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 “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-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-140030	ENR	Linda D Ross	1956-08-11	UHC-41786-82	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-110662	ENR	Larry A Warren	1995-12-17	UHC-26844-07	9567625718	7979 Indian School Rd, Nashville, TN, 37299	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133663	ENR	Henry H Green	1948-02-09	UHC-31169-43	8249486822	5225 Apache Blvd, Dallas, TX, 75287	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112066	ENR	Emma Y Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109191	ENR	Joyce Chen	1986-05-01	—	6382529071	9200 Baseline Rd, Denver, CO, 80215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117676	ENR	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114095	ENR	Sue L Gordon	1961-11-23	UHC-75486-27	4422576365	3226 Grand Ave, Tucson, AZ, 85749	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100415	ENR	Logan Jenkins	1983-02-11	UHC-92608-13	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100062	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116108	ENR	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102534	ENR	Nathan V Brooks	1942-11-26	UHC-35463-07	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125344	ENR	Judy L Young	1988-07-17	UHC-08038-15	3769897043	2287 Elm St, Columbus, OH, 43225	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111324	ENR	Dennis K Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ	0.64	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
ENR-134737	ENR	Teresa G Elliott	1939-11-27	UHC-87593-18	—	621 Grand Ave, Gilbert, AZ, 85259	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116401	ENR	Joyce X Guzman	1969-10-22	UHC-97902-24	8742052890	7227 Mesa Dr, Sacramento, CA, 95812	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-136015	ENR	Richard V Jordan	2005-03-20	UHC-30947-21	7356244395	7025 Market St, Columbus, OH, 43230	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102080	ENR	Christine G Hudson	1970-03-28	UHC-23670-70	8648331230	3623 Church St, Columbus, OH, 43295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138706	ENR	Bradley B Burns	1990-07-20	UHC-05063-39	6189462349	8795 Grand Ave, Fresno, CA, 93728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139902	ENR	Hannah I Pierce	1956-10-20	UHC-53803-34	6935139438	742 Baseline Rd, Atlanta, GA	0.64	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-132474	ENR	John C Sanders	1938-09-06	UHC-51054-48	3628479163	1497 Broadway, Tempe, AZ	0.64	Phone reformatted State code upper-cased ZIP missing Email lower-cased+2 more
ENR-116010	ENR	Luis Jimenez	1975-03-10	UHC-59962-81	3503400558	8141 Meadow Ln, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136250	ENR	Priya R Carroll	1970-12-06	UHC-18639-53	2935803894	6382 Lake View Rd, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133944	ENR	Stephanie S Collins	1959-12-06	UHC-83864-87	8162159665	195 Main St, Dallas, TX, 75253	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140509	ENR	Victoria O Santos	1943-12-21	UHC-03713-87	9063378592	2394 Baseline Rd, San Diego, CA, 92171	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129872	ENR	Dylan Z Perry	1956-03-25	UHC-04097-97	8559664614	1210 Canyon Rd, Mesa, AZ	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-104478	ENR	Mateo R Johnson	1986-09-05	UHC-24566-34	9848169043	9534 Spring St, San Diego, CA, 92184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109366	ENR	Joyce Garrett	2008-12-28	UHC-90365-28	6349210712	7709 Grand Ave, Eden Prairie, MN, 55363	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-112842	ENR	Sean C Vasquez	1954-02-14	UHC-88370-25	4007860249	1366 Bayshore Dr, Columbus, OH, 43272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123424	ENR	Gregory O Lynch	1968-08-02	UHC-18272-61	7727890288	4885 Lincoln Way, Atlanta, GA, 30395	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104050	ENR	Charlotte C Gray	1975-04-20	UHC-06707-24	4348672948	9319 Central Ave, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-114756	ENR	Isabella C Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106451	ENR	Marcus Y Payne	1962-12-06	UHC-10387-43	5854635926	8525 Main St, Austin, TX, 78749	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135681	ENR	Arthur Rice	2005-03-06	UHC-46288-64	2665327781	8405 Mesa Dr, Dallas, TX, 75257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112638	ENR	Isabella M Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118957	ENR	Amanda Olson	1996-07-06	UHC-71463-79	6925434781	4130 Hillcrest Rd, Columbus, OH, 43220	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138460	ENR	Mary Baker	1975-09-19	UHC-44395-57	4565386532	5840 Desert Sky Blvd, San Diego, CA, 92117	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-100810	ENR	Ray Guerrero	1938-04-14	UHC-76611-91	—	1035 Meadow Ln, Charlotte, NC, 28252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134141	ENR	Hannah Vega	1981-07-15	UHC-67004-11	2776576095	3709 Sage Ct, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-141956	ENR	Samuel I Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100578	ENR	Camila Y Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113783	ENR	Benjamin Carr	1954-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115900	ENR	Arthur G Warren	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-129088	ENR	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134890	ENR	Christopher O Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

7,326 rows, page 85 of 147Previous Next