Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120771	ENR	Andrew Cole	1963-06-14	UHC-24696-29	—	8388 Cedar Ln, Mesa, AZ, 85218	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
ENR-112148	ENR	Nick Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St # 446, Tempe, AZ, 85259	0.66	SSN last four extracted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-120647	ENR	Diana O Wraren	1995-01-12	UHC-51344-07	8415528199	8267 Broadway, Charlotte, NC, 28288	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed
ENR-112934	ENR	Randy Lucas	1949-01-12	UHC-47089-57	3757401136	9552 Ocean Ave, Miami, FL, 33163	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
ENR-128381	ENR	Patrcik L Mendez	1963-09-16	UHC-21816-72	—	7981 Main St, Tampa, FL, 33652	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109504	ENR	Abigail C Stone	2008-12-07	UHC-76973-20	7096289569	9054 Mesa Dr, Tampa, FL, 33681	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-118340	ENR	Mariana Dixun	1975-06-01	UHC-58745-51	6062608105	9177 Main St Apt 27, Scottsdale, AZ, 85289	0.68	Phone reformatted SSN last four extracted Unit split from street Placeholder values cleared
ENR-130203	ENR	Ryan H Nichols	2006-06-12	UHC-25221-97	7072066119	6765 Spring St, Jacksonville, FL, 32223	0.68	Phone reformatted SSN last four extracted City re-cased Gender normalised
ENR-121104	ENR	Mateo A Chen	1988-05-15	UHC-76735-60	3164790384	738 Broadway, Tampa, FL, 33686	0.68	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code
ENR-120308	ENR	Mariana E Moreno	1964-12-01	UHC-94697-14	4687661649	5996 Ridge Rd, Orlando, FL, 32800	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-133459	ENR	Elijah V Lynch	1952-11-08	UHC-37755-50	—	3236 Camelback Rd, Austin, TX, 78748	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-126596	ENR	Michael Sanders	1990-11-01	UHC-59749-51	—	8657 Mesa Dr, Scottsdale, AZ, 85200	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-136319	ENR	Deborah R Reed	2008-09-01	UHC-53566-25	3628173087	5331 Camelback Rd, San Diego, CA, 92170	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
ENR-112108	ENR	Donna G Porter	1942-05-20	UHC-49476-54	8704162777	6116 Union St, Eden Prairie, MN, 55338	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-127150	ENR	Grace F Nunez	1978-02-13	UHC-46022-88	3572996240	7396 Forest Ave, Nashville, TN, 37265	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
ENR-139985	ENR	Stephen Sims	1961-07-13	UHC-38525-74	4468946351	757 Spring St # 451, Columbus, OH, 43239	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-135756	ENR	Harold Black	1953-02-20	UHC-08811-16	7536522416	1814 Lincoln Way, San Diego, CA, 92187	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased
ENR-114219	ENR	Albert F Lucas	—	UHC-51902-38	5995432009	8067 Lincoln Way, Eden Prairie, MN, 55337	0.68	Name re-cased Date of birth missing SSN last four extracted Whitespace trimmed
ENR-114331	ENR	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.68	Name re-cased Two-digit birth year SSN last four extracted Email lower-cased
ENR-112787	ENR	Betty M Scott	1944-11-23	UHC-27281-70	7135934391	9323 Lake View Rd, Dallas, TX, 75299	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-120846	ENR	Heather Hanson	1952-03-09	UHC-65991-97	5955203259	5705 Harbor Blvd, Denver, CO, 80218	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-104966	ENR	Stephaine G Carlson	1977-04-16	UHC-71608-01	4889817882	9790 Cedar Ln, Gilbert, AZ, 85205	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted
ENR-100024	ENR	Margaret Bell	2006-07-25	UHC-39574-66	9864893045	4859 Elm St, Tampa, FL, 33618	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-105581	ENR	Arjun Stephens	1978-12-06	UHC-35562-38	3999441594	7955 Mesa Dr, Austin, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Email lower-cased
ENR-114122	ENR	Ahmed H Wells	1988-02-11	UHC-76495-59	7094427702	7072 Central Ave, Columbus, OH, 43298	0.68	SSN last four extracted Street suffix standardised Address re-cased City re-cased
ENR-100318	ENR	Brenda D Clark	1951-06-22	UHC-27562-22	7114174646	909 Highland Ave, Nashville, TN, 37284	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-122473	ENR	Kevin G Carr	1999-05-26	UHC-60832-66	3872349753	582 Meadow Ln, San Diego, CA, 92101	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-130181	ENR	Ken Q Harvey	1943-05-16	UHC-16434-80	4087407028	7548 Ridge Rd Apt 2, Phoenix, AZ, 85041	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-103650	ENR	Lawrence J Morgan	1970-05-27	UHC-08471-65	5498685276	3458 Forest Ave, Tempe, AZ, 85258	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-114101	ENR	Kevin Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.68	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased
ENR-105356	ENR	Alexander F Berry	1967-05-21	UHC-08426-20	3816504355	806 Apache Blvd, Los Angeles, CA, 90048	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
ENR-126524	ENR	Roy X Marquez	2003-02-27	UHC-81106-25	7443027218	5519 Meadow Ln, Orlando, FL, 32852	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-132307	ENR	Billy Lawrence	1942-02-09	UHC-31776-14	9477586116	187 Cedar Ln, Seattle, WA, 98191	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-122486	ENR	George Mills	1992-02-16	UHC-49744-47	—	2051 Desert Sky Blvd, Eden Prairie, MN, 55302	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-136050	ENR	Hannah X Dixon	1946-04-28	UHC-81272-05	2143900522	5846 Lincoln Way, Tampa, FL, 33657	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
ENR-107643	ENR	Ruth K Thomas	1946-07-10	UHC-97806-30	2408464367	9036 Ocean Ave, Fresno, CA, 93756	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-123622	ENR	Valentina Welch	2002-10-01	UHC-42837-33	3664875664	1242 Jefferson Ave, Atlanta, GA, 30373	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-116122	ENR	Julie I Lewis	—	UHC-04157-39	—	7632 Church St, Seattle, WA, 98167	0.68	Name re-cased Date of birth unreadable SSN last four extracted Whitespace trimmed
ENR-140814	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.68	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased
ENR-129436	ENR	David Moreno	1940-02-13	UHC-51465-52	9736211143	7784 Sunset Blvd, Las Vegas, NV, 89179	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-136173	ENR	Santiago Moreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway, Sacramento, CA	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-131798	ENR	Juan Richards	1950-12-23	UHC-97275-09	2185230309	8633 Highland Ave, Glendale, AZ, 85316	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed
ENR-129337	ENR	Diane C Evans	1960-08-13	UHC-63208-52	3978918720	3144 Church St Apt 16, Austin, TX, 78731	0.68	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street
ENR-136266	ENR	William Bennett	1939-08-08	UHC-57652-25	2878730667	9684 Lake View Rd, Denver, CO, 80228	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-128368	ENR	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	SSN last four extracted Street suffix standardised Address re-cased City re-cased
ENR-102525	ENR	Albert H Fields	1969-03-03	UHC-51978-32	9662119279	3255 Union St, Minneapolis, MN, 55420	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
ENR-137487	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-137488	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-122225	ENR	Brandon K Cooper	1978-08-20	UHC-88471-15	—	5881 Camelback Rd, Tempe, AZ, 85239	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased

1,767 rows, page 27 of 36Previous Next