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-59902	TPA	Steve Watkins	1956-06-02	—	5079940693	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54560	TPA	Emma Garza	1958-10-10	UHC-80361-35	6405317054	9103 Jefferson Ave, Seattle, WA, 98141	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-57254	TPA	Nicholas Armstrong	1968-08-14	—	—	3483 Willow Ct, Tucson, AZ, 85719	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57319	TPA	Douglas Jones	1993-04-21	—	7159927250	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61863	TPA	Hannah Martin	1965-05-19	—	—	483 Central Ave, Plano, TX, 75019	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63857	TPA	Robert Miller	1984-11-03	—	—	4044 Market St, Minneapolis, MN, 55403	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60042	TPA	Stephanie Payne	1974-07-04	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54512	TPA	Dylan Bailey	1962-07-08	—	—	8382 Jefferson Ave, Las Vegas, NV, 89144	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51930	TPA	Frank Armstrong	2001-11-08	UHC-20722-59	—	2103 Forest Ave, Houston, TX, 77016	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57159	TPA	Judith Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62951	TPA	Ethan Ruiz	1968-03-27	—	—	9415 Willow Ct, Gilbert, AZ, 85215	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57338	TPA	Kevin W Harvey	1953-06-10	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57081	TPA	Kimberly W Knight	1974-09-08	—	8856346035	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61885	TPA	Amanda Santiago	1951-07-28	—	—	275 Park Pl, Austin, TX, 78788	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51302	TPA	Arjn Kim	1946-10-17	—	—	8237 Meadow Ln, Nashville, TN, 37291	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-59757	TPA	Jon Alvarado	1956-01-03	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62554	TPA	Emma X Leis	1972-04-19	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59624	TPA	Haether Morrison	1969-10-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62135	TPA	Lisa Evans	1994-05-23	UHC-03457-44	6116961911	3982 Willow Ct, Los Angeles, CA, 90056	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-58513	TPA	Melissa McDonald	2001-06-20	UHC-49869-26	4619327306	4944 Pine Dr, Los Angeles, CA, 90076	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-57768	TPA	Fatima Daniels	2007-06-08	—	—	500 Desert Sky Blvd, Plano, TX, 75014	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63264	TPA	Billy Medina	1980-05-23	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56335	TPA	Becky B Lewis	1967-03-26	—	—	6545 Maple Ave, Nashville, TN, 37215	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53118	TPA	Alice Sencer	1967-03-01	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50521	TPA	Peter Robertson	2003-07-16	—	—	3414 Broadway, Chandler, AZ, 85227	0.94	Name re-cased Address re-cased Placeholder values cleared
TPA-59614	TPA	Helen Gordon	2006-07-15	—	—	5110 Main St, Glendale, AZ, 85395	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51671	TPA	Anna Armstrong	2002-07-05	—	4383975442	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53264	TPA	Shirley Walsh	1970-02-11	—	—	4744 Lincoln Way, Sacramento, CA, 95852	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63445	TPA	Juan M Munoz	1945-07-17	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58332	TPA	Arthur Morgan	1960-10-08	—	—	166 Broadway, Houston, TX, 77045	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50818	TPA	Ethan Fuller	1965-02-12	—	—	3379 Highland Ave, Gilbert, AZ, 85283	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53995	TPA	Kelly F Bailye	1971-02-27	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57293	TPA	Evelyn Baker	1953-06-08	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52750	TPA	Janice Gonzales	1999-04-13	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50469	TPA	George Hunt	2004-05-18	—	—	567 Central Ave, San Diego, CA, 92168	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52407	TPA	Eily Lopez	1943-12-14	—	—	6843 Camelback Rd, Chandler, AZ, 85280	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61961	TPA	Joan Ross	1959-10-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63422	TPA	Brandon Stevens	1949-02-14	—	2057573510	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55263	TPA	Elijah T Wood	1989-07-06	—	—	2755 Sage Ct, Glendale, AZ, 85330	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62051	TPA	Tyler P Cole	1999-01-20	—	5227848131	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61084	TPA	Mary P Olson	1959-05-05	—	—	853 Forest Ave, Orlando, FL, 32830	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56819	TPA	Julia Watson	1995-01-16	—	—	1046 Grand Ave, Orlando, FL, 32883	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-51210	TPA	Bruce Harper	2006-11-25	—	5976391936	2021 River Rd, Fresno, CA, 93771	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-53051	TPA	Nicole Daniels	2008-04-24	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53702	TPA	Sarah Vega	1972-11-12	UHC-79841-48	8229827800	4503 Lake View Rd, Mesa, AZ, 85244	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52113	TPA	Heather McDonald	1947-01-09	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57422	TPA	Kathleen Howard	1986-01-21	UHC-39187-01	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54451	TPA	Mei Murphy	1956-01-12	—	—	177 Jefferson Ave, San Antonio, TX, 78274	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61069	TPA	Scott Knight	1964-04-01	—	—	5464 Oak St, Miami, FL, 33131	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60138	TPA	Shirley Obrien	1969-06-05	—	—	5922 Maple Ave, Sacramento, CA, 95838	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 101 of 115Previous Next