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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140703	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140702	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126571	ENR	Sharon Woods	2002-07-05	UHC-33271-36	7842477570	6811 Lake View Rd, Plano, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-125818	ENR	Frances I George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN	0.54	SSN last four extracted State name converted to code ZIP missing Email lower-cased+1 more
ENR-137381	ENR	Freeman Diana	2005-02-21	UHC-59043-73	4383608815	8283 Ocean Ave, San Diego, CA	0.54	Name re-cased Two-digit birth year State name converted to code ZIP missing+1 more
ENR-117054	ENR	Olivia Washington	1982-05-10	UHC-79196-55	—	4213 Lake View Rd, Glendale, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107785	ENR	Michael Reed	1963-04-28	UHC-36196-45	3323362758	4804 Sage Ct, Denver, CO	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
TPA-59492	TPA	Diana Webb	1967-05-27	—	—	5776 Oak St, Scottsdale, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423088	CLM	Emily O Fox	1945-09-08	—	7092720143	121 Church St, Phoenix, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
ENR-124789	ENR	Bobby U Kelley	1961-12-26	UHC-42869-80	—	7569 Camelback Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59744	TPA	Raymond Robinson	1942-04-12	UHC-17881-72	—	1979 Union St, Atlanta, GA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-134483	ENR	Philip Freeman	—	UHC-41323-38	—	3882 Central Ave, Phoenix, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425711	CLM	Ronald D Morales	1948-01-28	—	—	2228 Church St, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424899	CLM	Diego Freeeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave, Glendale, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410846	CLM	Laura Powell	1969-05-21	—	—	3187 Harbor Blvd Apt 27, Eden Prairie, MN	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-64238	TPA	Larry Webb	2004-10-23	—	—	6503 Church St, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105844	ENR	McDonald M Brittany	1983-12-04	UHC-98964-05	9199003356	9355 Willow Ct # 382, Atlanta, GA	0.54	Middle initial moved out of first name Date of birth reformatted Unit split from street ZIP missing+1 more
TPA-54887	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-54886	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
ENR-114355	ENR	Sarah Fernandez	—	UHC-46404-59	7394265314	3509 Willow Ct, Denver, CO	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
ENR-120240	ENR	Willam H Thomas	1950-10-27	UHC-66305-24	4376997661	8887 Palm Dr, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419493	CLM	Brittany Turnre	1962-11-15	UHC-11003-49	—	2023 Pine Dr, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-126812	ENR	Ahmed Reid	1947-12-15	UHC-00042-25	9192352753	3342 Grand Ave, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
CLM-413741	CLM	Christian Y Burton	1976-03-16	UHC-48813-22	—	3628 Lake View Rd, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-117509	ENR	Sharon G Andrews	1986-06-02	UHC-97557-33	—	8169 Main St, Fresno, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415798	CLM	Joe Diaz	2001-03-25	—	—	3111 Maple Ave, Glendale, AZ	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-406596	CLM	Hiroshi Lewis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ	0.54	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-21789	PRV	Jake Kim	—	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC	0.54	Date of birth missing Phone reformatted State name converted to code ZIP missing+1 more
TPA-50529	TPA	Danielle Young	1954-06-21	—	6733814339	3852 Market St, Scottsdale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-63756	TPA	Nathan Thompson	1947-04-04	—	—	8222 Jefferson Ave, Denver, CO	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-27650	PRV	Joseph Reynolds	1960-03-27	—	2734248384	6878 Grand Ave, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
CLM-427312	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	—	1861 Bayshore Dr, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-141252	ENR	Lucia E Foster	1941-02-06	UHC-10708-39	—	9138 Lincoln Way, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-53326	TPA	Joe Turner	1997-09-21	—	—	3679 Lincoln Way, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-111682	ENR	Melissa W Willis	2001-11-16	UHC-20645-30	—	2108 Sage Ct, Atlanta, GA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21882	PRV	—Junk	1945-05-06	UHC-12903-25	8283946181	8733 Park Pl, Los Angeles, CA	0.54	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared+1 more
TPA-52918	TPA	Bill Howard	—	—	—	9694 Bayshore Dr, Nashville, TN	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104187	ENR	George J Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55082	TPA	Katherine Bowman	—	—	—	4963 Central Ave, Mesa, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107588	ENR	Kelly Wong	2007-06-01	UHC-18814-73	5664562492	7943 Pine Dr, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-124938	ENR	Noah Ford	1992-05-17	UHC-06491-63	—	1617 Market St, Chandler, AZ	0.54	Name split from “Last, First”Phone missing area code ZIP missing Whitespace trimmed+1 more
CLM-425122	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	—	7120 Washington St, Tucson, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124243	ENR	Ryan L Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141786	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141787	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107751	ENR	Dorothy Wagner	1953-08-05	UHC-38841-83	2424975538	4345 Market St, Columbus, OH	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

7,146 rows, page 48 of 143Previous Next