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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127281	ENR	Pameal X Rodriguez	1996-11-07	UHC-63913-60	4616804801	1749 Hillcrest Rd, Fresno, CA, 93795	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131760	ENR	Samuel Walker	1960-09-03	UHC-47130-43	5952425340	2385 Lincoln Way, Gilbert, AZ, 85216	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-124410	ENR	Ryan L Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-134769	ENR	Joyce Soto	1946-12-01	UHC-33573-25	3538403056	9290 River Rd # 790, Charlotte, NC, 28262	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-106561	ENR	Karen Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106150	ENR	Sussan K Ford	1957-02-02	UHC-53434-73	2072409664	28 Ridge Rd, Scottsdale, AZ, 85253	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122527	ENR	Susan C Jackson	1998-01-05	UHC-53558-16	—	4616 Sunset Blvd, Chandler, AZ, 85290	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104574	ENR	Danelle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL, 33627	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142666	ENR	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135159	ENR	Donna Z Willis	1952-06-17	UHC-85184-69	7866290540	6219 Camelback Rd, Mesa, AZ, 85266	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128718	ENR	Pamela S Espinoza	1982-04-25	UHC-94759-24	7264866055	7928 Mountain View Dr, Gilbert, AZ, 85220	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128143	ENR	Philip B Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-128314	ENR	Teresa O Chavez	1955-12-19	UHC-86083-05	8972857938	8567 Church St, Houston, TX, 77019	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110176	ENR	Cynthia Bowman	1939-09-18	UHC-62360-48	7049843466	4877 Main St, Austin, TX, 78702	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106776	ENR	Richard Hudson	1974-01-08	UHC-12186-67	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-103062	ENR	Cerl O Morales	1979-12-15	UHC-86655-79	6095466523	5098 Market St, Orlando, FL, 32800	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-120850	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-120851	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-140982	ENR	Matthew Bell	1958-09-22	UHC-73180-67	6379083637	4363 Palm Dr, Miami, FL, 33110	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142325	ENR	Bobby Simpson	1961-07-27	UHC-02905-03	5796655691	133 River Rd, Dallas, TX, 75257	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106774	ENR	Linda R Elliott	1966-11-28	UHC-90738-32	5577741928	6169 Lake View Rd, Atlanta, GA, 30323	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142562	ENR	Hannah Dominguez	1942-05-23	UHC-10928-36	9067238081	2610 Maple Ave, Gilbert, AZ, 85234	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130223	ENR	Juan J Ross	1959-11-07	UHC-10188-08	8762978735	96 Meadow Ln, Gilbert, AZ, 85265	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137324	ENR	Madison Obrien	1985-04-22	UHC-23707-95	9607867894	5260 Union St, Orlando, FL, 32857	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-137534	ENR	Dylan Jensen	1967-11-24	UHC-19747-59	5937192670	9643 Mountain View Dr, Glendale, AZ, 85311	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-110601	ENR	Carlos P Stewrt	1996-06-01	UHC-94711-24	4747485153	8243 Highland Ave, Miami, FL, 33144	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104211	ENR	Teresa P Wang	1980-01-09	UHC-66405-35	9655429232	1451 Spring St, Los Angeles, CA, 90051	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138094	ENR	Billy F Wheeler	1971-12-03	UHC-54406-84	—	7819 Willow Ct, Austin, TX, 78713	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105375	ENR	Emily X Jenkins	2001-03-17	UHC-79681-97	8436494979	7216 Canyon Rd, Austin, TX, 78700	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-138904	ENR	Shirley Clark	1938-09-08	UHC-46312-35	—	5817 Willow Ct, Dallas, TX, 75234	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-129995	ENR	Santiago Rojas	1993-12-27	UHC-47732-45	3847333885	3935 Canyon Rd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-122487	ENR	Richard V Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138111	ENR	Kayla Medina	1970-01-22	UHC-26070-66	2286310482	1870 Grand Ave Apt 11, Nashville, TN, 37243	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-139142	ENR	Mason U Hanson	1992-01-04	UHC-06770-67	8789699738	2275 Hillcrest Rd, Miami, FL, 33132	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126899	ENR	Ethan Davis	1945-03-14	UHC-38008-25	4243977091	4733 Maple Ave, Columbus, OH, 43226	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-110233	ENR	Kenneth J Palmer	1949-10-25	UHC-11426-40	5924742578	5068 Lake View Rd, Orlando, FL, 32810	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-122675	ENR	Omar H Adams	1972-10-03	UHC-62737-71	6619210110	8093 Canyon Rd, San Antonio, TX, 78234	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-107740	ENR	Terry M Wong	1980-08-23	UHC-11064-86	7132860007	827 Jefferson Ave, San Diego, CA, 92198	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127487	ENR	Nicole Duncan	1948-03-09	UHC-80698-18	3536522952	4596 Maple Ave, Tampa, FL, 33600	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114164	ENR	Lucia Fowler	1991-04-13	UHC-24318-17	3436773188	3335 Central Ave, Nashville, TN, 37271	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114704	ENR	Victoria K Padilla	1952-10-26	UHC-84331-08	—	5959 Canyon Rd, Las Vegas, NV, 89122	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-115857	ENR	Billy Lawson	1989-05-13	UHC-00349-11	3207984306	2366 Oak St, Columbus, OH, 43203	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-123175	ENR	Gregory H Hayes	1950-09-22	UHC-53915-73	4972485996	8021 Lincoln Way, San Antonio, TX, 78262	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117602	ENR	Emma Morris	1973-06-06	UHC-22185-60	3558962649	5206 Elm St, Scottsdale, AZ, 85203	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106412	ENR	Bobby D Romero	2001-02-09	UHC-25052-40	9235289119	8742 Park Pl, Seattle, WA, 98154	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106411	ENR	Bobby D Romero	2001-02-09	UHC-25052-40	9235289119	8742 Park Pl, Seattle, WA, 98154	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105407	ENR	Patrick McCoy	1945-05-17	UHC-04079-53	3815759651	8328 Elm St, Plano, TX, 75014	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110251	ENR	Jerry Y Clark	2007-01-04	UHC-90096-08	3827912874	3732 Sunset Blvd, Miami, FL, 33131	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-125366	ENR	Elizabeth C Dunn	2007-08-01	UHC-90095-72	7267037336	4582 Ocean Ave, Seattle, WA, 98194	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135925	ENR	Nicholas B Park	1963-11-01	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more

8,423 rows, page 126 of 169Previous Next