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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125627	ENR	Carolyn W Ortiz	1983-01-27	UHC-39963-23	3958241399	4744 Cedar Ln, Miami, FL, 33179	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100070	ENR	Karen A Green	1978-04-13	UHC-50857-06	9763288295	6560 Ocean Ave, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108330	ENR	Jason P Perez	1944-06-15	UHC-44943-11	9519651566	7980 Maple Ave, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-140185	ENR	Mateo Schultz	1941-01-21	UHC-87360-26	6732600593	7638 Ocean Ave, Denver, CO, 80286	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100176	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127852	ENR	Virginia N Ray	1956-07-22	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122886	ENR	Jessica Mendez	—	—	9433476409	4733 Mountain View Dr, Miami, FL, 33137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-115025	ENR	Ana I Mendoza	1996-01-08	UHC-49984-10	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-108891	ENR	Christian N Powell	1984-09-05	UHC-80704-75	4419011919	2322 Union St, Plano, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103534	ENR	Ann Wallace	1937-08-24	UHC-77936-04	5063945714	2695 Washington St, Sacramento, CA, 95883	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125365	ENR	Christina Morgan	2007-03-17	UHC-99715-06	6007923722	5927 Cedar Ln, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136770	ENR	Donald Santos	—	UHC-53519-21	5115161080	2431 Indian School Rd, Columbus, OH, 43292	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-116649	ENR	Maria F Perry	1979-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-104970	ENR	Mason Marquez	1998-12-04	UHC-73096-61	6466029964	2385 Elm St, Mesa, AZ, 85228	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132023	ENR	Charlotte Matthews	1979-09-26	UHC-91604-76	9234670934	7380 Lincoln Way, Miami, FL, 33180	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-119232	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave # 221, Houston, TX, 77030	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126663	ENR	Stephanie Lee	1958-09-17	UHC-99580-25	—	5666 Lake View Rd, Minneapolis, MN, 55423	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-122887	ENR	Linda Z Garrett	1979-03-06	UHC-28085-18	3679134093	8977 Hillcrest Rd, Tempe, AZ, 85255	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130695	ENR	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-127578	ENR	Linda O Hart	1952-12-22	UHC-14871-12	8969776870	8803 Canyon Rd, San Diego, CA	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129077	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd Apt 16, Orlando, FL, 32839	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-140206	ENR	Barbara Stevens	1976-08-17	UHC-77280-77	2502990466	720 Main St, Las Vegas, NV, 89150	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132914	ENR	Scott T Gardner	1989-04-26	UHC-83945-74	2146698821	3672 Lake View Rd, Dallas, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-124123	ENR	Carol Kelly	—	UHC-09522-48	3018346050	1796 Maple Ave, Seattle, WA, 98114	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101107	ENR	Burke S Hannah	2008-11-14	UHC-00120-23	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-125589	ENR	Arthur R Washington	1978-04-20	UHC-16202-78	8788071825	4585 Mesa Dr, San Antonio, TX, 78214	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102974	ENR	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
ENR-114882	ENR	DebraJunk	1947-12-10	UHC-73580-79	3066553236	9195 Hillcrest Rd, Sacramento, CA, 95870	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110202	ENR	Noah Miller	—	UHC-00633-60	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132279	ENR	Diane P Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128704	ENR	Joan L Sanchez	1975-05-08	UHC-91458-47	7865919001	179 Highland Ave, Los Angeles, CA, 90083	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123599	ENR	Cox Mary	1974-07-26	UHC-49025-41	5476980395	8749 Indian School Rd, Seattle, WA, 98151	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113410	ENR	Denise Q Guerrero	1997-11-18	UHC-92483-29	5847113510	4184 Highland Ave, Tucson, AZ, 85734	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138813	ENR	Ashley Rivera	1996-08-18	UHC-34802-94	5224495365	2309 Apache Blvd Apt 22, Tempe, AZ, 85227	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106896	ENR	Viirginia W Gibson	—	UHC-99575-20	4347781662	7772 Baseline Rd, Nashville, TN, 37296	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-126600	ENR	Karen Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129618	ENR	Teresa H West	1965-11-01	UHC-07289-33	2392612857	5088 Main St Apt 8, Mesa, AZ, 85245	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-121802	ENR	Madison Young	2002-07-11	UHC-76655-99	8318636431	1027 Harbor Blvd # 193, Charlotte, NC, 28209	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-112430	ENR	Bobby Hernandez	1974-07-03	UHC-97966-71	3022428803	6500 Harbor Blvd, Orlando, FL, 32849	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127109	ENR	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	4821 Cedar Ln, Atlanta, GA, 30336	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114695	ENR	Jonathan W Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120857	ENR	Jordan Carroll	1999-11-13	UHC-70296-29	9327809077	3188 Desert Sky Blvd, Atlanta, GA, 30357	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139904	ENR	Emily F Ortiz	1959-03-07	UHC-21261-58	7145428920	9081 Willow Ct # 686, Charlotte, NC, 28203	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114765	ENR	Russell V Donald	1974-02-22	UHC-63213-46	7492927220	5913 Maple Ave, Houston, TX, 77046	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-115085	ENR	Victoria O Cooper	1960-10-11	UHC-00539-49	3323998149	6043 Forest Ave, Charlotte, NC	0.48	Name re-cased SSN last four extracted City re-cased State name converted to code+4 more
ENR-125753	ENR	Laura OJunk	1969-02-08	UHC-98868-67	3154633883	2369 Bayshore Dr, Dallas, TX, 75253	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101152	ENR	Fatima E Nguyen	1984-03-14	UHC-77642-95	9804492578	2819 Palm Dr Apt 39, Houston, TX, 77080	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-121465	ENR	Alexander Sttone	1954-02-21	UHC-79178-97	—	5648 Harbor Blvd, Atlanta, GA, 30352	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more

4,296 rows, page 14 of 86Previous Next