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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63186	TPA	Patrick Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN, 55390	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50081	TPA	Albeert Z Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ, 85384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61416	TPA	Jose Morrison	2003-05-08	—	—	8078 Forest Ave, Atlanta, GA, 30301	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52180	TPA	Linda James	1949-08-16	—	6336183500	1598 Park Pl, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58568	TPA	Nicole I Barnes	1993-01-26	—	—	480 Washington St, Nashville, TN, 37288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55029	TPA	Ana Mendoza	1996-01-08	—	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63947	TPA	Larry Fowler	1954-06-14	—	—	7770 Mountain View Dr, Seattle, WA, 98107	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
TPA-52813	TPA	Elijah West	1967-12-05	—	5399264164	1172 Mesa Dr, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58259	TPA	Cynthia Yang	1951-06-03	—	—	4626 Spring St, Chandler, AZ, 85289	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59177	TPA	Christine Simmons	1969-07-11	—	8657541704	5236 Cedar Ln, Mesa, AZ, 85281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53487	TPA	Richard Allen	1992-07-27	—	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-59569	TPA	Bradley Mendoza	1988-06-16	—	—	2384 Church St, Charlotte, NC, 28245	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-58195	TPA	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN, 55494	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55297	TPA	Jarry Y Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63038	TPA	Peter Patterson	2005-03-14	UHC-20937-46	—	6888 Oak St, Eden Prairie, MN, 55389	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55188	TPA	Ethan Kennedy	2000-09-12	—	3559499214	2663 Hillcrest Rd, Mesa, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62873	TPA	Juan Murray	1960-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54838	TPA	Barbara Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56646	TPA	Daniel Jacckson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-62257	TPA	Robert Bryant	1972-12-14	—	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58474	TPA	Cheryl Woods	1970-12-19	—	—	6217 Lake View Rd, Minneapolis, MN, 55448	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
TPA-56895	TPA	Maria Perry	1998-12-23	UHC-43223-30	—	8434 Union St, San Diego, CA, 92151	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-61244	TPA	Kelly A Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54708	TPA	Henry Mejia	1952-07-19	—	7222379746	2554 Union St, Jacksonville, FL, 32237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60119	TPA	Christine N Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54272	TPA	Matthew Jones	2002-04-11	—	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55252	TPA	Ethan Armstrong	1970-12-08	—	5624965576	8528 Cedar Ln, Seattle, WA, 98182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64277	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA, 98179	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54375	TPA	Keith Garcia	1994-09-05	—	6957497893	2681 Bayshore Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53668	TPA	Camila Lucas	1959-11-09	—	—	1620 Jefferson Ave, Dallas, TX, 75232	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62888	TPA	Susan Hanson	1982-10-01	—	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57113	TPA	Amanda Washington	2000-07-01	—	—	2909 Spring St, Charlotte, NC, 28257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61378	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54741	TPA	Ashley Gibson	2005-08-12	—	7703697222	8818 Maple Ave, Phoenix, AZ, 85045	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62014	TPA	Pat Howell	1979-04-14	—	—	7085 Pine Dr, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
TPA-54969	TPA	Patrick Jones	2003-05-09	—	—	3171 Cedar Ln, Plano, TX, 75021	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62224	TPA	Zachary Fuller	1969-07-13	—	3919891906	3951 Market St, Eden Prairie, MN, 55323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-57341	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51139	TPA	Philip C McCoy	1991-08-25	—	—	7432 Camelback Rd, Denver, CO, 80242	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-61234	TPA	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53706	TPA	Bobby Jacobs	1942-09-25	—	—	1545 Jefferson Ave, San Antonio, TX, 78285	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52350	TPA	Betty Warren	2000-12-24	—	—	5525 Union St # 622, Minneapolis, MN, 55457	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
TPA-58402	TPA	Shirley Adams	1958-03-11	—	9054980219	2419 Sunset Blvd, Tampa, FL, 33625	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more

2,435 rows, page 19 of 49Previous Next