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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63870	TPA	Vincent Herrera	1954-11-26	—	—	6704 Lincoln Way, Charlotte, NC	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-60275	TPA	Madison Kelly	1952-05-25	—	—	5238 Sage Ct, Nashville, TN, 37275	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-59578	TPA	Tyler Shaaw	2000-01-22	—	5016323481	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62610	TPA	Joseph Pena	1945-01-07	UHC-35846-37	—	7383 Church St, Denver, CO	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-60523	TPA	Camila Bennett	1992-08-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62497	TPA	Ana Adams	1944-07-09	—	—	9369 Ocean Ave, Phoenix, AZ, 85085	0.82	Name re-cased Phone missing area code Placeholder values cleared
TPA-63656	TPA	Noah Ferguson	1964-06-17	UHC-63143-64	—	4294 Mountain View Dr, Dallas, TX, 75234	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-61478	TPA	Joan Brooks	1997-11-12	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
TPA-63841	TPA	Richard Medina	1972-05-09	UHC-46415-43	9364135708	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58847	TPA	Madison B Henderson	1985-12-16	—	—	2197 Highland Ave, San Diego, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-58452	TPA	Mary Diaz	1973-09-23	—	5429755897	7006 Highland Ave, Seattle, WA, 98111	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-54977	TPA	Melissa U Wong	2007-04-25	—	4524720809	4112 Park Pl, Las Vegas, NV, 89145	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-50925	TPA	Catherine Phillips	1981-08-26	—	—	8247 Desert Sky Blvd, Seattle, WA, 98164	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53989	TPA	Kevin Z Taylor	1978-04-04	—	—	9498 Main St, Eden Prairie, MN, 55326	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared
TPA-56871	TPA	Juan Williams	1950-11-24	—	—	8198 Lincoln Way, Scottsdale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-60770	TPA	Ralph A Ruiz	1950-05-14	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53248	TPA	Mark R Rojas	1975-02-01	—	—	3472 Ridge Rd, Atlanta, GA, 30381	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58543	TPA	Christina Morgan	1999-03-07	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61793	TPA	Carl Carr	1985-06-03	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64024	TPA	Michelle Le	1978-11-05	—	8044317304	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-62704	TPA	Pamela Cooper	1993-04-16	—	5995635429	7204 Indian School Rd, Miami, FL, 33107	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53950	TPA	Bardley Bell	1989-10-15	—	—	8241 Meadow Ln, Jacksonville, FL, 32268	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-63210	TPA	Shirlay Bowman	2008-11-14	—	—	2368 Spring St, Columbus, OH, 43267	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-60921	TPA	Douglas Santos	1976-05-26	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51345	TPA	Melissa Thompson	1990-08-26	—	—	9669 Valley View Dr, Orlando, FL, 32889	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59086	TPA	Stephanie Armstrong	1994-01-24	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53452	TPA	Thomas Day	1955-03-09	UHC-43689-23	—	990 Sunset Blvd, Gilbert, AZ, 85268	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61802	TPA	Jremy Yang	1957-01-06	—	—	7540 Valley View Dr, Phoenix, AZ, 85049	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57751	TPA	Hart Sandra	1950-09-18	UHC-51984-99	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62927	TPA	Pamela Russell	1939-08-22	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54669	TPA	Eugene Peterson	1942-11-20	—	—	2480 Ocean Ave, Minneapolis, MN, 55489	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55679	TPA	Isabella Rose	1952-12-19	—	—	7391 Church St, Jacksonville, FL, 32272	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-63503	TPA	Heather Ramirez	1986-12-06	—	3633602643	8776 Apache Blvd, Minneapolis, MN, 55488	0.82	Name re-cased Gender normalised Whitespace trimmed
TPA-61013	TPA	Denise Alexander	1954-06-06	—	4085520921	8510 Central Ave, Miami, FL, 33121	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54416	TPA	Priya Aguilar	2000-10-24	—	—	6298 Pine Dr, San Diego, CA, 92143	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-58501	TPA	Gabriel Espinoza	1939-11-25	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51924	TPA	Lias Campbell	1965-10-22	—	—	1629 Pine Dr, Denver, CO, 80275	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-57771	TPA	Nicole Butler	1997-01-10	UHC-48354-10	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-50071	TPA	Washington Paul	1978-03-11	—	—	3488 Central Ave, San Diego, CA, 92188	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-63398	TPA	Omar Hamilton	1962-12-08	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61290	TPA	Ashley Valdez	1991-07-04	—	—	9171 Main St, Miami, FL, 33192	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52791	TPA	Emily Cruz	2006-02-24	—	—	9514 Spring St, Mesa, AZ, 85245	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52631	TPA	Steve Ortega	1941-03-27	—	—	1456 Jefferson Ave, Tempe, AZ, 85239	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-60556	TPA	Chuck Cook	—	—	8907572188	7669 Hillcrest Rd, Orlando, FL, 32812	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-61174	TPA	Charles McCoy	1959-02-27	—	—	7434 Maple Ave, Denver, CO, 80271	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64334	TPA	Isabella Gordon	—	—	—	752 Mountain View Dr, Los Angeles, CA, 90062	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-52663	TPA	Diego Baker	1956-09-07	—	—	8180 Elm St, Atlanta, GA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-60360	TPA	Justin Johnson	2006-12-05	—	—	1128 Sage Ct, Tampa, FL, 33669	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-59349	TPA	Mariana Park	1948-07-02	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-54655	TPA	Logan Peters	2005-10-27	—	3756373343	6343 Bayshore Dr, Tampa, FL, 33605	0.82	Name re-cased Gender normalised Placeholder values cleared

5,750 rows, page 84 of 115Previous Next