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

All sources, flag “Date of birth missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119364	ENR	Keith B Santos	—	UHC-87016-61	9236565752	153 Ridge Rd, Chandler, AZ, 85288	0.82	Name re-cased Date of birth missing Whitespace trimmed
PRV-28836	PRV	Elijaah K Santiago	—	UHC-99665-89	—	5365 Hillcrest Rd, Fresno, CA, 93798	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-410508	CLM	Samuel Martinez	—	UHC-28309-59	—	6530 Cedar Ln, Glendale, AZ, 85303	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-432247	CLM	Frank B Allen	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-430193	CLM	Kyle Knenedy	—	UHC-77184-96	5887905978	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-430194	CLM	Kyle Knenedy	—	UHC-77184-96	5887905978	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-422559	CLM	Larry Foster	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-414403	CLM	Danielle Ramirez	—	UHC-25825-42	2959054328	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-412710	CLM	Randy F Dixxon	—	—	—	6924 Willow Ct, Atlanta, GA, 30381	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-61854	TPA	Charlotte Kennedy	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-415717	CLM	Porter John	—	UHC-39257-53	7939670501	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-413219	CLM	Albert Fisher	—	UHC-40609-82	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-416667	CLM	Matthew Cruz	—	UHC-91463-54	—	7979 Pine Dr, Eden Prairie, MN, 55374	0.82	Date of birth missing City re-cased Placeholder values cleared
ENR-141079	ENR	Nicholas B Perkins	—	UHC-71520-80	4993429935	1304 Meadow Ln, Plano, TX, 75099	0.82	Name re-cased Date of birth missing Email lower-cased
CLM-418986	CLM	Ahmed Sanders	—	UHC-07701-06	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.82	Name re-cased Date of birth missing Placeholder values cleared
ENR-119770	ENR	Judith U Owens	—	UHC-67070-87	2105906088	—	0.82	Date of birth missing Phone reformatted Placeholder values cleared
PRV-21110	PRV	Amy Wagner	—	UHC-05819-84	6112867706	1324 Bayshore Dr, Columbus, OH, 43269	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-431241	CLM	Mariana N Cook	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-138127	ENR	Mariana D Williamson	—	UHC-94555-31	—	4594 Main St, Denver, CO, 80267	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-426968	CLM	Chris Delgado	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-118038	ENR	Nicole Fisher	—	UHC-63867-60	3463444500	7671 Palm Dr, Tucson, AZ, 85793	0.82	Date of birth missing Phone reformatted Whitespace trimmed
ENR-124002	ENR	Dylan A Duncan	—	UHC-95456-57	3919571854	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-400062	CLM	Christian Ruz	—	UHC-95544-56	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-421934	CLM	Kenneth Ryan	—	—	—	—	0.82	Date of birth missing Plan code upper-cased Placeholder values cleared
PRV-27667	PRV	Albert Larson	—	—	9705549588	197 Park Pl, Glendale, AZ, 85399	0.82	Date of birth missing Phone reformatted Placeholder values cleared
ENR-142195	ENR	Carlos U Franklin	—	UHC-62891-95	7884487667	9563 Highland Ave, Jacksonville, FL, 32262	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-411368	CLM	Jonathan E Wheeler	—	—	9602096387	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-400651	CLM	Arjun Lucas	—	—	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
ENR-139227	ENR	Mei Austin	—	UHC-55018-14	2655043622	4112 Indian School Rd, Chandler, AZ, 85268	0.82	Name re-cased Date of birth missing Whitespace trimmed
CLM-424722	CLM	Daniel Garcia	—	—	—	645 Union St, Orlando, FL, 32805	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-424273	CLM	McDonald Kathryn	—	UHC-36310-12	8414039999	7145 Elm St, Phoenix, AZ, 85060	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-424272	CLM	McDonald Kathryn	—	UHC-36310-12	8414039999	7145 Elm St, Phoenix, AZ, 85060	0.82	Date of birth missing Phone reformatted Placeholder values cleared
TPA-55052	TPA	Marcus Arnold	—	—	—	9643 Cedar Ln, San Diego, CA, 92118	0.82	Date of birth missing Email lower-cased Whitespace trimmed
CLM-402689	CLM	Madison Jonse	—	—	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-411391	CLM	Jordan Lori	—	UHC-12979-70	—	3367 Ocean Ave, Mesa, AZ, 85209	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-125327	ENR	Elijah Williamson	—	UHC-64784-94	5394225896	3111 Forest Ave, San Diego, CA, 92121	0.82	Date of birth missing Phone reformatted Whitespace trimmed
CLM-408514	CLM	Gary Greene	—	UHC-81078-05	—	1733 River Rd, Houston, TX, 77027	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-418077	CLM	Ana Morgan	—	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ, 85296	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-113272	ENR	Virginia Mason	—	UHC-15433-81	5815439419	8824 Indian School Rd, Atlanta, GA, 30306	0.82	Date of birth missing Phone reformatted City re-cased
CLM-409240	CLM	Brian Contreras	—	UHC-53081-01	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
TPA-50711	TPA	Walsh Jerry	—	—	—	6984 Union St, Tampa, FL, 33621	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-416391	CLM	Eric Schmidt	—	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-123958	ENR	Walter H Castillo	—	UHC-76016-86	2759980106	9338 Sage Ct, Columbus, OH, 43227	0.82	Date of birth missing Phone reformatted City re-cased
TPA-62679	TPA	Russell Bell	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-110969	ENR	Debra S Guerrero	—	UHC-79292-33	4658006169	6541 Willow Ct, Plano, TX, 75018	0.82	Name re-cased Date of birth missing Phone reformatted
PRV-28049	PRV	Brittany M Marquez	—	—	2633799907	4717 Spring St, Columbus, OH, 43249	0.82	Date of birth missing Phone reformatted Placeholder values cleared
CLM-423465	CLM	Amber Willis	—	—	8049432313	9561 Mountain View Dr, Sacramento, CA, 95848	0.82	Name re-cased Date of birth missing Placeholder values cleared
ENR-141207	ENR	Albert Howarrd	—	UHC-92633-37	2426438010	6203 Park Pl, Gilbert, AZ, 85222	0.82	Name re-cased Date of birth missing Phone reformatted
TPA-54589	TPA	Juan Santos	—	—	—	9303 Central Ave, Nashville, TN, 37231	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-55219	TPA	Hiroshi Hughes	—	—	—	9836 Desert Sky Blvd, Atlanta, GA, 30362	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared

990 rows, page 19 of 20Previous Next