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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58055	TPA	Sharon K Mendoza	1971-11-23	—	—	8627 Willow Ct, Jacksonville, FL, 32294	0.96	Date of birth reformatted Placeholder values cleared
TPA-58871	TPA	Timothy Y Moreno	2005-05-02	—	—	700 Baseline Rd, Tempe, AZ, 85265	0.96	Date of birth reformatted Placeholder values cleared
TPA-60739	TPA	Omar Perez	1976-02-05	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-52828	TPA	Abigail Vazquez	1966-07-01	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-64087	TPA	Ann Perez	1993-08-11	—	—	2559 Baseline Rd, Phoenix, AZ, 85046	0.96	Date of birth reformatted Placeholder values cleared
TPA-50766	TPA	Sofia Hunt	2008-11-28	—	—	7726 Lake View Rd, Scottsdale, AZ, 85228	0.96	Date of birth reformatted Placeholder values cleared
TPA-51942	TPA	Sandra Porter	1942-10-01	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-57207	TPA	Melissa Andesron	1981-07-02	—	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.96	Date of birth reformatted Phone reformatted
TPA-58889	TPA	Maria Gonzales	1966-05-05	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-62976	TPA	Christian Lane	1977-09-16	UHC-80877-08	—	4761 Ocean Ave, Scottsdale, AZ, 85270	0.96	Date of birth reformatted Whitespace trimmed
TPA-51166	TPA	Jordan McDonald	2006-11-16	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-56167	TPA	Kenneth Gibbson	1983-05-01	—	3448820472	9424 Central Ave, San Antonio, TX, 78266	0.96	Date of birth reformatted Placeholder values cleared
TPA-51524	TPA	Pamela G Fuller	1946-11-06	—	7728959546	—	0.96	Date of birth reformatted Phone reformatted
TPA-55636	TPA	Thomas L Rose	1951-06-06	—	—	8010 Pine Dr, Tampa, FL, 33624	0.96	Date of birth reformatted Placeholder values cleared
TPA-59087	TPA	Dennis T Torres	1989-07-28	—	5144265239	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-55770	TPA	Sara Espinoza	1997-01-27	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-61086	TPA	Andrea Y McCoy	1976-08-14	UHC-43360-40	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-63913	TPA	Brian O Fox	1940-05-21	—	5779045222	4990 Highland Ave, Denver, CO, 80230	0.96	Date of birth reformatted Placeholder values cleared
TPA-61571	TPA	Lucia Morrrison	1949-08-08	—	—	3272 Forest Ave, Dallas, TX, 75243	0.96	Date of birth reformatted Placeholder values cleared
TPA-56427	TPA	Ethan Robertson	2000-07-21	—	—	7669 Maple Ave, San Antonio, TX, 78202	0.96	Date of birth reformatted Placeholder values cleared
TPA-63027	TPA	Richard Murphy	1940-04-14	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-59912	TPA	Keith Foster	1973-01-10	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-61820	TPA	Angela Martinez	1999-10-19	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-61271	TPA	Christian Austin	1946-10-02	—	—	7010 Baseline Rd, Phoenix, AZ, 85049	0.96	Date of birth reformatted Placeholder values cleared
TPA-52522	TPA	Zachary Thompson	1973-11-22	UHC-15871-31	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-51963	TPA	Charles Jones	1950-06-21	—	—	1193 Ocean Ave, Mesa, AZ, 85209	0.96	Date of birth reformatted Placeholder values cleared
TPA-54891	TPA	Camila Jones	2007-03-06	—	4683156308	4149 Bayshore Dr, Tampa, FL, 33633	0.96	Date of birth reformatted Placeholder values cleared
TPA-54672	TPA	Hiroshi Lynch	1965-10-25	—	6435216019	581 Cedar Ln, Tampa, FL, 33626	0.96	Date of birth reformatted Placeholder values cleared
TPA-57833	TPA	Gregory Lopez	1942-03-15	UHC-33423-97	—	9239 Market St, Charlotte, NC, 28231	0.96	Date of birth reformatted Placeholder values cleared
TPA-59762	TPA	Jacob Wallace	1969-05-04	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-62986	TPA	Madison Graham	1948-02-25	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-61124	TPA	Martha Hernandez	1984-01-07	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-50343	TPA	Adam Simpson	2005-10-07	—	—	5333 Harbor Blvd, Phoenix, AZ, 85000	0.96	Date of birth reformatted Placeholder values cleared
TPA-51268	TPA	Willie Williamson	1980-02-11	UHC-87207-77	4746465626	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-61629	TPA	Albert Wells	1984-11-02	—	—	1734 Park Pl, Miami, FL, 33116	0.96	Date of birth reformatted Placeholder values cleared
TPA-63277	TPA	Megan Young	1952-02-28	—	—	7069 Palm Dr, Mesa, AZ, 85245	0.96	Date of birth reformatted Placeholder values cleared
TPA-56515	TPA	Julia Weber	1984-11-10	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-50242	TPA	Scott Stephens	1938-05-09	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-63063	TPA	Ahmed Sanders	1969-10-02	—	7449930595	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-59532	TPA	Laura Ellis	1991-10-28	—	—	3033 Central Ave, Denver, CO, 80273	0.96	Date of birth reformatted Placeholder values cleared
TPA-50686	TPA	Rikhard Stewart	1997-01-27	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-52310	TPA	Larry Lane	1981-05-08	—	—	7798 Lake View Rd, Gilbert, AZ, 85218	0.96	Date of birth reformatted Placeholder values cleared
TPA-62347	TPA	Lauren Howard	2005-04-18	—	—	9045 Harbor Blvd, Minneapolis, MN, 55437	0.96	Date of birth reformatted Placeholder values cleared
TPA-51231	TPA	Douglas Henderson	1973-03-09	—	—	5324 Central Ave, Denver, CO, 80279	0.96	Date of birth reformatted Placeholder values cleared
TPA-53309	TPA	Evelyn Woods	1980-12-02	—	—	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-54987	TPA	Olivia Stewart	1941-01-24	—	—	2403 Valley View Dr, Gilbert, AZ, 85278	0.96	Date of birth reformatted Placeholder values cleared
TPA-54986	TPA	Olivia Stewart	1941-01-24	—	—	2403 Valley View Dr, Gilbert, AZ, 85278	0.96	Date of birth reformatted Placeholder values cleared
TPA-62870	TPA	Amy K Morrison	1977-02-06	—	—	4055 Palm Dr, Austin, TX, 78794	0.96	Date of birth reformatted Placeholder values cleared
TPA-54372	TPA	Sofia Weaver	1968-06-05	—	3593601826	—	0.96	Date of birth reformatted Placeholder values cleared
TPA-56640	TPA	Adam Roberts	1952-02-08	—	—	6652 Lincoln Way, Tampa, FL, 33631	0.96	Date of birth reformatted Placeholder values cleared

4,728 rows, page 94 of 95Previous Next