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-126569	ENR	Rebecca V Foster	1972-09-20	UHC-85099-24	—	2598 Oak St, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103584	ENR	Keith Morgan	1988-11-26	UHC-26672-75	—	4843 Jefferson Ave, Houston, TX, 77006	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101037	ENR	Ahmed P Kennedy	2005-04-05	UHC-81675-19	9284610256	4961 Mountain View Dr, Tempe, AZ, 85235	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140736	ENR	Chritsian Daniels	1983-03-19	UHC-49258-37	9013842880	3457 Union St, Los Angeles, CA, 90059	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-106993	ENR	Luis W Hill	1942-10-27	UHC-27600-40	7519313390	7828 Meadow Ln, Gilbert, AZ, 85271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106994	ENR	Luis W Hill	1942-10-27	UHC-27600-40	7519313390	7828 Meadow Ln, Gilbert, AZ, 85271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117871	ENR	Santiago McCoy	1992-05-15	UHC-79852-64	4676166561	1401 Canyon Rd, Mesa, AZ, 85212	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112766	ENR	Douglas P Guerrero	1950-07-16	UHC-64405-71	—	2494 Spring St, Fresno, CA, 93782	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122832	ENR	Matthew Rice	1984-06-20	UHC-24397-54	8788014632	1355 Church St, San Diego, CA, 92161	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124719	ENR	Jesse Snyder	1989-03-27	UHC-23086-52	5584044228	6453 Grand Ave, Scottsdale, AZ, 85266	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125110	ENR	David W Yang	1991-09-02	UHC-99596-65	8532747627	1276 Baseline Rd, Atlanta, GA, 30337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143089	ENR	Rachel Otrega	1980-09-22	UHC-23306-05	5848403531	1734 Central Ave, Charlotte, NC, 28264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141003	ENR	Rebecca B Cook	1939-12-21	UHC-29707-23	9788725489	4694 Market St, Charlotte, NC, 28203	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108099	ENR	Christina J Harrison	1983-12-03	UHC-49614-16	7244681626	1526 Union St, Fresno, CA, 93724	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100577	ENR	Camila Y Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112671	ENR	Larry Y Moore	1979-07-17	UHC-67568-05	6365342508	399 Sage Ct, Sacramento, CA, 95808	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117213	ENR	Omar Q McCoy	1958-05-01	UHC-12103-40	7309520254	5792 Sage Ct, Minneapolis, MN, 55492	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110301	ENR	Mark D Moore	1944-12-06	UHC-67771-87	6105689554	8179 Ridge Rd, Columbus, OH, 43210	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137320	ENR	Daniel Simmons	1983-03-21	UHC-22539-64	6042485851	3758 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132976	ENR	Gloria Watkins	1974-11-18	UHC-01940-80	5713683133	236 Ocean Ave, Seattle, WA, 98140	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130066	ENR	Joshua Greene	1946-05-02	UHC-87567-83	6514949867	2357 Valley View Dr, Nashville, TN, 37251	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136803	ENR	Mei Meyer	1998-09-05	UHC-45772-19	4067769185	7851 Sunset Blvd, Phoenix, AZ, 85044	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117999	ENR	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd Apt 30, Mesa, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-132383	ENR	Helen H Hicks	1948-05-09	UHC-09464-93	8434654847	8398 River Rd, Glendale, AZ, 85364	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136414	ENR	Thomas Y Moore	1980-09-27	UHC-10858-14	5234882876	7668 Canyon Rd, Phoenix, AZ, 85012	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109105	ENR	Austin Walsh	2006-10-21	UHC-77688-70	6914855247	8506 Bayshore Dr Apt 16, Charlotte, NC, 28227	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-119431	ENR	Nicole D Rogers	1957-02-15	UHC-41707-94	7595246379	7579 Mountain View Dr, Plano, TX, 75005	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122518	ENR	Valenntina Y Reid	1994-12-24	UHC-47746-23	5685564769	2772 Union St, Scottsdale, AZ, 85232	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139744	ENR	Ruth J Baekr	1971-12-09	UHC-70391-44	9604275339	5236 Spring St, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106600	ENR	Alice Lynch	1958-09-16	UHC-12665-44	7566717771	8765 Broadway, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Address re-cased State name converted to code+2 more
ENR-142809	ENR	Stephanie Q Patterzon	1994-11-07	UHC-56178-98	9466348808	9021 Highland Ave, Houston, TX, 77009	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134478	ENR	Collins K Ruth	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137346	ENR	Cheryl O Ferguson	2008-03-01	UHC-21156-85	7116308421	8828 Canyon Rd, Gilbert, AZ, 85288	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-113234	ENR	Rebecca H Tucker	1985-07-27	UHC-44298-25	8219235872	1044 Harbor Blvd, Austin, TX, 78796	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101144	ENR	Zachary T George	1999-07-23	UHC-99695-66	9389999112	4326 Sage Ct, Austin, TX, 78784	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136295	ENR	Marcus J Reynolds	1993-06-16	UHC-16240-68	6026606361	115 Baseline Rd, Seattle, WA, 98106	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133003	ENR	Pattrick M Myers	1940-01-15	UHC-08729-60	3512673039	8193 Elm St, Chandler, AZ, 85244	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104991	ENR	Kenneth N Mitchell	1972-10-10	UHC-90378-34	3227248147	5912 Willow Ct, Austin, TX, 78792	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139656	ENR	Jaince A Hawkins	1992-05-19	UHC-85289-63	6537540406	8314 Jefferson Ave, Jacksonville, FL, 32260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116681	ENR	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122035	ENR	Omar D Dean	1956-06-05	UHC-44390-92	2693729348	6245 Cedar Ln, Denver, CO, 80208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131611	ENR	Carol M Sandoval	1945-11-17	UHC-11284-10	—	8399 Willow Ct, Gilbert, AZ, 85263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118714	ENR	Lisa Hughes	2005-08-28	UHC-77813-26	4335563172	3596 Main St, Las Vegas, NV, 89178	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133575	ENR	Larry P Scott	1959-05-02	UHC-71879-30	9864663872	1815 Lincoln Way, Nashville, TN, 37257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121238	ENR	Jonathan Burke	1984-10-02	UHC-30312-35	6332450599	4277 Washington St, Denver, CO, 80209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125142	ENR	Russell Aguilar	1967-09-20	UHC-72385-07	—	4383 Maple Ave, Gilbert, AZ, 85228	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103156	ENR	Randy P Rodriguez	2004-02-16	UHC-13394-18	4694491348	577 Central Ave, Jacksonville, FL, 32221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107216	ENR	Ruth Martin	1995-09-20	UHC-13751-02	3679536044	9727 Market St, Atlanta, GA, 30324	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110842	ENR	Bobby Taylor	1980-04-28	UHC-42987-60	8038483258	7916 Forest Ave, Tucson, AZ, 85796	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137894	ENR	Joe R Stephens	1979-07-04	UHC-66206-52	4637402306	2551 Maple Ave, Tucson, AZ, 85745	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

13,989 rows, page 138 of 280Previous Next