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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
TPA-54273	TPA	Hiroshi Rice	—	—	—	5783 Oak St, Jacksonville, FL, 32271	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56708	TPA	Ann Gonzalez	1960-10-27	UHC-34996-49	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-54640	TPA	Sara Ortiz	1979-04-07	—	3052494046	6585 Lake View Rd, Minneapolis, MN, 55411	0.54	Street suffix standardised Address re-cased State name converted to code 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
TPA-54529	TPA	Elizabeth Morrison	1967-12-24	—	—	7434 Sunset Blvd, Fresno, CA, 93723	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-53387	TPA	Natalie N Wagner	1965-07-26	—	7903788518	9743 Sunset Blvd, Orlando, FL, 32818	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
TPA-57332	TPA	Noah W Hall	1946-05-18	UHC-25198-97	—	7972 Forest Ave, Seattle, WA, 98119	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-57861	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-53665	TPA	Mariana Fields	1960-11-22	—	—	3511 Main St, Phoenix, AZ, 85023	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-50405	TPA	Joan Lane	1949-03-16	UHC-13637-61	—	573 Willow Ct # 618, Plano, TX, 75001	0.56	Two-digit birth year Unit split from street State name converted to code Placeholder values cleared
TPA-57805	TPA	Janice Tucker	2005-12-03	—	—	1178 Palm Dr, Sacramento, CA, 95825	0.56	State name converted to code ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-52643	TPA	Nick X Gonzales	1999-02-28	—	—	3035 Harbor Blvd, Glendale, AZ, 85333	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
TPA-62398	TPA	Deborah Johnston	1963-05-04	—	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-51752	TPA	Bruce Meyer	1964-03-22	—	6387444499	1979 Jefferson Ave, Houston, TX, 77031	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59072	TPA	Eugene Wong	1941-11-04	—	—	3733 Forest Ave, Tempe, AZ, 85240	0.58	Name split from “Last, First”Phone missing area code State name converted to code
TPA-52696	TPA	Deborah Nguyen	1982-07-12	—	2496456874	8504 Oak St Apt 34, Denver, CO, 80256	0.58	Unit split from street State name converted to code Gender normalised
TPA-61161	TPA	Joan Webb	2005-09-03	—	3433387023	8859 Ridge Rd, Denver, CO, 80293	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54637	TPA	Charlotte Gordon	1943-08-12	—	5098806150	9685 Elm St, Plano, TX, 75038	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62988	TPA	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50317	TPA	Elizabeth Wilson	1957-02-10	—	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63815	TPA	Dorothy Lopez	1994-01-02	—	—	2090 Ocean Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58310	TPA	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61596	TPA	Julia Carlson	1963-11-18	—	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56815	TPA	Kathryn Dunn	2003-01-17	—	7589325966	6922 Park Pl, Denver, CO, 80261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61782	TPA	Rachel D Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54948	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr, Scottsdale, AZ, 85248	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62653	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52759	TPA	Frank Armsrtong	1977-11-07	—	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50873	TPA	Denise Johnston	2008-03-09	—	6273080928	6538 Palm Dr, Gilbert, AZ, 85210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58616	TPA	Bryan Bradley	1954-07-16	—	4169693117	9053 Maple Ave, Tempe, AZ, 85288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59133	TPA	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59502	TPA	Sara G Howard	1967-04-09	—	9702298746	4495 Union St, San Antonio, TX, 78244	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52888	TPA	Gerald Lopez	2004-11-18	—	3779268670	3691 Jefferson Ave, Jacksonville, FL, 32288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59082	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59083	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54494	TPA	Shirley James	1958-03-17	—	2297023414	4874 Canyon Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50066	TPA	Austin Wong	1960-08-26	—	5719434647	2723 Grand Ave, Houston, TX, 77024	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62789	TPA	Victoria Nunez	1991-02-24	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59512	TPA	Santiago Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58301	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52133	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52028	TPA	Angela Chapman	1938-05-15	—	4899362928	2648 Cedar Ln, San Antonio, TX, 78264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61027	TPA	Jason Willis	1938-04-20	—	7248061970	684 Baseline Rd, Orlando, FL, 32812	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

1,229 rows, page 10 of 25Previous Next