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-120669	ENR	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100860	ENR	Yuki E Berry	1953-01-02	UHC-79256-52	9734468767	5752 Lincoln Way, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103466	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	9765116367	5156 Forest Ave Apt 19, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105256	ENR	Elijah J Reynolds	1951-07-24	UHC-25944-12	3802925421	2737 Baseline Rd, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112313	ENR	Megan Lee	2001-01-08	UHC-95660-41	—	153 Bayshore Dr, Sacramento, CA, 95845	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-115228	ENR	Peter Jenkins	1965-08-05	UHC-75612-43	2266226756	7246 Indian School Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102793	ENR	Brenda H Lee	1945-07-28	UHC-73450-07	—	6710 Central Ave, Glendale, AZ, 85311	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120974	ENR	Tyler Padilla	1974-03-25	UHC-67281-64	9269980496	7057 Mesa Dr, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136001	ENR	Marilyn T Banks	1979-08-12	UHC-52334-80	7796295501	8798 Church St, Dallas, TX, 75210	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142375	ENR	Valentina Mitchell	1974-03-03	UHC-16459-16	9333637871	7778 Jefferson Ave, Glendale, AZ, 85337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-125588	ENR	Joshua N Gardner	1963-05-18	UHC-50880-65	—	6814 Central Ave # 965, Orlando, FL, 32841	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-124250	ENR	Kevin Turner	1952-04-04	UHC-45401-60	6223678928	5027 Ocean Ave, Columbus, OH, 43240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117902	ENR	Lisa Rivera	1938-10-09	UHC-02876-16	6105169168	4615 Apache Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129580	ENR	David S Jenkins	1989-07-15	UHC-74186-15	3838413658	2280 Union St, Los Angeles, CA, 90094	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121184	ENR	Jose Fuller	1945-06-04	UHC-75059-81	4246642146	4934 Jefferson Ave, Fresno, CA, 93733	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102886	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102885	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-107368	ENR	Adam Vasquez	1978-12-15	UHC-91157-09	3974287745	9625 Hillcrest Rd, Charlotte, NC, 28263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-118664	ENR	Terry B Griffin	1990-01-10	UHC-30346-05	5068396868	3061 Jefferson Ave, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125607	ENR	Arjun Mejia	1988-03-04	UHC-51233-72	3388788437	5346 Maple Ave, Tucson, AZ, 85761	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123416	ENR	Justin Powell	1970-06-01	UHC-79975-14	8683069410	1377 Baseline Rd, Tucson, AZ, 85740	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125634	ENR	Brandon Sanders	1992-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115314	ENR	Aaron O Tucker	1954-06-28	UHC-15352-54	—	8932 Mountain View Dr, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-125463	ENR	Jose Young	1984-02-23	UHC-85645-22	7606514825	4304 Canyon Rd, Tucson, AZ, 85702	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108472	ENR	Laura Ray	1945-08-08	UHC-44783-15	8794298326	6445 Lake View Rd, Denver, CO, 80222	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127946	ENR	Mateo V Mendez	1939-09-12	UHC-78940-63	4788862683	1972 Baseline Rd, Eden Prairie, MN, 55335	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-119709	ENR	Alan Z Wong	1972-08-15	UHC-15810-46	4606860412	5091 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126702	ENR	Sophia E Kennedy	1978-12-02	UHC-74147-24	9556093104	2158 Main St, Tucson, AZ, 85742	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137020	ENR	Larry Henry	1963-06-01	UHC-20092-27	3428551938	8334 Highland Ave, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125053	ENR	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd # 489, Los Angeles, CA, 90051	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100813	ENR	Charles Spencer	1981-10-28	UHC-95929-04	7877301869	4148 Lake View Rd Apt 32, Tampa, FL, 33658	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109419	ENR	Christopher N Webb	1988-01-17	UHC-62698-47	9372074258	3164 Union St Apt 16, Houston, TX, 77068	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138429	ENR	Samantha Watkins	1991-09-24	UHC-12005-81	2036662020	935 Cedar Ln, Columbus, OH, 43276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131515	ENR	Julie D Howard	1976-10-01	UHC-00257-49	8383182836	6533 Sunset Blvd, Miami, FL, 33161	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114307	ENR	Rebecca Y Vasquez	2002-07-27	UHC-42722-94	7157260885	8831 Canyon Rd, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124967	ENR	Jennifer Andrews	1984-10-18	UHC-59849-74	—	3500 Lincoln Way, Jacksonville, FL, 32229	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121206	ENR	Carl E Schmidt	1963-05-09	UHC-97348-98	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134751	ENR	Kimberly J Washington	1950-10-24	UHC-66941-78	—	2417 Sage Ct, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-106304	ENR	Melissa Kennedy	1991-04-17	UHC-76458-79	3062170045	6024 Grand Ave, Sacramento, CA, 95835	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113960	ENR	Terry Dean	2001-05-13	—	—	5823 Lincoln Way, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 51 of 280Previous Next