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-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-113069	ENR	Evelyn Lee	1981-06-08	UHC-80205-94	—	8558 Camelback Rd, Minneapolis, MN, 55409	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102179	ENR	Donald G Rooss	1996-12-09	UHC-84152-83	2277971875	223 Indian School Rd, Charlotte, NC, 28201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109424	ENR	Ralph R Rios	1942-07-13	UHC-62279-46	4883355336	6066 Apache Blvd, Fresno, CA, 93795	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123704	ENR	Jennifer Santos	1944-02-16	UHC-69446-66	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110945	ENR	Therasa Q Park	1940-09-04	UHC-02703-13	8938996873	2853 Camelback Rd, Plano, TX, 75066	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138307	ENR	Raymond V Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA, 30387	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123589	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108269	ENR	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139510	ENR	Frank D Wang	1974-04-11	UHC-52030-56	8656849700	9191 Union St # 504, Tempe, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137403	ENR	Lori Parker	1954-02-10	UHC-63572-41	—	1144 Mountain View Dr, Columbus, OH, 43280	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-126910	ENR	George Rios	1946-03-27	UHC-14932-67	9444237590	514 Park Pl, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108200	ENR	Steven G Roberts	1984-09-22	UHC-13249-09	5102013793	4159 Mountain View Dr, Tucson, AZ, 85728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126425	ENR	Santiago B Robertson	2005-09-25	UHC-96558-10	5973378221	915 Canyon Rd, Minneapolis, MN, 55461	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113125	ENR	Dougles R Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112357	ENR	Jonathan G Gardner	1959-12-22	UHC-56406-57	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118935	ENR	Barbara J Brooks	2004-04-02	UHC-49696-28	7159973458	2534 Palm Dr, Scottsdale, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136445	ENR	Valentina Q Contreras	1958-06-16	UHC-43924-28	7299045898	9833 Baseline Rd, Columbus, OH, 43291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133126	ENR	Benjamin V Stone	1986-11-28	UHC-33045-31	8237057406	8811 Palm Dr, Tampa, FL, 33645	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114411	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114412	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121348	ENR	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103067	ENR	Charlotte Young	1998-05-02	UHC-74145-50	8056260184	1108 Union St Apt 33, Plano, TX, 75044	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102329	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St # 655, Columbus, OH, 43298	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103023	ENR	Cheryl Henry	2000-07-14	UHC-35872-51	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123591	ENR	Christopher Marshall	1959-08-27	UHC-31218-31	2403555494	6291 Harbor Blvd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136654	ENR	Ahmed P Washington	1959-10-04	UHC-72011-30	3243472179	580 Maple Ave, Minneapolis, MN, 55437	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137867	ENR	Donna Russell	1981-09-22	UHC-64385-22	3098673471	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110354	ENR	Amber O Lucas	1947-09-14	UHC-43598-38	5268217032	5039 Sage Ct, Plano, TX, 75058	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116393	ENR	Angela Marquez	2001-07-12	UHC-91286-59	2716583170	6514 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116124	ENR	Vicky O Ross	1978-06-16	UHC-40023-82	—	8429 Camelback Rd, Dallas, TX, 75251	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108647	ENR	Christina U Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St, Tempe, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130166	ENR	Amy E Andrews	1944-02-27	UHC-03390-19	—	3903 Bayshore Dr, Jacksonville, FL, 32265	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100726	ENR	Harold X Carter	1939-02-03	UHC-55890-56	7154045081	162 Washington St, Fresno, CA, 93793	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106991	ENR	Laura Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101028	ENR	Bobby C Guzman	1994-02-25	UHC-75753-62	9747353534	2609 Sage Ct, Plano, TX, 75026	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119948	ENR	Carol I Ramirez	1944-09-23	UHC-43837-44	6134610915	1707 Maple Ave, Minneapolis, MN, 55464	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121694	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106864	ENR	Ryan Green	1995-12-03	UHC-87774-30	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120753	ENR	Cheryl U Stephens	1986-06-06	UHC-11129-02	7482697831	8588 Washington St, Miami, FL, 33176	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121543	ENR	Eric Schmidt	1945-11-23	UHC-94650-89	7504715846	3720 Pine Dr, Miami, FL, 33118	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133112	ENR	Jon Vargas	1938-12-09	UHC-70773-53	9807362296	6222 Meadow Ln, Mesa, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-126503	ENR	Adam O Peterson	1997-05-01	UHC-80659-23	4463593442	782 Palm Dr, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135016	ENR	Anthony Jordan	1979-03-14	UHC-38827-56	7096974630	6601 Willow Ct, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-134072	ENR	Justin F Rogers	2001-12-10	—	—	9050 Willow Ct, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

13,989 rows, page 81 of 280Previous Next