum',
'T432 Diag.endo.exam/Peritoneum/Biopsy/Lesion Intra-Abdominal Organ',
'T434 Diagnostic Endoscopic Ultrasound Examination Of Peritoneum A',
'T482 Introduction Of Cytotoxic Substance Into Peritoneal Cavity',
'T511 Excision Of Fascia Of Posterior Abdominal Wall',
'T772 Wide Excision Of Muscle',
'T854\t Block Dissection Of Para-Aortic Lymph Nodes',
'T854 \tBlock Dissection Of Para-Aortic Lymph Nodes',
'T854 Block Dissection Of Para-Aortic Lymph Nodes',
'T855\t Block Dissection Of Inguinal Lymph Nodes',
'T855 \tBlock Dissection Of Inguinal Lymph Nodes',
'T855 Block Dissection Of Inguinal Lymph Nodes',
'T855 Inguinal lymph nodes clearance',
'T856\t Block Dissection Of Pelvic Lymph Nodes',
'T856 Block Dissection Of Pelvic Lymph Nodes',
'T858 Other specified block dissection of lymph nodes',
'T8580 Block dissection of pelvic lymph nodes (as sole procedure)',
'T859 Unspecified Block Dissection Of Lymph Nodes',
'T866 Sampling Of Para-Aortic Lymph Nodes',
'T867 Sampling Of Inguinal Lymph Nodes',
'T868 Other Specified Sampling Of Lymph Nodes',
'T875 Excision Or Biopsy Of Para-Aortic Lymph Node',
'T877 Excision Or Biopsy Of Inguinal Lymph Node',
'T911 Biopsy Of Sentinel Lymph Node',
'T962 Excision Of Lesion Of Soft Tissue',
'X141 Total Exenteration Of Pelvis',
'X142 Anterior Exenteration Of Pelvis',
'X143 \tPosterior Exenteration Of Pelvis',
'X143 Posterior Exenteration Of Pelvis',
'X144 Pelvic Side Wall Clearance',
"X532\t Excision Of Lesion Of Unspecified (please specify in 'other operations' field) Organ",
'X532 Excision Of Lesion Of Unspecified Organ',
'X551 Biopsy of lesion of unspecified organ',
'Y131 Cauterisation Of Lesion Of Organ Noc',
'Y502 Laparotomy Approach',
'Y808 Other Specified General Anaesthetic',
nan}
In [40]:
dataToAnalyse['cancer_operation'].value_counts().head(60)
Out[40]:
Q074 Total Abdominal Hysterectomy 1414 Q072 Abdominal Hysterectomy And Excision Of Periuterine Tissue 863 Q0740 Total abdominal hysterectomy (&/- oophorectomy) 150 Q071 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue 145 Q221 Bilateral Salpingoophorectomy 144 Q073 Abdominal Hysterocolpectomy 90 Q231 Unilateral Salpingoophorectomy 87 P052 Partial Excision Of Vulva 76 Q082 Vaginal Hysterectomy And Excision Of Periuterine Tissue 66 Q071 \tAbdominal Hysterocolpectomy And Excision Of Periuterine Tiss 59 Q081 \tVaginal Hysterocolpectomy And Excision Of Periuterine Tissue 53 P054 Excision Of Lesion Of Vulva 44 P051 Total Excision Of Vulva 41 T854 Block Dissection Of Para-Aortic Lymph Nodes 22 Q223 Bilateral Oophorectomy 19 Y502 Laparotomy Approach 18 T364 Biopsy Of Lesion Of Omentum 18 Q2230 Oophorectomy and salpingectomy (as sole procedure) (including bilateral) 18 T309 Laparotomy (Exploratory) 17 T856 Block Dissection Of Pelvic Lymph Nodes 16 Q235 Unilateral Oophorectomy 16 Q033 Cone Biopsy Of Cervix Uteri 16 Q432 Excision Of Lesion Of Ovary 15 Q013 Excision Of Lesion Of Cervix Uteri 14 T361 Omentectomy 14 T362 Excision Of Lesion Of Omentum 14 Q083 Vaginal Hysterocolpectomy 14 T855 Block Dissection Of Inguinal Lymph Nodes 14 X143 Posterior Exenteration Of Pelvis 13 X532\t Excision Of Lesion Of Unspecified (please specify in 'other operations' field) Organ 13 Q075 Subtotal Abdominal Hysterectomy 11 T911 Biopsy Of Sentinel Lymph Node 10 T393 Biopsy Of Lesion Of Posterior Peritoneum 9 Q075 Total Abdominal Hysterectomy 9 P058 Radical Vulvectomy (Including Block Dissection Of Inguinal Gland) 9 Q018 Other Specified Excision Of Cervix Uteri 9 P201 Excision Of Lesion Of Vagina 9 Q011 Amputation Of Cervix Uteri 8 Q074 \tTotal Abdominal Hysterectomy Nec 7 T419 Unspecified other open operations on peritoneum 7 Q014 Large Loop Excision Of Transformation Zone 7 T962 Excision Of Lesion Of Soft Tissue 6 X141 Total Exenteration Of Pelvis 6 Q180 Hysteroscopy Including Biopsy/Dilatation And Curettage 6 T391 Excision Of Lesion Of Posterior Peritoneum 6 Q236 Oophorectomy Of Remaining Solitary Ovary 5 Q081 Vaginal Hysterocolpectomy And Excision Of Periuterine Tissue 4 J692 Total Splenectomy 4 Q432 \tExcision Of Lesion Of Ovary 4 P051 Simple Vulvectomy 4 T421 Endoscopic Resection Of Lesion Of Peritoneum 4 Q176 Endoscopic Microwave Ablation Of Endometrium 4 X142 Anterior Exenteration Of Pelvis 4 T8580 Block dissection of pelvic lymph nodes (as sole procedure) 4 J090 Diagnostic Laparoscopy (Including Any Biopsy) 4 T331 \tOpen Excision Of Lesion Of Peritoneum 3 Q232 Salpingoophorectomy Of Remaining Solitary Fallopian Tube And 3 T877 Excision Or Biopsy Of Inguinal Lymph Node 3 Q080 Vaginal Hysterectomy (Including Laparoscopically Assisted) 3 H333 Anterior Resection Of Rectum And Anastomosis Of Colon To Rectum 3 Name: cancer_operation, dtype: int64
Now looking at variable 'reason_emsurg_other_2' and its relation to 'cancer_operation'¶
The variable has cryptic name 'reason_emsurg_other_2' (variable 212), but according to data dictionary pg 70 it is extra information. On one hand Data Dictionary says it's "notes, required", on the other hand it says it's filled only if cancer_operation=999'
Had more detailed look. It is available for 737 patients, not available for 3179 patients). In most cases this variables gives extra information on top of the one given in variable 'cancer_operation'.
In [41]:
dataToAnalyse['reason_emsurg_other_2'].isnull().value_counts()
Out[41]:
True 3179 False 737 Name: reason_emsurg_other_2, dtype: int64
Values in this variable look reasonable, below is the list of values.
In [42]:
set(dataToAnalyse['reason_emsurg_other_2'])
Out[42]:
{'- Interval debulking - Excision of cervical stump - Infra-colic omentectomy',
'Abdominal Radical Hysterectomy',
'Abdominal hysterectomy Doble anexectomy Omententectomy Apendicectomy Bilateral pelvic and paraaortic lymfadenectomy',
'Abdominal hysterectomy with bilateral salpingo-opherectomy with omentectomy',
'Abdominal laparotomy, bilateral salpingectomy-oophorectomy, omentectomy',
'Adhesiolysis, Bilateral Salpingo-oophorectomy, Peritoneal washings, Bilateral ureterolysis',
'Anterior hemivulvectomy',
'Bilateral adnexectomy',
'Bilateral adnexectomy, omentectomy',
'Bilateral ovarian transposition',
'Bilateral pelvic lymph node sampling, Para-aortic LN Sampling, Peritoneal washings, Right nephrectomy, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy',
'Bilateral salpingectomy and oophorectomy, Laparoscopic hysterectomy.',
'Bilateral salpingectomy with oophorectomy, radical abdominal hysterectomy',
'Bilateral salpingo oophorectomy (prior removal of uterus & cervix) & radical omentectomy & removal of bulky pelvic & paraaortick lymph nodes & peritonectomy of paracolic gutters and abdominal wall & appendicectomy',
'Biopsy of omens, Sentinel node biopsy, bilateral salpingectomy and oophorectomy, laparoscopic hysterectomy.',
'CYTOREDUCTIVE SURGERY WITH HIPEC',
'Cervical Trachelectomy & Sacrospinous ligament suspension',
'Colposcopy and needle excision of transformation zone of cervix',
'Colposcopy, needle excision of transformation zone',
'Complete Surgical Staging for Ovarian Cancer',
'Cystoscopy and examination under anaesthesia',
'Cytoreductive Surgery',
'Cytoreductive surgery',
'Cytoscopy, LLETZ, Bilateral pelvic lymph node dissection',
'DEBULKING & OMENTECTOMY & RESICTION OF PERITONEUM IMPLANTS',
'Debridement of vulval flap, partial re-inset, advancement of mons and right perianal flap',
'Debulking for ovarian cancer, pelvic lymphadenectomy',
'Debulking in raison of recurrence After primary treatment (surgery only in the primari treatment)',
'Debulking, total hysterectomy with bilateral salpingo-oophorectomy',
"Diagnostic Laparoscopy 'Fagotti'",
'Diagnostic laparoscopy Peritoneal biopsy Drainage of ascites',
'Diagnostic laparoscopy, Omental biopsy, Laparoscopic Right Pelvic Lymph Node Sampling, Peritoneal washings',
'Diagnostic laparoscopy, Pelvic mass biopsy, Left Ovarian Biopsy, Peritoneal washings',
'Diagnostic laparoscopy, Peritoneal Biopsy, biopsies, Peritoneal washings',
'Diagnostic laparoscopy, Total laparoscopic hysterectomy, BSO, Bilateral pelvic lymph node sampling, Peritoneal washings, Adhesiolysis',
'Diagnostic laparoscopy, Total laparoscopic hysterectomy, BSO, Peritoneal washings',
'EN BLOC RESECTION of LEFT ADNEXUM, RECTO-SIGMOID, MESORECTUM and PELVIC PERITONEUM END-TO-END ANASTOMOSIS of DESCENDING COLON to RECTAL STUMP INFRA-GASTRIC OMENTECTOMY with EXCISION of ENLARGED LEFT INFRA-RENAL, PARA-AORTIC, PARA-CAVAL and INFERIOR MESENTERIC LYMPH NODES',
'EUA',
'EUA Cytoscopy Bilateral Pelvic lymph node dissection',
'EUA Cytoscopy Bilateral pelvic lymph node dissection',
'EUA Cytoscopy LLETZ Bilateral pelvic lymph node dissection',
'EUA, Cystoscopy with Biopsy, Excision of vaginal lesion',
'EUA, Cystoscopy, LLETZ, Rigid Sigmoidoscopy',
'EUA, Radical Hysterectomy, BSO, Bilateral pelvic sentinel node assessment, Bilateral Pelvic LN Dissection',
'EUA, laparoscopic radical hysterectomy, bilateral salpingo-oophorectomy, bilateral pelvic sentinel node dissection, bilateral pelvic node dissection, adhesiolysis & ureterolysis.',
'EXCISION OF TUMOUR NODULE FROM PARA-VESICAL SPACE, EXCISION OF TUMOUR FROM PELVIS, SUPRA-COLIC OMENTECTOMY, REPAIR OF MIDLINE INCISIONAL HERNIA, EXCISION OF LEFT INGUINAL NODAL MASS',
'Emergency laparotomy',
'Examination under anaesthesia, cervical biopsy, urethral caruncle excision, cystoscopy, proctoscopy.',
'Excisio radicalis cum lymfadenectomiam inguinofemorali l. sin',
'Excisio radicalis perinei cum lymfadenectomia inguinofemoralis l. dx.',
'Excision of recurrent STUMP (Smooth muscle tumor of uncertain malignant potential) Carcinoma',
'Excision of right abdominal wall mass',
'Excision of vulval lesion under local anaesthesia',
'Excision urinary meatus & lymph node dissection inguinal',
'Exploratery Surgery',
'Exploratory Surgery',
'Exploratory laparotomy',
'Exploratory laparotomy (opened and closed) Drainage of cysts',
'Exploratory laparotomy (opened and closed) Infracolic omentectomy',
'Exploratory laparotomy and omental and peritoneal biopsies, fluid for cytology',
'Exploratory laparotomy with rt paraaortic Lymph node biopsy',
'Exploratory laparotomy, R0 tumor debulking including modified radical hysterectomy, bilateral salpingo-oophorectomy, pelvic peritonectomy, rectosigmoid resection with end-to-end reanastamosis, Bilateral ureterolysis, Gastrocolic omentecomy, Bilateral pelvic and para-aortic lymphadenectomy, Resection of peritoneal nodules',
'Exploratory laparotomy, formation of loop ileostomy, omental biopsy, fluid for cytology.',
'Exploratory laparotomy, total hysterectomy and bilateral salpingo-oophrectomy',
'Exploratory laprotomy with anterior resection with TAH& BSO with lymph node dissection with colostomy',
'Exploratory surgery',
'Exploratoy laparotomy and tumor debulking, excision of bulky lymph nodes, ureter resection and reimplantation',
'Extended midline laparotomy, extensive adhesiolysis, bilateral ureterolysis, extra-fascial approach to cervical stump and reflection of rectum',
'Extra-fascial total abdominal hysterectomy, bilateral salpingo-oophorectomy, and infra-gastric omentectomy',
'Extra-fascial total abdominal hysterectomy, bilateral salpingo-oophorectomy, excision of enlarged para-aortic lymph nodes, and supra-colic omentectomy.',
'Extra-fascial total abdominal hysterectomy, bilateral salpingo-oophorectomy, supra-colic omentectomy, and resection of enlarged para-aortic lymph node',
'Fertility sparing surgery: Bilateral salpingoophorectomy & Radical Omentectomy & Douglasectomy & Peritoneal Biopsies & Curettage',
'Fertility sparring surgery -Right ovarectomy, left sided cystectomy , omentectomy',
'Fertility sparring surgery- bilateral cystectomy',
'Glansectomy and split thickness skin graft reconstruction',
'HGSC of tubo-ovarian origin on previous BSO & omental biopsy ( emergency laparoscopy, ?torsion). Patient underwent OPTIMAL CR due to miliary disease on rectal surface & mesentery and right hemi -diaphragm.',
'HYSTERECTOMY, DOUBLE ADNEXECTOMY, PARAAORTIC LYMPHADENECTOMY',
'Had ultra-radical debulking surgery: surgery via extended midline laparotomy to carry out the following -adhesiolysis, liver mobilisation, right hemidiaphragm peritonectomy, left hemidiaphragmatic peritonectomy, splenectomy, total omentectomy, removal of lesser omentum, removal of peritoneum over porta hepatis, removal of paraaortic lymph nodes, pelvic peritonectomy, abdominal peritonectomy, bilateral ureterolysis, extra fascial/retrograde, total hysterectomy and bilateral salpingo-oophorectomy. At the end of the procedure there was no obvious residual disease',
'Hysterectomia abdominalis cum adnexectomia bilaterali',
'Hysterectomia abdominalis cum adnexectomia bilaterali , detectio SLN',
'Hysterectomia abdominalis cum adnexectomia bulaterali, lymphadenectomia pelvica et paraaortalis, omentectomia',
'Hysterectomia abdominalis cum adnexectomia l.dx.& SLN bilat.',
'Hysterectomia abdominalis exstrafascialis cum AE bilater & LAP & LASP & APPE',
'Hysterectomia abdominalis extrafascialis cum adnexectomia bilaterali, ,lymphadenectomia pelvica et paraaortalis, exstipratio lymphonodi sentineli (ICG)',
'Hysterectomia abdominalis radicalis secundum Querleu - Morrow C2, salpingectomia bilateralis, transpositio ovarii, sentinel node detection',
'Hysterectomia laparoscopica totalis cum adnexectomia bilaterali et detectio nn.lymphatici sentineli',
'Hysterectomia laparoscopica totalis & AE bilat.& SNB',
'Hysterectomia laparoscopica totalis & AE& LAP&LASP & SLN',
'Hysterectomia laparoscopica totalis cum adnexectomia bilat., SLN',
'Hysterectomia laparoscopica totalis cum adnexectomia bilaterali, detectio nodi lymphatici sentineli l.sin., extirpatio tumoris intraligamentosis',
'Hysterectomia laparoscopica totalis cum adnexectomia bilateralis',
'Hysterectomia vaginalis cum assistentia laparoscopica&AE bilat.',
'Hysterectomy & Bilateral salpingoopherectomy & peritoneal washings',
'Hysteroscopy',
'Hysteroscopy Curettage',
'Hysteroscopy & Curettage, Diagnostic laparoscopy, biopsies, Peritoneal washings',
'Hysteroscopy, endometrial curettage, and insertion of Mirena IUS',
'Inderval debulking surgery',
'Insertion of IUS under GA',
'Interval Cytoreductive Surgery CC0',
'Interval cytoreductive surgery',
'Interval debulking surgery',
'Interval debulking surgery for ovarian carcinoma after neoadjuvant chemotherapy',
'Interval debulking surgery, extra-fascial bilateral salpingo-oophorectomy, rectosigmoid resection with end-to-end anastomosis, infra- and supra-colic omentectomy, resection of ileo-caecum with side-to-side anastomosis.',
'Interval debulking surgery, midline laparotomy, radical hysterectomy, unilateral salpingo-oophorectomy, stripping of pelvic and bladder peritoneum, bladder wall reconstruction, rectosigmoid reconstruction, peritoneal biopsies, appendicectomy, caecal wall reconstruction, liver capsule stripping, infragastric omentectomy, mesenteric root stripping.',
'LAPAROTOMY & ADHESIOLYSIS & BILATERAL SALPHINGOOPHORECTOMY & OMENTECTOMY & BILATERAL PELVIC LYMPH NODE SAMPLING & PARAORTIIC LYMPH NODE DISSECTION & APPENDICECTOMY & WASHINGS',
'LEFT ADNEXECTOMY, RESECTION OF THE PREVESICAL PERITONEUM',
'LPSK diagnostica, conversio na LT: PDS - hysterectomia abdominalis cum AE bilater&peritonectomia pelvis&OMEN&APPE& sampling PLN',
'Laparatomy, Total abdominal Hysterectomy, supra colic omentectomy, appendectomy, and resection of tumor nodules',
'Laparoscopic Adhesiolysis, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Omental biopsy, Bilateral pelvic sentinel node assessment, Bilateral pelvic lymph node sampling, Para-aortic sentinel node assessment, Para-aortic LN Sampling',
'Laparoscopic Bilateral Salpingo-Oophorectomy, Peritoneal washings, Cervical Smear',
'Laparoscopic Bilateral Salpingo-Oophorectomy, Peritoneal washings, Insertion of Mirena IUCD',
'Laparoscopic Hysterectomy, oophorectomy, and pelvic sentinel node biopsy',
'Laparoscopic L salpingo-oophorectomy',
'Laparoscopic Modified Hysterectomy pelvic node dissection',
'Laparoscopic Modified Radical Hysterectomy Pelvic node Dissection',
'Laparoscopic Modified Radical Hysterectomy Pelvic node dissection',
'Laparoscopic Modified Radical Hysterectomy with pelvic node dissection',
'Laparoscopic Para aortic inframesenteric lymphadenectomy',
'Laparoscopic adhesiolysis Total laparoscopic hysterectomy Bilateral salpingo-oophorectomy Peritoneal washings',
'Laparoscopic assisted vaginal hysterectomy',
'Laparoscopic bilateral salpingo-oophorectomy',
'Laparoscopic hysterectomy',
'Laparoscopic hysterectomy and bilateral salpingectomy and oophorectomy and sentinel node biopsy',
'Laparoscopic radical hysterectomy',
'Laparoscopic right salpingo-oophorectomy, laparoscopic left ovarian cystectomy, laparoscopic infracolic omentectomy, laparoscopic paraaortic nodes and pelvic lymph node sampling, appendicectomy, biopsy from pelvic peritoneum and biopsy from right diaphragmatic peritoneum',
'Laparoscopic total abdominal hysterectomy and bilateral salpingo-oophorectomy and right Pelvic lymph nodes sampling',
'Laparoscopical hysterectomy with salpingooophorectomy, laparoscopic pelvic lymphadenectomy',
'Laparoscopically assisted vaginal hysterectomy',
'Laparoscopically assisted vaginal hysterectomy washings',
'Laparoscopically-assisted vaginal hysterectomy (LAVH)',
'Laparoscopy proceed to laparotomy Modified radical hysterectomy Infracolic Omentectomy Bilateral pelvic lymph node sampling Para-aortic lymph node sampling Appendicectomy Peritoneal washing',
'Laparoscopy, total hysterectomy and BSO',
'Laparotomy',
'Laparotomy Bilateral Salpingo-oophorectomy Infracolic omentectomy Appendicectomy Peritoneal washings Frozen section',
'Laparotomy Bilateral salpingo-oophorectomy Excision of anterior rectal lesion Excision of right pelvic side wall mass Excision of tumour in left paracolic gutter Supracolic omentectomy Small bowel resection and anastomosis Total cholecystectomy',
'Laparotomy Excision of cystic mass Omental biopsy Washings',
'Laparotomy Modified radical hysterectomy BSO Pelvic peritoneal stripping Right diaphragmatic stripping Appendicectomy Supracolic omentectomy Excision of tumour from port sites Excision of tumour nodules from small bowel mesentery Drainage of ascites',
'Laparotomy Modified radical hysterectomy BSO Supracolic omentectomy Splenectomy Small bowel resection and anastomosis Right hemicolectomy',
'Laparotomy Modified radical hysterectomy Bilateral salpingo-oophorectomy Frozen section Appendicectomy Infracolic omentectomy Drainage of ascites',
'Laparotomy Peritoneal washings Excision of dome of bladder',
'Laparotomy RSO Excision of nodules from peritoneum Repair of small bowel mucosal injusry Hartmanns procedure',
'Laparotomy Radical hysterectomy Bilateral Salpingo-oophorectomy',
'Laparotomy Supracolic omentectomy Right pelvic lymph node sampling Para-aortic lymph node sampling Total abdominal hysterectomy Peritoneal washings',
'Laparotomy TAH BSO Infracolic omentectomy Appendicectomy Left pelvic lymph node sampling Cytology of free fluid Frozen section',
'Laparotomy TAH BSO Supracolic Omentectomy Reversal of ileostomy Flexible sigmoidoscopy without biopsy',
'Laparotomy Total abdominal hysterectomy Appendicectomy Small bowel resection and anastomosis Anterior abdominal wall nodule excision Frozen section Peritoneal washings',
'Laparotomy Total abdominal hysterectomy Bilateral Salpingo-oophorectomy Frozen section Appendicectomy Omental biopsy Peritoneal washings',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oopherectomy Supracolic omentectomy Sigmoid colectomy and anastomosis of colon to rectum Appendicectomy Bilateral pelvic lymph node dissection Para-aortic lymph node sampling',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Appendicectomy Infracolic omentectomy Drainage of ascites',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Frozen section Appendicectomy Peritoneal washings',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Infracolic omentectomy Appendicectomy Right pelvic lymph node sampling Para-aortic lymph node sampling Peritoneal washings',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Supracolic Omentectomy',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Supracolic Omentectomy Excision of small bowel mesenteric tumour Excision of lesion from small bowel serosa Repair of small bowel serosa',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Supracolic Omentectomy Segmental transverse colon resection Sigmoid colectomy and anastomosis of colon to rectum Excision of tumour plaque from diaphragm',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Supracolic omentectomy Anterior abdominal wall nodule excision Excision of small bowel mesenteric tumour',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Supracolic omentectomy Excision of lesion from small bowel serosa Excision of lesions on colon Pelvic peritoneal stripping Appendicectomy',
'Laparotomy Total abdominal hysterectomy Bilateral salpingo-oophorectomy Total colectomy Supracolic omentectomy Pelvic peritoneal stripping Excision of dome of bladder, Repair of intra-operative bladder injury Transverse colectomy and ileostomy',
'Laparotomy Total abdominal hysterectomy Right salpingo-oophorectomy Pelvic peritoneal stripping Appendicectomy Supracolic Omentectomy Excision of port site lesion Bilateral pelvic lymph node sampling Para-aortic lymph node sampling',
'Laparotomy & left SO & Omentectomy',
'Laparotomy TAH BSO omentectomy',
'Laparotomy and interval cytoreductive surgery: Total hysterectomy and BSO, infra- and supra-gastric omentectomy, appendicectomy, excision of right para-rectal peritoneal disease, excision of enlarged right and left pelvic nodes, ascitic fluid for cytology.',
'Laparotomy debulking, modified radical hysterectomy bilateral salpingo-oophorectomy with enbloc low anterior resection',
'Laparotomy imprint cytology (malignant high grade adenocarcinoma non mucinous) bilateral salpingo-oophorectomy, infracolic omentectomy, bilateral pelvic node dissection adhesiolysis, ureterolysis and washings',
'Laparotomy omentectomy division of adhesions',
'Laparotomy, BSO, Appendicectomy, Supracolic Omentectomy, Bilateral ureterolysis, High anterior resection, Small bowel resection and anastomosis, Excision of nodules from peritoneum, Mobilisation of the liver, Diaphragm Stripping, Radical Hysterectomy',
'Laparotomy, BSO, Omental biopsy, Appendicectomy, Adhesiolysis, Peritoneal washings',
'Laparotomy, BSO, Supracolic Omentectomy, Bilateral ureterolysis, Adhesiolysis, High anterior resection, Cystoscopy, Excision of nodules from peritoneum, Drainage of ascites, excsion of lesion of bladder peritoneum',
'Laparotomy, BSO, Supracolic Omentectomy, Excision of tumour plaque from diaphragm, Excision of nodules from peritoneum, Pelvic peritoneal stripping, Para-aortic LN Sampling, Bilateral pelvic lymph node sampling, Excision of port site lesion',
'Laparotomy, Left salpingo oophorectomy, Omental biopsy, Appendicectomy, Peritoneal washings',
'Laparotomy, Modified radical hysterectomy, BSO, Left Pelvic LN Sampling, Para-aortic LN Sampling, Appendicectomy, Supracolic Omentectomy, Pelvic peritoneal stripping',
'Laparotomy, Modified radical hysterectomy, BSO, Supracolic Omentectomy, Appendicectomy, biopsies, Peritoneal Biopsy, Removal of plaque from liver',
'Laparotomy, Modified radical hysterectomy, BSO, Supracolic Omentectomy, Appendicectomy',
'Laparotomy, Radical Hysterectomy, BSO, Supracolic Omentectomy, Appendicectomy, Excision of lesion from small bowel serosa, Excision of lesions on colon, Drainage of ascites, Bilateral ureterolysis',
'Laparotomy, TAH, BSO, Appendicectomy, Omental biopsy, Drainage of ascites',
'Laparotomy, TAH, BSO, Appendicectomy, Supracolic Omentectomy, High anterior resection, Plasmajet ablation of diaphragmatic disease, Peritoneal Biopsy',
'Laparotomy, TAH, BSO, Infracolic omentectomy, Appendicectomy, Peritoneal washings, Insertion of right ureteric stent., biopsies',
'Laparotomy, TAH, BSO, Infracolic omentectomy, Peritoneal washings, Left Pelvic LN Dissection',
'Laparotomy, TAH, BSO, Omental biopsy, Appendicectomy, Peritoneal washings',
'Laparotomy, TAH, BSO, Peritoneal washings',
'Laparotomy, TAH, BSO, Peritoneal washings, Infracolic omentectomy',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, Bilateral Pelvic LN Dissection, Peritoneal washings',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, Excision of nodules from peritoneum, Wedge resection from large bowel',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, Peritoneal washings, Left Pelvic Lymph Node sampling, Para-aortic LN Dissection',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, biopsies, Drainage of ascites, Plasma jet ablation and excision of nodules on small bowel mesentery, Plasmajet ablation of peritoneal disease',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Bilateral ureterolysis',
'Laparotomy, TAH, BSO, Infracolic omentectomy, Appendicectomy, Peritoneal washings',
'Laparotomy, Total abdominal hysterectomy Bilateral salpingo-oophorectomy, Infracolic omentectomy, Appendicectomy, Peritoneal washings',
'Laparotomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Infracolic omentectomy, Appendicectomy, Peritoneal washings',
'Laparotomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Peritoneal washings, Infracolic omentectomy, Appendicectomy',
'Laparotomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Supracolic Omentectomy, Right diaphragmatic stripping, Appendicectomy, Right hemicolectomy, High anterior resection, Pelvic peritoneal stripping, Excsion of lesion of bladder peritoneum, Excision of mass in the right para-colic gutter, Excision of tumour in left paracolic gutter',
'Laparotomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Supracolic Omentectomy, Total Cholecystectomy, Bilateral ureterolysis, Appendicectomy',
'Laparotomy, TAH, BSO, Appendicectomy, Omental biopsy, Left Pelvic Lymph Node sampling, Peritoneal washings',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, Left Pelvic Lymph Node sampling, Para-aortic LN Sampling, Peritoneal washings',
'Laparotomy, Total abdominal hysterectomy Bilateral salpingo-oophorectomy Supracolic Omentectomy Appendicectomy Bilateral Pelvic LN Dissection Para-aortic LN Dissection',
'Laparotomy, BSO (excision of right ovarian mass), extensive adhesiolysis, re-closure of vaginal vault and repair of bladder dome defect. Infragastric omentectomy, appendicectomy and bilateral pelvic node sampling. Ascitic fluid for cytology. Post closure cystoscopy and evacuation of clot.',
'Laparotomy, BSO, Supracolic Omentectomy, Appendicectomy',
'Laparotomy, Right Ovarian Cystectomy, Left Ovarian Cystectomy, Peritoneal washings',
'Laparotomy, TAH, BSO, Infracolic Omentectomy',
'Laparotomy, THA and BSO, excision of pelvic peritoneal disease deposit, nodule from sigmoid mesentery, nodule from jejunal mesenteric surface, full thickness resection of right hemi-diaphragm, excision of bulky paracardiac and para-aortic lymph nodes, infracolic omentectomy and peritoneal fluid for cytology.',
"Laparotomy, adhesiolysis, tumour biopsy and then 'open & close' ie no resection possible",
'Laparotomy, debulking of tumor, HIPEC, omentectomy',
'Laparotomy, en block total abdominal retrograde hysterectomy, bilateral salpingo-oophorectomy and rectosigmoid colectomy with formation of end colostomy, infracolic omentectomy, FS: MALIGNANT, excision of enlarged pelvic & para-aortic nodes, excision of deposits from caecum, adhesiolysis, ureterolysis & washings for cytology.',
'Laparotomy, interval debulking surgery, total abdominal hysterectomy, bilateral salpingoophorectomy, pelvic peritonectomy, supra and infra-gastric omentectomy, excision of disease from right hemidiaphragm, transverse, splenic flexure descending and sigmoid colon, appendicectomy, excision disease medial to porta hepatis, oversewing of serosal defects in transverse colon, oversewing of small defect in left hemidiaphragm',
'Laparotomy, resection of omental cake, adhesiolysis',
'Laparotomy, total abdominal hysterectomy, bilateral salpingo-oophoretomy, FS: MALIGNANT, bilateral pelvic node dissection, para-aortic node sampling, infracolic omentectomy, ureterolysis, adhesiolysis & washings, COMPLETE CR',
'Laparotomy, total abdominal retrograde hysterectomy, bilateral salpingo-oophorectomy, infragastric omentectomy, FS: MALIGNANT, excision of deposits from right paracolic gutter, excision of enlarged para-aortic nodes, excision of tumour deposit from caecum & rectum, adhesiolysis, ureterolysis & washings for cytology. COMPLLETE CR',
'Laparotomy: peritoneal carcinomatosis. Yeyunostomy.',
'Lapartotomy, Total abdominal hysterectomy, BSO, bilateral pelvic and para-aortic node dissection, infracolic node dissection, excision of sigmoid colon and formation of loop colostomy. Adhesiolysis, ureterolysis washings for cytology',
'Laporotomy for omentectomy, excision of diaphragmatic lesion and salpingo-oopherectomy',
'Laprascopic LSO, Right ovarian biopsy, peritoneal washing, omental biopsy',
'Left inguinal Orchidectomy',
'Left ovarian mass excision FS and proceed TAH &RSO &Supracolic omentectomy &peritoneal biopsies',
'Left salpingo oophorectomy, Appendicectomy, Omental biopsy, Peritoneal washings',
'Left salpingo oophorectomy, Appendicectomy, Peritoneal washings, Infracolic omentectomy, Left Pelvic Lymph Node sampling, Para-aortic LN Sampling, Adhesiolysis',
'Liver resection - Resection of segments 2,3 and 6',
'Local excision',
'MIDLINE LAPAROTOMY, EN-BLOC TOTAL ABDOMINAL HYSTERECTOMY, BILATERAL SALPINGO-OOPHORECTOMY WITH RECTO-SIGMOID AND LEFT PELVIC WALL TUMOUR. FURTHER EXCISION OF PELVIC WALL TUMOUR WITH ADDITIONAL RESECTION MARGINS (POSTERIOR LEER PROCEDURE). PLASMAJET TO PELVIC SIDEWALL TUMOUR SITE AND LIGACLIPS TO MARK TUMOUR SITE. FORMATION OF COLOSTOMY FROM DESCENDING COLON AT SIGMOID. OMENTOPLASTY TO PELVIS. LEFT INGUINAL GROIN NODE DISSECTION',
'Mass excision from the omentum minus and liver',
'Midline incision, total abdominal hysterectomy, bilateral salpingo-oophorectomy, supracolic omentectomy and pelvic lymph node sampling and biopsy of nodule in surface of rectum',
'Minimally invasive surgery (Laparoscopic) right salpingo-oophorectomy & peritoneal biopsies & Peritoneal cytlogy/washes & Omentectomy',
'Minimally invasive surgery (Laparoscopic) total hysterectomy, bilateral salpingo-oophorectomy , sentinel lymph node dissection (Indocyanine green)',
'Minimally invasive surgery (Laparoscopic) total hysterectomy, bilateral salpingo-oophorectomy , sentinel lymph node dissection (Indocyanine green) and omentectomy.',
'Minimally invasive surgery (Laparoscopic) total hysterectomy, bilateral salpingo-oophorectomy , sentinel lymph node dissection (Indocyanine green) and pelvic lymphadenectomy',
'Minimally invasive surgery (Laparoscopic) total hysterectomy, bilateral salpingo-oophorectomy , sentinel lymph node dissection (Indocyanine green).',
'Minimally invasive surgery (Laparoscopic) total hysterectomy, bilateral salpingo-oophorectomy and sentinel lymph node dissection (Indocyanine green)',
'Minimally invasive surgery (Laparoscopic) total hysterectomy, bilateral salpingo-oophorectomy , sentinel lymph node dissection (Indocyanine green)',
'Minimally-invasive hysterectomy, bilateral salpingo-oophorectomy (BSO), and lymphadenectomy.',
'Modified radical hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Pouch of Douglas biopsy, Peritoneal Biopsy, Sigmoid colon Biopsy',
'Open and close laparotomy',
'Open left salpingo-oopherectomy, right ovarian wedge resection, infragastric omentectomy, and appendicectomy',
'Open para-aortic nodal debulking of nodal recurrence',
'Ovarian Cytoreductive Surgery',
'PRIMARY OVARIAN DEBULKING, EXTRA-FASCIAL TOTAL ABDOMINAL HYSTERECTOMY, BILATERAL SALPINGO-OOPHORECTOMY, EN-BLOC WITH PELVIC PERITONEUM. RECTAL RECONSTRUCTION AND INFRA- AND SUPRA-COLIC OMENTECTOMY.',
'Partial Colectomy',
'Partial penectomy with urethral centralisation and split thickness skin graft.',
'Pelvic excenteration including APE, cystectomy, ureteroenterocutaneostomi, appendectomy, and omentectomy. The patient has previously undergone hysterectomy.',
'Peritoneal cavity washout',
'Port catheter explantation and wound debridement. Interval cytoreductive ovarian debulking, with en bloc resection of uterus and pelvic peritoneum, paracolic peritoneal stripping, infragastric omentectomy, appendicectomy, and resection of falciform ligament.',
'Primary Debulking surgery',
'Primary debulking surgery',
'Primary debulking surgery, intestine resection , side to side anastomosis',
'Procedures performed via an extended midline laparotomy: 1.\tExtensive adhesiolysis 2.\tFull liver mobilisation 3.\tFull right hemidiaphragmatic peritonectomy & full thickness right hemidiaphragmatic resection. 4.\tRight paracolic gutter peritonectomy 5.\tCholecystectomy 6.\tResection of lymph nodes from the porta hepatis 7.\tResection of peritoneum from the right kidney area 8.\tTotal omentectomy 9.\tResection of lesser omentum 10.\tResection of peritoneum from the left para colic gutter 11.\tNon-segmental liver resection, segments 5 and 6',
"Q0710\tRadical hysterectomy and lymphadenectomy (Wertheim's)",
"Q0710 Radical hysterectomy and lymphadenectomy (Wertheim's)",
'Q0740\tTotal abdominal hysterectomy (&/- oophorectomy)',
'Q0740\tTotal abdominal hysterectomy (&/- oophorectomy) T3600\tOperations on omentum',
'Q0740\tTotal abdominal hysterectomy (&/- oophorectomy) T3600\tOperations on omentum H3400\tOpen excision of lesion of rectum and colon',
'Q0740 Total abdominal hysterectomy (&/- oophorectomy)',
'Q0740 Total abdominal hysterectomy (&/- oophorectomy) T3600 Operations on omentum',
'Q10.3 Dilation of cervix uteri and curettage of uterus NEC',
'Q2230\tOophorectomy and salpingectomy (as sole procedure) (including bilateral)',
'RADICAL POSTERIOR VULVECTOMY',
'RADICAL VULVECTOMY, VAGINECTOMY and CLITOROIDECTOMY LEFT SIDED PERINEAL ROTATION FLAP and SQUARE PEG in ROUNDHOLE FLAP for VULVAL RECONSTRUCTION',
'Radical Hysterectomy Pelvic and para-aortic lymphadenectomy',
'Radical Hysterectomy (Type B Querleu-Morrow Classification) & Radical Omentectomy & Pelvic Lymphadenectomy',
'Radical Hysterectomy, BSO, Bilateral Pelvic LN Dissection',
'Radical Hysterectomy, BSO, Insertion of right ureteric stent., Insertion of left ureteric stent',
'Radical Hysterectomy, Bilateral salpingectomy, Bilateral Pelvic LN Dissection, Laparoscopic Adhesiolysis',
'Radical Laparoscopic Hysterectomy',
'Radical Trachelectomy',
'Radical Trachylectomy (Type B Querleu-Morrow Classification)',
'Radical abdominal hysterectomy, bilateral salpingo-oophorectomy, and pelvic lymphadenectomy',
'Radical anterior vulvectomy',
'Radical anterior vulvectomy, Keystone Bilateral V-Y flap reconstruction',
'Radical hysterectomy',
'Radical hysterectomy Bilateral salpingectomy',
'Radical hysterectomy Pelvic and para-aortic lymphadenectomy',
'Radical hysterectomy with bilateral pelvic lymphadenectomy',
'Radical hysterectomy with pelvic lymphadenectomy',
'Radical hysterectomy, bilateral salpingectomy, sentinel node biopsy',
'Radical hysterectomy, bilateral salpingo-oophorectomy with pelvic lymph node dissection',
'Radical laparoscopic hysterectomy',
'Radical trachelectomy',
'Radical trachelectomy Insertion of cervical cerclage',
'Radical vulvectomy Bilateral inguinofemoral lymphadenectomy',
'Radical vulvectomy (including block dissection of inguinal gland) CMO 1 MAJOR& 2',
'Restaging laparotomy',
'Right salpingo-oophorectomy, omentectomy, appendicectomy',
'Robot-assisted laparoscopic modified radical hysterectomy',
'Robotic TAH&BSO',
'Robotic total abdominal hysterectomy with a bilateral salpingo-oophorectomy',
'Robotic total abdominal hysterectomy with bilateral salpingo-oophorectomy',
'Robotic-assisted total hysterectomy and bilateral salpingectomy-oophorectomy',
'Rt ovarian mass excision Fs and proceed to Primary Cyto reductive surgery(TAH& BSO& BPLND&Infra colic omentectomy &Multiple peritoneal biopsies & Para aortic node sampling and wash cytology)',
'Salvage surgery in the form of: Resection of recurrence en block with partial cystectomy, sigmoidectomy with primary anastomosis',
'Secondary Cytoreduction [Large bowel resection (right colon) & small bowel resection & omentectomy & resection of large bowel implant]',
'Secondary Debulking surgery( Peritonectomy )',
'Secondary debulking',
'Secondary debulking surgery for recurrence ovarian clear cell carcinoma intrapelvic area.',
'Staging laparotomy & TAH & BSO & Omentectomy',
'Staging laparotomy & total hysterectomy & right parametrectomy & wedge cystectomy (bladder) & bilateral salpingo-oophorectomy & omentectomy & pelvic and para aortic lymph node sampling & excision of disease from surface of sigmoid colon',
'Staging laparotomy procceded TAH & BSO with Ometectomy',
'Staging laparotomy with bilateral salpingo-oophorectomy & omentectomy & appendicectomy & pelvic and para aortic lymph node sampling',
'Sub-total Amputation of Penis and scrotal urethrostomy',
'T30.9 Laparotomy (exploratory) H02.9 Appendicetomy unspecified T36.1 Supracolic omentectomy - complete',
'T30.9 Laparotomy (exploratory) Multiple Biopsies',
'T30.9 Laparotomy (exploratory)- open and close Q47.2 Division of ovary adhesions-open',
'T855 Inguinal lymph nodes clearance Z94.1 Bilateral',
'TAH & BSO & Para aortic nodal dissection',
'TAH BSO pelvic lymph nodes sampling omental biopsy',
'TAH&BSO',
'TAH&_BSO &BPLND',
'TAH, BSO, Peritoneal washings, Omental biopsy',
'TAH, BSO AND WASHINGS',
'TAH, BSO and washings',
'TAH, BSO, OMENTECTOMY, EXCISION OF DISEASE FROM SIGMOID & RIGHT HEMI DIAPHGRAM',
'TAH, BSO, Omentectomy, peritonectomy',
'TAH, BSO, Supracolic Omentectomy, Widespread Peritoneal Stripping, Pelvic peritoneal stripping, excision of small bowel mesenteric tumour, Anterior abdominal wall nodule excision, Right diaphragmatic stripping, Plasmajet ablation of diaphragmatic disease',
'TLH & BSO',
'TLH BSO',
'TLH with LSO (Completion Surgery)',
'TLH&BSO',
'TLH&BSO&lymph node dissection&omental biopsy',
'TLH, BCO, WASHINGS',
'TLH, BSO AND WASHINGS',
'TLH, BSO and washings',
'TLH, BSO, ICG Sentinal Nodes, Omental biopsy, adhesiolysis',
'TLH, BSO, WASHINGS',
'TOTAL HYSTERECTOMY WITH BILATERAL ADNEXECTOMY AND ABLATION OF THE BILATERAL PELVIC SENTINEL NODE',
'Total Abdomen Hysterectomy with bilateral salpingooophorectomy with Omentectomy and excision of involved peritoneum and Retroperitoneal Lymph node dissection',
'Total Abdominal Hysterectomy and bilateral Salpingo-oophorectomy and Pelvic and Paraaortic Lymphadenectomy',
'Total Abdominal hysterectomy cum adnexis',
'Total Hysterectomy & bilateral salpingo oophorectomy & infracolic omentectomy',
'Total Hysterectomy, bilateral pelvic and paraaortic lymph node dissection',
'Total Laparoscopic Hysterectomy',
'Total Laparoscopic Hysterectomy & Bilateral salpingectomy',
'Total Modified Radical Hysterectomy Pelvic Node Dissection',
'Total abdo hysterectomy and BSO (laparascopic)',
'Total abdominal hysterectomy',
'Total abdominal hysterectomy Bilateral salpino-oophorectomy Peritoneal washings Biopsy of vaginal lesion',
'Total abdominal hysterectomy and bilateral salpingo oophorectomy, frozen section, excision of sigmoid nodule, pelvic peritoneal nodule, infragastric omentectomy, appendectomy, pelvic lymphadenectomy, para caval node excision, rigid cystoscopy, right ureteric T6 catherisation',
'Total abdominal hysterectomy and bilateral salpingo-oopherectomy with en bloc peritonectomy',
'Total abdominal hysterectomy and bilateral salpingo-oophorectomy',
'Total abdominal hysterectomy and bilateral salpingoophrectomy',
'Total abdominal hysterectomy with bilateral salpingo-oophorectomy, pelvic and para-aortic lymphadenectomy',
'Total abdominal hysterectomy with bilateral sapling-oophorectomy. Biopsy of omentum.',
'Total abdominal hysterectomy with bilaterla salpingo-oophorectomy, pelvic and para-aoaritc lymphadenectomy, omentectomy, multiple peritoneal biopsies',
'Total abdominal hysterectomy with salpingo-oophorectomy, pelvic and para-aortic lymphadenectomy',
'Total abdominal hysterectomy, bilateral salpinghoophorectomy, radical omentectomy, splenectomy, sigma-peritonectomy and pelvic peritonectomy.',
'Total abdominal hysterectomy, bilateral salpingo-oophorectomy, and infra-colic omentectomy',
'Total abdominal hysterectomy, bilateral salpingo-oophorectomy, and omentectomy',
'Total abdominal hysterectomy, bilateral salpingo-oophorectomy, and pelvic lymphadenectomy',
'Total abdominal hysterectomy, bilateral salpingo-oophorectomy, infra and supracolic omentectomy, and left partial nephrectomy',
'Total abdominal hysterectomy, bilateral salpingo-oophorectomy, omental biopsy, and pelvic lymphadenectomy',
'Total hysterectomy',
'Total hysterectomy & bilateral salpingo oophorectomy & pelvic & paraaortic lymphadenectomy & radical omentectomy & doudle J stent placement',
'Total hysterectomy & bilateral salpingo oophorectomy & radical omentectomy & peritonectomy of paracolic gutters, abdominal wall & douglasectomy',
'Total hysterectomy , bilateral adnexectomy, pelvic and paraaortic lymph node dissection, omentectomy',
'Total hysterectomy bilateral salpingoophorectomy, bilateral pelvic lymph node dissection',
'Total hysterectomy with adnexa, bilateral pelvic and paraaortic lymph node dissection, omentectomy',
'Total hysterectomy with adnexes, bilatretal selective pelvic lymph node dissection',
'Total hysterectomy, bilateral pelvic and paraaortic lymph node dissection, omentectomy',
'Total hysterectomy, bilateral pelvic and paraortic lymph node dissection, omentectomy',
'Total hysterectomy, double adnexectomy, pelvic lymphadenectomy minimally invasive',
'Total laparoscopic Hysterectomy & BSO',
'Total laparoscopic hysterectomy',
'Total laparoscopic hysterectomy BSO',
'Total laparoscopic hysterectomy BSO Bilateral pelvic lymph node sampling Omental biopsy Peritoneal washings',
'Total laparoscopic hysterectomy BSO Bilateral pelvic lymph node sampling Peritoneal washings',
'Total laparoscopic hysterectomy BSO Right sentinel node assessment of pelvis Left pelvic lymph node sampling Para-aortic sentinel node assessment',
'Total laparoscopic hysterectomy Bilateral Salpingo-oophorectomy Bilateral pelvic lymph node sampling Para-aortic lymph node sampling Peritoneal washings',
'Total laparoscopic hysterectomy Bilateral pelvic lymph node sampling Bilateral Salpingectomy',
'Total laparoscopic hysterectomy Bilateral salpingo-oophorectomy Bilateral pelvic lymph node sampling Peritoneal washings Adhesiolysis',
'Total laparoscopic hysterectomy Bilateral salpingo-oophorectomy Supracolic omentectomy Laparoscopic adhesiolysis',
'Total laparoscopic hysterectomy Peritoneal washings',
'Total laparoscopic hysterectomy Supracolic omentectomy Bilateral pelvic lymph node sampling Para-aortic lymph node dissection Peritoneal biopsy Peritoneal washings',
'Total laparoscopic hysterectomy and BSO and repair of para-umblical hernia',
'Total laparoscopic hysterectomy and bilateral salpingo-oophorectomy',
'Total laparoscopic hysterectomy bilateral salpingoophorectomy',
'Total laparoscopic hysterectomy with bilateral salpingo-oophorectomy, laparoscopic pelvic lymphadenectomy',
'Total laparoscopic hysterectomy, BSO, Bilateral pelvic lymph node sampling, Peritoneal washings, Adhesiolysis',
'Total laparoscopic hysterectomy, BSO, Bilateral pelvic sentinel node assessment, Omental biopsy, Peritoneal washings, Mini-laparotomy',
'Total laparoscopic hysterectomy, BSO, Bilateral pelvic sentinel node assessment, Para-aortic sentinel node assessment, Omental biopsy, Peritoneal washings',
'Total laparoscopic hysterectomy, BSO, Bilateral pelvic sentinel node assessment, Peritoneal washings',
'Total laparoscopic hysterectomy, BSO, Peritoneal washings',
'Total laparoscopic hysterectomy, BSO, Peritoneal washings, Adhesiolysis, Biopsy of Vaginal Lesion',
'Total laparoscopic hysterectomy, BSO, Peritoneal washings, Bilateral pelvic lymph node sampling, Omental biopsy',
'Total laparoscopic hysterectomy, BSO, Peritoneal washings, Mini-laparotomy',
'Total laparoscopic hysterectomy, BSO, Peritoneal washings, Omental biopsy',
'Total laparoscopic hysterectomy, BSO, Peritoneal washings, Omental biopsy, Bilateral pelvic sentinel node assessment, Mini-laparotomy',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Left sentinel node assessment of pelvis, Right sentinel node assessment of pelvis, Peritoneal washings',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Peritoneal washings',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Omental biopsy, Peritoneal washings, Para-aortic LN Sampling',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Bilateral pelvic lymph node sampling, Omental biopsy, Laparoscopic Adhesiolysis',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Bilateral pelvic lymph node sampling, Peritoneal washings',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Para-aortic sentinel node assessment, Para-aortic LN Sampling, Bilateral pelvic lymph node sampling, Peritoneal washings, Omental biopsy',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Peritoneal washings',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Left Pelvic Lymph Node sampling, Peritoneal washings',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Mini-laparotomy, Adhesiolysis',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Peritoneal washings',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Para-aortic LN Sampling, Peritoneal washings',
'Total laparoscopic hysterectomy, Laparoscopic left salpingo-oophorectomy, Peritoneal washings, biopsies, Laparoscopic Adhesiolysis',
'Total laparoscopic hysterectomy, Peritoneal washings',
'Total laparoscopic hysterectomy, Right salpingo-oophorectomy, Peritoneal washings',
'Total laparoscopic hysterectomy, Supracolic Omentectomy, biopsies, Biospy of diaphrgmatic lesion, Excision of sigmoid epiploicae, Excision of lesion on caecum',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, ICG for sentinel nodes, infracolic omentectomy, washings for cytology, adhesiolysis',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, ICG for sentinel nodes, left pelvic node dissection, excision of right pelvic nodal mass, omental biopsy, adhesiolysis, washings for cytology.',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, ICG for sentinel nodes, omental biopsy, washings for cytology, adhesiolysis',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, and repair of vaginal tear',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, bilateral pelvic & pre sacral sentinel node dissection, omental biopsy, washings for cytology, adhesiolysis.',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, bilateral pelvic node sampling , omental biopsy & washings for cytology, Pfannenstiel incision to remove specimen.',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, omental biopsy, and right pelvic lymph node sampling',
'Total laparoscopic hysterectomy, bilateral salpingo-oophorectomy, omentectomy, and pelvic lymphadenectomy',
'Total laparoscopis hysterectomy with bilateral adnexectomy&sentinel lymph node biopsy',
'Total mesometrial resection (TMMR )',
'Total omentectomy',
'Total radical hysterectomy & bilateral salpingo oophorectomy & radical omentectomy & systematic pelvic & paraaortic lymphadenectomy & peritonectomy of anterior abdominal wall',
'Total vulvectomy with bilateral inguinal lymphadenectomy',
'Traachelectomy',
'Trans abdominal Hysterectomy & Bilateral pelvic nodal dissection',
'Tumor resection',
'Type 3 Hysterectomy& pelvic lymph node dissection',
'Type 3 hysterectomy, pelvic para-aortic lymphadenectomy',
'Unspecified other operations on introitus of vagina',
'Vulvectomy',
'WLE & Sentinel nodes removal',
'WLE& SENTINEL LYMPH NODE REMOVAL UNILATERAL',
'Washing, total abdominal hysterectomy with bilateral salpingo-oophorectomy',
'Wide local excision of left groin',
'Wide local excision of vulval lesion',
'Xypho-pubic laparotomy: radical omentectomy. Diaphragmatic peritoneal biopsies. Adhesiolysis. Total hysterectomy. Bilateral adnexectomy. Removal of the prevesical peritoneum and the sigmo-rectum. Excision of bulky pelvic lymph nodes',
'\\TLH BSO and washings',
'anterior vulvectomy',
'bilateral lymph node dissection',
'bilateral pelvic and paraaortic lymph node dissection',
'bilateral pelvic and paraaortic lymphadenectomy and appendectomy',
'cold knife cone biopsy',
'conization',
'cytoreductive surgery',
'cytoreductive surgery : Pelvi-peritonectomy and posterior pelvectomy extended to the sigmoid, with colorectal anastomosis. Total ectectomy, Splenectomy, Appendectomy. Peritonectomies of the right diaphragmatic dome and Morrisson, peritonectomies of the right and left paritocolic gutters, peritonectomies mesenteric and mesocolic. Lumbar aortic, pelvic and inter-aortico-caval lymphadenopathy retro hepatic.',
'cytoreductive surgery for ovarian cancer',
'cytoreductive surgery for ovarian cancer (hysterectomy, adnexectomie, peritoneumectomie, resection of the rectum)',
'cytoreductive surgery in ovarian cancer',
'diagnostic laparatomy and biopsy',
'evaluation under anesthesia hysteroscopic biopsy laparoscopic adhesiolysis',
'exam under anesthesia, smit sleeve placement',
'excision of lower abdominal lesion (uterine carcinosarcoma)',
'excisions from omentum and retroperitoneal tumour',
'exploration laparotomy with adhesiolysis and total abdominal hysterectomy with BSO',
'explorative laparotomy',
'exploratory laparotomy and adhesiolysis',
'hysterectomy, bilateral adnexectomy, appendectomy, omentectomy',
'hysterectomy, bilateral adnexectomy, omentectomy, appendectomy',
'laparoscopic hysterectomy',
'laparoscopic hysterectomy with unilateral left salpingo-oophorectomy and send for histopathology.',
'laparoscopic modified radical hysterectomy',
'laparoscopic total hysterectomy with bilateral salpingectomy and laparoscopic bilateral oophorectomy',
'laparotomy TAH BSO omentectomy',
'laparotomy, resection of pelvic tumour',
'laparotomy,radical hysterectomy, bilateral salpingectomy, BPND with IGN SLN mapping, termination of insitu pregnancy',
'lymph node dissection lombo aortic',
'minilaparotomy converted to laparotomy retrograde hysterectomy with bilateral salpingo oophorectomy',
'modified radical hysterectomy with bilateral salpingo-oopherectomy',
'myomectomy',
nan,
'ovary rutine',
'patient already had a colostomy from previous inflammatory bowel problem. Now had endometrial cancer diagnosis and a mass in rectal stump. Had TAH/BSO and resection of the rectal mass.',
'radical Trachelectomy and total colpectomy for primary vaginal melanoma',
'radical abdominal hysterectomy with bilateral salpingo-opherectomy and infracolic omentectomy',
'radical anterior hemivulvectomy',
'radical hysterectomy',
'radical hysterectomy and pelvic lymphadenectomy',
'radical hysterectomy with pelvic lymphadenectomy',
'radical hysterectomy, bilateral lymphadenectomy',
'radical hysterectomy, bilateral salpingectomy, bilateral pelvic lymph node dissection (ovaries conserved)',
'radical hysterectomy, lymphnodedissection',
'recurrence tumor resection',
'robotic total hysterectomy, bilateral salpingo-oophorectomy, sentinel lymph node biopsy , cystoscopy',
'robotic total hysterectomy, bilateral salpingo-oophorectomy, sentinel lymph node excision, cystoscopy',
'secondary optimal cytoreduction',
'simple laparoscopic hysterectomy',
'staging laparotomy tah bso',
'total abdominal hysterectomy , bilateral salpingectomy and lymph nodes sampling.',
'total abdominal hysterectomy and bilateral salpingo oohorectomy',
'total abdominal hysterectomy and unilateral oophorectomy laparotomy',
'total abdominal hysterectomy with a bilateral salpingo-oophorectomy',
'total abdominal hysterectomy with bilateral salpingo-oophorectomy',
'total abdominal hysterectomy with bilateral salpingo-oophorectomy.',
'total abdominal hysterectomy& bilateral salphingooophorectomy& omentectomy& pelvic paraaortic lymph node dissection',
'total abdominal hysterectomy& bilateral salpingooopherectomy&omentectomy&pelvic and paraaortic Lymph node dissection',
'total abdominal hysterectomy& omentectomy& pelvic and paraaortic lymph node dissection',
'total abdominal hysterectomy, unilateral oophorectomy and unilateral salpingectomy',
'total hysterectomy & bilateral salpingoophorectomy & partial colpectomy',
'total hysterectomy & bilateral salpingoophorectomy & pelvic lymph node biopsies',
'total hysterectomy & bilateral salpingoophorectomy & pelvic lymphadenectomy & infracolic omentectomy',
'total hysterectomy, bilateral annexectomy, adhesion lysis',
'total hysterectomy, bilateral salpingo-oophorectomy',
'total laparoscopic hysterectomy and bilateral salpingoopherectomy',
'total laparoscopic hysterectomy bilateral salpingo-oophorectomy',
'total laparoscopic hysterectomy with bilateral salpingo oophorectomy',
'total robotic hysterectomy, bilateral salpingo-oophorectomy, bilateral pelvic lymph node dissection',
'vulvectomy',
'wide local excision of tongue and primary closure',
'wide local excision of vulva'}
Next printing how is variable 'reason_emsurg_other_2' related to content of variable 'cancer_operation' for patients that have available both.
In [43]:
dataCheckFreetext = dataToAnalyse[['reason_emsurg_other_2','cancer_operation']]
#dataCheckFreetext
In [44]:
#dataCheckFreetext[dataCheckFreetext['reason_emsurg_other_2'].isnull()]
In [45]:
pd.set_option("display.max_rows", None, "display.max_columns", None)
dataCheckFreetext[~dataCheckFreetext['reason_emsurg_other_2'].isnull()]
Out[45]:
| reason_emsurg_other_2 | cancer_operation | |
|---|---|---|
| 81 | Laporotomy for omentectomy, excision of diaphr... | T361 Omentectomy |
| 83 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 84 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 85 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 88 | Anterior hemivulvectomy | P051 Simple Vulvectomy |
| 91 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 92 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 93 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 94 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 95 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 96 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 120 | Cytoreductive surgery | T419 Unspecified other open operations on peri... |
| 121 | Cytoreductive surgery | T419 Unspecified other open operations on peri... |
| 123 | Radical Trachelectomy | Q018 Other Specified Excision Of Cervix Uteri |
| 129 | Radical Trachelectomy | Q018 Other Specified Excision Of Cervix Uteri |
| 134 | Traachelectomy | Q018 Other Specified Excision Of Cervix Uteri |
| 160 | Radical trachelectomy | Q018 Other Specified Excision Of Cervix Uteri |
| 215 | Laparoscopic total abdominal hysterectomy and ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 224 | Local excision | T962 Excision Of Lesion Of Soft Tissue |
| 231 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 232 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 233 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 236 | Peritoneal cavity washout | Y502 Laparotomy Approach |
| 238 | laparoscopic hysterectomy | Q077 Total Abdominal Hysterectomy |
| 269 | T855 Inguinal lymph nodes clearance Z94.1 Bil... | T855 Inguinal lymph nodes clearance |
| 476 | Excision urinary meatus & lymph node dissectio... | T962 Excision Of Lesion Of Soft Tissue |
| 477 | lymph node dissection lombo aortic | T868 Other Specified Sampling Of Lymph Nodes |
| 542 | T30.9 Laparotomy (exploratory) H02.9 Appendic... | T309 Laparotomy (Exploratory) |
| 544 | T30.9 Laparotomy (exploratory) Multiple Biopsies | T309 Laparotomy (Exploratory) |
| 608 | total laparoscopic hysterectomy and bilateral ... | Q079 Total Abdominal Hysterectomy |
| 613 | excision of lower abdominal lesion (uterine ca... | Q080 Total Abdominal Hysterectomy |
| 615 | total robotic hysterectomy, bilateral salpingo... | Q081 Total Abdominal Hysterectomy |
| 616 | radical hysterectomy, bilateral salpingectomy,... | Q082 Total Abdominal Hysterectomy |
| 617 | laparotomy TAH BSO omentectomy | Q083 Total Abdominal Hysterectomy |
| 618 | Laparotomy omentectomy division of adhesions | T361 Omentectomy |
| 620 | Total laparoscopic hysterectomy and BSO and re... | Q084 Total Abdominal Hysterectomy |
| 622 | Unspecified other operations on introitus of v... | P159 Unspecified Other Operations On Introitus... |
| 624 | Radical vulvectomy (including block dissection... | P058 Radical Vulvectomy (Including Block Disse... |
| 631 | Laparotomy TAH BSO omentectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 632 | Total abdominal hysterectomy | Q085 Total Abdominal Hysterectomy |
| 633 | Total abdominal hysterectomy | Q086 Total Abdominal Hysterectomy |
| 634 | Total abdominal hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 635 | Total abdominal hysterectomy | Q085 Total Abdominal Hysterectomy |
| 636 | Total abdominal hysterectomy | Q086 Total Abdominal Hysterectomy |
| 637 | Total abdominal hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 638 | staging laparotomy tah bso | Q087 Total Abdominal Hysterectomy |
| 639 | Total abdo hysterectomy and BSO (laparascopic) | Q088 Total Abdominal Hysterectomy |
| 749 | total abdominal hysterectomy& omentectomy& pel... | Q089 Total Abdominal Hysterectomy |
| 750 | total abdominal hysterectomy& omentectomy& pel... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 752 | total abdominal hysterectomy& bilateral salphi... | Q074 Total Abdominal Hysterectomy |
| 753 | total abdominal hysterectomy& bilateral salphi... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 757 | total abdominal hysterectomy& bilateral salpin... | Q074 Total Abdominal Hysterectomy |
| 758 | total abdominal hysterectomy& bilateral salpin... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 759 | Type 3 Hysterectomy& pelvic lymph node dissection | Q074 Total Abdominal Hysterectomy |
| 760 | Type 3 Hysterectomy& pelvic lymph node dissection | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 885 | Laparotomy | Y502 Laparotomy Approach |
| 888 | Laparotomy, BSO, Supracolic Omentectomy, ... | T309 Laparotomy (Exploratory) |
| 889 | Wide local excision of vulval lesion | P051 Simple Vulvectomy |
| 890 | Laparotomy Peritoneal washings Excision of d... | T309 Laparotomy (Exploratory) |
| 895 | Total laparoscopic hysterectomy Peritoneal wa... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 899 | Radical anterior vulvectomy | P058 Radical Vulvectomy (Including Block Disse... |
| 900 | Radical hysterectomy Bilateral salpingectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 901 | Hysteroscopy | Q180 Hysteroscopy Including Biopsy/Dilatation ... |
| 905 | EUA | Y808 Other Specified General Anaesthetic |
| 906 | Laparotomy Total abdominal hysterectomy Righ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 907 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 908 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 909 | Laparoscopy proceed to laparotomy Modified ra... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 910 | Laparoscopic adhesiolysis Total laparoscopic ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 911 | Total abdominal hysterectomy Bilateral salpin... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 912 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 913 | Laparotomy RSO Excision of nodules from peri... | H105 Sigmoid Colectomy And Exteriorisation Of ... |
| 914 | Hysteroscopy Curettage | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 915 | Laparotomy TAH BSO Supracolic Omentectomy ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 916 | Total laparoscopic hysterectomy Bilateral Sal... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 917 | Total laparoscopic hysterectomy Bilateral pel... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 918 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 919 | Total laparoscopic hysterectomy BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 920 | Total laparoscopic hysterectomy Supracolic om... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 921 | Laparotomy Radical hysterectomy Bilateral Sa... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 922 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 923 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 924 | Laparotomy Total abdominal hysterectomy Appe... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 925 | Laparotomy Bilateral salpingo-oophorectomy E... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 926 | Laparotomy Modified radical hysterectomy BSO... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 927 | Laparotomy TAH BSO Infracolic omentectomy ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 928 | Laparotomy Bilateral Salpingo-oophorectomy I... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 929 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 930 | Total laparoscopic hysterectomy BSO Right se... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 931 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 932 | Diagnostic laparoscopy Peritoneal biopsy Dra... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 933 | Laparotomy Modified radical hysterectomy BSO... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 934 | Total laparoscopic hysterectomy Bilateral sal... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 935 | Total laparoscopic hysterectomy Bilateral sal... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 936 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 937 | Laparotomy Supracolic omentectomy Right pelv... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 938 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 939 | Laparotomy Total abdominal hysterectomy Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 940 | Radical trachelectomy Insertion of cervical c... | Q018 Other Specified Excision Of Cervix Uteri |
| 941 | Laparotomy Modified radical hysterectomy Bil... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 942 | Total laparoscopic hysterectomy BSO Bilatera... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 943 | EUA Cytoscopy Bilateral Pelvic lymph node di... | T8580 Block dissection of pelvic lymph nodes (... |
| 944 | EUA Cytoscopy Bilateral pelvic lymph node di... | T8580 Block dissection of pelvic lymph nodes (... |
| 945 | EUA Cytoscopy LLETZ Bilateral pelvic lymph ... | T8580 Block dissection of pelvic lymph nodes (... |
| 946 | Total laparoscopic hysterectomy BSO Bilatera... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 947 | Emergency laparotomy | Y502 Laparotomy Approach |
| 948 | Diagnostic laparoscopy, Total laparoscopic h... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 949 | Laparotomy, Total abdominal hysterectomy and... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 950 | Bilateral ovarian transposition | Q471 Transposition Of Ovary |
| 951 | Radical Hysterectomy, Bilateral salpingectom... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 952 | Laparotomy, TAH, BSO, Supracolic Omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 953 | Laparotomy, Total abdominal hysterectomy Bil... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 954 | Laparotomy, TAH, BSO, Appendicectomy, O... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 955 | Bilateral pelvic lymph node sampling, Para-a... | M025 Nephrectomy |
| 956 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 957 | TAH, BSO, Peritoneal washings, Omental b... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 958 | Total laparoscopic hysterectomy, BSO, Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 959 | Laparotomy, Right Ovarian Cystectomy, Left Ova... | T309 Laparotomy (Exploratory) |
| 960 | Laparotomy, Total abdominal hysterectomy Bi... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 961 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 962 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 963 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 964 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 965 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 966 | Total laparoscopic hysterectomy, Right salpi... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 967 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 968 | Laparotomy, Total abdominal hysterectomy and... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 969 | Laparotomy, Total abdominal hysterectomy and... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 970 | Diagnostic laparoscopy, Omental biopsy, La... | T8580 Block dissection of pelvic lymph nodes (... |
| 971 | Total laparoscopic hysterectomy, BSO, Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 972 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 973 | Laparotomy, Total abdominal hysterectomy and... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 974 | Laparotomy, TAH, BSO, Supracolic Omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 975 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 976 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 977 | Laparotomy, Modified radical hysterectomy, ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 978 | Laparotomy, TAH, BSO, Supracolic Omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 979 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 980 | Total laparoscopic hysterectomy, BSO, Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 981 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 982 | Laparotomy, Left salpingo oophorectomy, Om... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 983 | Laparotomy, TAH, BSO, Peritoneal washings | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 984 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 985 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 986 | Laparotomy, Radical Hysterectomy, BSO, S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 987 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 988 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 989 | Diagnostic laparoscopy, Peritoneal Biopsy, ... | J090 Diagnostic Laparoscopy (Including Any Bio... |
| 990 | Laparotomy, TAH, BSO, Infracolic omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 991 | Laparotomy, TAH, BSO, Supracolic Omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 992 | Laparotomy, TAH, BSO, Infracolic omentect... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 993 | Laparotomy, TAH, BSO, Infracolic omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 994 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 995 | Total laparoscopic hysterectomy, Laparoscopi... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 996 | Radical anterior vulvectomy, Keystone Bilate... | P058 Radical Vulvectomy (Including Block Disse... |
| 997 | Laparotomy, TAH, BSO, Supracolic Omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 998 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 999 | Laparotomy, TAH, BSO, Omental biopsy, ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1000 | Modified radical hysterectomy, Bilateral Sal... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1001 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1002 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1003 | Total laparoscopic hysterectomy, Peritoneal ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1004 | EUA, Cystoscopy, LLETZ, Rigid Sigmoidoscopy | Y131 Cauterisation Of Lesion Of Organ Noc |
| 1005 | Laparotomy, BSO, Supracolic Omentectomy, ... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1006 | Laparotomy, BSO, Supracolic Omentectomy, Appen... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1007 | Radical Hysterectomy, BSO, Insertion of ri... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1008 | Hysteroscopy & Curettage, Diagnostic laparos... | J090 Diagnostic Laparoscopy (Including Any Bio... |
| 1009 | Total laparoscopic hysterectomy, BSO, Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1010 | EUA, Radical Hysterectomy, BSO, Bilatera... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1011 | Laparotomy, TAH, BSO, Appendicectomy, ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1012 | Radical Hysterectomy, BSO, Bilateral Pelvi... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1013 | Left salpingo oophorectomy, Appendicectomy, ... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1014 | Left salpingo oophorectomy, Appendicectomy, ... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1015 | Total laparoscopic hysterectomy, Supracolic ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1016 | TAH, BSO, Supracolic Omentectomy, Widespread... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1017 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1018 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1019 | Total laparoscopic hysterectomy, BSO, Bila... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1020 | EUA, Cystoscopy with Biopsy, Excision of v... | Q180 Hysteroscopy Including Biopsy/Dilatation ... |
| 1021 | Laparotomy, Modified radical hysterectomy, ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1022 | Laparotomy, TAH, BSO, Supracolic Omentec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1023 | Laparotomy, TAH, BSO, Peritoneal washing... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1024 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1025 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1026 | Adhesiolysis, Bilateral Salpingo-oophorectom... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1027 | Laparotomy, Modified radical hysterectomy, ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1028 | Diagnostic laparoscopy, Pelvic mass biopsy, ... | J090 Diagnostic Laparoscopy (Including Any Bio... |
| 1029 | Laparotomy, BSO, Appendicectomy, Supraco... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1030 | Laparoscopic Adhesiolysis, Total laparoscopi... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1031 | Diagnostic laparoscopy, Total laparoscopic h... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1032 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1033 | Laparoscopic Bilateral Salpingo-Oophorectomy, ... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1034 | Laparoscopic Bilateral Salpingo-Oophorectomy, ... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1035 | Laparotomy, TAH, BSO, Supracolic Omentect... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1036 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1037 | Total laparoscopic hysterectomy, Bilateral S... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1038 | Laparotomy, TAH, BSO, Appendicectomy, ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1039 | Total laparoscopic hysterectomy, BSO, Peri... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1040 | Laparotomy, BSO, Omental biopsy, Appendi... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1041 | Cytoscopy, LLETZ, Bilateral pelvic lymph n... | Y131 Cauterisation Of Lesion Of Organ Noc |
| 1131 | Pelvic excenteration including APE, cystectomy... | H468 Other Specified Other Operations On Rectum |
| 1141 | Total hysterectomy | Q074 Total Abdominal Hysterectomy |
| 1338 | Port catheter explantation and wound debrideme... | Q074 Total Abdominal Hysterectomy |
| 1339 | Open left salpingo-oopherectomy, right ovarian... | Q231 Unilateral Salpingoophorectomy |
| 1342 | Extra-fascial total abdominal hysterectomy, bi... | Q074 Total Abdominal Hysterectomy |
| 1345 | Debridement of vulval flap, partial re-inset, ... | T962 Excision Of Lesion Of Soft Tissue |
| 1346 | Total laparoscopic hysterectomy, bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 1347 | Extra-fascial total abdominal hysterectomy, bi... | Q074 Total Abdominal Hysterectomy |
| 1348 | Total laparoscopic hysterectomy, bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 1349 | Colposcopy and needle excision of transformati... | P273 Colposcopy (&/- Biopsy) |
| 1350 | Radical abdominal hysterectomy, bilateral salp... | Q087 Abdominal Hysterocolpectomy And Excision ... |
| 1352 | Radical hysterectomy, bilateral salpingo-oopho... | Q088 Abdominal Hysterocolpectomy And Excision ... |
| 1353 | Total laparoscopic hysterectomy, bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 1355 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 1356 | Cystoscopy and examination under anaesthesia | M453 Diagnostic Endoscopic Examination Of Blad... |
| 1357 | Total abdominal hysterectomy, bilateral salpin... | Q089 Abdominal Hysterocolpectomy And Excision ... |
| 1358 | Total laparoscopic hysterectomy, bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 1359 | Total abdominal hysterectomy, bilateral salpin... | Q074 Total Abdominal Hysterectomy |
| 1360 | Total abdominal hysterectomy, bilateral salpin... | Q074 Total Abdominal Hysterectomy |
| 1361 | Extra-fascial total abdominal hysterectomy, bi... | Q074 Total Abdominal Hysterectomy |
| 1362 | EN BLOC RESECTION of LEFT ADNEXUM, RECTO-SIGMO... | T391 Excision Of Lesion Of Posterior Peritoneum |
| 1363 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 1364 | RADICAL VULVECTOMY, VAGINECTOMY and CLITOROIDE... | P058 Radical Vulvectomy (Including Block Disse... |
| 1365 | Total abdominal hysterectomy, bilateral salpin... | Q089 Abdominal Hysterocolpectomy And Excision ... |
| 1367 | PRIMARY OVARIAN DEBULKING, EXTRA-FASCIAL TOTAL... | Q074 Total Abdominal Hysterectomy |
| 1368 | Total abdominal hysterectomy, bilateral salpin... | Q074 Total Abdominal Hysterectomy |
| 1370 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 1374 | Total abdominal hysterectomy, bilateral salpin... | Q074 Total Abdominal Hysterectomy |
| 1375 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 1377 | Colposcopy, needle excision of transformation ... | P273 Colposcopy (&/- Biopsy) |
| 1378 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 1380 | Hysteroscopy, endometrial curettage, and inser... | Q180 Hysteroscopy Including Biopsy/Dilatation ... |
| 1382 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 1384 | Right salpingo-oophorectomy, omentectomy, appe... | Q231 Unilateral Salpingoophorectomy |
| 1387 | Interval debulking surgery, extra-fascial bila... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1398 | Hysteroscopy | Q180 Hysteroscopy Including Biopsy/Dilatation ... |
| 1404 | Examination under anaesthesia, cervical biopsy... | Q038 Other Specified Biopsy Of Cervix Uteri |
| 1406 | Laparotomy, resection of omental cake, adhesio... | T361 Omentectomy |
| 1410 | MIDLINE LAPAROTOMY, EN-BLOC TOTAL ABDOMINAL HY... | Q074 Total Abdominal Hysterectomy |
| 1414 | EXCISION OF TUMOUR NODULE FROM PARA-VESICAL SP... | T361 Omentectomy |
| 1419 | Interval debulking surgery, midline laparotomy... | Q074 Total Abdominal Hysterectomy |
| 1424 | Radical Hysterectomy (Type B Querleu-Morrow Cl... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1425 | Radical Hysterectomy (Type B Querleu-Morrow Cl... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1426 | Diagnostic Laparoscopy 'Fagotti' | J090 Diagnostic Laparoscopy (Including Any Bio... |
| 1427 | Radical Trachylectomy (Type B Querleu-Morrow C... | Q018 Other Specified Excision Of Cervix Uteri |
| 1428 | Total Laparoscopic Hysterectomy & Bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 1429 | Total Laparoscopic Hysterectomy & Bilateral sa... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1430 | Fertility sparing surgery: Bilateral salpingoo... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1431 | Cervical Trachelectomy & Sacrospinous ligament... | Q018 Other Specified Excision Of Cervix Uteri |
| 1432 | total hysterectomy & bilateral salpingoophorec... | Q074 Total Abdominal Hysterectomy |
| 1433 | total hysterectomy & bilateral salpingoophorec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1434 | total hysterectomy & bilateral salpingoophorec... | Q074 Total Abdominal Hysterectomy |
| 1435 | total hysterectomy & bilateral salpingoophorec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1436 | total hysterectomy & bilateral salpingoophorec... | Q074 Total Abdominal Hysterectomy |
| 1437 | total hysterectomy & bilateral salpingoophorec... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1438 | Total hysterectomy & bilateral salpingo oophor... | Q074 Total Abdominal Hysterectomy |
| 1439 | Total hysterectomy & bilateral salpingo oophor... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1440 | Bilateral salpingo oophorectomy (prior removal... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1441 | Secondary Cytoreduction [Large bowel resection... | T361 Omentectomy |
| 1442 | Secondary Cytoreduction [Large bowel resection... | T419 Unspecified other open operations on peri... |
| 1443 | Total Hysterectomy & bilateral salpingo oophor... | Q074 Total Abdominal Hysterectomy |
| 1444 | Total Hysterectomy & bilateral salpingo oophor... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1445 | Total hysterectomy & bilateral salpingo oophor... | Q074 Total Abdominal Hysterectomy |
| 1446 | Total hysterectomy & bilateral salpingo oophor... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1447 | Total radical hysterectomy & bilateral salping... | B274 Total Mastectomy |
| 1448 | Total radical hysterectomy & bilateral salping... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1460 | Radical Trachelectomy | Q018 Other Specified Excision Of Cervix Uteri |
| 1465 | Cytoreductive Surgery | T419 Unspecified other open operations on peri... |
| 1468 | DEBULKING & OMENTECTOMY & RESICTION OF PERITON... | T361 Omentectomy |
| 1470 | cytoreductive surgery | T419 Unspecified other open operations on peri... |
| 1473 | Partial Colectomy | H113 Colectomy And Anastomosis |
| 1474 | radical Trachelectomy and total colpectomy for... | Q018 Other Specified Excision Of Cervix Uteri |
| 1478 | secondary optimal cytoreduction | T419 Unspecified other open operations on peri... |
| 1479 | secondary optimal cytoreduction | T419 Unspecified other open operations on peri... |
| 1504 | Hysterectomy & Bilateral salpingoopherectomy &... | Q220 Total Abdominal Hysterectomy |
| 1505 | Hysterectomy & Bilateral salpingoopherectomy &... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1508 | Excision of vulval lesion under local anaesthesia | P058 Radical Vulvectomy (Including Block Disse... |
| 1515 | wide local excision of vulva | P058 Radical Vulvectomy (Including Block Disse... |
| 1526 | Laparoscopically assisted vaginal hysterectomy... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1527 | Wide local excision of left groin | Y502 Laparotomy Approach |
| 1536 | Laparotomy Excision of cystic mass Omental b... | T309 Laparotomy (Exploratory) |
| 1545 | Insertion of IUS under GA | Q180 Hysteroscopy Including Biopsy/Dilatation ... |
| 1572 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 1573 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 1574 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1582 | Open and close laparotomy | Y502 Laparotomy Approach |
| 1587 | Had ultra-radical debulking surgery: surgery v... | T361 Omentectomy |
| 1597 | Laparoscopic right salpingo-oophorectomy, lapa... | T361 Omentectomy |
| 1598 | Laparoscopic right salpingo-oophorectomy, lapa... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1599 | Laparotomy & left SO & Omentectomy | Q231 Unilateral Salpingoophorectomy |
| 1600 | Laparotomy & left SO & Omentectomy | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1601 | Robotic TAH&BSO | Q222 Total Abdominal Hysterectomy |
| 1602 | Robotic TAH&BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1603 | Procedures performed via an extended midline l... | T391 Excision Of Lesion Of Posterior Peritoneum |
| 1605 | TLH & BSO | Q224 Total Abdominal Hysterectomy |
| 1606 | TLH & BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1607 | TLH&BSO&lymph node dissection&omental biopsy | Q225 Total Abdominal Hysterectomy |
| 1608 | TLH&BSO&lymph node dissection&omental biopsy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1609 | TAH&BSO | Q226 Total Abdominal Hysterectomy |
| 1610 | TAH&BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1612 | Staging laparotomy with bilateral salpingo-oop... | Q227 Total Abdominal Hysterectomy |
| 1613 | Staging laparotomy with bilateral salpingo-oop... | Q2230 Oophorectomy and salpingectomy (as sole ... |
| 1614 | WLE & Sentinel nodes removal | B283 Excision Of Lesion Of Breast |
| 1615 | WLE & Sentinel nodes removal | T962 Excision Of Lesion Of Soft Tissue |
| 1616 | TLH BSO | Q228 Total Abdominal Hysterectomy |
| 1620 | TAH&BSO | Q226 Total Abdominal Hysterectomy |
| 1621 | TAH&BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1622 | TLH&BSO | Q229 Total Abdominal Hysterectomy |
| 1623 | TLH&BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1624 | Midline incision, total abdominal hysterectomy... | Q230 Total Abdominal Hysterectomy |
| 1625 | Total abdominal hysterectomy and bilateral sal... | Q231 Total Abdominal Hysterectomy |
| 1627 | Staging laparotomy & total hysterectomy & righ... | Q232 Total Abdominal Hysterectomy |
| 1628 | Staging laparotomy & total hysterectomy & righ... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1631 | WLE& SENTINEL LYMPH NODE REMOVAL UNILATERAL | B283 Excision Of Lesion Of Breast |
| 1632 | WLE& SENTINEL LYMPH NODE REMOVAL UNILATERAL | T962 Excision Of Lesion Of Soft Tissue |
| 1637 | Extended midline laparotomy, extensive adhesio... | Y502 Laparotomy Approach |
| 1638 | patient already had a colostomy from previous ... | Q234 Total Abdominal Hysterectomy |
| 1641 | Liver resection - Resection of segments 2,3 and 6 | J028 Other Specified Partial Excision Of Liver |
| 1642 | TAH BSO pelvic lymph nodes sampling omental bi... | Q235 Total Abdominal Hysterectomy |
| 1644 | Total laparoscopic Hysterectomy & BSO | Q236 Total Abdominal Hysterectomy |
| 1645 | Total laparoscopic Hysterectomy & BSO | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1699 | Total abdominal hysterectomy, bilateral salpin... | Q238 Total Abdominal Hysterectomy |
| 1700 | total hysterectomy, bilateral annexectomy, adh... | Q239 Total Abdominal Hysterectomy |
| 1701 | Xypho-pubic laparotomy: radical omentectomy. D... | Q074 Total Abdominal Hysterectomy |
| 1704 | T30.9 Laparotomy (exploratory)- open and close... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1730 | Exploratory laparotomy (opened and closed) In... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1731 | Exploratory laparotomy (opened and closed) Dr... | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1748 | Radical hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1749 | Radical hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1754 | Laparoscopic hysterectomy and bilateral salpin... | Q074 Total Abdominal Hysterectomy |
| 1755 | Laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1756 | Biopsy of omens, Sentinel node biopsy, bilater... | Q074 Total Abdominal Hysterectomy |
| 1757 | Bilateral salpingectomy and oophorectomy, Lapa... | Q074 Total Abdominal Hysterectomy |
| 1758 | Total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 1759 | Laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 1760 | Bilateral salpingectomy with oophorectomy, rad... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1761 | Laparoscopic assisted vaginal hysterectomy | Q080 Vaginal Hysterectomy (Including Laparosco... |
| 1763 | Laparoscopic assisted vaginal hysterectomy | Q080 Vaginal Hysterectomy (Including Laparosco... |
| 1767 | Radical hysterectomy, bilateral salpingectomy,... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1768 | Laparotomy, adhesiolysis, tumour biopsy and th... | Y502 Laparotomy Approach |
| 1777 | conization | Y131 Cauterisation Of Lesion Of Organ Noc |
| 1823 | robotic total hysterectomy, bilateral salpingo... | Q074 Total Abdominal Hysterectomy |
| 1824 | robotic total hysterectomy, bilateral salpingo... | Q074 Total Abdominal Hysterectomy |
| 1830 | ovary rutine | Q432 \tExcision Of Lesion Of Ovary |
| 1831 | ovary rutine | Q432 \tExcision Of Lesion Of Ovary |
| 1835 | LEFT ADNEXECTOMY, RESECTION OF THE PREVESICAL ... | Q093 Open Excision Of Lesion Of Uterus |
| 1836 | LEFT ADNEXECTOMY, RESECTION OF THE PREVESICAL ... | Q228 Other specified bilateral excision of adn... |
| 1838 | RADICAL POSTERIOR VULVECTOMY | P058 Radical Vulvectomy (Including Block Disse... |
| 1840 | TOTAL HYSTERECTOMY WITH BILATERAL ADNEXECTOMY ... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 1841 | Bilateral adnexectomy | Q223 Bilateral Oophorectomy |
| 1842 | Bilateral adnexectomy | Q229 Other specified bilateral excision of adn... |
| 1928 | cytoreductive surgery : Pelvi-peritonectomy an... | H105 \tSigmoid Colectomy And Exteriorisation O... |
| 1929 | CYTOREDUCTIVE SURGERY WITH HIPEC | T331 \tOpen Excision Of Lesion Of Peritoneum |
| 1938 | Laparoscopic Modified Radical Hysterectomy wit... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1943 | laparoscopic modified radical hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1949 | Laparoscopic Modified Radical Hysterectomy Pe... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1953 | Laparoscopic Modified Radical Hysterectomy Pe... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1956 | Laparoscopic Modified Hysterectomy pelvic nod... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1959 | Laparoscopic Modified Radical Hysterectomy Pe... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1961 | Total Modified Radical Hysterectomy Pelvic No... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 1962 | Total Modified Radical Hysterectomy Pelvic No... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 1963 | Total Modified Radical Hysterectomy Pelvic No... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 1965 | Total Modified Radical Hysterectomy Pelvic No... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 1970 | Radical Laparoscopic Hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1971 | Radical Laparoscopic Hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1972 | Radical Laparoscopic Hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1974 | Abdominal Radical Hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1975 | Radical Laparoscopic Hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1977 | Radical Laparoscopic Hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1980 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1981 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1982 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1983 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1985 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1986 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1987 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1988 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1990 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1991 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1994 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1995 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 1998 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 1999 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2000 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2001 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2005 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2006 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2008 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2009 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2010 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2011 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2014 | myomectomy | Q092 Myomectomy (Including Laparoscopically) |
| 2015 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2016 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2018 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2019 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2025 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2026 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2027 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2028 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2029 | Radical laparoscopic hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2030 | Radical laparoscopic hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2078 | diagnostic laparatomy and biopsy | Y502 Laparotomy Approach |
| 2079 | bilateral pelvic and paraaortic lymphadenectom... | H021 Appendicectomy |
| 2089 | Mass excision from the omentum minus and liver | T361 Omentectomy |
| 2090 | Mass excision from the omentum minus and liver | J028 Other specified partial excision of liver |
| 2091 | bilateral pelvic and paraaortic lymph node dis... | T856\t Block Dissection Of Pelvic Lymph Nodes |
| 2094 | bilateral lymph node dissection | T859 Unspecified Block Dissection Of Lymph Nodes |
| 2095 | bilateral lymph node dissection | T858 Other specified block dissection of lymph... |
| 2096 | vulvectomy | P051 Simple Vulvectomy |
| 2249 | LAPAROTOMY & ADHESIOLYSIS & BILATERAL SALPHING... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2250 | TAH, BSO, OMENTECTOMY, EXCISION OF DISEASE FRO... | Q074 Total Abdominal Hysterectomy |
| 2251 | TAH, BSO, OMENTECTOMY, EXCISION OF DISEASE FRO... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2252 | TAH, BSO, Omentectomy, peritonectomy | Q074 Total Abdominal Hysterectomy |
| 2253 | TLH, BSO, ICG Sentinal Nodes, Omental biopsy, ... | Q074 Total Abdominal Hysterectomy |
| 2254 | Laprascopic LSO, Right ovarian biopsy, periton... | Q231 Unilateral Salpingoophorectomy |
| 2255 | Laparoscopy, total hysterectomy and BSO | Q074 Total Abdominal Hysterectomy |
| 2256 | Laparoscopy, total hysterectomy and BSO | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2257 | Laparotomy, TAH, BSO, Infracolic Omentectomy | Q074 Total Abdominal Hysterectomy |
| 2258 | laparotomy,radical hysterectomy, bilateral sal... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2259 | Exploratory laparotomy and omental and periton... | Y502 Laparotomy Approach |
| 2260 | Exploratory laparotomy, formation of loop ileo... | G740 Open Formation Of Ileostomy |
| 2261 | Exploratory laparotomy, formation of loop ileo... | G741 \tCreation Of Continent Ileostomy |
| 2262 | Laparotomy, interval debulking surgery, total ... | Q074 Total Abdominal Hysterectomy |
| 2263 | Laparotomy, interval debulking surgery, total ... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2264 | Total laparoscopic hysterectomy, bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 2265 | Total laparoscopic hysterectomy, bilateral sal... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2266 | TLH, BSO, WASHINGS | Q270 Total Abdominal Hysterectomy |
| 2267 | EUA, laparoscopic radical hysterectomy, bilate... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2268 | EUA, laparoscopic radical hysterectomy, bilate... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2269 | Laparotomy, total abdominal hysterectomy, bila... | Q271 Total Abdominal Hysterectomy |
| 2270 | Laparotomy, total abdominal hysterectomy, bila... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2271 | Total laparoscopic hysterectomy, bilateral sal... | Q272 Total Abdominal Hysterectomy |
| 2272 | Total laparoscopic hysterectomy, bilateral sal... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2273 | Total laparoscopic hysterectomy, bilateral sal... | Q273 Total Abdominal Hysterectomy |
| 2274 | Total laparoscopic hysterectomy, bilateral sal... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2275 | Total laparoscopic hysterectomy, bilateral sal... | Q274 Total Abdominal Hysterectomy |
| 2276 | Total laparoscopic hysterectomy, bilateral sal... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2277 | Laparotomy imprint cytology (malignant high gr... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2278 | Total laparoscopic hysterectomy, bilateral sal... | Q275 Total Abdominal Hysterectomy |
| 2279 | Laparotomy, total abdominal retrograde hystere... | Q276 Total Abdominal Hysterectomy |
| 2280 | Laparotomy, total abdominal retrograde hystere... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2281 | Laparotomy, BSO (excision of right ovarian mas... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2282 | Lapartotomy, Total abdominal hysterectomy, BSO... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2283 | Laparotomy, THA and BSO, excision of pelvic pe... | Q278 Total Abdominal Hysterectomy |
| 2284 | Laparotomy, THA and BSO, excision of pelvic pe... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2285 | TLH, BSO and washings | Q279 Total Abdominal Hysterectomy |
| 2286 | HGSC of tubo-ovarian origin on previous BSO & ... | Y502 Laparotomy Approach |
| 2287 | \TLH BSO and washings | Q074 Total Abdominal Hysterectomy |
| 2288 | TAH, BSO and washings | Q074 Total Abdominal Hysterectomy |
| 2289 | TLH, BSO AND WASHINGS | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2290 | TLH, BSO and washings | Q279 Total Abdominal Hysterectomy |
| 2291 | TAH, BSO AND WASHINGS | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2292 | Laparotomy and interval cytoreductive surgery:... | Q074 Total Abdominal Hysterectomy |
| 2293 | Laparotomy and interval cytoreductive surgery:... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2294 | TLH, BSO AND WASHINGS | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2295 | Laparotomy, en block total abdominal retrograd... | Q074 Total Abdominal Hysterectomy |
| 2296 | Laparotomy, en block total abdominal retrograd... | X143 \tPosterior Exenteration Of Pelvis |
| 2297 | TAH, BSO and washings | Q074 Total Abdominal Hysterectomy |
| 2298 | TLH, BSO and washings | Q279 Total Abdominal Hysterectomy |
| 2299 | TLH, BCO, WASHINGS | Q074 Total Abdominal Hysterectomy |
| 2300 | TLH, BSO AND WASHINGS | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2301 | TLH, BSO AND WASHINGS | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2339 | Total hysterectomy, double adnexectomy, pelvic... | Q074 Total Abdominal Hysterectomy |
| 2340 | Abdominal hysterectomy Doble anexectomy Omen... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2341 | HYSTERECTOMY, DOUBLE ADNEXECTOMY, PARAAORTIC L... | Q074 Total Abdominal Hysterectomy |
| 2344 | Laparotomy: peritoneal carcinomatosis. Yeyunos... | Y502 Laparotomy Approach |
| 2414 | Type 3 hysterectomy, pelvic para-aortic lympha... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2421 | Radical hysterectomy Pelvic and para-aortic l... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2424 | Radical vulvectomy Bilateral inguinofemoral l... | P051 \tTotal Excision Of Vulva |
| 2434 | Radical Hysterectomy Pelvic and para-aortic l... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2486 | Laparoscopic Hysterectomy, oophorectomy, and p... | Q074 Total Abdominal Hysterectomy |
| 2511 | Secondary Debulking surgery( Peritonectomy ) | T361 Omentectomy |
| 2512 | Fertility sparring surgery -Right ovarectomy, ... | Q440 Ovarian Cystectomy (As Sole Procedure) (A... |
| 2513 | Fertility sparring surgery -Right ovarectomy, ... | Q235 \tUnilateral Oophorectomy Nec |
| 2514 | Total hysterectomy with adnexes, bilatretal se... | Q290 Total Abdominal Hysterectomy |
| 2515 | Total hysterectomy with adnexes, bilatretal se... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2516 | Primary debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2517 | Primary Debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2519 | Total hysterectomy, bilateral pelvic and paraa... | Q291 Total Abdominal Hysterectomy |
| 2520 | Total hysterectomy, bilateral pelvic and paraa... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2521 | Total hysterectomy with adnexa, bilateral pelv... | Q292 Total Abdominal Hysterectomy |
| 2522 | Total hysterectomy with adnexa, bilateral pelv... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2523 | Total Hysterectomy, bilateral pelvic and paraa... | Q293 Total Abdominal Hysterectomy |
| 2524 | Total Hysterectomy, bilateral pelvic and paraa... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2525 | Fertility sparring surgery- bilateral cystectomy | Q440 Ovarian Cystectomy (As Sole Procedure) (A... |
| 2526 | Primary debulking surgery, intestine resection... | H113 Colectomy And Anastomosis |
| 2527 | Total mesometrial resection (TMMR ) | Q521 Excision Of Lesion Of Broad Ligament Of U... |
| 2528 | Interval debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2529 | Total hysterectomy , bilateral adnexectomy, pe... | Q294 Total Abdominal Hysterectomy |
| 2530 | Total hysterectomy , bilateral adnexectomy, pe... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2531 | Interval debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2532 | Bilateral adnexectomy, omentectomy | Q229 Other specified bilateral excision of adn... |
| 2533 | Primary debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2534 | Secondary debulking | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2535 | Total hysterectomy, bilateral pelvic and parao... | Q295 Total Abdominal Hysterectomy |
| 2536 | Total hysterectomy bilateral salpingoophorecto... | Q296 Total Abdominal Hysterectomy |
| 2537 | Total hysterectomy bilateral salpingoophorecto... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2538 | Inderval debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2539 | Interval debulking surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 2567 | Hysterectomia laparoscopica totalis & AE& LAP&... | Q297 Total Abdominal Hysterectomy |
| 2568 | Hysterectomia laparoscopica totalis & AE& LAP&... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2569 | Hysterectomia abdominalis cum adnexectomia bil... | Q298 Total Abdominal Hysterectomy |
| 2570 | Hysterectomia abdominalis cum adnexectomia bil... | Q299 Total Abdominal Hysterectomy |
| 2571 | Hysterectomia abdominalis cum adnexectomia bil... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2572 | Hysterectomia abdominalis cum adnexectomia bil... | Q298 Total Abdominal Hysterectomy |
| 2573 | Hysterectomia abdominalis cum adnexectomia bil... | Q299 Total Abdominal Hysterectomy |
| 2574 | Hysterectomia abdominalis cum adnexectomia bil... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2576 | LPSK diagnostica, conversio na LT: PDS - hyste... | Q074 Total Abdominal Hysterectomy |
| 2577 | LPSK diagnostica, conversio na LT: PDS - hyste... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2578 | Hysterectomia vaginalis cum assistentia laparo... | Q082 Vaginal Hysterectomy And Excision Of Peri... |
| 2579 | Hysterectomia vaginalis cum assistentia laparo... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2580 | Excisio radicalis perinei cum lymfadenectomia ... | T855\t Block Dissection Of Inguinal Lymph Nodes |
| 2581 | Excisio radicalis cum lymfadenectomiam inguino... | T855 \tBlock Dissection Of Inguinal Lymph Nodes |
| 2582 | Total laparoscopis hysterectomy with bilateral... | Q074 Total Abdominal Hysterectomy |
| 2583 | Total laparoscopis hysterectomy with bilateral... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2584 | Hysterectomia abdominalis exstrafascialis cum ... | Q074 Total Abdominal Hysterectomy |
| 2585 | Hysterectomia abdominalis exstrafascialis cum ... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2586 | Hysterectomia abdominalis cum adnexectomia bil... | Q074 Total Abdominal Hysterectomy |
| 2587 | Hysterectomia abdominalis cum adnexectomia l.d... | Q074 Total Abdominal Hysterectomy |
| 2588 | Hysterectomia abdominalis cum adnexectomia l.d... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2589 | Hysterectomia abdominalis cum adnexectomia bul... | Q074 Total Abdominal Hysterectomy |
| 2590 | Hysterectomia laparoscopica totalis cum adnexe... | Q074 Total Abdominal Hysterectomy |
| 2591 | Hysterectomia laparoscopica totalis cum adnexe... | Q074 Total Abdominal Hysterectomy |
| 2592 | Hysterectomia laparoscopica totalis cum adnexe... | Q074 Total Abdominal Hysterectomy |
| 2593 | Hysterectomia laparoscopica totalis cum adnexe... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2594 | Hysterectomia abdominalis radicalis secundum Q... | Q074 Total Abdominal Hysterectomy |
| 2595 | Hysterectomia laparoscopica totalis cum adnex... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2596 | Hysterectomia laparoscopica totalis & AE bilat... | Q074 Total Abdominal Hysterectomy |
| 2597 | Hysterectomia laparoscopica totalis & AE bilat... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2598 | Total Abdominal Hysterectomy and bilateral Sal... | Q074 Total Abdominal Hysterectomy |
| 2599 | Hysterectomia abdominalis extrafascialis cum a... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2625 | Laparoscopically assisted vaginal hysterectomy | Q082 Vaginal Hysterectomy And Excision Of Peri... |
| 2629 | cytoreductive surgery in ovarian cancer | T331 \tOpen Excision Of Lesion Of Peritoneum |
| 2630 | radical hysterectomy, lymphnodedissection | Q110 Abdominal Hysterocolpectomy And Excision ... |
| 2644 | cytoreductive surgery for ovarian cancer | T331 \tOpen Excision Of Lesion Of Peritoneum |
| 2645 | cytoreductive surgery for ovarian cancer (hyst... | Q074 Total Abdominal Hysterectomy |
| 2651 | explorative laparotomy | Y502 Laparotomy Approach |
| 2654 | radical hysterectomy, bilateral lymphadenectomy | Q112 Abdominal Hysterocolpectomy And Excision ... |
| 2655 | excisions from omentum and retroperitoneal tumour | T361 Omentectomy |
| 2656 | hysterectomy, bilateral adnexectomy, omentecto... | Q074 Total Abdominal Hysterectomy |
| 2657 | hysterectomy, bilateral adnexectomy, appendect... | Q074 Total Abdominal Hysterectomy |
| 2658 | laparotomy, resection of pelvic tumour | Y502 Laparotomy Approach |
| 2659 | radical hysterectomy | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2660 | radical hysterectomy | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2662 | simple laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 2690 | Exploratoy laparotomy and tumor debulking, exc... | Y502 Laparotomy Approach |
| 2691 | radical anterior hemivulvectomy | P058 Radical Vulvectomy (Including Block Disse... |
| 2694 | anterior vulvectomy | P051 Simple Vulvectomy |
| 2720 | Robotic-assisted total hysterectomy and bilate... | Q074 Total Abdominal Hysterectomy |
| 2721 | Radical hysterectomy | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 2725 | Exploratory laparotomy, R0 tumor debulking inc... | Q113 Abdominal Hysterocolpectomy And Excision ... |
| 2731 | Abdominal laparotomy, bilateral salpingectomy-... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2761 | Minimally invasive surgery (Laparoscopic) to... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2762 | Minimally-invasive hysterectomy, bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 2763 | Minimally invasive surgery (Laparoscopic) to... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2764 | Minimally invasive surgery (Laparoscopic) tot... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2765 | Minimally invasive surgery (Laparoscopic) to... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2768 | Minimally invasive surgery (Laparoscopic) ri... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2770 | Minimally invasive surgery (Laparoscopic) to... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2771 | Minimally invasive surgery (Laparoscopic) to... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2816 | Radical hysterectomy with pelvic lymphadenectomy | Q114 Abdominal Hysterocolpectomy And Excision ... |
| 2817 | radical hysterectomy with pelvic lymphadenectomy | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2818 | radical hysterectomy and pelvic lymphadenectomy | Q115 Abdominal Hysterocolpectomy And Excision ... |
| 2819 | radical hysterectomy and pelvic lymphadenectomy | Q115 Abdominal Hysterocolpectomy And Excision ... |
| 2823 | exploratory laparotomy and adhesiolysis | Y502 Laparotomy Approach |
| 2824 | exploratory laparotomy and adhesiolysis | T413 Freeing of adhesions of peritoneum |
| 2946 | total abdominal hysterectomy with a bilateral ... | Q074 Total Abdominal Hysterectomy |
| 2947 | Robotic total abdominal hysterectomy with a bi... | Q074 Total Abdominal Hysterectomy |
| 2948 | Open para-aortic nodal debulking of nodal recu... | T854\t Block Dissection Of Para-Aortic Lymph N... |
| 2949 | Robotic total abdominal hysterectomy with a bi... | Q074 Total Abdominal Hysterectomy |
| 2950 | Robotic total abdominal hysterectomy with a bi... | Q074 Total Abdominal Hysterectomy |
| 2951 | Total laparoscopic hysterectomy and bilateral ... | Q074 Total Abdominal Hysterectomy |
| 2952 | Total laparoscopic hysterectomy bilateral salp... | Q074 Total Abdominal Hysterectomy |
| 2953 | total abdominal hysterectomy and bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 2954 | total abdominal hysterectomy and bilateral sal... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2955 | Laparoscopic bilateral salpingo-oophorectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2956 | Laparoscopic L salpingo-oophorectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 2957 | total hysterectomy, bilateral salpingo-oophore... | Q074 Total Abdominal Hysterectomy |
| 2958 | total hysterectomy, bilateral salpingo-oophore... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2959 | total laparoscopic hysterectomy bilateral salp... | Q074 Total Abdominal Hysterectomy |
| 2960 | total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 2961 | total abdominal hysterectomy with bilateral sa... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2962 | total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 2963 | total abdominal hysterectomy with bilateral sa... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2964 | minilaparotomy converted to laparotomy retrogr... | Q074 Total Abdominal Hysterectomy |
| 2965 | minilaparotomy converted to laparotomy retrogr... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2966 | Excision of right abdominal wall mass | T313 Excision Of Lesion Of Anterior Abdominal ... |
| 2967 | total laparoscopic hysterectomy with bilateral... | Q074 Total Abdominal Hysterectomy |
| 2968 | Total abdominal hysterectomy and bilateral sal... | Q074 Total Abdominal Hysterectomy |
| 2969 | Total abdominal hysterectomy and bilateral sal... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2970 | Laparotomy debulking, modified radical hystere... | Q116 Abdominal Hysterocolpectomy And Excision ... |
| 2971 | Laparotomy debulking, modified radical hystere... | X143 \tPosterior Exenteration Of Pelvis |
| 2972 | total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 2973 | Debulking, total hysterectomy with bilateral s... | Q074 Total Abdominal Hysterectomy |
| 2974 | Debulking, total hysterectomy with bilateral s... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2975 | Washing, total abdominal hysterectomy with bil... | Q074 Total Abdominal Hysterectomy |
| 2976 | total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 2977 | Exploratory laparotomy, total hysterectomy and... | Q074 Total Abdominal Hysterectomy |
| 2978 | modified radical hysterectomy with bilateral s... | Q117 Abdominal Hysterocolpectomy And Excision ... |
| 2979 | total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 2980 | total abdominal hysterectomy with bilateral sa... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 2981 | Robotic total abdominal hysterectomy with bila... | Q074 Total Abdominal Hysterectomy |
| 2982 | Robotic total abdominal hysterectomy with bila... | Q074 Total Abdominal Hysterectomy |
| 2983 | Total abdominal hysterectomy and bilateral sal... | Q350 Total Abdominal Hysterectomy |
| 2995 | exam under anesthesia, smit sleeve placement | NaN |
| 2997 | Laparotomy, debulking of tumor, HIPEC, omentec... | T361 Omentectomy |
| 2999 | cold knife cone biopsy | X551 Biopsy of lesion of unspecified organ |
| 3000 | Total abdominal hysterectomy and bilateral sal... | Q353 Total Abdominal Hysterectomy |
| 3001 | Total abdominal hysterectomy and bilateral sal... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3004 | Laparatomy, Total abdominal Hysterectomy, supr... | Q354 Total Abdominal Hysterectomy |
| 3005 | Laparatomy, Total abdominal Hysterectomy, supr... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3010 | Tumor resection | X532\t Excision Of Lesion Of Unspecified (plea... |
| 3026 | recurrence tumor resection | X532\t Excision Of Lesion Of Unspecified (plea... |
| 3028 | Exploratory surgery | T309 Laparotomy (Exploratory) |
| 3030 | Exploratory surgery | T309 Laparotomy (Exploratory) |
| 3031 | Exploratory surgery | T309 Laparotomy (Exploratory) |
| 3032 | Exploratery Surgery | T309 Laparotomy (Exploratory) |
| 3043 | Exploratory Surgery | T309 Laparotomy (Exploratory) |
| 3047 | Exploratory Surgery | T309 Laparotomy (Exploratory) |
| 3048 | Exploratory Surgery | T309 Laparotomy (Exploratory) |
| 3050 | Exploratory Surgery | T309 Laparotomy (Exploratory) |
| 3065 | Exploratory Surgery | T309 Laparotomy (Exploratory) |
| 3079 | Exploratory surgery | T309 Laparotomy (Exploratory) |
| 3097 | Laparoscopic Para aortic inframesenteric lymph... | T854 \tBlock Dissection Of Para-Aortic Lymph N... |
| 3098 | Laparoscopic radical hysterectomy | Q118 Abdominal Hysterocolpectomy And Excision ... |
| 3099 | Laparoscopic radical hysterectomy | Q119 Abdominal Hysterocolpectomy And Excision ... |
| 3100 | Laparoscopic radical hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 3101 | Laparoscopic radical hysterectomy | Q118 Abdominal Hysterocolpectomy And Excision ... |
| 3102 | Laparoscopic radical hysterectomy | Q119 Abdominal Hysterocolpectomy And Excision ... |
| 3103 | Laparoscopic radical hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 3178 | evaluation under anesthesia hysteroscopic bio... | T413 Freeing of adhesions of peritoneum |
| 3179 | laparoscopic hysterectomy with unilateral left... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3180 | total abdominal hysterectomy , bilateral salpi... | Q356 Total Abdominal Hysterectomy |
| 3181 | exploration laparotomy with adhesiolysis and ... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3182 | laparoscopic total hysterectomy with bilateral... | Q358 Total Abdominal Hysterectomy |
| 3183 | laparoscopic total hysterectomy with bilateral... | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 3184 | total abdominal hysterectomy and unilateral oo... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3185 | total abdominal hysterectomy, unilateral ooph... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3266 | Q10.3 Dilation of cervix uteri and curettage o... | Q180 Hysteroscopy Including Biopsy/Dilatation ... |
| 3304 | Sub-total Amputation of Penis and scrotal uret... | N262 \tPartial Amputation Of Penis |
| 3305 | Glansectomy and split thickness skin graft rec... | N278 Other specified extirpation of lesion of ... |
| 3306 | Left inguinal Orchidectomy | N063 Orchidectomy |
| 3307 | Partial penectomy with urethral centralisation... | N262 \tPartial Amputation Of Penis |
| 3321 | Vulvectomy | P051\t Total Excision Of Vulva |
| 3338 | Total Abdominal hysterectomy cum adnexis | Q074 Total Abdominal Hysterectomy |
| 3339 | Total Abdominal hysterectomy cum adnexis | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3429 | Q0710\tRadical hysterectomy and lymphadenectom... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3430 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3431 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3432 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3433 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3434 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3435 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3436 | Q0710\tRadical hysterectomy and lymphadenectom... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3437 | Q0740\tTotal abdominal hysterectomy (&/- oopho... | Q074 \tTotal Abdominal Hysterectomy Nec |
| 3438 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3439 | Q0710 Radical hysterectomy and lymphadenectomy... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3440 | Q0740 Total abdominal hysterectomy (&/- oophor... | NaN |
| 3441 | Q0710 Radical hysterectomy and lymphadenectomy... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3442 | Exploratory laparotomy | Y502 Laparotomy Approach |
| 3443 | Exploratory laparotomy | T309 Laparotomy (Exploratory) |
| 3444 | Q0740 Total abdominal hysterectomy (&/- oophor... | NaN |
| 3445 | Q2230\tOophorectomy and salpingectomy (as sole... | Q223 \tBilateral Oophorectomy Nec |
| 3446 | Q0740 Total abdominal hysterectomy (&/- oophor... | NaN |
| 3447 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3450 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3451 | Q0740 Total abdominal hysterectomy (&/- oophor... | NaN |
| 3452 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3453 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3454 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3455 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3457 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3458 | Q0740 Total abdominal hysterectomy (&/- oophor... | Q074 Total Abdominal Hysterectomy |
| 3459 | Q0740 Total abdominal hysterectomy (&/- oophor... | NaN |
| 3461 | Excision of recurrent STUMP (Smooth muscle tum... | T962 Excision Of Lesion Of Soft Tissue |
| 3471 | Salvage surgery in the form of: Resection of r... | H103 Sigmoid Colectomy And Anastomosis |
| 3472 | Salvage surgery in the form of: Resection of r... | H103 \tSigmoid Colectomy And Anastomosis Nec |
| 3474 | - Interval debulking - Excision of cervical s... | NaN |
| 3511 | Total abdominal hysterectomy with bilaterla sa... | Q074 Total Abdominal Hysterectomy |
| 3512 | Total abdominal hysterectomy with salpingo-oop... | Q074 Total Abdominal Hysterectomy |
| 3513 | Total abdominal hysterectomy with salpingo-oop... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3514 | Total abdominal hysterectomy with bilateral sa... | Q074 Total Abdominal Hysterectomy |
| 3515 | Laparoscopical hysterectomy with salpingooopho... | Q074 Total Abdominal Hysterectomy |
| 3516 | Total laparoscopic hysterectomy with bilateral... | Q074 Total Abdominal Hysterectomy |
| 3517 | Total vulvectomy with bilateral inguinal lymph... | P058 Radical Vulvectomy (Including Block Disse... |
| 3518 | Debulking for ovarian cancer, pelvic lymphaden... | Q449 Unspecified open destruction of lesion of... |
| 3519 | Radical hysterectomy with bilateral pelvic lym... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3533 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 3534 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 3535 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 3541 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 3542 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 3543 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 3544 | Laparoscopically-assisted vaginal hysterectomy... | Q080 Vaginal Hysterectomy (Including Laparosco... |
| 3547 | Robot-assisted laparoscopic modified radical h... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3548 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 3549 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 3550 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 3559 | Total laparoscopic hysterectomy | Q074 Total Abdominal Hysterectomy |
| 3560 | Total laparoscopic hysterectomy | Q075 Total Abdominal Hysterectomy |
| 3561 | Total laparoscopic hysterectomy | Q0740 Total abdominal hysterectomy (&/- oophor... |
| 3563 | Robot-assisted laparoscopic modified radical h... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3578 | Robot-assisted laparoscopic modified radical h... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3581 | Debulking in raison of recurrence After prima... | X532\t Excision Of Lesion Of Unspecified (plea... |
| 3600 | TAH & BSO & Para aortic nodal dissection | Q074 Total Abdominal Hysterectomy |
| 3601 | TAH & BSO & Para aortic nodal dissection | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3602 | TAH&_BSO &BPLND | Q074 Total Abdominal Hysterectomy |
| 3603 | TAH&_BSO &BPLND | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3605 | Rt ovarian mass excision Fs and proceed to Pri... | Q074 Total Abdominal Hysterectomy |
| 3606 | Rt ovarian mass excision Fs and proceed to Pri... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3607 | Left ovarian mass excision FS and proceed TAH... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3608 | Trans abdominal Hysterectomy & Bilateral pelvi... | Q074 Total Abdominal Hysterectomy |
| 3609 | Trans abdominal Hysterectomy & Bilateral pelvi... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3619 | wide local excision of tongue and primary closure | F222 Partial Glossectomy |
| 3625 | Total omentectomy | T361 Omentectomy |
| 3631 | Total omentectomy | T361 Omentectomy |
| 3634 | Staging laparotomy procceded TAH & BSO with Om... | Q074 Total Abdominal Hysterectomy |
| 3635 | Staging laparotomy procceded TAH & BSO with Om... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3636 | Staging laparotomy & TAH & BSO & Omentectomy | Q074 Total Abdominal Hysterectomy |
| 3637 | Staging laparotomy & TAH & BSO & Omentectomy | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3651 | Total Laparoscopic Hysterectomy | Q081 \tVaginal Hysterocolpectomy And Excision ... |
| 3681 | Interval Cytoreductive Surgery CC0 | X532\t Excision Of Lesion Of Unspecified (plea... |
| 3682 | Complete Surgical Staging for Ovarian Cancer | NaN |
| 3693 | TLH with LSO (Completion Surgery) | Q074 Total Abdominal Hysterectomy |
| 3694 | Ovarian Cytoreductive Surgery | Q432 \tExcision Of Lesion Of Ovary |
| 3695 | Exploratory laprotomy with anterior resection ... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3697 | Restaging laparotomy | Y502 Laparotomy Approach |
| 3699 | Interval cytoreductive surgery | X532\t Excision Of Lesion Of Unspecified (plea... |
| 3700 | Exploratory laparotomy with rt paraaortic Lymp... | Y502 Laparotomy Approach |
| 3739 | Abdominal hysterectomy with bilateral salpingo... | Q074 Total Abdominal Hysterectomy |
| 3740 | Abdominal hysterectomy with bilateral salpingo... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3742 | radical abdominal hysterectomy with bilateral ... | Q071 Abdominal Hysterocolpectomy And Excision ... |
| 3802 | Total Abdomen Hysterectomy with bilateral salp... | Q074 Total Abdominal Hysterectomy |
| 3803 | Total Abdomen Hysterectomy with bilateral salp... | Q071 \tAbdominal Hysterocolpectomy And Excisio... |
| 3855 | Secondary debulking surgery for recurrence ova... | Q432 \tExcision Of Lesion Of Ovary |
| 3863 | Interval debulking surgery for ovarian carcino... | Q448 Other specified open destruction of lesio... |
It seems that for some patients both fields are filled in with similar information.
cancer operation nr. 2¶
Looking at information for second cancer operation. Here I am counting patients that don't have operation 2 filled in, there are 1252 of them, the rest have operation 2 filled in. That means there are 2664 patients that have cancer operation 2 filled in. Then standard stuff, unique codes, sorted by frequency and relation with description variable 'cancer_operation_2_other'.
In [46]:
dataToAnalyse['cancer_operation_2'].isnull().value_counts()
Out[46]:
False 2664 True 1252 Name: cancer_operation_2, dtype: int64
In [47]:
set(dataToAnalyse['cancer_operation_2'])
Out[47]:
{'2699',
'2734',
'2894',
'3015',
'3296',
'E542 Bilobectomy Of Lung',
'E544 Excision Of Segment Of Lung',
'G501 Excision Of Lesion Of Duodenum',
'G694 Ileectomy And Anastomosis Of Ileum To Colon',
'G702 Excision Of Lesion Of Ileum',
'G712 Bypass Of Ileum By Anastomosis Of Ileum To Ileum',
'G721 Anastomosis Of Ileum To Caecum',
'G734 Resection Of Ileocolic Anastomosis',
'G742 Creation Of Temporary Ileostomy',
'G743 Creation Of Defunctioning Ileostomy',
'H033 Exteriorisation Of Appendix',
'H062 Extended Right Hemicolectomy And Anastomosis Of Ileum To Colon',
'H065 Extended Right Hemicolectomy And End To Side Anastomosis',
'H085 Transverse Colectomy And Exteriorisation Of Bowel',
'H091 Left Hemicolectomy And End To End Anastomosis Of Colon To Rectum',
'H095 Left Hemicolectomy And Exteriorisation Of Bowel',
'H102 Sigmoid Colectomy And Anastomosis Of Colon To Rectum',
'H103 Sigmoid Colectomy And Anastomosis',
'H104 Sigmoid Colectomy And Ileostomy',
'H321 Resiting Of Colostomy',
'H331 Abdominoperineal Excision Of Rectum And End Colostomy',
'H333 Anterior Resection Of Rectum And Anastomosis Of Colon To Rectum',
'H334 Anterior Resection Of Rectum And Anastomosis',
'H335 Rectosigmoidectomy And Closure Of Rectal Stump And Exteriorisation of Bowel',
'H336 Anterior Resection Of Rectum And Exteriorisation Of Bowel',
'H411 Rectosigmoidectomy And Peranal Anastomosis',
'J031 Excision Of Lesion Of Liver',
'J035 Excision Of Multiple Lesions Of Liver',
'J183 Total Cholecystectomy',
'J185 Partial Cholecystectomy',
'J692 Total Splenectomy',
'M025 Nephrectomy',
'M182 Excision Of Segment Of Ureter',
'M344 Simple Cystectomy',
'M451 Diag.endoscopic Exam Of Bladder And Biopsy/Lesion Of Bladder',
'M723 Excision Of Lesion Of Urethra',
'Other (not otherwise classified)',
'P054 Excision Of Lesion Of Vulva',
'P065 Excision Of Lesion Of Labia',
'P091 Biopsy Of Lesion Of Vulva',
'P111 Excision Of Lesion Of Female Perineum',
'P172 Partial Colpectomy',
'P201 Excision Of Lesion Of Vagina',
'P212 Reconstruction Of Vagina',
'Q014 Large Loop Excision Of Transformation Zone',
'Q033 Cone Biopsy Of Cervix Uteri',
'Q071 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue',
'Q072 Abdominal Hysterectomy And Excision Of Periuterine Tissue',
'Q073 Abdominal Hysterocolpectomy',
'Q074 Total Abdominal Hysterectomy',
'Q082 Vaginal Hysterectomy And Excision Of Periuterine Tissue',
'Q181 Diagnostic Endoscopic Examination Of Uterus And Biopsy Of Le',
'Q202 Biopsy Of Lesion Of Uterus',
'Q221 Bilateral Salpingoophorectomy',
'Q222 Bilateral Salpingectomy',
'Q223 Bilateral Oophorectomy',
'Q231 Unilateral Salpingoophorectomy',
'Q232 Salpingoophorectomy Of Remaining Solitary Fallopian Tube And',
'Q233 Unilateral Salpingectomy',
'Q235 Unilateral Oophorectomy',
'Q236 Oophorectomy Of Remaining Solitary Ovary',
'Q432 Excision Of Lesion Of Ovary',
'T171 Excision Of Lesion Of Diaphragm',
'T304 Opening Of Abdomen And Exploration Of Groin',
'T323 Reconstruction Of Anterior Abdominal Wall Using Flap Nec',
'T331 Open Excision Of Lesion Of Peritoneum',
'T332 Open Destruction Of Lesion Of Peritoneum',
'T362 Excision Of Lesion Of Omentum',
'T364 Biopsy Of Lesion Of Omentum',
'T365 Creation Of Omental Flap',
'T371 Excision Of Lesion Of Mesentery Of Small Intestine',
'T391 Excision Of Lesion Of Posterior Peritoneum',
'T393 Biopsy Of Lesion Of Posterior Peritoneum',
'T425 Endoscopic Excision Of Peritoneum',
'T431 Diag.endo.exam/Peritoneum And Biopsy Of Lesion Of Peritoneum',
'T482 Introduction Of Cytotoxic Substance Into Peritoneal Cavity',
'T483 Introduction Of Therapeutic Substance Into Peritoneal Cavity',
'T851 Block Dissection Of Cervical Lymph Nodes',
'T853 Block Dissection Of Mediastinal Lymph Nodes',
'T854 Block Dissection Of Para-Aortic Lymph Nodes',
'T855 Block Dissection Of Inguinal Lymph Nodes',
'T856 Block Dissection Of Pelvic Lymph Nodes',
'T861 Sampling Of Cervical Lymph Nodes',
'T866 Sampling Of Para-Aortic Lymph Nodes',
'T867 Sampling Of Inguinal Lymph Nodes',
'T874 Excision Or Biopsy Of Mediastinal Lymph Node',
'T875 Excision Or Biopsy Of Para-Aortic Lymph Node',
'T877 Excision Or Biopsy Of Inguinal Lymph Node',
'T911 Biopsy Of Sentinel Lymph Node',
'T912 Scanning Of Sentinel Lymph Node',
'T926 Excision Of Lymphoedematous Tissue',
'T962 Excision Of Lesion Of Soft Tissue',
'X144 Pelvic Side Wall Clearance',
'X532 Excision Of Lesion Of Unspecified Organ',
nan}
In [48]:
#with open('cancer_operation_2.txt','w') as f:
# for opItem in set(dataToAnalyse['cancer_operation_2']):
# f.write(str(opItem))
# f.write('\n')
In [49]:
dataToAnalyse['cancer_operation_2'].value_counts().head(50)
Out[49]:
Q221 Bilateral Salpingoophorectomy 1523 T856 Block Dissection Of Pelvic Lymph Nodes 291 Other (not otherwise classified) 160 T911 Biopsy Of Sentinel Lymph Node 110 T362 Excision Of Lesion Of Omentum 80 Q222 Bilateral Salpingectomy 60 T364 Biopsy Of Lesion Of Omentum 47 T854 Block Dissection Of Para-Aortic Lymph Nodes 42 T855 Block Dissection Of Inguinal Lymph Nodes 40 Q074 Total Abdominal Hysterectomy 39 Q231 Unilateral Salpingoophorectomy 26 Q223 Bilateral Oophorectomy 21 Q072 Abdominal Hysterectomy And Excision Of Periuterine Tissue 16 Q232 Salpingoophorectomy Of Remaining Solitary Fallopian Tube And 16 H333 Anterior Resection Of Rectum And Anastomosis Of Colon To Rectum 13 T877 Excision Or Biopsy Of Inguinal Lymph Node 12 T393 Biopsy Of Lesion Of Posterior Peritoneum 10 T331 Open Excision Of Lesion Of Peritoneum 8 T912 Scanning Of Sentinel Lymph Node 7 H033 Exteriorisation Of Appendix 6 Q014 Large Loop Excision Of Transformation Zone 6 T875 Excision Or Biopsy Of Para-Aortic Lymph Node 6 T171 Excision Of Lesion Of Diaphragm 5 T867 Sampling Of Inguinal Lymph Nodes 5 Q082 Vaginal Hysterectomy And Excision Of Periuterine Tissue 4 Q432 Excision Of Lesion Of Ovary 4 J183 Total Cholecystectomy 4 P091 Biopsy Of Lesion Of Vulva 3 P111 Excision Of Lesion Of Female Perineum 3 T391 Excision Of Lesion Of Posterior Peritoneum 3 T425 Endoscopic Excision Of Peritoneum 3 H102 Sigmoid Colectomy And Anastomosis Of Colon To Rectum 3 H411 Rectosigmoidectomy And Peranal Anastomosis 3 G734 Resection Of Ileocolic Anastomosis 3 T866 Sampling Of Para-Aortic Lymph Nodes 3 H095 Left Hemicolectomy And Exteriorisation Of Bowel 2 Q233 Unilateral Salpingectomy 2 H331 Abdominoperineal Excision Of Rectum And End Colostomy 2 2734 2 T431 Diag.endo.exam/Peritoneum And Biopsy Of Lesion Of Peritoneum 2 P212 Reconstruction Of Vagina 2 Q071 Abdominal Hysterocolpectomy And Excision Of Periuterine Tissue 2 T851 Block Dissection Of Cervical Lymph Nodes 2 J692 Total Splenectomy 2 P201 Excision Of Lesion Of Vagina 2 H335 Rectosigmoidectomy And Closure Of Rectal Stump And Exteriorisation of Bowel 2 G743 Creation Of Defunctioning Ileostomy 2 H334 Anterior Resection Of Rectum And Anastomosis 2 Q235 Unilateral Oophorectomy 2 X144 Pelvic Side Wall Clearance 2 Name: cancer_operation_2, dtype: int64
Now looking at variable 'cancer_operation_2_other'. It is filled in only for 160 patients. Again, will print unique operation codes first, then sort according to frequency and then look at how is it correlated with cancer_operation_2.
In [50]:
dataToAnalyse['cancer_operation_2_other'].isnull().value_counts()
Out[50]:
True 3756 False 160 Name: cancer_operation_2_other, dtype: int64
In [51]:
set(dataToAnalyse['cancer_operation_2_other'])
Out[51]:
{' bilateral pelvic sentinel node excision',
' infracolic omentectomy',
' pelvic node debulking, sentinel pelvic node biopsy, paracaval node biopsy, omental J-flap',
'APPENDECTOMY AND INFRACOLIC OMENTECTOMY',
'Adhesiolysis, mini laparotomy to remove specimen',
'Adhesiolysis, peritonectomy, infracolic omentectomy',
'Appendicectomy, Bilateral Pelvic LN Dissection, Bilateral Salpingo-oophorectomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Para-aortic LN Sampling, Infracolic omentectomy, Peritoneal washings, Excision of tumour deposit from sigmoid colon, Excision of tumour near rectum, Laparotomy, Laparotomy',
'BSO (laparoscopic approach)',
'Bilateral salpingo-opherectomy, omentectomy and pelvic nodal dissection',
'Bilateral sentinel node assessment of groins',
'Curettage',
'Cytoscopy',
'Da Vinci Robot Assisted, Total laparoscopic hysterectomy, BSO, Bilateral pelvic lymph node sampling, Omental biopsy, Peritoneal washings ',
'Da Vinci Robot Assisted, Total laparoscopic hysterectomy, BSO, Bilateral pelvic lymph node sampling, Omental biopsy, Repair of para-umbilical hernia ',
'Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Para-aortic sentinel node assessment, Omental biopsy, Peritoneal washings ',
'Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Peritoneal washings ',
'Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Peritoneal washings, Bilateral pelvic lymph node sampling',
'Enbloc Resection of small and large bowel and pelvic tumour and bilateral ureteric stenting',
'Excision of abdominal wall recurrence',
'Excision of bladder and pelvic peritoneum, rectal reconstruction, infra- and supra-colic omentectomy, liver mobilization, excision of falciform ligament, appendicectomy, excision of inter-aortocaval lymph nodes.',
'Excision of pelvic lesion including excision of vaginal cuff',
'Excision of pelvic lymph nodes',
'Excision of rectosigmoid tumour and rectal reconstruction, infra- and supra-colic omentectomy',
'Exploratory laparotomy and excision of 6 teratoma within the Abdomen with Jejunum resection and direct anastomosis',
'Flap graft',
'G78.8 + Y26.9 - Repair of enterotomy T41.3 - Division of bowel adhesions - open H02.9 - Appendicectomy unspecified (Appendicectomy NEC)',
'HIPPEC',
'HYSTEROSCOPY MYOMA RESECTION',
'Histerectomy plus bilateral salpingooforectomy plus bilateral pelvic and paraaortic systematic lymphadenectomy',
'Histrectomy + bilateral annexectomy + omentectomy + apendicetomy + pelvic and paraaortic limphadenectomy',
'Hysterectomy plus bilateral salpingooforectomy plus bilateral pelvic lymphadenectomy plus paraaortic lymphadenectomy',
'Hysterectomy plus bilateral salpingooforectomy plus selective sentinel node pelvic biopsy',
'Hysterectomy plus salpingooforectomy plus systematic bilateral pelvic lymphadenectomy',
'Hysteroscopic resection of endometrial polyps, insertion of Mirena IUS, appendicectomy, omental biopsy.',
'Ileal conduit with end colostomy',
'Infra-colic omentectomy',
'Infracolic omentectomy with ureterolysis and extensive adhesiolysis',
'Infragastric omentectomy and resection of gastric lesion',
'Interval debulking surgery for advanced ovarian carcinoma',
'L obturator node excision ',
'Laparoscopic histerectomy + bilateral anexectomy + pelvic anda paraaortic limphadenectomy',
'Laparoscopic hysterectomy',
'Laparoscopic total hysterectomy',
'Laparoscopy proceed to laparotomy Adhesiolysis ',
'Laparotomy',
'Laparotomy ',
'Laparotomy Total abdominal hysterectomy Peritoneal washings Frozen section',
'Laparotomy Total abdominal hysterectomy Supracolic Omentectomy ',
'Laparotomy, Appendicectomy, Peritoneal washings, Radical Hysterectomy, Bilateral Salpingo-oophorectomy, Supracolic Omentectomy, Para-aortic LN Sampling ',
'Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, Bilateral pelvic lymph node sampling, Para-aortic LN Sampling, Low anterior resection, Stenting of Ureter',
'Laparotomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Appendicectomy, Infracolic omentectomy, Bilateral pelvic lymph node sampling, Para-aortic LN Sampling, Peritoneal washings',
'MULTIPLE MYOMECTOMY',
'Mesh Eventroplasty',
'Modified radical hysterectomy Adhesiolysis Drainage of ascites',
'OMENTECTOMY : ',
'Omenctomy Exscision of sentinel node - Other localization ',
'Omental biopsy',
'Omental biopsy, pelvic lymphadenectomy',
'Omentectomy',
'Omentectomy ',
'Omentectomy, Excision of disseminated focus',
'P133 Female perineoplasty T877\tExcision Or Biopsy Of Inguinal Lymph Node Q552\tExam female genit tract UA NEC',
'PERITONEAL ADHESIOLYSIS',
'Partial Omentectomy',
'Partial omentectomy',
'Pelvic and bladder peritonectomy, infra-gastric omentectomy, left and right paracolic peritonectomy',
'Pelvic and para-aortic lymph node dissection',
'Pelvic and para-aortic lymph node dissection, and infra-colic omentectomy',
'Pelvic and para-aortic lymphadenectomy',
'Pelvic lymphadenectomy',
'Pelvic peritonectomy, supra-colic omentectomy, left paracolic peritonectomy, appendicectomy',
'Peritoneal and onental biopsy',
'Peritoneal staging Omentectomy pelvic lymphadenectomy',
'Q071 Radical hysterectomy ',
'Radical Excision of illaikal LN Excision of sentinel node - other localization ',
'Radikal excision of illiacal LN',
'Resection of pelvic and bladder peritoneum, infra- and supra-colic omentectomy',
'Resection of pelvic and bladder peritoneum, supra-colic omentectomy, appendicectomy, partial caecectomy, resection of small bowel mesenteric nodules, full thickness small bowel excision of tumour',
'Robotic assisted total hysterectomy, bilateral pelvic sentinel node biopsies, bilateral salpingectomy-oophorectomy',
'Robotic-assisted total laparoscopic hysterectomy, bilateral salpingectomy-oophorectomy, bilateral sentinel lymph node dissection',
'Supra-colic omentectomy, excision of falciform ligament, extensive adhesiolysis',
'T36.1 - Infracolic omentectomy- complete H02.9 - Appendicectomy unspecified (Appendicectomy NEC)',
'T36.1 Omentectomy T462\tDrainage of ascites NE X538\tDebulking tumour-unspec organ (removal of tumour from bowel mesentery, pelvic peritoneum, gallbladder fossa',
'T36.1: Omentectomy H02.9: Appendectomy',
'Total hysterectomy Omentektomy Radical excision of iliaca lymphnodes Biopsy of abdomen',
'Total laparoscopic hysterectomy',
'Total laparoscopic hysterectomy ',
'Total laparoscopic hysterectomy Bilateral pelvic lymph node sampling',
'Total laparoscopic hysterectomy Bilateral pelvic sentinel node assessment Bilateral pelvic lymph node sampling ',
'Total laparoscopic hysterectomy Bilateral pelvic sentinel node assessment Para-aortic sentinel node assessment Excision of tumour nodules off large bowel surfaces Biopsies',
'Total laparoscopic hysterectomy Bilateral pelvic sentinel node assessment Para-aortic sentinel node assessment Omental biopsy Peritoneal washings',
'UCAP and split thickness skin graft reconstruction',
'X538 Debulking tumour- unspec organ (removal of tumour from bowel mesentery, pelvic peritoneum, gallbladder fossa\u2029',
'abdominal wall reconstruction with local advancement flaps and inlay prolene mesh ',
'appendectomy, stapled anastomosis, bilateral ureteric dissection, infragastric omentectomy',
'appendicectomy',
'bilateral inguinal sentinel lymph node biopsy',
'bilateral pelvic sentinel lymph node biopsy',
'bilateral pelvic sentinel node biopsy',
'cholecystectomy, small bowel resection with ileocolonic anastomosis (multiple ischemic tracts of the small intestine due to embolism)',
'debulking of tumour tissue',
'deffinitive laparatomy and left salphingoopherectomy and biopsy of peritoneum ',
'excision of left pelvic side wall recurrence',
'excision of pelvis sarcoma, anterior resection and temporary abdominal closure',
'exploratory laparotomy with tumor debulking',
'frozen section',
'infragastric omentectomy',
'infragastric omentectomy, appendectomy, cholecystectomy',
'left ureteric dissection, pelvic peritoneal stripping, bilateral pelvic node excision, complicated adhesiolysis',
'lymph node dissection',
'maximal cytoreduction_ retrograde hysterectomy bilateral salphingoopherectomy and omentectomy and bilateral diaphragm stripping right paracolic peritonectomy rectosigmoid resection bilataral pelvic paraaortic lymph node dissection anastomosis splenectomy',
nan,
'omental biopsy',
'omentectomy',
'pelvic and para-aortic lymphadenectomy appendectomy splenectomy omentectomy',
'pelvic lymphadenectomy',
'pelvic lymphadenectomy and infra-colic omentectomy',
'peritoneal stripping, omentectomy, appendicectomy',
'sentinel nodes',
'skin flap application',
'total abdominal hysterectomy and bilateral salphingoopherectomy and bilateral pelvic lymph node dissection and omentectomy',
'total abdominal hysterectomy and bilateral salphingoopherectomy and omentectomy and bilateral pelvic and paraaortic lymph node dissection appendectomy ',
'total abdominal hysterectomy and bilateral salpingo oopherectomy appendectomy omentectomy pelvic lymph node sampling',
'total abdominal hysterectomy and bilateral salpingo-oopherecomy and bilateral pelvic paraaortic lymph node dissection appendectomy and omentectomy',
'total abdominal hysterectomy and bilateral salpingo-oopherectomy and appendectomy and bilateral pelvic lymph node dissection ',
'total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic lymph node dissection and omentectomy ',
'total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic lymph node dissection omentectomy',
'total abdominal hysterectomy and bilateral salpingoopherecetomy and omentectomy and bilateral pelvic lymph node dissection ',
'total hysterectomy with bilateral Salpingoophorectomy and pelvic and excision pelvic lymph nodes',
'total laparoscopic hysterectomy and bilateral salpingo-oopherectomy',
'type 3 hysterectomy and bilateral pelvic and paraaortic lymphadenectomy and left ovarian transposition '}
In [52]:
with open('cancer_operation_2_other.txt','w') as f:
for opItem in set(dataToAnalyse['cancer_operation_2_other']):
f.write("'"+str(opItem)+"'")
f.write('\n')
In [53]:
dataToAnalyse['cancer_operation_2_other'].value_counts()
Out[53]:
BSO (laparoscopic approach) 6
Pelvic and para-aortic lymphadenectomy 5
infragastric omentectomy 4
omentectomy 4
Laparoscopic hysterectomy 3
Total laparoscopic hysterectomy 2
Omentectomy 2
total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic lymph node dissection and omentectomy 2
Omental biopsy 2
infragastric omentectomy, appendectomy, cholecystectomy 2
Pelvic lymphadenectomy 2
sentinel nodes 2
left ureteric dissection, pelvic peritoneal stripping, bilateral pelvic node excision, complicated adhesiolysis 2
infracolic omentectomy 2
bilateral pelvic sentinel lymph node biopsy 2
Laparoscopic total hysterectomy 2
appendectomy, stapled anastomosis, bilateral ureteric dissection, infragastric omentectomy 2
Laparotomy 2
total abdominal hysterectomy and bilateral salpingo-oopherecomy and bilateral pelvic paraaortic lymph node dissection appendectomy and omentectomy 1
Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Para-aortic sentinel node assessment, Omental biopsy, Peritoneal washings 1
exploratory laparotomy with tumor debulking 1
Laparotomy 1
Interval debulking surgery for advanced ovarian carcinoma 1
MULTIPLE MYOMECTOMY 1
Radikal excision of illiacal LN 1
total hysterectomy with bilateral Salpingoophorectomy and pelvic and excision pelvic lymph nodes 1
total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic lymph node dissection omentectomy 1
Total laparoscopic hysterectomy Bilateral pelvic lymph node sampling 1
Robotic assisted total hysterectomy, bilateral pelvic sentinel node biopsies, bilateral salpingectomy-oophorectomy 1
HYSTEROSCOPY MYOMA RESECTION 1
abdominal wall reconstruction with local advancement flaps and inlay prolene mesh 1
Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Peritoneal washings, Bilateral pelvic lymph node sampling 1
Infragastric omentectomy and resection of gastric lesion 1
bilateral pelvic sentinel node biopsy 1
Hysterectomy plus bilateral salpingooforectomy plus selective sentinel node pelvic biopsy 1
P133 Female perineoplasty T877\tExcision Or Biopsy Of Inguinal Lymph Node Q552\tExam female genit tract UA NEC 1
T36.1: Omentectomy H02.9: Appendectomy 1
total abdominal hysterectomy and bilateral salphingoopherectomy and omentectomy and bilateral pelvic and paraaortic lymph node dissection appendectomy 1
Supra-colic omentectomy, excision of falciform ligament, extensive adhesiolysis 1
Adhesiolysis, peritonectomy, infracolic omentectomy 1
total abdominal hysterectomy and bilateral salphingoopherectomy and bilateral pelvic lymph node dissection and omentectomy 1
total laparoscopic hysterectomy and bilateral salpingo-oopherectomy 1
Omental biopsy, pelvic lymphadenectomy 1
Excision of pelvic lesion including excision of vaginal cuff 1
Appendicectomy, Bilateral Pelvic LN Dissection, Bilateral Salpingo-oophorectomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Para-aortic LN Sampling, Infracolic omentectomy, Peritoneal washings, Excision of tumour deposit from sigmoid colon, Excision of tumour near rectum, Laparotomy, Laparotomy 1
Total laparoscopic hysterectomy Bilateral pelvic sentinel node assessment Bilateral pelvic lymph node sampling 1
Pelvic and para-aortic lymph node dissection 1
omental biopsy 1
Partial Omentectomy 1
UCAP and split thickness skin graft reconstruction 1
Laparotomy, Appendicectomy, Peritoneal washings, Radical Hysterectomy, Bilateral Salpingo-oophorectomy, Supracolic Omentectomy, Para-aortic LN Sampling 1
Laparotomy Total abdominal hysterectomy Peritoneal washings Frozen section 1
Radical Excision of illaikal LN Excision of sentinel node - other localization 1
Laparotomy, Total abdominal hysterectomy and bilateral salpingo-oophorectomy, Appendicectomy, Infracolic omentectomy, Bilateral pelvic lymph node sampling, Para-aortic LN Sampling, Peritoneal washings 1
Modified radical hysterectomy Adhesiolysis Drainage of ascites 1
Exploratory laparotomy and excision of 6 teratoma within the Abdomen with Jejunum resection and direct anastomosis 1
Total laparoscopic hysterectomy Bilateral pelvic sentinel node assessment Para-aortic sentinel node assessment Omental biopsy Peritoneal washings 1
Bilateral salpingo-opherectomy, omentectomy and pelvic nodal dissection 1
Omenctomy Exscision of sentinel node - Other localization 1
Excision of abdominal wall recurrence 1
Excision of bladder and pelvic peritoneum, rectal reconstruction, infra- and supra-colic omentectomy, liver mobilization, excision of falciform ligament, appendicectomy, excision of inter-aortocaval lymph nodes. 1
skin flap application 1
debulking of tumour tissue 1
total abdominal hysterectomy and bilateral salpingo oopherectomy appendectomy omentectomy pelvic lymph node sampling 1
excision of pelvis sarcoma, anterior resection and temporary abdominal closure 1
Omentectomy 1
Histrectomy + bilateral annexectomy + omentectomy + apendicetomy + pelvic and paraaortic limphadenectomy 1
Curettage 1
Peritoneal and onental biopsy 1
Partial omentectomy 1
G78.8 + Y26.9 - Repair of enterotomy T41.3 - Division of bowel adhesions - open H02.9 - Appendicectomy unspecified (Appendicectomy NEC) 1
Ileal conduit with end colostomy 1
Peritoneal staging Omentectomy pelvic lymphadenectomy 1
Adhesiolysis, mini laparotomy to remove specimen 1
pelvic lymphadenectomy 1
Cytoscopy 1
Hysterectomy plus bilateral salpingooforectomy plus bilateral pelvic lymphadenectomy plus paraaortic lymphadenectomy 1
excision of left pelvic side wall recurrence 1
Da Vinci Robot Assisted, Total laparoscopic hysterectomy, BSO, Bilateral pelvic lymph node sampling, Omental biopsy, Repair of para-umbilical hernia 1
Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Peritoneal washings 1
pelvic lymphadenectomy and infra-colic omentectomy 1
OMENTECTOMY : 1
lymph node dissection 1
deffinitive laparatomy and left salphingoopherectomy and biopsy of peritoneum 1
total abdominal hysterectomy and bilateral salpingo-oopherectomy and appendectomy and bilateral pelvic lymph node dissection 1
Resection of pelvic and bladder peritoneum, infra- and supra-colic omentectomy 1
Pelvic and bladder peritonectomy, infra-gastric omentectomy, left and right paracolic peritonectomy 1
Hysteroscopic resection of endometrial polyps, insertion of Mirena IUS, appendicectomy, omental biopsy. 1
Total laparoscopic hysterectomy 1
Mesh Eventroplasty 1
Resection of pelvic and bladder peritoneum, supra-colic omentectomy, appendicectomy, partial caecectomy, resection of small bowel mesenteric nodules, full thickness small bowel excision of tumour 1
Infra-colic omentectomy 1
Robotic-assisted total laparoscopic hysterectomy, bilateral salpingectomy-oophorectomy, bilateral sentinel lymph node dissection 1
Bilateral sentinel node assessment of groins 1
Laparoscopy proceed to laparotomy Adhesiolysis 1
bilateral inguinal sentinel lymph node biopsy 1
Pelvic peritonectomy, supra-colic omentectomy, left paracolic peritonectomy, appendicectomy 1
Q071 Radical hysterectomy 1
Infracolic omentectomy with ureterolysis and extensive adhesiolysis 1
PERITONEAL ADHESIOLYSIS 1
Laparotomy, TAH, BSO, Supracolic Omentectomy, Appendicectomy, Bilateral pelvic lymph node sampling, Para-aortic LN Sampling, Low anterior resection, Stenting of Ureter 1
type 3 hysterectomy and bilateral pelvic and paraaortic lymphadenectomy and left ovarian transposition 1
X538 Debulking tumour- unspec organ (removal of tumour from bowel mesentery, pelvic peritoneum, gallbladder fossa
1
Histerectomy plus bilateral salpingooforectomy plus bilateral pelvic and paraaortic systematic lymphadenectomy 1
HIPPEC 1
APPENDECTOMY AND INFRACOLIC OMENTECTOMY 1
bilateral pelvic sentinel node excision 1
Da Vinci Robot Assisted, Total laparoscopic hysterectomy, BSO, Bilateral pelvic lymph node sampling, Omental biopsy, Peritoneal washings 1
Laparotomy Total abdominal hysterectomy Supracolic Omentectomy 1
peritoneal stripping, omentectomy, appendicectomy 1
Enbloc Resection of small and large bowel and pelvic tumour and bilateral ureteric stenting 1
T36.1 - Infracolic omentectomy- complete H02.9 - Appendicectomy unspecified (Appendicectomy NEC) 1
Flap graft 1
pelvic node debulking, sentinel pelvic node biopsy, paracaval node biopsy, omental J-flap 1
Omentectomy, Excision of disseminated focus 1
Total hysterectomy Omentektomy Radical excision of iliaca lymphnodes Biopsy of abdomen 1
frozen section 1
Pelvic and para-aortic lymph node dissection, and infra-colic omentectomy 1
Total laparoscopic hysterectomy Bilateral pelvic sentinel node assessment Para-aortic sentinel node assessment Excision of tumour nodules off large bowel surfaces Biopsies 1
T36.1 Omentectomy T462\tDrainage of ascites NE X538\tDebulking tumour-unspec organ (removal of tumour from bowel mesentery, pelvic peritoneum, gallbladder fossa 1
Excision of rectosigmoid tumour and rectal reconstruction, infra- and supra-colic omentectomy 1
cholecystectomy, small bowel resection with ileocolonic anastomosis (multiple ischemic tracts of the small intestine due to embolism) 1
appendicectomy 1
Laparoscopic histerectomy + bilateral anexectomy + pelvic anda paraaortic limphadenectomy 1
Hysterectomy plus salpingooforectomy plus systematic bilateral pelvic lymphadenectomy 1
pelvic and para-aortic lymphadenectomy appendectomy splenectomy omentectomy 1
total abdominal hysterectomy and bilateral salpingoopherecetomy and omentectomy and bilateral pelvic lymph node dissection 1
L obturator node excision 1
maximal cytoreduction_ retrograde hysterectomy bilateral salphingoopherectomy and omentectomy and bilateral diaphragm stripping right paracolic peritonectomy rectosigmoid resection bilataral pelvic paraaortic lymph node dissection anastomosis splenectomy 1
Excision of pelvic lymph nodes 1
Name: cancer_operation_2_other, dtype: int64
In [54]:
dataCheck_op2 = dataToAnalyse[['cancer_operation_2_other','cancer_operation_2']]
dataCheck_op2[~dataCheck_op2['cancer_operation_2_other'].isnull()]
Out[54]:
| cancer_operation_2_other | cancer_operation_2 | |
|---|---|---|
| 163 | Mesh Eventroplasty | Other (not otherwise classified) |
| 225 | Flap graft | Other (not otherwise classified) |
| 226 | omentectomy | Other (not otherwise classified) |
| 228 | Laparoscopic total hysterectomy | Other (not otherwise classified) |
| 229 | excision of left pelvic side wall recurrence | Other (not otherwise classified) |
| 234 | Laparoscopic total hysterectomy | Other (not otherwise classified) |
| 267 | Q071 Radical hysterectomy | Other (not otherwise classified) |
| 336 | omental biopsy | Other (not otherwise classified) |
| 479 | lymph node dissection | Other (not otherwise classified) |
| 539 | G78.8 + Y26.9 - Repair of enterotomy T41.3 -... | Other (not otherwise classified) |
| 541 | T36.1 - Infracolic omentectomy- complete H02.... | Other (not otherwise classified) |
| 632 | BSO (laparoscopic approach) | Other (not otherwise classified) |
| 633 | BSO (laparoscopic approach) | Other (not otherwise classified) |
| 634 | BSO (laparoscopic approach) | Other (not otherwise classified) |
| 635 | BSO (laparoscopic approach) | Other (not otherwise classified) |
| 636 | BSO (laparoscopic approach) | Other (not otherwise classified) |
| 637 | BSO (laparoscopic approach) | Other (not otherwise classified) |
| 638 | omentectomy | Other (not otherwise classified) |
| 662 | Laparoscopic histerectomy + bilateral anexecto... | Other (not otherwise classified) |
| 669 | Histrectomy + bilateral annexectomy + omentect... | Other (not otherwise classified) |
| 874 | Da Vinci Robot Assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 875 | Da Vinci Robot Assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 876 | Laparotomy, Appendicectomy, Peritoneal washing... | Other (not otherwise classified) |
| 877 | Da Vinci Robot Assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 878 | Appendicectomy, Bilateral Pelvic LN Dissection... | Other (not otherwise classified) |
| 879 | Da Vinci Robot Assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 880 | Laparotomy, Total abdominal hysterectomy and b... | Other (not otherwise classified) |
| 881 | Total laparoscopic hysterectomy | Other (not otherwise classified) |
| 882 | Da Vinci Robot Assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 883 | Laparotomy, TAH, BSO, Supracolic Omentectomy, ... | Other (not otherwise classified) |
| 884 | Total laparoscopic hysterectomy | Other (not otherwise classified) |
| 886 | Total laparoscopic hysterectomy Bilateral pel... | Other (not otherwise classified) |
| 887 | Laparotomy | Other (not otherwise classified) |
| 891 | Laparotomy | Other (not otherwise classified) |
| 892 | Laparotomy Total abdominal hysterectomy Peri... | Other (not otherwise classified) |
| 894 | Total laparoscopic hysterectomy | Other (not otherwise classified) |
| 896 | Total laparoscopic hysterectomy Bilateral pel... | Other (not otherwise classified) |
| 897 | Modified radical hysterectomy Adhesiolysis D... | Other (not otherwise classified) |
| 898 | Laparotomy Total abdominal hysterectomy Supr... | Other (not otherwise classified) |
| 899 | Bilateral sentinel node assessment of groins | Other (not otherwise classified) |
| 901 | Curettage | Other (not otherwise classified) |
| 902 | Laparotomy | Other (not otherwise classified) |
| 903 | Laparoscopy proceed to laparotomy Adhesiolysis | Other (not otherwise classified) |
| 904 | Total laparoscopic hysterectomy Bilateral pel... | Other (not otherwise classified) |
| 905 | Cytoscopy | Other (not otherwise classified) |
| 1042 | Total laparoscopic hysterectomy Bilateral pel... | Other (not otherwise classified) |
| 1142 | Total hysterectomy Omentektomy Radical excis... | Other (not otherwise classified) |
| 1151 | Radical Excision of illaikal LN Excision of ... | Other (not otherwise classified) |
| 1153 | Radikal excision of illiacal LN | Other (not otherwise classified) |
| 1154 | Omenctomy Exscision of sentinel node - Other... | Other (not otherwise classified) |
| 1344 | Infragastric omentectomy and resection of gast... | Other (not otherwise classified) |
| 1379 | Omental biopsy | Other (not otherwise classified) |
| 1383 | Infra-colic omentectomy | Other (not otherwise classified) |
| 1386 | Pelvic and para-aortic lymph node dissection, ... | Other (not otherwise classified) |
| 1390 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 1394 | Hysteroscopic resection of endometrial polyps,... | Other (not otherwise classified) |
| 1395 | pelvic lymphadenectomy and infra-colic omentec... | Other (not otherwise classified) |
| 1397 | Pelvic lymphadenectomy | Other (not otherwise classified) |
| 1399 | Omental biopsy, pelvic lymphadenectomy | Other (not otherwise classified) |
| 1401 | peritoneal stripping, omentectomy, appendicectomy | Other (not otherwise classified) |
| 1403 | Excision of bladder and pelvic peritoneum, rec... | Other (not otherwise classified) |
| 1407 | Pelvic lymphadenectomy | Other (not otherwise classified) |
| 1409 | Pelvic peritonectomy, supra-colic omentectomy,... | Other (not otherwise classified) |
| 1412 | Excision of pelvic lymph nodes | Other (not otherwise classified) |
| 1413 | Pelvic and para-aortic lymph node dissection | Other (not otherwise classified) |
| 1415 | Adhesiolysis, peritonectomy, infracolic omente... | Other (not otherwise classified) |
| 1416 | Resection of pelvic and bladder peritoneum, in... | Other (not otherwise classified) |
| 1417 | Resection of pelvic and bladder peritoneum, su... | Other (not otherwise classified) |
| 1420 | Pelvic and bladder peritonectomy, infra-gastri... | Other (not otherwise classified) |
| 1421 | Excision of rectosigmoid tumour and rectal rec... | Other (not otherwise classified) |
| 1422 | Supra-colic omentectomy, excision of falciform... | Other (not otherwise classified) |
| 1580 | Infracolic omentectomy with ureterolysis and e... | Other (not otherwise classified) |
| 1583 | Adhesiolysis, mini laparotomy to remove specimen | Other (not otherwise classified) |
| 1634 | bilateral inguinal sentinel lymph node biopsy | Other (not otherwise classified) |
| 1699 | cholecystectomy, small bowel resection with il... | Other (not otherwise classified) |
| 1764 | Laparoscopic hysterectomy | Other (not otherwise classified) |
| 1765 | Laparoscopic hysterectomy | Other (not otherwise classified) |
| 1766 | Laparoscopic hysterectomy | Other (not otherwise classified) |
| 1820 | Ileal conduit with end colostomy | Other (not otherwise classified) |
| 1838 | HYSTEROSCOPY MYOMA RESECTION | Other (not otherwise classified) |
| 2071 | Excision of abdominal wall recurrence | Other (not otherwise classified) |
| 2074 | type 3 hysterectomy and bilateral pelvic and p... | Other (not otherwise classified) |
| 2075 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2076 | total laparoscopic hysterectomy and bilateral ... | Other (not otherwise classified) |
| 2077 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2080 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2082 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2085 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2086 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2100 | maximal cytoreduction_ retrograde hysterectomy... | Other (not otherwise classified) |
| 2101 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2104 | deffinitive laparatomy and left salphingoopher... | Other (not otherwise classified) |
| 2105 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2106 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2109 | T36.1: Omentectomy H02.9: Appendectomy | Other (not otherwise classified) |
| 2335 | Histerectomy plus bilateral salpingooforectomy... | Other (not otherwise classified) |
| 2336 | Hysterectomy plus bilateral salpingooforectomy... | Other (not otherwise classified) |
| 2337 | Hysterectomy plus bilateral salpingooforectomy... | Other (not otherwise classified) |
| 2338 | Hysterectomy plus salpingooforectomy plus syst... | Other (not otherwise classified) |
| 2347 | Peritoneal staging Omentectomy pelvic lymph... | Other (not otherwise classified) |
| 2387 | MULTIPLE MYOMECTOMY | Other (not otherwise classified) |
| 2388 | PERITONEAL ADHESIOLYSIS | Other (not otherwise classified) |
| 2416 | pelvic and para-aortic lymphadenectomy append... | Other (not otherwise classified) |
| 2425 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2426 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2427 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2428 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2467 | OMENTECTOMY : | Other (not otherwise classified) |
| 2508 | debulking of tumour tissue | Other (not otherwise classified) |
| 2618 | Omentectomy | Other (not otherwise classified) |
| 2684 | Exploratory laparotomy and excision of 6 terat... | Other (not otherwise classified) |
| 2699 | exploratory laparotomy with tumor debulking | Other (not otherwise classified) |
| 2727 | Robotic assisted total hysterectomy, bilateral... | Other (not otherwise classified) |
| 2729 | Robotic-assisted total laparoscopic hysterecto... | Other (not otherwise classified) |
| 2780 | total hysterectomy with bilateral Salpingoopho... | Other (not otherwise classified) |
| 2866 | Omental biopsy | Other (not otherwise classified) |
| 2918 | Excision of pelvic lesion including excision o... | Other (not otherwise classified) |
| 2945 | HIPPEC | Other (not otherwise classified) |
| 2946 | pelvic lymphadenectomy | Other (not otherwise classified) |
| 2947 | sentinel nodes | Other (not otherwise classified) |
| 2950 | sentinel nodes | Other (not otherwise classified) |
| 2953 | infragastric omentectomy | Other (not otherwise classified) |
| 2954 | infragastric omentectomy | Other (not otherwise classified) |
| 2955 | appendicectomy | Other (not otherwise classified) |
| 2956 | L obturator node excision | Other (not otherwise classified) |
| 2957 | infragastric omentectomy | Other (not otherwise classified) |
| 2958 | infragastric omentectomy | Other (not otherwise classified) |
| 2959 | bilateral pelvic sentinel node biopsy | Other (not otherwise classified) |
| 2960 | omentectomy | Other (not otherwise classified) |
| 2961 | omentectomy | Other (not otherwise classified) |
| 2964 | infracolic omentectomy | Other (not otherwise classified) |
| 2965 | infracolic omentectomy | Other (not otherwise classified) |
| 2966 | abdominal wall reconstruction with local advan... | Other (not otherwise classified) |
| 2967 | bilateral pelvic sentinel node excision | Other (not otherwise classified) |
| 2968 | infragastric omentectomy, appendectomy, cholec... | Other (not otherwise classified) |
| 2969 | infragastric omentectomy, appendectomy, cholec... | Other (not otherwise classified) |
| 2970 | appendectomy, stapled anastomosis, bilateral u... | Other (not otherwise classified) |
| 2971 | appendectomy, stapled anastomosis, bilateral u... | Other (not otherwise classified) |
| 2973 | left ureteric dissection, pelvic peritoneal st... | Other (not otherwise classified) |
| 2974 | left ureteric dissection, pelvic peritoneal st... | Other (not otherwise classified) |
| 2975 | frozen section | Other (not otherwise classified) |
| 2976 | Enbloc Resection of small and large bowel and ... | Other (not otherwise classified) |
| 2977 | excision of pelvis sarcoma, anterior resection... | Other (not otherwise classified) |
| 2978 | pelvic node debulking, sentinel pelvic node b... | Other (not otherwise classified) |
| 2979 | bilateral pelvic sentinel lymph node biopsy | Other (not otherwise classified) |
| 2980 | bilateral pelvic sentinel lymph node biopsy | Other (not otherwise classified) |
| 3242 | P133 Female perineoplasty T877\tExcision Or ... | Other (not otherwise classified) |
| 3262 | X538 Debulking tumour- unspec organ (removal o... | Other (not otherwise classified) |
| 3272 | T36.1 Omentectomy T462\tDrainage of ascites N... | Other (not otherwise classified) |
| 3303 | UCAP and split thickness skin graft reconstruc... | Other (not otherwise classified) |
| 3321 | skin flap application | Other (not otherwise classified) |
| 3531 | Partial Omentectomy | Other (not otherwise classified) |
| 3538 | Partial omentectomy | Other (not otherwise classified) |
| 3539 | Omentectomy | Other (not otherwise classified) |
| 3540 | Omentectomy | Other (not otherwise classified) |
| 3546 | Omentectomy, Excision of disseminated focus | Other (not otherwise classified) |
| 3621 | Peritoneal and onental biopsy | Other (not otherwise classified) |
| 3737 | Bilateral salpingo-opherectomy, omentectomy an... | Other (not otherwise classified) |
| 3806 | APPENDECTOMY AND INFRACOLIC OMENTECTOMY | Other (not otherwise classified) |
| 3848 | Interval debulking surgery for advanced ovaria... | Other (not otherwise classified) |
Good, in this case this seems to be clear. For second operation this "freetext" variable is filled in if 'cancer_operation_2' has "other" as operation. Probably we will need to included this variable onto classification of operations.
cancer operation nr. 3¶
Looking at information for third cancer operation. This is now filled in for 1475 patients, while not available for 2441 patients. The same logic when presenting the info as before, showing list of values first, then values ordered by frequency.
In [55]:
dataToAnalyse['cancer_operation_3'].isnull().value_counts()
Out[55]:
True 2441 False 1475 Name: cancer_operation_3, dtype: int64
In [56]:
set(dataToAnalyse['cancer_operation_3'])
Out[56]:
{'3022',
'3722',
'3831',
'B223 Unilateral Adrenalectomy',
'G611 Bypass Of Jejunum By Anastomosis Of Jejunum To Jejunum',
'G712 Bypass Of Ileum By Anastomosis Of Ileum To Ileum',
'G722 Anastomosis Of Ileum To Transverse Colon',
'G742 Creation Of Temporary Ileostomy',
'G743 Creation Of Defunctioning Ileostomy',
'H033 Exteriorisation Of Appendix',
'H051 Total Colectomy And Anastomosis Of Ileum To Rectum',
'H063 Extended Right Hemicolectomy And Anastomosis',
'H064 Extended Right Hemicolectomy And Ileostomy Hfq',
'H073 Right hemicolectomy and anastomosis',
'H102 Sigmoid Colectomy And Anastomosis Of Colon To Rectum',
'H103 Sigmoid Colectomy And Anastomosis',
'H122 Excision Of Lesion Of Colon',
'H135 Bypass Of Colon By Anastomosis Of Colon To Rectum',
'H331 Abdominoperineal Excision Of Rectum And End Colostomy',
'H333 Anterior Resection Of Rectum And Anastomosis Of Colon To Rectum',
'H334 Anterior Resection Of Rectum And Anastomosis',
'H335 Rectosigmoidectomy And Closure Of Rectal Stump And Exteriorisation of Bowel',
'H336 Anterior Resection Of Rectum And Exteriorisation Of Bowel',
'H341 Open Excision Of Lesion Of Rectum',
'H411 Rectosigmoidectomy And Peranal Anastomosis',
'J023 Resection Of Segment Of Liver',
'J031 Excision Of Lesion Of Liver',
'J185 Partial Cholecystectomy',
'J571 Subtotal Pancreatectomy',
'J692 Total Splenectomy',
'M025 Nephrectomy',
'M181 Total Ureterectomy',
'Other (not otherwise classified)',
'P052 Partial Excision Of Vulva',
'P172 Partial Colpectomy',
'Q013 Excision Of Lesion Of Cervix Uteri',
'Q033 Cone Biopsy Of Cervix Uteri',
'Q072 Abdominal Hysterectomy And Excision Of Periuterine Tissue',
'Q074 Total Abdominal Hysterectomy',
'Q221 Bilateral Salpingoophorectomy',
'Q222 Bilateral Salpingectomy',
'Q223 Bilateral Oophorectomy',
'Q231 Unilateral Salpingoophorectomy',
'Q232 Salpingoophorectomy Of Remaining Solitary Fallopian Tube And',
'Q235 Unilateral Oophorectomy',
'Q432 Excision Of Lesion Of Ovary',
'T171 Excision Of Lesion Of Diaphragm',
'T304 Opening Of Abdomen And Exploration Of Groin',
'T323 Reconstruction Of Anterior Abdominal Wall Using Flap Nec',
'T331 Open Excision Of Lesion Of Peritoneum',
'T362 Excision Of Lesion Of Omentum',
'T364 Biopsy Of Lesion Of Omentum',
'T365 Creation Of Omental Flap',
'T371 Excision Of Lesion Of Mesentery Of Small Intestine',
'T373 Biopsy Of Lesion Of Mesentery Of Small Intestine',
'T393 Biopsy Of Lesion Of Posterior Peritoneum',
'T423 Endoscopic Division Of Adhesions Of Peritoneum',
'T425 Endoscopic Excision Of Peritoneum',
'T431 Diag.endo.exam/Peritoneum And Biopsy Of Lesion Of Peritoneum',
'T482 Introduction Of Cytotoxic Substance Into Peritoneal Cavity',
'T511 Excision Of Fascia Of Posterior Abdominal Wall',
'T512 Excision Of Fascia Of Pelvis',
'T854 Block Dissection Of Para-Aortic Lymph Nodes',
'T855 Block Dissection Of Inguinal Lymph Nodes',
'T856 Block Dissection Of Pelvic Lymph Nodes',
'T866 Sampling Of Para-Aortic Lymph Nodes',
'T875 Excision Or Biopsy Of Para-Aortic Lymph Node',
'T877 Excision Or Biopsy Of Inguinal Lymph Node',
'T911 Biopsy Of Sentinel Lymph Node',
'T912 Scanning Of Sentinel Lymph Node',
'X144 Pelvic Side Wall Clearance',
'X532 Excision Of Lesion Of Unspecified Organ',
nan}
In [57]:
dataToAnalyse['cancer_operation_3'].value_counts().head(50)
Out[57]:
T856 Block Dissection Of Pelvic Lymph Nodes 386 Other (not otherwise classified) 236 T911 Biopsy Of Sentinel Lymph Node 193 T362 Excision Of Lesion Of Omentum 163 T854 Block Dissection Of Para-Aortic Lymph Nodes 128 Q221 Bilateral Salpingoophorectomy 82 T364 Biopsy Of Lesion Of Omentum 81 T393 Biopsy Of Lesion Of Posterior Peritoneum 17 T875 Excision Or Biopsy Of Para-Aortic Lymph Node 17 T171 Excision Of Lesion Of Diaphragm 16 T866 Sampling Of Para-Aortic Lymph Nodes 12 H033 Exteriorisation Of Appendix 11 T331 Open Excision Of Lesion Of Peritoneum 11 H333 Anterior Resection Of Rectum And Anastomosis Of Colon To Rectum 8 T877 Excision Or Biopsy Of Inguinal Lymph Node 8 J692 Total Splenectomy 8 T912 Scanning Of Sentinel Lymph Node 8 Q222 Bilateral Salpingectomy 6 T855 Block Dissection Of Inguinal Lymph Nodes 6 Q074 Total Abdominal Hysterectomy 6 H336 Anterior Resection Of Rectum And Exteriorisation Of Bowel 4 J185 Partial Cholecystectomy 4 J031 Excision Of Lesion Of Liver 3 Q432 Excision Of Lesion Of Ovary 3 Q072 Abdominal Hysterectomy And Excision Of Periuterine Tissue 3 H335 Rectosigmoidectomy And Closure Of Rectal Stump And Exteriorisation of Bowel 2 Q235 Unilateral Oophorectomy 2 T431 Diag.endo.exam/Peritoneum And Biopsy Of Lesion Of Peritoneum 2 H334 Anterior Resection Of Rectum And Anastomosis 2 T423 Endoscopic Division Of Adhesions Of Peritoneum 2 H411 Rectosigmoidectomy And Peranal Anastomosis 2 H122 Excision Of Lesion Of Colon 2 H102 Sigmoid Colectomy And Anastomosis Of Colon To Rectum 2 X532 Excision Of Lesion Of Unspecified Organ 1 M025 Nephrectomy 1 T512 Excision Of Fascia Of Pelvis 1 G722 Anastomosis Of Ileum To Transverse Colon 1 3831 1 3722 1 J571 Subtotal Pancreatectomy 1 H103 Sigmoid Colectomy And Anastomosis 1 T304 Opening Of Abdomen And Exploration Of Groin 1 T511 Excision Of Fascia Of Posterior Abdominal Wall 1 H073 Right hemicolectomy and anastomosis 1 B223 Unilateral Adrenalectomy 1 M181 Total Ureterectomy 1 H135 Bypass Of Colon By Anastomosis Of Colon To Rectum 1 J023 Resection Of Segment Of Liver 1 3022 1 G742 Creation Of Temporary Ileostomy 1 Name: cancer_operation_3, dtype: int64
Extra information about operation_3 is in variable 'cancer_operation_3_other'. This information is filled in for 236 patients. Will look at the contents.
In [58]:
dataToAnalyse['cancer_operation_3_other'].isnull().value_counts()
Out[58]:
True 3680 False 236 Name: cancer_operation_3_other, dtype: int64
In [59]:
set(dataToAnalyse['cancer_operation_3_other'])
Out[59]:
{'\t omentectomy and appendectomy',
' appendicectomy, resection of small bowel mesenteric nodules, Pouch of Douglas nodules ',
' pelvic lymphadenectomy',
'- T362\tExcision Of Lesion Of Omentum - Excision of mesenteric peritoneal deposits',
'-Appendicectomy -Excision of enlarged retroperitoneal lymphnodes -Excision of small bowel surface deposit with repair -Ileostomy',
'-T362\tExcision Of Lesion Of Omentum - Excision of diaphragmatic surface peritoneal deposit and liver surface deposit',
'-T362\tExcision Of Lesion Of Omentum -Excision of Pouch of douglas peritoneum',
'-T362\tExcision Of Lesion Of Omentum -Retroperitoneal lymphnode debulking',
'-T854\tBlock Dissection Of Para-Aortic Lymph Nodes -T856 Block Dissection Of Pelvic Lymph Nodes -Biopsy of omentum',
'1. OMENTECTOMY 2. LIVER BIOPSY 3. Ureterolysis',
'Abdominal hysterocolpectomy',
'Adhesiolysis Small bowel resection Re-anastomosis of small bowel',
'Adhesiolysis Washings',
'Adhesiolysis, omental biopsy',
'Aortic and bilateral pelvic Lymphademectomy',
'Aortic and bilateral pelvic lymphadenectomy Omentectomy',
'Aortic and pelvic bilateral lymphadenectomy',
'Appendectomy, Synechotomy',
'Appendicectomy',
'Bilateral pelvic and paraaortic lymphadenectomy',
'Bilateral pelvic lymph node dissection & omental biopsy',
'Bilateral pelvic lymph node sampling Peritoneal washings',
'Biopsy of bilateral obturator lymph node',
'Block Dissection Of Pelvic Lymph Nodes and Para-Aortic Lymph Nodes',
'Colposcopy, excision of vaginal cuff.',
'Cytoreductive surgery',
'DIAGNOSTIC ENDOMETRIAL CURETTAGE',
'Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Bilateral pelvic lymph node sampling',
'Da Vinci Robot assisted, Total laparoscopic hysterectomy, BSO, Laparoscopic bilateral pelvic lymph node sampling, Peritoneal Washing ',
'Debulking surgery for ovarian cancer: Hysterectomy and salpingooforectomy, pelvic peritonectomy, en block sigmoid colectomy and terminal anastomosis, bilateral systematic pelvic lymphadenectomy and paraaortic lymphadenectomy up to left renal vein.',
'Excision of bilateral iliac lymphe nodes Excision of para-aortic lymphe nodes Excision of sentinel nodes - another localization ',
'Exploratory laparotomy, R0 tumor debulking, Complete gastrocolic omentectomy, Splenectomy, Mobilization of liver with argon beam coagulation of liver serosal nodules, Resection of terminal ileum and cecum with ileal-ascending side-to-side functional end-to-end reanastomosis, bladder peritonectomy, rectosigmoid resection with end-to-end reanastamosis, bilateral ureterolysis, argon beam coagulation of occasional nodules seen on the mesentery of the small bowel.',
'Exploratory laparotomy, left pelvic node dissection, infracolic omentectomy',
'Exploratory laparotomy, pelvic and paraaortic lymph node sampling, omentectomy',
'Extended midline laparotomy, liver mobilisation, right mediaphrhmatic peritonectomy, excision of right diaphragmatic nodule and pleural disease, closure of diaphragmatic defect, total omentectomy, para-aortic lymph node sampling, extra-fascial hysterectomy BSO, abdominopelvic peritonectomy, appendicectomy, bilateral ureterolysis and adhesiolysis',
'Greater omentectomy, Appendectomy, Retroperitoneal lymphadenectomy',
'H02.9 - Appendicectomy unspecified T36.1 - Infracolic omentectomy- complete',
'H102\tSigmoid Colectomy And Anastomosis Of Colon To Rectum T361\tOmentectomy T33\tOpen extirp lesion peritoneum T856\tBlock Dissection Of Pelvic Lymph Nodes T854\tBlock Dissection Of Para-Aortic Lymph Nodes',
'Infracolic Omentectomy+ Appendicectomy+ Infundibulo pelvic ligament resection',
'Interval debulking surgery- adhesiolysis (previous RSO hysterectomy as an emergency)',
'J692\tTotal Splenectomy T361 Omentectomy',
'Laparoscopic approach Y75.2',
'Laparoscopic bilateral pelvic lymph node sampling',
'Laparoscopic hysterectomy',
'Laparoscopic radical hysterectomy ',
'Left pelvic lymph node sampling Peritoneal washings',
'Lymph node excision',
'Lymphadenectomy ',
'Modified posterior exenteration Extensive adhesiolysis Appendicectomy Small bowel resection with stapled side-to-side anastomosis Omental J flap Colostomy',
'Modified radical hysterectomy',
'Modified radical hysterectomy Pelvic peritoneal stripping Supracolic Omentectomy Appendicectomy Excision of tumour plaque from diaphragm Peritoneal washings ',
'OMENTECTOMY',
'OMENTECTOMY + UMBILICAL HERNIORRHAPHY ',
'Omental Biopsy T36.1',
'Omental biopsy',
'Omentecomy; excision of plevic lymph noes group',
'Omentectomy',
'Omentectomy Peritoneal washings',
'Omentectomy Ekstensiv excision of Peritoneum Biopsy of Peritoneum ',
'Omentectomy Peritonectomy Appendectomy',
'Omentectomy , Pelvic lymph node biopsy',
'Omentectomy and peritoneal biopsies',
'Omentectomy and peritoneal biopsies and removal of deposit from Vaginal vault',
'Omentectomy, Pelvic and para-aortic lymphadenectomy',
'Omentectomy, Pelvic lymphadenectomy',
'Omentectomy, Resection of peritoneal dissemination',
'Omentectomy, lymphadenectomy (paraaortic and pelvine lymph nodes), peritonectomy, resection of intestinum',
'Paraaortic lymphadenectomy Pelvic lymphadenectomy Radical omentectomy Mesh placement Appendectomy',
'Paraortic and Pelvic bilateral Lymphadenectomy',
'Partial omentectomy',
'Partial omentectomy and pelvic peritoneal biopsies ',
'Pelvic and para-aortic lymphadenectomy',
'Pelvic and para-aortic lymphadenectomy splenectomy appendectomy distal pancreatectomy Diaphragm stripping ',
'Pelvic para-aortic lymphadenectomy omentectomy',
'Pelvic peritonectomy Total omentectomy',
'Peritoneal byopsies Infracolic omentectomy Apendectomy',
'Peritoneal cytology Pelvic lymph node sampling',
'Peritoneal washing Omental biopsy',
'Peritoneal washings',
'Peritoneal washings Adhesiolysis',
'Peritoneal washings Bilateral pelvic lymph node sampling',
'Peritoneal washings Omental biopsy',
'Posterior colporrhaphy ',
'Q36.1: Endoscopic occlusion of remaining solitary fallopian tube',
'Q552\tExam female genit tract UA NEC',
'Radical excision af para-aortic lymphnodes Radical excision af iliaca lymphnodes Ekstensiv excision af peritoneum',
'Radical omentectomy Apendectomy Mesh procedure Peritonectomy',
'Radical omentectomy Mesh placement',
'Radical omentectomy Pelvic lymphadenectomy Paraaortic lymphadenectomy Apendectomy',
'Radical omentectomy Peritoneal byopsy Pelvic lypmhadenectomy Paraaortic lymphadenectomy',
'Rectosigmoid resection Formation of end colostomy Omental biopsy',
'Rectosigmoidectomy +Appendectomy Pelvic and retroperitoneal lymphadenectomy + Inframesocolic omentectomy',
'Relook laparotomy, Formation of right iliac fossa double barrel stoma (small bowel and ascending colon), left iliac fossa end mucus colostomy, closure of abdomen with VAC dressing to wound',
'Repair of umbilical hernia',
'Right hemicolectomy',
'Right pelvic lymphadenectomy, omentectomy, bladder repair, control of pelvic hemorrhage',
'Robotic approach Omentectomy Pelvic lymphadenectomy',
'Robotic aproach Sentinel node biopsy',
'Sentinel node biopsy',
'Sentinel node excision',
'Splenectomy Total omentectomy ',
'T36.1 Omentectomy',
'T36.1 Omentectomy ',
'T361\tOmentectomy',
'T361 Omentectomy T86 Z941 Bilateral pelvic lymph node dissection',
'T423\tEndoscopic adhesiolysis T911\tBiopsy Of Sentinel Lymph Node Nec',
'T85-Z941 Pelvic Lymph node clearance',
'T854\tBlock Dissection Of Para-Aortic Lymph Nodes Total omentectomy Cholecystectomy',
'T856\tBlock Dissection Of Pelvic Lymph Nodes - Omental biopsy',
'T856\tBlock Dissection Of Pelvic Lymph Nodes Q124\tIUCD removal NEC',
'T856 Block Dissection Of Pelvic Lymph Nodes T364\tBiopsy Of Lesion Of Omentum Q124\tIUCD removal NEC H4180\tFull or partial thickness rectal biopsy',
'T856 Block Dissection Of Pelvic Lymph Nodes、T854 Block Dissection Of Para-Aortic Lymph Nodes',
'T866\tSampling Of Para-Aortic Lymph Nodes T36.4 Biopsy of lesion of omentum',
'T866 Sampling Of Para-Aortic Lymph Nodes T856 Block Dissection Of Pelvic Lymph Nodes T911 Biopsy Of Sentinel Lymph Node Nec T364\tBiopsy Of Lesion Of Omentum',
'T875\tExcision Or Biopsy Of Para-Aortic Lymph Node T361\tOmentectomy M253\tUreterolysis',
'T875\tExcision Or Biopsy Of Para-Aortic Lymph Node T856\tBlock Dissection Of Pelvic Lymph Nodes T911\tBiopsy Of Sentinel Lymph Node Nec',
'T875\tExcision Or Biopsy Of Para-Aortic Lymph Node T911\tBiopsy Of Sentinel Lymph Node Nec',
'T911\tBiopsy Of Sentinel Lymph Node Nec T364\tBiopsy Of Lesion Of Omentum',
'T911\tBiopsy Of Sentinel Lymph Node Nec T854 Block dissection of para-aortic lymph nodes T868 Other specified sampling of lymph nodes Q103 Dilation of cervix uteri and curettage of uterus NEC S454 Removal of organic material from skin NEC (tick/arthropod)',
'T911\tBiopsy Of Sentinel Lymph Node Nec T855\tBlock dissection inguinal lymph nodes P071 Plastic repair of vulva',
'T911\tBiopsy Of Sentinel Lymph Node Nec T856\tBlock Dissection Of Pelvic Lymph Nodes ',
'T911\tBiopsy Of Sentinel Lymph Node Nec T856\tBlock Dissection Of Pelvic Lymph Nodes P255 Suture of vagina',
'T911 Biopsy Of Sentinel Lymph Node Nec Q124 IUCD removal NEC',
'T911 Biopsy Of Sentinel Lymph Node Nec Q124 IUCD removal NEC',
'T911 Biopsy Of Sentinel Lymph Node Nec T856 Block Dissection Of Pelvic Lymph Nodes',
'T911 Biopsy Of Sentinel Lymph Node Nec T866 Sampling Of Para-Aortic Lymph Nodes',
'Total abdominal hysterectomy Left pelvic lymph node sampling',
'Total abdominal hysterectomy Peritoneal biopsy Infracolic omentectomy',
'Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Peritoneal washings',
'Total omentectomy ',
'Total omentectomy Cholecystectomy',
'Total omentectomy Left paracolic gutter peritonectomy Excision of duodenal nodule',
'Total omentectomy Paracolic gutters peritonectomy',
'Total omentectomy with en-bloc splenectomy, modified posterior exenteration pelvic and upper biliary peritonectomy and end colostomy, appendicectomy, excision of hepatic disease, repair of external iliac vein injury. ',
'Total omentectomy, Left hemi-colectomy, splenectomy & distal pancreatectomy.',
'Washings',
'Washings Ometectomy Excision of left pelvic lymph node',
'Y75.3 Robotic approach T85-Z941 Pelvic lymph node dissection BILATERAL T361 Omental biopsy',
'Y75.3 Robotic approach T86-Z94.1 Bilateral pelvic lymph node dissection',
'adhesiolysis: division of omental and sigmoid adhesions',
'appendectomy, resection of sigmoid colon, open anterior resection ',
'appendicectomy and removal of small residual peritoneal lesions',
'bilateral pelvic lymph node dissection + removal of back stitch',
'bilateral pelvic lymph node dissection T85-Z94.1',
'bilateral pelvic lymph node dissection, infracolic omentectomy',
'bilateral pelvic lymph node dissection, infracolic omentectomy, repair of umbilical hernia',
'bilateral pelvic lymph node dissection, omental biopsy, episiotomy repair ',
'bilateral pelvic lymphadenectomy & omental biopsy',
'bilateral pelvic lymphadenectomy & omental biopsy.',
'biopsy of right sentinel lymphnode, sampling of estern iliac lymphnodes, samlpling of obturator lymphnodes.',
'cystoscopy',
'cystoscopy & insertion & removal of left ureteric catheter & infracolic omentectomy',
'excision of small bowel mesenteric/ stomach/ para colic gutter/ diaphragmmatic nodules, bilateral ureteroscopy, right ureteric stenting ',
'infragastric omentectomy, appendectomy, excision of bowel mesentery nodules',
'left pelvic lymph node sampling and pelvic peritoneal biopsies',
'left pelvic lymphadenectomy total omentectomy resection of mesentery deposits',
'lysis of adhesions around rectosigmoid colon T361\tOmentectomy',
nan,
'omental biopsy',
'omental biopsy ',
'omentectomy',
'omentectomy and excision of enlarged external iliac lymph node',
'omentectomy and peritoneal biopsies',
'omentumectomy',
'pelvic and para-aortic lymphadenectomy',
'pelvic and para-aortic lymphadenectomy, omental biopsy',
'pelvic lymphadenectomy omental biopsy',
'peritoneal biopsies, pelvic lymph node sampling, omental biopsy',
'peritoneal stripping removal of disease from splenic hilum',
'peritoneal washings',
'pre-aortic lymph node biopsy',
'pubic resection Resection of hamstring branches partial urethrectomy gracilis rotation flap',
'radical omentectomy, excision of peritoneal lesions',
'resection of small bowel nodules, appendectomy ',
'rigid cystoscopy, insertion of bilateral ureteric stents',
'segmental colectomy',
"supracolic omentectomy Pelvic peritonectomy Subhepatic deposit in Morrison's pouch removed Appendicectomy Partial parietal peritonectomy Small and large bowel mesenteric deposit excision",
'total abdominal hysterectomy and bilateral salphingoopherectomy and infra colic omentectomy and appendectomy and bilateral pelvic paraaortic lymph node dissection ',
'total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic lymph node dissection and omentectomy',
'total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic paraaortic lymph node dissection omentectomy and appendectomy',
'total laparoscopic hysterectomy and bilateral salphingoopherectomy',
'total omentectomy excision of porta hepatis node',
'tumoral debulking',
'washings Adhesiolysis'}
In [60]:
with open('cancer_operation_3_other.txt','w') as f:
for opItem in set(dataToAnalyse['cancer_operation_3_other']):
f.write("'"+str(opItem)+"'")
f.write('\n')
In [61]:
dataToAnalyse['cancer_operation_3_other'].value_counts()
Out[61]:
omental biopsy 11 Pelvic and para-aortic lymphadenectomy 10 pelvic and para-aortic lymphadenectomy 6 Omentectomy, Pelvic and para-aortic lymphadenectomy 6 T856 Block Dissection Of Pelvic Lymph Nodes、T854 Block Dissection Of Para-Aortic Lymph Nodes 5 OMENTECTOMY 4 Laparoscopic hysterectomy 3 Block Dissection Of Pelvic Lymph Nodes and Para-Aortic Lymph Nodes 3 Appendicectomy 3 excision of small bowel mesenteric/ stomach/ para colic gutter/ diaphragmmatic nodules, bilateral ureteroscopy, right ureteric stenting 2 T911\tBiopsy Of Sentinel Lymph Node Nec T364\tBiopsy Of Lesion Of Omentum 2 appendicectomy and removal of small residual peritoneal lesions 2 Omentectomy 2 resection of small bowel nodules, appendectomy 2 infragastric omentectomy, appendectomy, excision of bowel mesentery nodules 2 T911 Biopsy Of Sentinel Lymph Node Nec T856 Block Dissection Of Pelvic Lymph Nodes 2 appendicectomy, resection of small bowel mesenteric nodules, Pouch of Douglas nodules 2 Peritoneal washings 2 Partial omentectomy 2 appendectomy, resection of sigmoid colon, open anterior resection 2 Total abdominal hysterectomy Peritoneal biopsy Infracolic omentectomy 1 Debulking surgery for ovarian cancer: Hysterectomy and salpingooforectomy, pelvic peritonectomy, en block sigmoid colectomy and terminal anastomosis, bilateral systematic pelvic lymphadenectomy and paraaortic lymphadenectomy up to left renal vein. 1 Modified radical hysterectomy Pelvic peritoneal stripping Supracolic Omentectomy Appendicectomy Excision of tumour plaque from diaphragm Peritoneal washings 1 Total omentectomy 1 T85-Z941 Pelvic Lymph node clearance 1 omentectomy and excision of enlarged external iliac lymph node 1 T875\tExcision Or Biopsy Of Para-Aortic Lymph Node T361\tOmentectomy M253\tUreterolysis 1 T911 Biopsy Of Sentinel Lymph Node Nec T866 Sampling Of Para-Aortic Lymph Nodes 1 Cytoreductive surgery 1 Omentectomy Peritonectomy Appendectomy 1 radical omentectomy, excision of peritoneal lesions 1 Washings Ometectomy Excision of left pelvic lymph node 1 Modified posterior exenteration Extensive adhesiolysis Appendicectomy Small bowel resection with stapled side-to-side anastomosis Omental J flap Colostomy 1 Exploratory laparotomy, pelvic and paraaortic lymph node sampling, omentectomy 1 Da Vinci Robot assisted, Total laparoscopic hysterectomy, BSO, Laparoscopic bilateral pelvic lymph node sampling, Peritoneal Washing 1 omental biopsy 1 H102\tSigmoid Colectomy And Anastomosis Of Colon To Rectum T361\tOmentectomy T33\tOpen extirp lesion peritoneum T856\tBlock Dissection Of Pelvic Lymph Nodes T854\tBlock Dissection Of Para-Aortic Lymph Nodes 1 T856 Block Dissection Of Pelvic Lymph Nodes T364\tBiopsy Of Lesion Of Omentum Q124\tIUCD removal NEC H4180\tFull or partial thickness rectal biopsy 1 T875\tExcision Or Biopsy Of Para-Aortic Lymph Node T911\tBiopsy Of Sentinel Lymph Node Nec 1 Right hemicolectomy 1 1. OMENTECTOMY 2. LIVER BIOPSY 3. Ureterolysis 1 Y75.3 Robotic approach T85-Z941 Pelvic lymph node dissection BILATERAL T361 Omental biopsy 1 T361 Omentectomy T86 Z941 Bilateral pelvic lymph node dissection 1 pubic resection Resection of hamstring branches partial urethrectomy gracilis rotation flap 1 total abdominal hysterectomy and bilateral salphingoopherectomy and infra colic omentectomy and appendectomy and bilateral pelvic paraaortic lymph node dissection 1 bilateral pelvic lymph node dissection, infracolic omentectomy, repair of umbilical hernia 1 Bilateral pelvic lymph node dissection & omental biopsy 1 Sentinel node biopsy 1 Omentecomy; excision of plevic lymph noes group 1 peritoneal washings 1 Partial omentectomy and pelvic peritoneal biopsies 1 Excision of bilateral iliac lymphe nodes Excision of para-aortic lymphe nodes Excision of sentinel nodes - another localization 1 Omentectomy Peritoneal washings 1 T856\tBlock Dissection Of Pelvic Lymph Nodes Q124\tIUCD removal NEC 1 -T362\tExcision Of Lesion Of Omentum - Excision of diaphragmatic surface peritoneal deposit and liver surface deposit 1 Aortic and bilateral pelvic Lymphademectomy 1 biopsy of right sentinel lymphnode, sampling of estern iliac lymphnodes, samlpling of obturator lymphnodes. 1 Bilateral pelvic lymph node sampling Peritoneal washings 1 Laparoscopic approach Y75.2 1 T866 Sampling Of Para-Aortic Lymph Nodes T856 Block Dissection Of Pelvic Lymph Nodes T911 Biopsy Of Sentinel Lymph Node Nec T364\tBiopsy Of Lesion Of Omentum 1 Adhesiolysis Small bowel resection Re-anastomosis of small bowel 1 Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic lymph node sampling, Peritoneal washings 1 Q552\tExam female genit tract UA NEC 1 T866\tSampling Of Para-Aortic Lymph Nodes T36.4 Biopsy of lesion of omentum 1 omentumectomy 1 Omentectomy and peritoneal biopsies and removal of deposit from Vaginal vault 1 Peritoneal washing Omental biopsy 1 Exploratory laparotomy, left pelvic node dissection, infracolic omentectomy 1 Bilateral pelvic and paraaortic lymphadenectomy 1 Pelvic and para-aortic lymphadenectomy splenectomy appendectomy distal pancreatectomy Diaphragm stripping 1 lysis of adhesions around rectosigmoid colon T361\tOmentectomy 1 Lymphadenectomy 1 bilateral pelvic lymph node dissection, infracolic omentectomy 1 T911\tBiopsy Of Sentinel Lymph Node Nec T856\tBlock Dissection Of Pelvic Lymph Nodes P255 Suture of vagina 1 Total omentectomy Paracolic gutters peritonectomy 1 Total omentectomy with en-bloc splenectomy, modified posterior exenteration pelvic and upper biliary peritonectomy and end colostomy, appendicectomy, excision of hepatic disease, repair of external iliac vein injury. 1 T911 Biopsy Of Sentinel Lymph Node Nec Q124 IUCD removal NEC 1 Omental Biopsy T36.1 1 T36.1 Omentectomy 1 total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic lymph node dissection and omentectomy 1 Da Vinci Robot Assisted, Total laparoscopic hysterectomy, Bilateral Salpingo-oophorectomy, Bilateral pelvic sentinel node assessment, Bilateral pelvic lymph node sampling 1 bilateral pelvic lymph node dissection, omental biopsy, episiotomy repair 1 Total abdominal hysterectomy Left pelvic lymph node sampling 1 omentectomy and peritoneal biopsies 1 Repair of umbilical hernia 1 pelvic lymphadenectomy omental biopsy 1 DIAGNOSTIC ENDOMETRIAL CURETTAGE 1 T911 Biopsy Of Sentinel Lymph Node Nec Q124 IUCD removal NEC 1 Lymph node excision 1 Peritoneal cytology Pelvic lymph node sampling 1 peritoneal biopsies, pelvic lymph node sampling, omental biopsy 1 Biopsy of bilateral obturator lymph node 1 cystoscopy 1 \t omentectomy and appendectomy 1 total abdominal hysterectomy and bilateral salpingo-oopherectomy and bilateral pelvic paraaortic lymph node dissection omentectomy and appendectomy 1 cystoscopy & insertion & removal of left ureteric catheter & infracolic omentectomy 1 Paraaortic lymphadenectomy Pelvic lymphadenectomy Radical omentectomy Mesh placement Appendectomy 1 Washings 1 Omentectomy and peritoneal biopsies 1 Pelvic para-aortic lymphadenectomy omentectomy 1 Modified radical hysterectomy 1 Omentectomy Ekstensiv excision of Peritoneum Biopsy of Peritoneum 1 Peritoneal washings Bilateral pelvic lymph node sampling 1 total omentectomy excision of porta hepatis node 1 T911\tBiopsy Of Sentinel Lymph Node Nec T856\tBlock Dissection Of Pelvic Lymph Nodes 1 T911\tBiopsy Of Sentinel Lymph Node Nec T854 Block dissection of para-aortic lymph nodes T868 Other specified sampling of lymph nodes Q103 Dilation of cervix uteri and curettage of uterus NEC S454 Removal of organic material from skin NEC (tick/arthropod) 1 Colposcopy, excision of vaginal cuff. 1 left pelvic lymph node sampling and pelvic peritoneal biopsies 1 Posterior colporrhaphy 1 Omentectomy, Pelvic lymphadenectomy 1 Pelvic peritonectomy Total omentectomy 1 Paraortic and Pelvic bilateral Lymphadenectomy 1 T911\tBiopsy Of Sentinel Lymph Node Nec T855\tBlock dissection inguinal lymph nodes P071 Plastic repair of vulva 1 H02.9 - Appendicectomy unspecified T36.1 - Infracolic omentectomy- complete 1 Peritoneal washings Omental biopsy 1 T856\tBlock Dissection Of Pelvic Lymph Nodes - Omental biopsy 1 Omentectomy, lymphadenectomy (paraaortic and pelvine lymph nodes), peritonectomy, resection of intestinum 1 Radical omentectomy Pelvic lymphadenectomy Paraaortic lymphadenectomy Apendectomy 1 adhesiolysis: division of omental and sigmoid adhesions 1 Interval debulking surgery- adhesiolysis (previous RSO hysterectomy as an emergency) 1 Rectosigmoid resection Formation of end colostomy Omental biopsy 1 Aortic and bilateral pelvic lymphadenectomy Omentectomy 1 Abdominal hysterocolpectomy 1 Radical omentectomy Peritoneal byopsy Pelvic lypmhadenectomy Paraaortic lymphadenectomy 1 Total omentectomy, Left hemi-colectomy, splenectomy & distal pancreatectomy. 1 pre-aortic lymph node biopsy 1 bilateral pelvic lymph node dissection + removal of back stitch 1 supracolic omentectomy Pelvic peritonectomy Subhepatic deposit in Morrison's pouch removed Appendicectomy Partial parietal peritonectomy Small and large bowel mesenteric deposit excision 1 J692\tTotal Splenectomy T361 Omentectomy 1 T361\tOmentectomy 1 Infracolic Omentectomy+ Appendicectomy+ Infundibulo pelvic ligament resection 1 Appendectomy, Synechotomy 1 left pelvic lymphadenectomy total omentectomy resection of mesentery deposits 1 Splenectomy Total omentectomy 1 T854\tBlock Dissection Of Para-Aortic Lymph Nodes Total omentectomy Cholecystectomy 1 -T362\tExcision Of Lesion Of Omentum -Excision of Pouch of douglas peritoneum 1 -Appendicectomy -Excision of enlarged retroperitoneal lymphnodes -Excision of small bowel surface deposit with repair -Ileostomy 1 T423\tEndoscopic adhesiolysis T911\tBiopsy Of Sentinel Lymph Node Nec 1 pelvic lymphadenectomy 1 omentectomy 1 Sentinel node excision 1 washings Adhesiolysis 1 tumoral debulking 1 T36.1 Omentectomy 1 Q36.1: Endoscopic occlusion of remaining solitary fallopian tube 1 Exploratory laparotomy, R0 tumor debulking, Complete gastrocolic omentectomy, Splenectomy, Mobilization of liver with argon beam coagulation of liver serosal nodules, Resection of terminal ileum and cecum with ileal-ascending side-to-side functional end-to-end reanastomosis, bladder peritonectomy, rectosigmoid resection with end-to-end reanastamosis, bilateral ureterolysis, argon beam coagulation of occasional nodules seen on the mesentery of the small bowel. 1 Radical omentectomy Mesh placement 1 Rectosigmoidectomy +Appendectomy Pelvic and retroperitoneal lymphadenectomy + Inframesocolic omentectomy 1 Aortic and pelvic bilateral lymphadenectomy 1 Radical excision af para-aortic lymphnodes Radical excision af iliaca lymphnodes Ekstensiv excision af peritoneum 1 peritoneal stripping removal of disease from splenic hilum 1 Left pelvic lymph node sampling Peritoneal washings 1 Robotic approach Omentectomy Pelvic lymphadenectomy 1 Right pelvic lymphadenectomy, omentectomy, bladder repair, control of pelvic hemorrhage 1 Adhesiolysis Washings 1 Omentectomy, Resection of peritoneal dissemination 1 Peritoneal washings Adhesiolysis 1 -T854\tBlock Dissection Of Para-Aortic Lymph Nodes -T856 Block Dissection Of Pelvic Lymph Nodes -Biopsy of omentum 1 Y75.3 Robotic approach T86-Z94.1 Bilateral pelvic lymph node dissection 1 Total omentectomy Left paracolic gutter peritonectomy Excision of duodenal nodule 1 -T362\tExcision Of Lesion Of Omentum -Retroperitoneal lymphnode debulking 1 Laparoscopic bilateral pelvic lymph node sampling 1 Adhesiolysis, omental biopsy 1 total laparoscopic hysterectomy and bilateral salphingoopherectomy 1 Omental biopsy 1 Extended midline laparotomy, liver mobilisation, right mediaphrhmatic peritonectomy, excision of right diaphragmatic nodule and pleural disease, closure of diaphragmatic defect, total omentectomy, para-aortic lymph node sampling, extra-fascial hysterectomy BSO, abdominopelvic peritonectomy, appendicectomy, bilateral ureterolysis and adhesiolysis 1 bilateral pelvic lymphadenectomy & omental biopsy 1 Omentectomy , Pelvic lymph node biopsy 1 bilateral pelvic lymphadenectomy & omental biopsy. 1 pelvic and para-aortic lymphadenectomy, omental biopsy 1 Total omentectomy Cholecystectomy 1 bilateral pelvic lymph node dissection T85-Z94.1 1 Robotic aproach Sentinel node biopsy 1 segmental colectomy 1 rigid cystoscopy, insertion of bilateral ureteric stents 1 Peritoneal byopsies Infracolic omentectomy Apendectomy 1 Laparoscopic radical hysterectomy 1 T875\tExcision Or Biopsy Of Para-Aortic Lymph Node T856\tBlock Dissection Of Pelvic Lymph Nodes T911\tBiopsy Of Sentinel Lymph Node Nec 1 - T362\tExcision Of Lesion Of Omentum - Excision of mesenteric peritoneal deposits 1 Greater omentectomy, Appendectomy, Retroperitoneal lymphadenectomy 1 Radical omentectomy Apendectomy Mesh procedure Peritonectomy 1 OMENTECTOMY + UMBILICAL HERNIORRHAPHY 1 Relook laparotomy, Formation of right iliac fossa double barrel stoma (small bowel and ascending colon), left iliac fossa end mucus colostomy, closure of abdomen with VAC dressing to wound 1 Name: cancer_operation_3_other, dtype: int64
In [62]:
dataCheck_op3 = dataToAnalyse[['cancer_operation_3_other','cancer_operation_3']]
dataCheck_op3[~dataCheck_op3['cancer_operation_3_other'].isnull()]
Out[62]:
| cancer_operation_3_other | cancer_operation_3 | |
|---|---|---|
| 115 | \t omentectomy and appendectomy | Other (not otherwise classified) |
| 228 | Omentecomy; excision of plevic lymph noes group | Other (not otherwise classified) |
| 236 | omentumectomy | Other (not otherwise classified) |
| 257 | T36.1 Omentectomy | Other (not otherwise classified) |
| 258 | Omental Biopsy T36.1 | Other (not otherwise classified) |
| 263 | Laparoscopic approach Y75.2 | Other (not otherwise classified) |
| 264 | bilateral pelvic lymph node dissection T85-Z94.1 | Other (not otherwise classified) |
| 267 | T85-Z941 Pelvic Lymph node clearance | Other (not otherwise classified) |
| 271 | Y75.3 Robotic approach T85-Z941 Pelvic lymph ... | Other (not otherwise classified) |
| 272 | Y75.3 Robotic approach T86-Z94.1 Bilateral pe... | Other (not otherwise classified) |
| 273 | T361 Omentectomy T86 Z941 Bilateral pelvic ly... | Other (not otherwise classified) |
| 282 | Splenectomy Total omentectomy | Other (not otherwise classified) |
| 327 | omental biopsy | Other (not otherwise classified) |
| 330 | Bilateral pelvic lymph node dissection & oment... | Other (not otherwise classified) |
| 331 | omental biopsy | Other (not otherwise classified) |
| 334 | omental biopsy | Other (not otherwise classified) |
| 337 | omental biopsy | Other (not otherwise classified) |
| 341 | Total omentectomy, Left hemi-colectomy, splene... | Other (not otherwise classified) |
| 342 | omental biopsy | Other (not otherwise classified) |
| 343 | omental biopsy | Other (not otherwise classified) |
| 344 | omental biopsy | Other (not otherwise classified) |
| 345 | cystoscopy & insertion & removal of left urete... | Other (not otherwise classified) |
| 346 | omental biopsy | Other (not otherwise classified) |
| 347 | omental biopsy | Other (not otherwise classified) |
| 349 | omental biopsy | Other (not otherwise classified) |
| 350 | bilateral pelvic lymphadenectomy & omental bio... | Other (not otherwise classified) |
| 351 | bilateral pelvic lymphadenectomy & omental biopsy | Other (not otherwise classified) |
| 538 | H02.9 - Appendicectomy unspecified T36.1 - I... | Other (not otherwise classified) |
| 604 | peritoneal biopsies, pelvic lymph node samplin... | Other (not otherwise classified) |
| 605 | segmental colectomy | Other (not otherwise classified) |
| 606 | bilateral pelvic lymph node dissection, infrac... | Other (not otherwise classified) |
| 607 | bilateral pelvic lymph node dissection + remov... | Other (not otherwise classified) |
| 611 | Partial omentectomy and pelvic peritoneal biop... | Other (not otherwise classified) |
| 612 | rigid cystoscopy, insertion of bilateral uret... | Other (not otherwise classified) |
| 614 | bilateral pelvic lymph node dissection, infrac... | Other (not otherwise classified) |
| 638 | peritoneal stripping removal of disease from s... | Other (not otherwise classified) |
| 772 | Laparoscopic hysterectomy | Other (not otherwise classified) |
| 773 | Laparoscopic hysterectomy | Other (not otherwise classified) |
| 776 | Laparoscopic hysterectomy | Other (not otherwise classified) |
| 872 | Da Vinci Robot Assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 873 | Total laparoscopic hysterectomy, Bilateral Sal... | Other (not otherwise classified) |
| 881 | Peritoneal washings Bilateral pelvic lymph no... | Other (not otherwise classified) |
| 884 | Bilateral pelvic lymph node sampling Peritone... | Other (not otherwise classified) |
| 885 | Modified radical hysterectomy Pelvic peritone... | Other (not otherwise classified) |
| 887 | Total abdominal hysterectomy Peritoneal biops... | Other (not otherwise classified) |
| 890 | Modified radical hysterectomy | Other (not otherwise classified) |
| 891 | Peritoneal washings | Other (not otherwise classified) |
| 892 | Appendicectomy | Other (not otherwise classified) |
| 893 | Da Vinci Robot assisted, Total laparoscopic hy... | Other (not otherwise classified) |
| 894 | Left pelvic lymph node sampling Peritoneal wa... | Other (not otherwise classified) |
| 895 | Laparoscopic bilateral pelvic lymph node sampling | Other (not otherwise classified) |
| 896 | Omental biopsy | Other (not otherwise classified) |
| 897 | Appendicectomy | Other (not otherwise classified) |
| 898 | Appendicectomy | Other (not otherwise classified) |
| 903 | Total abdominal hysterectomy Left pelvic lymp... | Other (not otherwise classified) |
| 1140 | Omentectomy, lymphadenectomy (paraaortic and p... | Other (not otherwise classified) |
| 1141 | Excision of bilateral iliac lymphe nodes Exci... | Other (not otherwise classified) |
| 1143 | Radical excision af para-aortic lymphnodes Ra... | Other (not otherwise classified) |
| 1144 | Omentectomy Ekstensiv excision of Peritoneum ... | Other (not otherwise classified) |
| 1381 | Omentectomy | Other (not otherwise classified) |
| 1418 | Colposcopy, excision of vaginal cuff. | Other (not otherwise classified) |
| 1450 | Lymphadenectomy | Other (not otherwise classified) |
| 1459 | Cytoreductive surgery | Other (not otherwise classified) |
| 1466 | Rectosigmoidectomy +Appendectomy Pelvic and re... | Other (not otherwise classified) |
| 1475 | pelvic lymphadenectomy | Other (not otherwise classified) |
| 1511 | Peritoneal washings Adhesiolysis | Other (not otherwise classified) |
| 1512 | Peritoneal washings Omental biopsy | Other (not otherwise classified) |
| 1513 | Peritoneal cytology Pelvic lymph node sampling | Other (not otherwise classified) |
| 1514 | Peritoneal washing Omental biopsy | Other (not otherwise classified) |
| 1516 | Omentectomy Peritoneal washings | Other (not otherwise classified) |
| 1517 | washings Adhesiolysis | Other (not otherwise classified) |
| 1518 | Washings | Other (not otherwise classified) |
| 1519 | Peritoneal washings | Other (not otherwise classified) |
| 1535 | Washings Ometectomy Excision of left pelvic ... | Other (not otherwise classified) |
| 1537 | Adhesiolysis Washings | Other (not otherwise classified) |
| 1595 | Adhesiolysis, omental biopsy | Other (not otherwise classified) |
| 1596 | Extended midline laparotomy, liver mobilisatio... | Other (not otherwise classified) |
| 1619 | adhesiolysis: division of omental and sigmoid ... | Other (not otherwise classified) |
| 1633 | omentectomy and excision of enlarged external ... | Other (not otherwise classified) |
| 1708 | Total omentectomy with en-bloc splenectomy, mo... | Other (not otherwise classified) |
| 1714 | left pelvic lymphadenectomy total omentectomy... | Other (not otherwise classified) |
| 1717 | Total omentectomy Paracolic gutters peritonec... | Other (not otherwise classified) |
| 1723 | Adhesiolysis Small bowel resection Re-anasto... | Other (not otherwise classified) |
| 1726 | Interval debulking surgery- adhesiolysis (prev... | Other (not otherwise classified) |
| 1728 | supracolic omentectomy Pelvic peritonectomy ... | Other (not otherwise classified) |
| 1729 | Modified posterior exenteration Extensive adh... | Other (not otherwise classified) |
| 1764 | Sentinel node biopsy | Other (not otherwise classified) |
| 1765 | Lymph node excision | Other (not otherwise classified) |
| 1766 | Sentinel node excision | Other (not otherwise classified) |
| 2084 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2087 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2093 | total laparoscopic hysterectomy and bilateral ... | Other (not otherwise classified) |
| 2102 | total abdominal hysterectomy and bilateral sal... | Other (not otherwise classified) |
| 2110 | Q36.1: Endoscopic occlusion of remaining solit... | Other (not otherwise classified) |
| 2331 | Debulking surgery for ovarian cancer: Hysterec... | Other (not otherwise classified) |
| 2382 | OMENTECTOMY | Other (not otherwise classified) |
| 2387 | DIAGNOSTIC ENDOMETRIAL CURETTAGE | Other (not otherwise classified) |
| 2390 | 1. OMENTECTOMY 2. LIVER BIOPSY 3. Ureterolysis | Other (not otherwise classified) |
| 2395 | OMENTECTOMY + UMBILICAL HERNIORRHAPHY | Other (not otherwise classified) |
| 2404 | pubic resection Resection of hamstring branch... | Other (not otherwise classified) |
| 2407 | OMENTECTOMY | Other (not otherwise classified) |
| 2409 | OMENTECTOMY | Other (not otherwise classified) |
| 2410 | OMENTECTOMY | Other (not otherwise classified) |
| 2413 | pelvic and para-aortic lymphadenectomy, omenta... | Other (not otherwise classified) |
| 2415 | pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2418 | pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2419 | Pelvic and para-aortic lymphadenectomy splene... | Other (not otherwise classified) |
| 2420 | pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2423 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2429 | pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2430 | pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2431 | tumoral debulking | Other (not otherwise classified) |
| 2432 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2435 | Pelvic para-aortic lymphadenectomy omentectomy | Other (not otherwise classified) |
| 2436 | pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2438 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2439 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 2563 | omental biopsy | Other (not otherwise classified) |
| 2565 | peritoneal washings | Other (not otherwise classified) |
| 2606 | radical omentectomy, excision of peritoneal le... | Other (not otherwise classified) |
| 2614 | biopsy of right sentinel lymphnode, sampling o... | Other (not otherwise classified) |
| 2625 | Posterior colporrhaphy | Other (not otherwise classified) |
| 2722 | Bilateral pelvic and paraaortic lymphadenectomy | Other (not otherwise classified) |
| 2723 | Right pelvic lymphadenectomy, omentectomy, bla... | Other (not otherwise classified) |
| 2724 | Exploratory laparotomy, R0 tumor debulking, Co... | Other (not otherwise classified) |
| 2726 | Exploratory laparotomy, left pelvic node disse... | Other (not otherwise classified) |
| 2728 | Exploratory laparotomy, pelvic and paraaortic ... | Other (not otherwise classified) |
| 2753 | Aortic and pelvic bilateral lymphadenectomy | Other (not otherwise classified) |
| 2757 | Aortic and bilateral pelvic lymphadenectomy O... | Other (not otherwise classified) |
| 2758 | Paraortic and Pelvic bilateral Lymphadenectomy | Other (not otherwise classified) |
| 2759 | Aortic and bilateral pelvic Lymphademectomy | Other (not otherwise classified) |
| 2800 | Radical omentectomy Apendectomy Mesh procedu... | Other (not otherwise classified) |
| 2801 | Radical omentectomy Peritoneal byopsy Pelvic... | Other (not otherwise classified) |
| 2802 | Radical omentectomy Pelvic lymphadenectomy P... | Other (not otherwise classified) |
| 2803 | Peritoneal byopsies Infracolic omentectomy A... | Other (not otherwise classified) |
| 2804 | Robotic aproach Sentinel node biopsy | Other (not otherwise classified) |
| 2809 | Radical omentectomy Mesh placement | Other (not otherwise classified) |
| 2810 | Robotic approach Omentectomy Pelvic lymphade... | Other (not otherwise classified) |
| 2811 | Paraaortic lymphadenectomy Pelvic lymphadenec... | Other (not otherwise classified) |
| 2812 | Omentectomy Peritonectomy Appendectomy | Other (not otherwise classified) |
| 2813 | pelvic lymphadenectomy omental biopsy | Other (not otherwise classified) |
| 2820 | left pelvic lymph node sampling and pelvic per... | Other (not otherwise classified) |
| 2846 | Rectosigmoid resection Formation of end colos... | Other (not otherwise classified) |
| 2882 | Pelvic peritonectomy Total omentectomy | Other (not otherwise classified) |
| 2884 | Total omentectomy Cholecystectomy | Other (not otherwise classified) |
| 2888 | Total omentectomy Left paracolic gutter perit... | Other (not otherwise classified) |
| 2898 | T854\tBlock Dissection Of Para-Aortic Lymph No... | Other (not otherwise classified) |
| 2902 | total omentectomy excision of porta hepatis node | Other (not otherwise classified) |
| 2946 | omentectomy | Other (not otherwise classified) |
| 2951 | bilateral pelvic lymph node dissection, omenta... | Other (not otherwise classified) |
| 2953 | resection of small bowel nodules, appendectomy | Other (not otherwise classified) |
| 2954 | resection of small bowel nodules, appendectomy | Other (not otherwise classified) |
| 2955 | omental biopsy | Other (not otherwise classified) |
| 2956 | pre-aortic lymph node biopsy | Other (not otherwise classified) |
| 2957 | appendicectomy, resection of small bowel mese... | Other (not otherwise classified) |
| 2958 | appendicectomy, resection of small bowel mese... | Other (not otherwise classified) |
| 2960 | appendicectomy and removal of small residual p... | Other (not otherwise classified) |
| 2961 | appendicectomy and removal of small residual p... | Other (not otherwise classified) |
| 2964 | appendectomy, resection of sigmoid colon, open... | Other (not otherwise classified) |
| 2965 | appendectomy, resection of sigmoid colon, open... | Other (not otherwise classified) |
| 2967 | cystoscopy | Other (not otherwise classified) |
| 2968 | excision of small bowel mesenteric/ stomach/ p... | Other (not otherwise classified) |
| 2969 | excision of small bowel mesenteric/ stomach/ p... | Other (not otherwise classified) |
| 2973 | infragastric omentectomy, appendectomy, excisi... | Other (not otherwise classified) |
| 2974 | infragastric omentectomy, appendectomy, excisi... | Other (not otherwise classified) |
| 2976 | Relook laparotomy, Formation of right iliac fo... | Other (not otherwise classified) |
| 3021 | T856 Block Dissection Of Pelvic Lymph Nodes、T8... | Other (not otherwise classified) |
| 3025 | T856 Block Dissection Of Pelvic Lymph Nodes、T8... | Other (not otherwise classified) |
| 3040 | Biopsy of bilateral obturator lymph node | Other (not otherwise classified) |
| 3075 | T856 Block Dissection Of Pelvic Lymph Nodes、T8... | Other (not otherwise classified) |
| 3076 | T856 Block Dissection Of Pelvic Lymph Nodes、T8... | Other (not otherwise classified) |
| 3084 | T856 Block Dissection Of Pelvic Lymph Nodes、T8... | Other (not otherwise classified) |
| 3094 | Abdominal hysterocolpectomy | Other (not otherwise classified) |
| 3097 | Laparoscopic radical hysterectomy | Other (not otherwise classified) |
| 3226 | T875\tExcision Or Biopsy Of Para-Aortic Lymph ... | Other (not otherwise classified) |
| 3228 | T911\tBiopsy Of Sentinel Lymph Node Nec T364\... | Other (not otherwise classified) |
| 3230 | T423\tEndoscopic adhesiolysis T911\tBiopsy Of... | Other (not otherwise classified) |
| 3234 | T875\tExcision Or Biopsy Of Para-Aortic Lymph ... | Other (not otherwise classified) |
| 3236 | T875\tExcision Or Biopsy Of Para-Aortic Lymph ... | Other (not otherwise classified) |
| 3239 | H102\tSigmoid Colectomy And Anastomosis Of Col... | Other (not otherwise classified) |
| 3240 | Q552\tExam female genit tract UA NEC | Other (not otherwise classified) |
| 3243 | T911\tBiopsy Of Sentinel Lymph Node Nec T364\... | Other (not otherwise classified) |
| 3245 | T911\tBiopsy Of Sentinel Lymph Node Nec T856\... | Other (not otherwise classified) |
| 3247 | T856 Block Dissection Of Pelvic Lymph Nodes T... | Other (not otherwise classified) |
| 3248 | lysis of adhesions around rectosigmoid colon ... | Other (not otherwise classified) |
| 3250 | T911 Biopsy Of Sentinel Lymph Node Nec Q124 ... | Other (not otherwise classified) |
| 3251 | T911\tBiopsy Of Sentinel Lymph Node Nec T855\... | Other (not otherwise classified) |
| 3252 | T911 Biopsy Of Sentinel Lymph Node Nec Q124 I... | Other (not otherwise classified) |
| 3253 | T911 Biopsy Of Sentinel Lymph Node Nec T866 S... | Other (not otherwise classified) |
| 3255 | J692\tTotal Splenectomy T361 Omentectomy | Other (not otherwise classified) |
| 3256 | T911\tBiopsy Of Sentinel Lymph Node Nec T856\... | Other (not otherwise classified) |
| 3258 | T866 Sampling Of Para-Aortic Lymph Nodes T856... | Other (not otherwise classified) |
| 3267 | T361\tOmentectomy | Other (not otherwise classified) |
| 3268 | T36.1 Omentectomy | Other (not otherwise classified) |
| 3269 | T866\tSampling Of Para-Aortic Lymph Nodes T36... | Other (not otherwise classified) |
| 3270 | T911\tBiopsy Of Sentinel Lymph Node Nec T854 ... | Other (not otherwise classified) |
| 3273 | T911 Biopsy Of Sentinel Lymph Node Nec T856 B... | Other (not otherwise classified) |
| 3274 | T911 Biopsy Of Sentinel Lymph Node Nec T856 B... | Other (not otherwise classified) |
| 3276 | T856\tBlock Dissection Of Pelvic Lymph Nodes ... | Other (not otherwise classified) |
| 3532 | Omentectomy, Resection of peritoneal dissemina... | Other (not otherwise classified) |
| 3533 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 3534 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 3535 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 3536 | Omentectomy, Pelvic and para-aortic lymphadene... | Other (not otherwise classified) |
| 3541 | Block Dissection Of Pelvic Lymph Nodes and Par... | Other (not otherwise classified) |
| 3542 | Block Dissection Of Pelvic Lymph Nodes and Par... | Other (not otherwise classified) |
| 3543 | Block Dissection Of Pelvic Lymph Nodes and Par... | Other (not otherwise classified) |
| 3551 | Omentectomy, Pelvic and para-aortic lymphadene... | Other (not otherwise classified) |
| 3553 | Omentectomy, Pelvic and para-aortic lymphadene... | Other (not otherwise classified) |
| 3554 | Omentectomy , Pelvic lymph node biopsy | Other (not otherwise classified) |
| 3558 | Appendectomy, Synechotomy | Other (not otherwise classified) |
| 3559 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 3560 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 3561 | Pelvic and para-aortic lymphadenectomy | Other (not otherwise classified) |
| 3564 | Omentectomy, Pelvic and para-aortic lymphadene... | Other (not otherwise classified) |
| 3566 | Omentectomy, Pelvic lymphadenectomy | Other (not otherwise classified) |
| 3568 | Omentectomy, Pelvic and para-aortic lymphadene... | Other (not otherwise classified) |
| 3569 | Right hemicolectomy | Other (not otherwise classified) |
| 3571 | Omentectomy | Other (not otherwise classified) |
| 3574 | Partial omentectomy | Other (not otherwise classified) |
| 3576 | Partial omentectomy | Other (not otherwise classified) |
| 3579 | Omentectomy, Pelvic and para-aortic lymphadene... | Other (not otherwise classified) |
| 3616 | Omentectomy and peritoneal biopsies | Other (not otherwise classified) |
| 3617 | omentectomy and peritoneal biopsies | Other (not otherwise classified) |
| 3628 | Total omentectomy | Other (not otherwise classified) |
| 3658 | -T362\tExcision Of Lesion Of Omentum - Excisi... | Other (not otherwise classified) |
| 3660 | -Appendicectomy -Excision of enlarged retrope... | Other (not otherwise classified) |
| 3661 | -T362\tExcision Of Lesion Of Omentum -Excisio... | Other (not otherwise classified) |
| 3665 | T856\tBlock Dissection Of Pelvic Lymph Nodes ... | Other (not otherwise classified) |
| 3668 | -T362\tExcision Of Lesion Of Omentum -Retrope... | Other (not otherwise classified) |
| 3669 | - T362\tExcision Of Lesion Of Omentum - Excis... | Other (not otherwise classified) |
| 3670 | -T854\tBlock Dissection Of Para-Aortic Lymph N... | Other (not otherwise classified) |
| 3671 | Repair of umbilical hernia | Other (not otherwise classified) |
| 3680 | Omentectomy and peritoneal biopsies and remova... | Other (not otherwise classified) |
| 3696 | Greater omentectomy, Appendectomy, Retroperito... | Other (not otherwise classified) |
| 3697 | Infracolic Omentectomy+ Appendicectomy+ Infund... | Other (not otherwise classified) |
It seems that operation 3 is following the same logic as operation 2. Extra variable 'cancer_operation_3_other' is filled only is 'cancer_operation_3' is not filled (or filled as other).
Classification of operations¶
In [63]:
def classifyOp1(row):
codesClassification = {
'Q074':'Pelvic', 'Q072':'Pelvic','Q0740':'Pelvic','Q071':'Pelvic','Q221':'Pelvic',
'Q073':'Pelvic','Q231':'Pelvic','P052':'Perineal','Q082':'Pelvic','Q081':'Pelvic',
'P054':'Perineal','P051':'Perineal','T854':'Upper Abdominal','Q223':'Pelvic',
'T364':'Mid Abdominal', 'Y502':'Laparotomy','Q2230':'Pelvic','T309':'Laparatomy','Q235':'Pelvic',
'Q033':'Pelvic', 'T856':'Pelvic Lymph Nodes','Q432':'Pelvic','Q013':'Pelvic','T855':'Inquinal',
'Q083':'Pelvic', 'T362':'Mid Abdominal','T361':'Mid Abdominal','X143':'Posterior Extraction','X532':'Excision of Lesion',
'Q075':'Pelvic', 'T911':'Biopsy','P201':'Pelvic','P058':'Perineal and inguinal','Q018':'Pelvic',
'Q011':'Pelvic', 'T419':'Unspecified peritoneum','Q014':'Pelvic','Q074':'Pelvic','T962':'Excision of Lesion',
'X141':'Total Exenteration', 'Q180':'Hysteroscopy','T391':'Pelvic','Q236':'Pelvic','Q081':'Pelvic',
'J692':'Upper Abdominal', 'Q176':'Endoscopic Ablation','P051':'Perineal','Q432':'Pelvic','T421':'Ignore',
'J090':'Ignore', 'T8580':'Pelvic','Q279':'Pelvic','T331':'Ignore'
}
for myKey in codesClassification:
if myKey in row:
# print("I found key {} in row".format(myKey,row))
return codesClassification[myKey]
return 'Unclassified'
classifiedOp1 = dataToAnalyse['cancer_operation'].astype(str).apply(classifyOp1)
classifiedOp1.value_counts()
Out[63]:
Pelvic 3277 Unclassified 237 Perineal 167 Mid Abdominal 46 Upper Abdominal 28 Excision of Lesion 21 Laparotomy 18 Laparatomy 17 Inquinal 17 Pelvic Lymph Nodes 17 Posterior Extraction 15 Ignore 14 Biopsy 10 Perineal and inguinal 9 Unspecified peritoneum 7 Hysteroscopy 6 Total Exenteration 6 Endoscopic Ablation 4 Name: cancer_operation, dtype: int64
In [64]:
def classifyOp2(row):
codesClassification = {
'Q221':'Pelvic', 'T856':'Pelvic','T911':'Biopsy','T362':'Mid Abdominal','Q222':'Pelvic',
'T364':'Mid Abdominal','T854':'Upper Abdominal','T855':'Inguinal','Q074':'Pelvic','Q231':'Pelvic',
'Q223':'Pelvic','Q232':'Pelvic','Q072':'Pelvic','H333':'Large Bowel Resection', 'T877':'Inguinal',
'T393':'Biopsy', 'T331':'Open Excision','T912':'Scanning of Lymph Node','H033':'Appendicectomy',
'Q014':'Large Loop Excision', 'T875':'Upper Abdominal','T171':'Upper Abdominal','T867':'Inguinal','Q432':'Pelvic',
'J183':'Upper Abdominal', 'Q082':'Pelvic','P091':'Perineal','T425':'Ignore','H102':'Large Bowel Resection',
'T866':'Upper Abdominal', 'G734':'Large Bowel Resection','P111':'Perineal','H411':'Large Bowel Resection',
'T391':'Pelvic', 'J692':'Upper Abdominal','Q071':'Pelvic','H334':'Large Bowel Resection','T851':'Ignore',
'X144':'Pelvic', 'T431':'Peritoneum And Biopsy','G743':'Creation Of Ileostomy','Q233':'Pelvic',
'H335':'Large Bowel Resection', 'H331':'Large Bowel Resection','P212':'Ignore','P201':'Ignore',
'Q235':'Unilateral Oophorectomy','H095':'Large Bowel Resection'
}
for myKey in codesClassification:
if myKey in row:
# print("I found key {} in row".format(myKey,row))
return codesClassification[myKey]
return 'Unclassified'
classifiedOp2 = dataToAnalyse['cancer_operation_2'].astype(str).apply(classifyOp2)
classifiedOp2.value_counts()
Out[64]:
Pelvic 2009 Unclassified 1463 Mid Abdominal 127 Biopsy 120 Upper Abdominal 62 Inguinal 57 Large Bowel Resection 30 Ignore 9 Open Excision 8 Scanning of Lymph Node 7 Appendicectomy 6 Perineal 6 Large Loop Excision 6 Creation Of Ileostomy 2 Unilateral Oophorectomy 2 Peritoneum And Biopsy 2 Name: cancer_operation_2, dtype: int64
In [65]:
def classifyOp3(row):
codesClassification = {
'Q221':'Pelvic', 'T856':'Pelvic','T911':'Biopsy','T362':'Mid Abdominal','Q222':'Pelvic',
'T364':'Mid Abdominal','T854':'Upper Abdominal','T855':'Inguinal','Q074':'Pelvic','Q231':'Pelvic',
'Q223':'Pelvic','Q232':'Pelvic','Q072':'Pelvic','H333':'Large Bowel Resection', 'T877':'Inguinal',
'T393':'Biopsy', 'T331':'Open Excision','T912':'Scanning of Lymph Node','H033':'Appendicectomy',
'Q014':'Large Loop Excision', 'T875':'Upper Abdominal','T171':'Upper Abdominal','T867':'Inguinal','Q432':'Pelvic',
'J183':'Upper Abdominal', 'Q082':'Pelvic','P091':'Perineal','T425':'Ignore','H102':'Large Bowel Resection',
'T866':'Upper Abdominal', 'G734':'Large Bowel Resection','P111':'Perineal','H411':'Large Bowel Resection',
'T391':'Pelvic', 'J692':'Upper Abdominal','Q071':'Pelvic','H334':'Large Bowel Resection','T851':'Ignore',
'X144':'Pelvic', 'T431':'Diag Endo Exam','G743':'Creation Of Ileostomy','Q233':'Pelvic',
'H335':'Large Bowel Resection', 'H331':'Large Bowel Resection','P212':'Ignore','P201':'Ignore',
'Q235':'Unilateral Oophorectomy','H095':'Large Bowel Resection'
}
for myKey in codesClassification:
if myKey in row:
# print("I found key {} in row".format(myKey,row))
return codesClassification[myKey]
return 'Unclassified'
classifiedOp3 = dataToAnalyse['cancer_operation_3'].astype(str).apply(classifyOp3)
classifiedOp3.value_counts()
Out[65]:
Unclassified 2724 Pelvic 490 Mid Abdominal 244 Biopsy 210 Upper Abdominal 181 Large Bowel Resection 17 Inguinal 14 Open Excision 11 Appendicectomy 11 Scanning of Lymph Node 8 Diag Endo Exam 2 Unilateral Oophorectomy 2 Creation Of Ileostomy 1 Ignore 1 Name: cancer_operation_3, dtype: int64
In [66]:
def classifyOp2_other(row):
codesClassification = {}
with open("dataSet/cancer_operation_2_other_el.txt",'r') as fileOp2:
for nline,line in enumerate(fileOp2):
# print(nline, line)
line=line[:-1] # all lines have extra '\n', cutiing out
# print(line)
lineParts=line.split(':')
lineParts=[part[1:-1] for part in lineParts]
# print(lineParts)
# for myChar in lineParts[0]:
# print(myChar)
codesClassification[lineParts[0]]=lineParts[1]
# print(codesClassification)
for myKey in codesClassification:
if myKey in row:
# print("I found key {} in row".format(myKey,row))
return codesClassification[myKey]
return 'Unclassified'
In [67]:
classifiedOp2_other = dataToAnalyse['cancer_operation_2_other'].astype(str).apply(classifyOp2_other)
classifiedOp2_other.value_counts()
Out[67]:
ignore 3764
Pelvic 60
Mid abdominal 40
Pelvic;Upper abdominal 9
T911 Biopsy Of Sentinel Lymph Node 8
Pelvic;Mid abdominal;Upper abdominal;Appendicectomy 3
Mid abdominal;Pelvic 3
Pelvic;Mid abdominal 3
Mid abdominal;Appendicectomy;large bowel resection and anastomosis 2
Mid abdominal;Appendicectomy 2
Ignore 2
Pelvic;Mid abdominal;Upper abdominal;Appendicectomy;Splenectomy 1
Pelvic;Mid abdominal;Upper abdominal 1
1
Mid abdominal; Large bowel resection and anastomosis 1
Appendicectomy; Mid abdominal 1
Pelvic;Mid abdominal;Appendicectomy 1
Pelvic;T911 Biopsy Of Sentinel Lymph Node 1
Upper abdominal;Mid abdominal;Cholecystectomy;small bowel resection and anastomosis 1
Mid abdominal;Small bowel resection and anastomosis 1
Mid abdominal;Upper abdominal 1
T911 Biopsy Of Sentinel Lymph Node; Pelvic 1
Mid abdominal; pelvic 1
Mid abdominal;large bowel resection and stoma 1
Unclassified 1
Pelvic;Upper abdominal;Mid abdominal 1
Mid abdominal;T911 Biopsy Of Sentinel Lymph Node 1
Mid abdominal;Pelvic;Upper abdominal 1
Appendicectomy 1
Pelvic;large bowel resection 1
Pelvic;Mid abdominal;Large bowel resection;Small bowel resection 1
Name: cancer_operation_2_other, dtype: int64
In [68]:
def classifyOp3_other(row):
codesClassification = {}
with open("dataSet/cancer_operation_3_other_el.txt",'r') as fileOp3:
for nline,line in enumerate(fileOp3):
# print(nline, line)
line=line[:-1] # all lines have extra '\n', cutiing out
# print(line)
lineParts=line.split(':')
lineParts=[part[1:-1] for part in lineParts]
# print(lineParts)
# for myChar in lineParts[0]:
# print(myChar)
codesClassification[lineParts[0]]=lineParts[1]
# print(codesClassification)
for myKey in codesClassification:
if myKey in row:
# print("I found key {} in row".format(myKey,row))
return codesClassification[myKey]
return 'Unclassified'
In [69]:
classifiedOp3_other = dataToAnalyse['cancer_operation_3_other'].astype(str).apply(classifyOp3_other)
classifiedOp3_other.value_counts()
Out[69]:
ignore 3691 Mid abdominal 79 Pelvic 34 Mid abdominal;Pelvic 22 Upper abdominal;Pelvic 11 Appendicectomy;Mid abdominal 6 T911 Biopsy Of Sentinel Lymph Node 6 Unclassified 5 Mid abdominal;Appendicectomy 4 Mid abdominal;Upper abdominal 4 Pelvic;Upper abdominal 3 Mid Abdominal;Pelvic 3 Pelvic;T911 Biopsy Of Sentinel Lymph Node 3 T911 Biopsy Of Sentinel Lymph Node;Pelvic 3 T911 Biopsy Of Sentinel Lymph Node; Upper abdominal 2 Mid abdominal;Appendicectomy;Large bowel resection and stoma 2 division of omental and sigmoid adhesions 2 Upper abdominal 2 Appendicectomy;Mid abdominal;Pelvic 2 T911 Biopsy Of Sentinel Lymph Node; Pelvic 2 Mid abdominal;Upper abdominal;Pelvic 2 Mid abdominal;Upper abdominal;Cholecystectomy 2 Mid abdominal;Pelvic;Upper abdominal 2 Mid abdominal;T911 Biopsy Of Sentinel Lymph Node 2 Pelvic;Mid abdominal 1 large bowel resection 1 Mid Abdominal;Pelvic;Appendicectomy;Upper abdominal 1 Upper abdominal;Pelvic;T911 Biopsy Of Sentinel Lymph Node 1 Hysterectomy and salpingooforectomy, pelvic peritonectomy, en block sigmoid colectomy and terminal anastomosis, bilateral systematic pelvic lymphadenectomy and paraaortic lymphadenectomy up to left renal vein. 1 Mid Abdominal 1 Mid Abdominal;Pelvic;Upper Abdominal;Appendicectomy 1 Pelvic;Mid abdominal;Upper abdominal 1 Upper abdominal;Mid abdominal;Pelvic;T911 Biopsy Of Sentinel Lymph Node 1 large bowel resection and stoma;small bowel resection and stoma;Mid abdominal 1 Mid abdominal;Large bowel resection and anastomosis 1 Mid abdominal;Pelvic;Upper abdominal;Splenectomy;Appendicectomy;large bowel resection and stoma 1 Mid Abdominal;Pelvic;Appendicectomy 1 Pelvic;Mid abdominal;Upper abdominal;Appendicectomy 1 Mid Abdominal;Appendicectomy 1 Pelvic;Upper abdominal;Appendicectomy 1 Mid abdominal;Pelvic;Appendicectomy;Large bowel resection 1 Pelvic;Upper abdominal;T911 Biopsy Of Sentinel Lymph Node 1 Mid abdominal;Large bowel resection and stoma 1 Endoscopic occlusion of remaining solitary fallopian tube 1 Mid abdominal;Appendicectomy;large bowel resection and stoma; small bowel resection and anastomosis 1 Mid abdominal;Small bowel resection and anastomosis 1 Name: cancer_operation_3_other, dtype: int64
Now trying to put this all together¶
In [70]:
dataOperationsSubset=dataToAnalyse[['cancer_operation','cancer_operation_2','cancer_operation_3']]
In [71]:
dataOperationsSubset['OpClassified1']=classifiedOp1
dataOperationsSubset['OpClassified2']=classifiedOp2
dataOperationsSubset['OpClassified3']=classifiedOp3
<ipython-input-71-a19e9b7302f1>:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy dataOperationsSubset['OpClassified1']=classifiedOp1 <ipython-input-71-a19e9b7302f1>:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy dataOperationsSubset['OpClassified2']=classifiedOp2 <ipython-input-71-a19e9b7302f1>:3: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy dataOperationsSubset['OpClassified3']=classifiedOp3
In [72]:
dataOperationsSubset.head()
Out[72]:
| cancer_operation | cancer_operation_2 | cancer_operation_3 | OpClassified1 | OpClassified2 | OpClassified3 | |
|---|---|---|---|---|---|---|
| 0 | Q072 Abdominal Hysterectomy And Excision Of Pe... | Q221 Bilateral Salpingoophorectomy | NaN | Pelvic | Pelvic | Unclassified |
| 1 | Q071 Abdominal Hysterocolpectomy And Excision ... | Q221 Bilateral Salpingoophorectomy | NaN | Pelvic | Pelvic | Unclassified |
| 2 | P052 Partial Excision Of Vulva | T855 Block Dissection Of Inguinal Lymph Nodes | NaN | Perineal | Inguinal | Unclassified |
| 3 | Q071 Abdominal Hysterocolpectomy And Excision ... | 2734 | Q221 Bilateral Salpingoophorectomy | Pelvic | Unclassified | Pelvic |
| 4 | Q071 Abdominal Hysterocolpectomy And Excision ... | Q221 Bilateral Salpingoophorectomy | T856 Block Dissection Of Pelvic Lymph Nodes | Pelvic | Pelvic | Pelvic |
Question for Sudha¶
It seems that we have most code needed for classification using operation codes. The question now is how to use the information, as for each patient we have classification from operation1, 2 and 3 and in addition classification from operation2_other and operatio3_other. For operation2_other and operation3_other we also sometimes have several types of operation.
Length of hospital stay¶
Here we will have a look at what affects lenght of hospital stay after operation. Groups will be <14 days and >14 days and we will look at the variable 'hosp_stay'.
age/asa/comorbidity/operative details and covid infection rates - are there differences in the groups < 14 days or > 14 days
For the moment we are focusing on age, asa and covid infection rates.
In [73]:
plt.hist(dataToAnalyse['hosp_stay'])
plt.title('Length of the stay in the hospital')
plt.xlabel('days')
plt.yscale('log')
plt.show()
In [74]:
dataToAnalyse['hosp_stay'].value_counts().sum() # Number of patients with info available
Out[74]:
3901
In [75]:
dataShortStay=dataToAnalyse[dataToAnalyse['hosp_stay']<14] # subset of patients with short hosp stay
dataLongStay=dataToAnalyse[dataToAnalyse['hosp_stay']>=14] # patients with long stay
In [76]:
dataShortStay.shape
Out[76]:
(3720, 1490)
In [77]:
dataLongStay.shape
Out[77]:
(181, 1490)
In [78]:
plt.hist(dataLongStay['hosp_stay'])
plt.title('Length of the stay in the hospital for long-stay patients')
plt.xlabel('days')
plt.yscale('log')
plt.show()
In [79]:
dataShortStay['age'].value_counts().sort_index()
Out[79]:
5 13 6 92 7 289 8 574 9 976 10 951 11 641 12 178 13 6 Name: age, dtype: int64
In [80]:
ageGroupNames = ['0-4w','4-52w', '1-9y', '10-16y','17-19y','20-29y','30-39y','40-49y','50-59y',
'60-69y','70-79y','80-89y','90+y']
make1DTable(dataShortStay,'age',ageGroupNames[4:])
╒════════╤════════╤════════╤════════╤════════╤════════╤════════╤════════╤══════╤═══════════════╤═══════╕ │ 17-19y │ 20-29y │ 30-39y │ 40-49y │ 50-59y │ 60-69y │ 70-79y │ 80-89y │ 90+y │ Not available │ Total │ ├────────┼────────┼────────┼────────┼────────┼────────┼────────┼────────┼──────┼───────────────┼───────┤ │ 13 │ 92 │ 289 │ 574 │ 976 │ 951 │ 641 │ 178 │ 6 │ 0 │ 3720 │ ╘════════╧════════╧════════╧════════╧════════╧════════╧════════╧════════╧══════╧═══════════════╧═══════╛
In [81]:
dataLongStay['age'].value_counts().sort_index()
Out[81]:
6 2 7 7 8 21 9 38 10 57 11 45 12 11 Name: age, dtype: int64
In [82]:
make1DTable(dataLongStay,'age',ageGroupNames[5:-1])
╒════════╤════════╤════════╤════════╤════════╤════════╤════════╤═══════════════╤═══════╕ │ 20-29y │ 30-39y │ 40-49y │ 50-59y │ 60-69y │ 70-79y │ 80-89y │ Not available │ Total │ ├────────┼────────┼────────┼────────┼────────┼────────┼────────┼───────────────┼───────┤ │ 2 │ 7 │ 21 │ 38 │ 57 │ 45 │ 11 │ 0 │ 181 │ ╘════════╧════════╧════════╧════════╧════════╧════════╧════════╧═══════════════╧═══════╛
Asa index for short hospital stay and long hospital stay groups¶
In [83]:
dataShortStay['asa'].value_counts().sort_index()
Out[83]:
1.0 1004 2.0 2030 3.0 660 4.0 21 5.0 2 6.0 2 Name: asa, dtype: int64
In [84]:
asaGroupNames=['healthy','mild disease','sev. disease ','life threat. ','moribund ','unknown']
make1DTable(dataShortStay,'asa',asaGroupNames)
╒═════════╤══════════════╤══════════════╤══════════════╤══════════╤═════════╤═══════════════╤═══════╕ │ healthy │ mild disease │ sev. disease │ life threat. │ moribund │ unknown │ Not available │ Total │ ├─────────┼──────────────┼──────────────┼──────────────┼──────────┼─────────┼───────────────┼───────┤ │ 1004 │ 2030 │ 660 │ 21 │ 2 │ 2 │ 1 │ 3720 │ ╘═════════╧══════════════╧══════════════╧══════════════╧══════════╧═════════╧═══════════════╧═══════╛
In [85]:
dataLongStay['asa'].value_counts().sort_index()
Out[85]:
1.0 32 2.0 91 3.0 54 4.0 3 Name: asa, dtype: int64
In [86]:
make1DTable(dataLongStay,'asa',asaGroupNames[:-2])
╒═════════╤══════════════╤══════════════╤══════════════╤═══════════════╤═══════╕ │ healthy │ mild disease │ sev. disease │ life threat. │ Not available │ Total │ ├─────────┼──────────────┼──────────────┼──────────────┼───────────────┼───────┤ │ 32 │ 91 │ 54 │ 3 │ 1 │ 181 │ ╘═════════╧══════════════╧══════════════╧══════════════╧═══════════════╧═══════╛
Covid infection rates for short hospital stay and long hospital stay groups¶
In [87]:
dataShortStay['selection_covid'].value_counts()
Out[87]:
0.0 3580 1.0 79 Name: selection_covid, dtype: int64
In [88]:
dataShortStay['selection_covid'].value_counts().sum()
Out[88]:
3659
In [89]:
dataLongStay['selection_covid'].value_counts()
Out[89]:
0.0 158 1.0 19 Name: selection_covid, dtype: int64
In [90]:
dataLongStay['selection_covid'].value_counts().sum()
Out[90]:
177
In sample of 3720 patients that stayed in the hospital for < 14 days, 79 had Covid. That's 2.12% . In the sample of 181 patients that stayed in the hospital for >= 14 days, 19 had Covid. That's 10.49%. This looks statistically significant (without doing the maths!)
Outcome of operations¶
First for all patients.
In [91]:
mortalityGroupNames = ['Died on table','Died d 0-7','Died d. 8-30','In hosp.','Transf.','In rehab.','At home']
make1DTable(dataToAnalyse,'mort7',mortalityGroupNames)
╒═══════════════╤════════════╤══════════════╤══════════╤═════════╤═══════════╤═════════╤═══════════════╤═══════╕ │ Died on table │ Died d 0-7 │ Died d. 8-30 │ In hosp. │ Transf. │ In rehab. │ At home │ Not available │ Total │ ├───────────────┼────────────┼──────────────┼──────────┼─────────┼───────────┼─────────┼───────────────┼───────┤ │ 2 │ 11 │ 17 │ 25 │ 14 │ 14 │ 3826 │ 7 │ 3916 │ ╘═══════════════╧════════════╧══════════════╧══════════╧═════════╧═══════════╧═════════╧═══════════════╧═══════╛
In [92]:
temp = make2DTable(dataToAnalyse,'mort7','gynae_type',rowNames = mortalityGroupNames,
columnNames=gynCancerLocationNames)
╒═══════════════╤═══════════╤═══════════╤════════════╤═════════╤══════════╕ │ │ Uterine │ Ovarian │ Cervical │ Vulva │ Vagina │ ╞═══════════════╪═══════════╪═══════════╪════════════╪═════════╪══════════╡ │ Died on table │ 1 │ 1 │ 0 │ 0 │ 0 │ ├───────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Died d 0-7 │ 4 │ 7 │ 0 │ 0 │ 0 │ ├───────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Died d. 8-30 │ 3 │ 12 │ 0 │ 2 │ 0 │ ├───────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ In hosp. │ 9 │ 11 │ 3 │ 2 │ 0 │ ├───────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ Transf. │ 6 │ 6 │ 2 │ 0 │ 0 │ ├───────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ In rehab. │ 4 │ 5 │ 1 │ 4 │ 0 │ ├───────────────┼───────────┼───────────┼────────────┼─────────┼──────────┤ │ At home │ 1803 │ 1347 │ 453 │ 201 │ 16 │ ╘═══════════════╧═══════════╧═══════════╧════════════╧═════════╧══════════╛ Entries in the table 3903.0, unavailable info for 13.0 patients
Now select patients that were Covid positive.
In [93]:
dataToAnalyse['selection_covid'].value_counts()
Out[93]:
0.0 3752 1.0 98 Name: selection_covid, dtype: int64
In [94]:
dataCovidPositive=dataToAnalyse[dataToAnalyse['selection_covid']==1]
In [95]:
dataCovidPositive.shape
Out[95]:
(98, 1490)
In [96]:
make1DTable(dataCovidPositive,'mort7',mortalityGroupNames[1:])
╒════════════╤══════════════╤══════════╤═════════╤═══════════╤═════════╤═══════════════╤═══════╕ │ Died d 0-7 │ Died d. 8-30 │ In hosp. │ Transf. │ In rehab. │ At home │ Not available │ Total │ ├────────────┼──────────────┼──────────┼─────────┼───────────┼─────────┼───────────────┼───────┤ │ 2 │ 7 │ 5 │ 3 │ 1 │ 80 │ 0 │ 98 │ ╘════════════╧══════════════╧══════════╧═════════╧═══════════╧═════════╧═══════════════╧═══════╛
If we compare full sample, fraction of deaths is 2+11+17 = 30 patients out of 3916, that is 0.76%. For Covid-19 positive sample, fraction of deaths is 2+7 = 9 patients out of 98, that is 9.1%. Looks like sizable difference.
In [ ]: