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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108428	ENR	Ruht U McCoy	—	UHC-07944-69	—	1090 Maple Ave, San Antonio, TX, 78253	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107672	ENR	Elizabeth U Butler	—	UHC-16951-63	9053973498	4272 Sage Ct, Denver, CO, 80246	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110596	ENR	Ronald Long	—	UHC-84729-66	7645249278	2173 Ocean Ave, Fresno, CA, 93727	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135035	ENR	Anglea Spencer	—	UHC-86461-94	7412617270	3168 Hillcrest Rd, Gilbert, AZ, 85203	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112573	ENR	Stephanie Henderson	—	UHC-71447-86	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142954	ENR	Doris West	—	UHC-47060-88	8859966541	1429 Canyon Rd, San Diego, CA, 92179	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127803	ENR	Beverly G Garrett	—	UHC-15577-19	—	6080 Harbor Blvd, Austin, TX, 78765	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135469	ENR	Austin B Alexander	—	UHC-32759-98	2819645834	9257 Oak St, Seattle, WA, 98162	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103021	ENR	Philip Murgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN, 55432	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128899	ENR	Fatima Y Thoams	—	UHC-12199-64	4776529298	9534 Sage Ct, Scottsdale, AZ	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-124510	ENR	Anna P Edwards	—	UHC-19151-80	—	3858 Willow Ct, Seattle, WA, 98135	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-110908	ENR	Rachel Bowman	—	UHC-15361-15	4682948896	6730 Sunset Blvd, Jacksonville, FL, 32292	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101574	ENR	Brittany K Hawkins	—	UHC-72035-60	—	4053 Pine Dr, Charlotte, NC, 28241	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118819	ENR	Jacqueline J Montgomery	—	UHC-04000-77	6598798371	4351 Harbor Blvd, Eden Prairie, MN, 55344	0.66	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109275	ENR	Eugene J Payne	—	UHC-90395-97	2367729599	9042 Ridge Rd, Denver, CO, 80225	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-128903	ENR	Stephen D Rose	—	UHC-80010-57	—	8862 Park Pl, Plano, TX, 75069	0.66	Name split from “Last, First”Date of birth missing Member ID reformatted Whitespace trimmed+1 more
ENR-116250	ENR	Karen L Pena	—	UHC-22275-28	3254978420	1941 Harbor Blvd, Charlotte, NC, 28298	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108347	ENR	Joseph P Sanchez	—	UHC-03075-13	8204347708	1777 Central Ave, San Antonio, TX, 78272	0.66	Date of birth missing Phone reformatted City re-cased Gender normalised+1 more
ENR-104307	ENR	Keith Bennett	—	UHC-15011-66	7778397560	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-135776	ENR	Christine S Wright	—	UHC-27440-91	3292341066	5140 Ridge Rd, Glendale, AZ, 85395	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107076	ENR	Maria P Ramos	—	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121932	ENR	Russell C Lawrence	—	UHC-91046-79	9226049895	5466 Ridge Rd, Tucson, AZ, 85751	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113176	ENR	Brandon G Moralles	—	UHC-73495-98	2366659857	299 Canyon Rd, Seattle, WA, 98184	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-139932	ENR	Carlos Hunter	—	UHC-80261-25	5566620380	1875 Church St, Austin, TX, 78747	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-111832	ENR	Susan Garrett	—	UHC-86282-68	—	4507 Ridge Rd, Denver, CO, 80256	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100881	ENR	Ruuth Miller	—	UHC-03583-56	5207015238	1269 Canyon Rd, Sacramento, CA, 95879	0.68	Name re-cased Date of birth missing Street suffix standardised Address re-cased
ENR-101811	ENR	Gabriel H Burns	—	UHC-16198-58	9367987575	9184 Spring St, Atlanta, GA, 30326	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-119048	ENR	Mateo E Richardson	—	UHC-51642-12	5469099864	1205 Mesa Dr, Tampa, FL	0.68	Name re-cased Date of birth missing Phone reformatted ZIP missing
ENR-136247	ENR	Debra X Rivera	—	UHC-98238-44	5794231734	8273 Camelback Rd, Atlanta, GA, 30345	0.68	Name re-cased Date of birth missing Phone reformatted State name converted to code
ENR-126347	ENR	Debrra Coleman	—	UHC-55489-25	5452817895	6947 Ocean Ave Apt 28, Tempe, AZ, 85277	0.68	Date of birth missing Phone reformatted Unit split from street Whitespace trimmed
ENR-100719	ENR	Helen Singgh	—	UHC-90545-25	—	5714 Sage Ct, San Antonio, TX, 78272	0.68	Date of birth missing City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-122821	ENR	Kyle Sims	—	UHC-87960-22	7233606875	4312 Oak St, Charlotte, NC, 28288	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-109142	ENR	Carol R Clark	—	UHC-30064-04	8272257839	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Date of birth missing Street suffix standardised Address re-cased
ENR-114219	ENR	Albert F Lucas	—	UHC-51902-38	5995432009	8067 Lincoln Way, Eden Prairie, MN, 55337	0.68	Name re-cased Date of birth missing SSN last four extracted Whitespace trimmed
ENR-101602	ENR	Denise Young	—	UHC-41868-77	4146877186	3958 Sunset Blvd, Tampa, FL, 33655	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-126796	ENR	Joyce V Morrison	—	UHC-12150-71	8293765765	1476 Forest Ave, Jacksonville, FL	0.68	Date of birth missing City re-cased ZIP missing Whitespace trimmed
ENR-120665	ENR	Jordan Willis	—	UHC-82878-88	5558248088	6683 Desert Sky Blvd, Fresno, CA	0.68	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed
ENR-101733	ENR	Jake Buns	—	UHC-42614-37	—	971 Camelback Rd, Denver, CO, 80201	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-127823	ENR	Jesse Knight	—	UHC-10453-53	—	5064 Desert Sky Blvd, Fresno, CA, 93716	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-100948	ENR	Mateo Q Duncan	—	UHC-05875-18	8554731562	709 Central Ave, Chandler, AZ, 85283	0.68	Name split from “Last, First”Date of birth missing State code upper-cased Whitespace trimmed
ENR-128691	ENR	Alexis R Price	—	UHC-80433-48	—	9366 Indian School Rd, Charlotte, NC, 28204	0.68	Date of birth missing Member ID reformatted State name converted to code Placeholder values cleared
ENR-138285	ENR	Tommy P Pierce	—	UHC-80612-76	3765254748	1406 Maple Ave, Orlando, FL, 32812	0.68	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed
ENR-103738	ENR	Cheyrl T Carlson	—	UHC-21115-04	6913630878	3405 Washington St, Phoenix, AZ, 85084	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-111257	ENR	Lisa Rose	—	UHC-08980-34	4196439762	4673 Church St, Columbus, OH, 43243	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-114389	ENR	Hiroshi B Harrison	—	UHC-09174-09	5389243959	8739 Ocean Ave, Las Vegas, NV, 89129	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-115595	ENR	Kathryn Y Marquez	—	UHC-99441-94	2416810562	8346 Baseline Rd, Tucson, AZ, 85740	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-108249	ENR	Carol Willis	—	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.68	Name re-cased Date of birth missing Street suffix standardised Address re-cased
ENR-111901	ENR	Alan D Buke	—	UHC-49588-49	3868987890	7703 Willow Ct, Glendale, AZ, 85310	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased
ENR-114792	ENR	Mark Powell	—	UHC-33325-83	2834216239	9187 Ocean Ave, Plano, TX, 75022	0.68	Date of birth missing Phone reformatted Street suffix standardised Address re-cased

449 rows, page 7 of 9Previous Next