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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129526	ENR	Steven C Watkins	1956-06-02	UHC-18796-43	5079940693	5142 Broadway, Mesa, AZ, 85224	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-50373	TPA	Bryan Turner	1951-09-08	—	—	1071 Baseline Rd, Houston, TX, 77049	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-119720	ENR	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	1410 Broadway, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-121355	ENR	Bobby Medina	1984-09-10	UHC-81842-81	2936154214	552 Valley View Dr, Jacksonville, FL, 32250	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-138451	ENR	Ronald Jimenez	1942-10-25	UHC-03548-71	6127797056	3830 Mountain View Dr, Atlanta, GA, 30359	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-402112	CLM	Daniel W Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
ENR-109818	ENR	Mateo Henry	1970-07-04	—	4738412596	4985 Washington St, Denver, CO, 80256	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432273	CLM	Richard Bishoop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-401675	CLM	Donald Hudson	1990-02-28	—	—	6575 Elm St, Miami, FL, 33175	0.66	SSN last four extracted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128106	ENR	Abigail F Howard	1987-08-19	UHC-10387-25	6637074305	3747 Lincoln Way, Tucson, AZ	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-100583	ENR	Russell U Rojas	1997-01-15	UHC-60967-93	8589423947	3909 Spring St, Sacramento, CA, 95899	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-418072	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-116443	ENR	Richard K Tucker	1991-10-05	UHC-83126-16	6047247029	1183 Maple Ave, Glendale, AZ, 85328	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-105711	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-130372	ENR	Mateo R Young	1986-09-12	UHC-17384-26	3682323587	4520 Meadow Ln, Gilbert, AZ, 85248	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-133433	ENR	Tyler L Meyer	1977-10-09	UHC-28108-92	8772961996	2624 Elm St, Jacksonville, FL, 32221	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
CLM-407924	CLM	Ann P Howell	1972-04-19	UHC-08372-88	8463517919	8998 Lake View Rd, San Antonio, TX, 78218	0.66	Two-digit birth year Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-420117	CLM	Jose Mejia	1978-12-13	UHC-36493-03	—	4197 Indian School Rd, Fresno, CA, 93711	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119721	ENR	Eric M Cooper	1969-04-02	UHC-23594-28	2542375841	282 Union St, Phoenix, AZ, 85008	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-27176	PRV	Henry Ruiz	1992-02-13	UHC-11129-89	9188487342	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415405	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
ENR-105243	ENR	Noah A Ross	2000-02-10	UHC-85850-73	5739479009	7804 Maple Ave Apt 9, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-135473	ENR	Kyle N Cook	1963-06-20	UHC-80562-19	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411705	CLM	Ryan Riley	1987-02-22	—	5577288089	592 Sage Ct, Nashville, TN, 37212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128576	ENR	Bill O Griffin	1963-04-04	UHC-50393-25	2984121629	4415 Union St, Las Vegas, NV, 89120	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128582	ENR	Brian Hicks	1948-02-14	UHC-66835-69	8017159319	8193 Hillcrest Rd, Eden Prairie, MN, 55385	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129769	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd Apt 32, Charlotte, NC, 28257	0.66	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed+1 more
ENR-123533	ENR	Steven B Butler	1948-12-19	UHC-75930-09	8316060927	3328 Lake View Rd, Austin, TX, 78765	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-139722	ENR	Gabriel I Price	1985-07-23	UHC-70241-02	5046017098	3420 Elm St, Las Vegas, NV	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP missing+1 more
ENR-129313	ENR	Marcus X Yang	1959-05-24	UHC-58969-79	9326152816	4981 Lake View Rd, Columbus, OH, 43250	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-60562	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414935	CLM	Tyler Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-110790	ENR	Cheryl V Herrera	1975-09-06	UHC-59021-38	9507682078	505 Elm St, Tucson, AZ, 85736	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
TPA-61214	TPA	Lauren Frenklin	—	—	6453919863	—	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-121883	ENR	Keith I Arnold	1943-01-27	UHC-96588-76	2979796832	9803 Broadway, Tempe, AZ, 85292	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
CLM-422374	CLM	Jessica Sanchez	1948-01-19	UHC-54681-25	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-407431	CLM	Stepen Montgomery	1965-05-01	UHC-38299-58	—	535 Maple Ave, Fresno, CA, 93769	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-143076	ENR	Virginia R Ross	1974-08-24	UHC-31380-61	9619806533	6785 Sunset Blvd, Minneapolis, MN, 55437	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-428499	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-402619	CLM	Julie Olson	1972-11-08	UHC-69723-76	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
PRV-28687	PRV	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
ENR-138535	ENR	Roger V Taylor	1996-10-18	UHC-26029-98	6877346758	4847 Church St, Dallas, TX, 75292	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-108539	ENR	George Greene	1953-01-17	UHC-46228-14	6893460755	2020 Union St, Seattle, WA, 98198	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-432293	CLM	Nathan Hernandez	1961-02-12	UHC-99827-06	7469067989	7224 Cedar Ln, Columbus, OH, 43227	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128275	ENR	Brian Q Hunt	1994-05-23	UHC-00949-45	4664721685	1019 Harbor Blvd, Austin, TX, 78716	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-116964	ENR	Virginia V Bennett	1991-06-27	UHC-72898-74	2683854487	493 Union St, Fresno, CA, 93730	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-413218	CLM	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-108580	ENR	Ashley Owens	1946-12-05	UHC-03541-20	4588047603	8783 Broadway, Houston, TX, 77059	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-417539	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	8413458253	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419871	CLM	Soffia Kelley	1956-01-22	—	4126428121	7324 Sage Ct, Tampa, FL, 33614	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more

2,817 rows, page 37 of 57Previous Next