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"""
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Amazon_NameSearches
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Created by:
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Emanuel Borges
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12.3.2024
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This program to test searching the MAL.
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"""
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import os, uuid, pickle, re
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import MyCode.Active_prgs.Redgrave.Amazon_PrivLogQC
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from dataclasses import dataclass, field
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from typing import List, Optional
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from collections import namedtuple
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from win32com.client import Dispatch
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@dataclass
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class Person:
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first_name: Optional[str] = None
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last_name: Optional[str] = None
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work_email_address: Optional[str] = None
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alt_work_email_address: Optional[str] = None
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_id: uuid.UUID = field(default_factory=uuid.uuid4)
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is_attorney: Optional[str] = None
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split_role_date_range: Optional[str] = None
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sidley_validated: Optional[str] = None
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category: Optional[str] = None
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organization: Optional[str] = None
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job_title: Optional[str] = None
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business_title: Optional[str] = None
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full_name_preferred: Optional[str] = None
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login: Optional[str] = None
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department_fine: Optional[str] = None
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addressed_during_caag: Optional[str] = None
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#last_updated: Optional[str] = None
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full_name_overide: Optional[str] = None
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def __post_init__(self):
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"""Convert all string fields to uppercase."""
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if self.first_name:
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self.first_name = self.first_name.strip().upper()
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if self.last_name:
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self.last_name = self.last_name.strip().upper()
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if self.work_email_address:
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self.work_email_address = self.work_email_address.strip().upper()
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if self.alt_work_email_address:
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self.alt_work_email_address = self.alt_work_email_address.strip().upper()
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if self.is_attorney:
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self.is_attorney = self.is_attorney.strip().upper()
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if self.split_role_date_range:
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self.split_role_date_range = self.split_role_date_range.strip().upper()
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if self.sidley_validated:
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self.sidley_validated = self.sidley_validated.strip().upper()
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if self.category:
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self.category = self.category.strip().upper()
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if self.organization:
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self.organization = self.organization.strip().upper()
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if self.job_title:
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self.job_title = self.job_title.strip().upper()
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if self.business_title:
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self.business_title = self.business_title.strip().upper()
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if self.full_name_preferred:
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self.full_name_preferred = self.full_name_preferred.strip().upper()
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if self.login:
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self.login = self.login.strip().upper()
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if self.department_fine:
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self.department_fine = self.department_fine.strip().upper()
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if self.addressed_during_caag:
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self.addressed_during_caag = self.addressed_during_caag.strip().upper()
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#if self.last_updated:
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# self.last_updated = self.last_updated.strip().upper()
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@dataclass
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class PeopleList:
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people: List[Person] = field(default_factory=list)
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def add_person(self, person: Person):
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self.people.append(person)
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#print(f"Added person: {person}")
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def search_by_email(self, emailAddress:str) -> Optional[Person]:
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for person in self.people:
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if person.work_email_address == emailAddress:
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return person
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return None
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def list_people(self):
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for person in self.people:
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print(person)
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def update_full_Name_overide(self, emailAddress:str, fullNameOverideValue) -> Optional[Person]:
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for person in self.people:
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if person.work_email_address == emailAddress.upper():
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person.full_name_overide = fullNameOverideValue.upper()
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class NamesVerification(object):
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"""A class for automating the process of performing QC on the names within the Amazon privilege logs."""
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version = '0.5.0'
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def __init__(self, cleanedDatExportFileName, masterAttorneyListFileName,fullNameOveridesFileName, forceNewPklFile = False, Encoding = 'UTF8'):
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"""Initializes the data structures. cleanedDatExportFileName should be the full path to the file.
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Assumes the first row of the data file is the header and first column is DocID.
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Assumes the MAL is a spreadsheet (for now).
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MAL gets saved to a pkl file for performance reasons. pkl will be used unless forceNewPklFile is set to true"""
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pklFileName = os.path.splitext(masterAttorneyListFileName)[0] + ".pkl"
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print("Initializing data structures...")
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if forceNewPklFile:
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print("Creating MAL structure...")
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self.malPeopleList = PeopleList()
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self.__IngestMALSpreadsheet(masterAttorneyListFileName)
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print("MAL structure created.")
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print("Loading full name overide values...")
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self.__LoadFullNameOverideValues(fullNameOveridesFileName)
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print("Full name overide values loaded.")
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print("Creating pickle backup...")
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self.__SaveMalToPkl(pklFileName)
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print("Pickle backup created.")
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else:
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if os.path.exists(pklFileName):
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print("Loading MAL structure from pickle file...")
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self.malPeopleList = self.__LoadMalFromPkl(pklFileName)
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print("MAL structure loaded.")
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else:
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print("Pickle file doesnt exist.")
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print("Creating MAL structure...")
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self.malPeopleList = PeopleList()
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self.__IngestMALSpreadsheet(masterAttorneyListFileName)
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print("MAL structure created.")
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print("Loading full name overide values...")
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self.__LoadFullNameOverideValues(fullNameOveridesFileName)
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print("Full name overide values loaded.")
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print("Creating pickle backup...")
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self.__SaveMalToPkl(pklFileName)
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print("Pickle backup created.")
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## self.malPeopleList = PeopleList()
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##
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## print("Creating MAL structure...")
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## self.__IngestMALSpreadsheet(masterAttorneyListFileName)
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## print("MAL structure created.")
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## print("Creating pickle backup...")
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def __IngestMALSpreadsheet(self, masterAttorneyListFileName):
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"""Pseudo-private method which will open an Excel spreadsheet and ingest the values into the peoplelist dataclass."""
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## There doenst seem to be a consistent value in the "row" column in the MAL, so setting these parameters here to avoid gap issues.
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excelTabParametersList = [{"tabName":"Attorneys", "beginRowNumber":2, "endRowNumber":10919, "beginColNumber":2, "endColNumber":17},
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{"tabName":"Downgrades", "beginRowNumber":2, "endRowNumber":572, "beginColNumber":2, "endColNumber":16}]
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# excelTabParametersList = [{"tabName":"Attorneys", "beginRowNumber":2, "endRowNumber":30, "beginColNumber":2, "endColNumber":16},
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# {"tabName":"Downgrades", "beginRowNumber":2, "endRowNumber":30, "beginColNumber":2, "endColNumber":15}]
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spreadsheetFileMappingMatrix = {"First Name":"first_name", "Last Name":"last_name", "Work Email":"work_email_address", "Alt Work Email":"alt_work_email_address", "Is Attorney": "is_attorney",
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"Split Role - Attorney Capacity Date Range":"split_role_date_range", " Validated by OC??":"sidley_validated", "Category": "category", "Organization":"organization", "Job Title":"job_title",
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"Business Title":"business_title", "Full Name (Preferred)":"full_name_preferred", "Login":"login", "Department (Fine)":"department_fine", "Addressed during CAAG":"addressed_during_caag",
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"Last Updated":"last_updated"}
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xlApp = Dispatch('Excel.Application')
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xlBook = xlApp.Workbooks.Open(masterAttorneyListFileName)
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for excelTab in excelTabParametersList:
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sht = xlBook.Worksheets(excelTab['tabName'])
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print(f"Ingesting sheet {excelTab['tabName']}.")
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excelFieldPositionMatrix = {}
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for col in range (excelTab['beginColNumber'], excelTab['endColNumber'] +1):
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excelFieldPositionMatrix[sht.Cells(1,col).Value] = col
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for row in range(excelTab['beginRowNumber'], excelTab['endRowNumber'] +1):
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#print(row)
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## TODO: Refactor the excelTabParametersList later. Didnt realize columns were not consistent.
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if excelTab['tabName'] == 'Attorneys':
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self.malPeopleList.add_person(Person(is_attorney = sht.Cells(row,excelFieldPositionMatrix['Is Attorney']).Value,
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split_role_date_range = sht.Cells(row,excelFieldPositionMatrix['Split Role - Attorney Capacity Date Range']).Value,
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sidley_validated = sht.Cells(row,excelFieldPositionMatrix[' Validated by OC?']).Value,
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category = sht.Cells(row,excelFieldPositionMatrix['Category']).Value,
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organization = sht.Cells(row,excelFieldPositionMatrix['Organization']).Value,
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last_name = sht.Cells(row,excelFieldPositionMatrix['Last Name']).Value,
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first_name = sht.Cells(row,excelFieldPositionMatrix['First Name']).Value,
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work_email_address = sht.Cells(row,excelFieldPositionMatrix['Work Email']).Value,
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alt_work_email_address = sht.Cells(row,excelFieldPositionMatrix['Alt Work Email']).Value,
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job_title = sht.Cells(row,excelFieldPositionMatrix['Job Title']).Value,
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business_title = sht.Cells(row,excelFieldPositionMatrix['Business Title']).Value,
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full_name_preferred = sht.Cells(row,excelFieldPositionMatrix['Full Name (Preferred)']).Value,
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login = sht.Cells(row,excelFieldPositionMatrix['Login']).Value,
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department_fine = sht.Cells(row,excelFieldPositionMatrix['Department (Fine)']).Value,
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addressed_during_caag = sht.Cells(row,excelFieldPositionMatrix['Addressed during CAAG']).Value))
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#last_updated = sht.Cells(row,excelFieldPositionMatrix['Last Updated']).Value ))
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else:
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self.malPeopleList.add_person(Person(is_attorney = sht.Cells(row,excelFieldPositionMatrix['Is Attorney']).Value,
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split_role_date_range = sht.Cells(row,excelFieldPositionMatrix['Split Role - Attorney Capacity Date Range']).Value,
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sidley_validated = sht.Cells(row,excelFieldPositionMatrix['Validated by OC?']).Value,
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organization = sht.Cells(row,excelFieldPositionMatrix['Organization']).Value,
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last_name = sht.Cells(row,excelFieldPositionMatrix['Last Name']).Value,
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first_name = sht.Cells(row,excelFieldPositionMatrix['First Name']).Value,
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work_email_address = sht.Cells(row,excelFieldPositionMatrix['Work Email']).Value,
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alt_work_email_address = sht.Cells(row,excelFieldPositionMatrix['Alt Work Email']).Value,
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job_title = sht.Cells(row,excelFieldPositionMatrix['Job Title']).Value,
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business_title = sht.Cells(row,excelFieldPositionMatrix['Business Title']).Value,
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full_name_preferred = sht.Cells(row,excelFieldPositionMatrix['Full Name (Preferred)']).Value,
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login = sht.Cells(row,excelFieldPositionMatrix['Login']).Value,
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department_fine = sht.Cells(row,excelFieldPositionMatrix['Department (Fine)']).Value,
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addressed_during_caag = sht.Cells(row,excelFieldPositionMatrix['Addressed during CAAG']).Value))
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xlBook.Close()
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def __SaveMalToPkl(self, pklFileName):
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"""Pseudo-private method which will save the current MAL people list object to a pkl file, for performance reasons."""
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outputFile = open(pklFileName,'wb')
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pickle.dump(self.malPeopleList,outputFile)
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outputFile.close()
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def __LoadMalFromPkl(self, pklFileName):
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"""Pseudo-private method which will load a MAL people list object from a pkl file, for performance reasons."""
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contents = open(pklFileName, 'rb')
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obj = pickle.load(contents)
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contents.close()
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return obj
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def __LoadFullNameOverideValues(self, fullNameOveridesFileName):
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"""Pseudo-private method which will update the MAL people list object with the full name overide values."""
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contents = open(fullNameOveridesFileName).readlines()
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for line in contents:
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line = line.replace("\n","")
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emailAddress,fullNameOverideValue = line.split("|")
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self.malPeopleList.update_full_Name_overide(emailAddress, fullNameOverideValue)
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def SmartDedupeSet(self, currentSet):
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"""Pseudo-private method that attempts to do some additional deduplication of the values in a set by lowering all values and deduplicating. Returns a lowered deduplicated set."""
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newSet = set()
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for val in currentSet:
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newSet.add(val.lower())
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return newSet
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if __name__ == '__main__':
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#cleanedDatExportFileName = r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\20241202 - FTC-CID\PLOG All IDs (20241203)\TEST-PLOG.txt"
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#cleanedDatExportFileName = r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\20241202 - FTC-CID\PLOG All IDs (20241203)\PLOG All IDs (20241203)_Converted_SubSetOnly.txt"
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cleanedDatExportFileName = r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\Data Exports\CAAG\CAAG_Log_Data_Export_Converted.txt"
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masterAttorneyListFileName = r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\Amazon_ Master Attorney List 2024.12.1(7045413.15).xlsx"
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fullNameOveridesFileName = r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\FullNameOverides - Copy.txt"
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#fullNameOveridesFileName = r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\FullNameOverides.txt"
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allPossibleEmailAddressesRegExPattern = r"[\w.+-]+@[\w-]+\.[\w.-]+"
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#outputFile = open(r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\Data Exports\CAAG\namesSearchResults.txt",'w')
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nv = NamesVerification(cleanedDatExportFileName, masterAttorneyListFileName, fullNameOveridesFileName)
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## This is just some simple searching of email addresses
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contents = open(r"C:\Users\eborges\OneDrive - Redgrave LLP\Documents\Cases\Amazon\_PrivLogQCProcess\Consilio\VEAS-MasterAttorneyList\2024-12-05_EmailAddressesOnly.txt",encoding='UTF-8').readlines()
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contents = contents[1:]
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for line in contents:
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| 268 |
line = line.replace("\n","")
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line = line.split(";")
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| 270 |
for i in line:
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| 271 |
personMatch = nv.malPeopleList.search_by_email(i.upper())
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| 272 |
if personMatch:
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| 273 |
if personMatch.is_attorney == 'YES':
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pass
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#print(f"{i} is an attorney match!")
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| 276 |
elif personMatch.is_attorney == 'NO':
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print(f"{i} is an downgrade match!")
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else:
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| 279 |
print(f"{i} is a possible Split Role match!")
|
| 280 |
|
| 281 |
|
| 282 |
## This section was used for comparing the names in legal sources to any email addresses I could locate on that same line.
|
| 283 |
## contents = open(cleanedDatExportFileName,encoding='UTF-8').readlines()
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| 284 |
## contents = contents[1:]
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| 285 |
## for line in contents:
|
| 286 |
## attorneysInDocumentSet = set()
|
| 287 |
## downgradesInSet = set()
|
| 288 |
## line = line.replace("\n","")
|
| 289 |
## #singleLine = contents[3]
|
| 290 |
## resultSet = set()
|
| 291 |
## results = re.findall(allPossibleEmailAddressesRegExPattern, line)
|
| 292 |
## for result in results:
|
| 293 |
## resultSet.add(result)
|
| 294 |
## line = line.split("|")
|
| 295 |
## legalSources = line[11].upper()
|
| 296 |
## if legalSources:
|
| 297 |
## legalSources =legalSources.split(";")
|
| 298 |
## #print(f"\n\n{legalSources}")
|
| 299 |
## for r in list(resultSet):
|
| 300 |
## #print(r)
|
| 301 |
## personMatch = nv.malPeopleList.search_by_email(r.upper())
|
| 302 |
## if personMatch:
|
| 303 |
## #print("entry exists")
|
| 304 |
## if personMatch.full_name_overide:
|
| 305 |
## if f"{personMatch.full_name_overide}*" in legalSources:
|
| 306 |
## if personMatch.is_attorney == 'YES':
|
| 307 |
## attorneysInDocumentSet.add(f"{personMatch.full_name_overide}* is a match on {r.upper()}. This is an Attorney.")
|
| 308 |
## #print (f"{personMatch.full_name_overide}* is a match on {r.upper()}. This is an Attorney.")
|
| 309 |
## else:
|
| 310 |
## downgradesInSet.add(f"{personMatch.full_name_overide}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 311 |
## #print (f"{personMatch.full_name_overide}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 312 |
## if personMatch.full_name_preferred:
|
| 313 |
## fullPreferredName = personMatch.full_name_preferred
|
| 314 |
## fullPreferredName = fullPreferredName.replace('(LEGAL)','')
|
| 315 |
## fullPreferredName = fullPreferredName.replace('(SHE, HER)','')
|
| 316 |
## fullPreferredName = fullPreferredName.replace('(SHE HER)','')
|
| 317 |
## fullPreferredName = fullPreferredName.replace(',,',',')
|
| 318 |
## #print(fullPreferredName)
|
| 319 |
## preferedLastName, preferedFirstName = fullPreferredName.split(',')
|
| 320 |
## preferedLastName = preferedLastName.strip()
|
| 321 |
## preferedFirstName = preferedFirstName.strip()
|
| 322 |
## preferedFirstName = preferedFirstName.split(" ")[0]
|
| 323 |
## fullName = f"{preferedFirstName} {preferedLastName}"
|
| 324 |
## #if f"{preferedLastName}, {preferedFirstName}*" in legalSources:
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| 325 |
## if f"{preferedFirstName} {preferedLastName}*" in legalSources:
|
| 326 |
## if personMatch.is_attorney == 'YES':
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| 327 |
## #attorneysInDocumentSet.add(f"{preferedLastName}, {preferedFirstName}* is a match on {r.upper()}. This is an Attorney.")
|
| 328 |
## attorneysInDocumentSet.add(f"{preferedFirstName} {preferedLastName}* is a match on {r.upper()}. This is an Attorney.")
|
| 329 |
## #print(f"{preferedLastName}, {preferedFirstName}* is a match on {r.upper()}. This is an Attorney.")
|
| 330 |
## else:
|
| 331 |
## #downgradesInSet.add(f"{preferedLastName}, {preferedFirstName}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 332 |
## downgradesInSet.add(f"{preferedFirstName} {preferedLastName}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 333 |
## #print(f"{preferedLastName}, {preferedFirstName}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 334 |
## #if f"{personMatch.last_name}, {personMatch.first_name}*" in legalSources:
|
| 335 |
## if f"{personMatch.first_name} {personMatch.last_name}*" in legalSources:
|
| 336 |
## if personMatch.is_attorney == 'YES':
|
| 337 |
## #attorneysInDocumentSet.add(f"{personMatch.last_name}, {personMatch.first_name}* is a match on {r.upper()}. This is an Attorney.")
|
| 338 |
## attorneysInDocumentSet.add(f"{personMatch.first_name} {personMatch.last_name}* is a match on {r.upper()}. This is an Attorney.")
|
| 339 |
## #print(f"{personMatch.last_name}, {personMatch.first_name}* is a match on {r.upper()}. This is an Attorney.")
|
| 340 |
## else:
|
| 341 |
## #downgradesInSet.add(f"{personMatch.last_name}, {personMatch.first_name}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 342 |
## downgradesInSet.add(f"{personMatch.first_name} {personMatch.last_name}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 343 |
## #print(f"{personMatch.last_name}, {personMatch.first_name}* is a match on {r.upper()}. This is a DOWNGRADE.")
|
| 344 |
## outputFile.write(f"{line[0]} has {len(attorneysInDocumentSet)} matching attorneys and {len(downgradesInSet)} matching downgrades. ")
|
| 345 |
## if len(attorneysInDocumentSet) > 0:
|
| 346 |
## outputFile.write("There is at least 1 matching attorney.\n")
|
| 347 |
## else:
|
| 348 |
## outputFile.write("There are NO matching attorneys!\n")
|
| 349 |
## else:
|
| 350 |
## pass
|
| 351 |
## #print("\n\nEmpty legal sources field")
|
