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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112361	ENR	Theresa F Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137903	ENR	Tyler Bell	2003-10-12	UHC-93421-62	4922114978	7932 Park Pl, Orlando, FL, 32876	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121847	ENR	Philip Owens	1984-02-21	UHC-41118-37	6944123481	770 Meadow Ln, Tucson, AZ, 85785	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138086	ENR	Omar J Sants	1991-06-04	UHC-67223-77	4687698289	7590 Willow Ct, Denver, CO, 80247	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101424	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-104720	ENR	Donna Hoffman	1977-07-19	UHC-17702-88	3808314009	378 Valley View Dr, Houston, TX, 77058	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110994	ENR	James F Gordon	1946-12-05	UHC-90387-42	2035365136	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-100737	ENR	Bryan A Valdez	1986-09-17	UHC-49030-70	5189839214	3633 Highland Ave, Minneapolis, MN, 55488	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104721	ENR	Diana X Ortega	1978-08-19	UHC-22553-31	4692665241	9025 Palm Dr, Chandler, AZ, 85246	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-102348	ENR	Grace U James	1987-11-21	UHC-29142-83	3673634599	6385 River Rd, Las Vegas, NV, 89188	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117117	ENR	Dylan Hicks	1950-10-04	UHC-73266-51	7495887876	4675 Willow Ct, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-141879	ENR	Margaret F Fernandez	1938-09-28	UHC-38371-52	4357825488	1878 Ocean Ave, Atlanta, GA, 30309	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-123789	ENR	James Davis	1950-04-15	UHC-92735-08	9889255702	6597 Church St, Charlotte, NC, 28227	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134945	ENR	Fatima James	1959-08-22	UHC-15235-61	8116194760	751 Ridge Rd, Atlanta, GA, 30356	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116097	ENR	Wayne T Greene	1964-05-20	UHC-03295-79	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120817	ENR	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139847	ENR	Emily A Howard	1966-06-04	UHC-32460-21	5692927340	525 Meadow Ln, Columbus, OH, 43211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102747	ENR	Amber Wells	1946-10-14	UHC-95569-59	6034720706	3634 Cedar Ln, Los Angeles, CA, 90055	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141618	ENR	Beverly Carlson	1998-10-09	UHC-97520-90	2969047432	834 Grand Ave, Fresno, CA, 93708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122223	ENR	Rachel E Castro	2005-03-01	UHC-10646-86	8159015181	6174 Lake View Rd, Chandler, AZ, 85269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137538	ENR	Aaron E Sims	1968-05-20	UHC-61920-76	6925577505	7525 Spring St, Miami, FL, 33132	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141425	ENR	Jason M Hudson	1969-07-26	UHC-83255-99	5384242461	8256 Elm St, Seattle, WA, 98183	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132531	ENR	Carl Campbell	1955-01-05	UHC-79675-76	9349815038	515 Canyon Rd, Sacramento, CA, 95870	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-141844	ENR	Victoria T Torres	1978-01-28	UHC-64889-92	4603118860	6703 Elm St # 252, Jacksonville, FL, 32232	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-115219	ENR	Timothy Parrk	1996-02-21	UHC-02264-61	9112057316	2407 Palm Dr, Atlanta, GA, 30371	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107130	ENR	Rogre E Carroll	1972-03-04	UHC-21603-47	3613523313	8894 Pine Dr, Plano, TX, 75047	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118622	ENR	Gabriel F Freeman	1943-05-03	UHC-08406-34	4722127743	7013 Highland Ave, Jacksonville, FL, 32224	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109653	ENR	Diana T Jacobs	2008-11-10	UHC-46306-19	8883737288	5990 Mountain View Dr, Orlando, FL, 32818	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108309	ENR	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100600	ENR	Shirley Little	1982-08-14	UHC-65674-05	3197646821	2899 Oak St, Chandler, AZ, 85276	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106601	ENR	Eugene Roemro	1966-01-01	UHC-80359-11	7629913511	4701 Oak St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142684	ENR	Mejia Q Sarah	1947-06-06	UHC-98503-55	5055122665	3832 Sunset Blvd, Tampa, FL, 33623	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140923	ENR	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141171	ENR	Doris D Tucker	1951-04-18	UHC-44970-38	7453368473	8068 Broadway, Miami, FL, 33128	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100460	ENR	Marcus Y Mendoza	1995-05-19	UHC-40562-16	7039800274	9058 Maple Ave, Los Angeles, CA, 90037	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123408	ENR	Roger H Nelson	1989-06-14	UHC-31937-38	9684758967	9244 Mountain View Dr, Miami, FL, 33198	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105284	ENR	Kathryn P Bowman	1949-01-08	—	9587770732	1310 Apache Blvd, Denver, CO, 80283	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137536	ENR	Mark A Young	1967-05-20	UHC-00268-39	—	1847 Spring St, Chandler, AZ, 85272	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-100022	ENR	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124464	ENR	Doris G Jacobs	2000-01-16	UHC-45965-80	—	4453 Baseline Rd, Charlotte, NC, 28287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104201	ENR	Tyler F Carroll	1956-07-23	UHC-66139-23	4672936962	4135 Ocean Ave, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100799	ENR	Kathleen K Le	1997-11-22	UHC-96079-84	7797794064	4502 Pine Dr, Jacksonville, FL, 32268	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140267	ENR	Lisa X Watkins	2004-11-03	UHC-54169-63	2516600742	7669 Central Ave, San Antonio, TX, 78246	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135785	ENR	Patty Adams	1963-01-04	UHC-55595-27	8087077368	1077 Cedar Ln, Atlanta, GA, 30337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129064	ENR	Martha X Reid	1981-01-12	UHC-18004-07	3453609355	1230 Camelback Rd, Atlanta, GA, 30304	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116872	ENR	Harold D Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd, Sacramento, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104436	ENR	Mariana Webb	1960-07-07	UHC-20825-98	—	9040 Canyon Rd, Houston, TX, 77026	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127747	ENR	Jacqueline Woods	1954-12-17	UHC-84563-22	6207410360	8373 Mesa Dr, Chandler, AZ, 85224	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110498	ENR	Lawrence E Diaz	1938-06-03	UHC-21905-26	9309440897	6968 Mesa Dr, Chandler, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135442	ENR	Benjamin D Guerrero	1973-08-15	UHC-50149-94	3023125568	768 Jefferson Ave, Glendale, AZ, 85319	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

13,989 rows, page 136 of 280Previous Next