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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100894	ENR	Camila S McCoy	1944-02-20	UHC-14938-40	—	5624 Ridge Rd, Charlotte, NC, 28258	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-116163	ENR	Kayla Z Sims	1940-08-28	UHC-74692-22	7738432824	4499 Ocean Ave, San Antonio, TX, 78288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133857	ENR	Jordan Lawrence	2002-09-13	—	8357539084	7239 Ocean Ave, Los Angeles, CA, 90071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-105708	ENR	Joyce S Hoffman	1968-12-19	UHC-00985-31	4652037132	9011 Lake View Rd, Jacksonville, FL, 32286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106947	ENR	Julia Simmons	1964-04-28	UHC-63294-43	3178231711	1215 Washington St, Phoenix, AZ, 85070	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136092	ENR	Judy Price	1995-04-04	UHC-95781-13	7165402635	3123 Palm Dr # 976, Las Vegas, NV, 89147	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116894	ENR	Bradley Howard	1942-12-02	UHC-20927-06	9024438375	2391 Indian School Rd, Tempe, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122404	ENR	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111123	ENR	Ryan Diaz	1991-04-01	UHC-85118-52	3212105174	1621 Willow Ct, Columbus, OH, 43295	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121171	ENR	Noah R Pana	1965-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134215	ENR	Kayla W Romero	—	UHC-78382-39	4462071248	6231 Baseline Rd, Dallas, TX	0.62	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+3 more
ENR-133107	ENR	Chapman P Maria	2006-09-26	UHC-47747-76	—	6252 Central Ave, Dallas, TX, 75202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114214	ENR	Steven N Gren	2007-05-26	UHC-83463-90	9166339086	17 Oak St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-108282	ENR	Michael Peters	1951-07-01	UHC-46427-71	—	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124393	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124394	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103579	ENR	Elijah Lopez	1963-03-01	UHC-39996-25	5819860379	9012 Lake View Rd, Columbus, OH, 43245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103922	ENR	Mason M Maartin	1938-09-20	UHC-62733-27	4877911460	8500 Apache Blvd, Tucson, AZ, 85718	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111192	ENR	Ralph Johnston	1983-01-27	UHC-71172-51	2245358748	1083 Sage Ct, Minneapolis, MN, 55490	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+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-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-115911	ENR	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109673	ENR	Mark R Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121669	ENR	Aisha X Gibson	1941-12-19	UHC-35385-80	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Name re-cased Two-digit birth year 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-136888	ENR	Grace W Garza	—	UHC-12711-90	6422970299	1577 Apache Blvd, Glendale, AZ, 85384	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+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-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-131101	ENR	Lisa M Knenedy	1957-11-10	UHC-13149-63	6519345047	5138 Harbor Blvd, Mesa, AZ, 85204	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118966	ENR	Denise Jackson	1955-09-27	UHC-51000-90	6538728958	6184 Union St # 847, Charlotte, NC, 28282	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-115307	ENR	Jordan D Rice	1998-12-20	UHC-86786-63	5839810513	8735 Valley View Dr Apt 33, Las Vegas, NV, 89190	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129813	ENR	Kim U Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.62	Two-digit birth year 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-110054	ENR	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-126140	ENR	Doris Z Huffman	1938-11-04	UHC-67405-53	7649783433	3017 Indian School Rd, Gilbert, AZ, 85218	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142668	ENR	Barbara Montgmoery	1940-07-04	UHC-47451-46	4798634206	6648 Palm Dr, Eden Prairie, MN, 55310	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-121885	ENR	Janice Gonzales	1941-03-08	UHC-63619-57	4969405807	6691 Mesa Dr, Orlando, FL, 32819	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-102745	ENR	Gregory O Estrada	1957-04-09	UHC-62694-94	7693415761	3921 Cedar Ln, San Antonio, TX, 78259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104999	ENR	Camila V Walsh	1957-04-22	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-122583	ENR	Peter Siva	1964-07-15	UHC-85660-24	8516120948	5964 River Rd, Tampa, FL, 33621	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104373	ENR	Christine Clark	2001-10-24	UHC-65967-56	8077268978	1201 Sunset Blvd, San Antonio, TX, 78215	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-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-118977	ENR	Cheryl Patterson	1989-05-27	UHC-27608-67	4523808551	6322 Valley View Dr, Orlando, FL, 32825	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128819	ENR	Sara J Garcia	1995-02-24	UHC-25901-27	7497694651	107 Maple Ave, Orlando, FL, 32862	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116090	ENR	Luis S Jensen	1964-02-21	UHC-54742-51	5986645995	7688 Jefferson Ave, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 38 of 179Previous Next