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

All sources, 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
ENR-135177	ENR	Jerry Z Lane	1952-03-10	UHC-66444-97	6806271274	549 Forest Ave, Minneapolis, MN, 55469	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131821	ENR	Jsaon Hoffman	1969-12-19	—	3258669488	7137 Hillcrest Rd, San Diego, CA, 92176	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122660	ENR	Anna Romero	1956-07-16	UHC-31853-94	2327911188	2560 Lake View Rd, Miami, FL, 33188	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-118266	ENR	Amber Miller	1953-10-09	UHC-91685-21	9112124742	5844 Baseline Rd Apt 13, Columbus, OH, 43292	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-111342	ENR	Jonathan Ward	2003-10-01	UHC-26295-65	7866840720	5264 Mesa Dr, San Antonio, TX, 78280	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411119	CLM	Jessca Evans	1974-08-13	—	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-409475	CLM	Emily T Little	1940-02-24	—	—	6250 Willow Ct, Las Vegas, NV, 89138	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121902	ENR	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
TPA-59889	TPA	Theresa K Franklin	1944-11-18	—	—	7509 Willow Ct, Seattle, WA, 98149	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20306	PRV	Gilbert Josseph	1946-07-21	—	—	2818 Bayshore Dr, Tucson, AZ, 85738	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124599	ENR	Martha N Warren	1954-11-19	UHC-61710-65	7967153651	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-412810	CLM	Santiago Wong	1969-01-19	UHC-35346-77	—	4049 Washington St, Houston, TX, 77081	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-140049	ENR	Christian T Montgomery	1974-09-19	UHC-63066-96	3962258187	4802 Church St, Tempe, AZ, 85215	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411673	CLM	Denise U Reid	2001-09-24	UHC-33235-06	—	9368 Union St, Los Angeles, CA, 90003	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54021	TPA	Samantha Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-28890	PRV	Kayla Estrada	1996-09-26	—	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-118514	ENR	Joe J Medina	1974-12-09	UHC-20462-95	2054182823	4669 Maple Ave, Charlotte, NC, 28233	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-414842	CLM	Sara Jimenez	1968-08-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-61128	TPA	Jose E Palmer	1955-11-10	—	—	778 River Rd, Columbus, OH, 43234	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-124741	ENR	Jon G George	1950-03-11	UHC-60964-19	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-410353	CLM	Katherine Simmons	1985-07-17	UHC-12054-24	—	1289 Main St, Scottsdale, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58354	TPA	Amanda King	1986-07-04	—	—	1813 Maple Ave, Mesa, AZ, 85208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-136753	ENR	Deborah Carlson	1957-11-22	UHC-44867-77	4109048126	3493 Mountain View Dr, Sacramento, CA, 95894	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136462	ENR	Emily Lane	1943-08-08	UHC-61774-63	6198941066	3213 Bayshore Dr, Tucson, AZ, 85794	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-401579	CLM	LisaJunk	1947-01-24	—	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
ENR-138959	ENR	Gabriel R Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139479	ENR	Jason Smmith	1972-06-13	UHC-71718-91	2555095294	6480 River Rd, Glendale, AZ, 85315	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136851	ENR	Billy V Hamilton	1950-11-11	—	2453429974	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100698	ENR	Lisa Griffin	1956-06-14	UHC-92306-14	7549344258	7485 Broadway # 633, Houston, TX, 77065	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-131384	ENR	Arthur Wagner	1969-04-12	—	2669049018	2554 Main St, Houston, TX, 77023	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400441	CLM	Brndon Alvarado	1992-07-16	UHC-74312-02	—	1039 Valley View Dr, Scottsdale, AZ, 85273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-113279	ENR	Henry R Harper	1952-10-15	—	—	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113633	ENR	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	9735 Palm Dr, Minneapolis, MN, 55443	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-408437	CLM	Fuller Mateo	1997-07-09	UHC-83792-60	—	8580 Indian School Rd, Tampa, FL, 33645	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125011	ENR	Joshua Andrews	1992-08-20	UHC-23044-84	8587926864	9339 Ocean Ave # 137, Dallas, TX, 75284	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-429642	CLM	Christine Lee	2000-05-13	UHC-56516-83	8534506471	8465 Lake View Rd, Gilbert, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407335	CLM	Virginia Weber	—	UHC-10635-06	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
TPA-55074	TPA	Linda Smith	1989-09-17	UHC-68199-20	—	6905 Hillcrest Rd, Tempe, AZ, 85222	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-141861	ENR	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr # 677, Eden Prairie, MN, 55392	0.66	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-427949	CLM	Lauren Howard	2005-04-18	—	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423481	CLM	Aisha Patterson	1988-02-14	UHC-02136-81	—	2577 Meadow Ln, Phoenix, AZ, 85006	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126064	ENR	Sean C Vargas	1948-02-26	UHC-82052-28	5224060065	2813 Church St, Phoenix, AZ, 85082	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401410	CLM	Kenneth Chavez	1979-03-09	UHC-84069-65	—	142 Spring St, Columbus, OH, 43296	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-120823	ENR	Joshua X Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA, 98148	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62503	TPA	Maria Little	1940-06-21	—	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136085	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-61736	TPA	Carlos C Sanchez	2001-09-06	—	—	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-23128	PRV	Edward Daaniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave Apt 10, Tampa, FL, 33615	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-423728	CLM	Grace Hicks	1993-10-19	—	—	5443 Mesa Dr, Fresno, CA, 93756	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63976	TPA	Andrew Hoffman	2004-01-28	—	—	8112 Meadow Ln, Tampa, FL, 33690	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more

16,828 rows, page 220 of 337Previous Next