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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104903	ENR	Mariana G Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135648	ENR	Isabella Shaw	1941-12-25	UHC-39807-38	2362759428	9248 Park Pl, Las Vegas, NV, 89139	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138545	ENR	Sara Little	1987-08-14	UHC-83330-48	2479012868	7101 Main St, Chandler, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103873	ENR	Natalie H Banks	—	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-114819	ENR	Omar Wheeler	1960-05-05	UHC-30732-71	—	239 Camelback Rd, Chandler, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-126410	ENR	Isabella A Wallake	1955-09-12	UHC-49350-55	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-100223	ENR	Mateo P Lawson	1960-10-05	UHC-61957-49	8324772521	9381 Elm St, Jacksonville, FL, 32219	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142284	ENR	Helen Green	1990-05-19	UHC-47620-65	—	1088 Spring St, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120892	ENR	Julie Z Fernandez	1941-10-24	UHC-13018-79	—	6804 Harbor Blvd, Chandler, AZ, 85295	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120891	ENR	Julie Z Fernandez	1941-10-24	UHC-13018-79	—	6804 Harbor Blvd, Chandler, AZ, 85295	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-134234	ENR	James N Oriz	—	UHC-18976-70	5575874242	7211 Desert Sky Blvd, Phoenix, AZ, 85022	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-107908	ENR	George S Hawkins	1952-08-07	UHC-45207-79	7812624340	6268 Ridge Rd, Chandler, AZ, 85274	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-118315	ENR	Peter G Carr	1986-07-21	UHC-05640-19	6907018705	9746 Lake View Rd, Atlanta, GA, 30351	0.66	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-117534	ENR	Teresa B Rodriguez	2002-02-28	UHC-70614-27	2045032889	421 Camelback Rd, Fresno, CA, 93710	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124533	ENR	Luis Johnston	2006-07-26	UHC-43002-68	5328839680	273 Elm St, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-103081	ENR	Henry K Grant	1988-06-07	UHC-26219-75	7674686399	2204 Market St, Houston, TX, 77072	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-118852	ENR	Angela E Woods	1977-08-26	UHC-24555-87	7374163663	3702 Central Ave, Los Angeles, CA, 90047	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103561	ENR	Wei H Ferguson	1953-09-09	UHC-99640-40	7694226581	1093 Valley View Dr, Sacramento, CA, 95821	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-134019	ENR	Michelle Y Jimenez	1994-09-17	UHC-06168-30	—	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.66	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-102954	ENR	Michelle D Scott	—	UHC-58609-88	8119769730	1551 Forest Ave, Plano, TX, 75019	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-136840	ENR	Baker Dorothy	1947-11-27	UHC-63667-39	5425975122	8973 Apache Blvd, Minneapolis, MN, 55424	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-137175	ENR	Jerry Webb	1949-01-20	UHC-52071-44	6155649313	9385 Desert Sky Blvd, Jacksonville, FL, 32280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126071	ENR	Larry C McCoy	2005-05-04	UHC-27497-72	8003373081	9155 Indian School Rd, Miami, FL, 33149	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113687	ENR	Fatima Nunez	1944-03-12	UHC-67055-02	9225465460	4927 Hillcrest Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105190	ENR	Bruce H Taylor	1984-12-04	UHC-87739-50	8389248535	5977 Harbor Blvd, Plano, TX, 75035	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-128502	ENR	Kevin Ryan	1966-05-28	UHC-39839-68	—	9269 Lincoln Way, Eden Prairie, MN, 55330	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-117083	ENR	Doris C Evans	1939-12-19	UHC-92563-78	3579224649	7062 Apache Blvd, Fresno, CA, 93772	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115625	ENR	Natalie Z Garza	1983-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-112245	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126791	ENR	Sandra N Reyes	1982-05-09	UHC-36461-68	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122608	ENR	Joe Graham	1951-01-08	UHC-51875-48	2934411999	9427 Mountain View Dr, Tampa, FL, 33669	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126979	ENR	Juan M Padilla	2000-09-05	UHC-83094-01	9704428012	5578 Valley View Dr, Tempe, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127563	ENR	Brittany T Dunn	1998-04-24	UHC-15990-18	6783685735	6197 Main St, Dallas, TX, 75262	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-132504	ENR	Alice Cruz	1974-09-13	UHC-21043-26	5165815396	2591 Cedar Ln, Tampa, FL, 33676	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108502	ENR	Helen Webb	1971-02-27	UHC-48043-73	2317395609	8349 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted Address re-cased State name converted to code+1 more
ENR-126593	ENR	Padilla G Andrea	2008-05-07	UHC-09343-48	9182644460	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103146	ENR	Kellly Miller	1944-05-08	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-128713	ENR	Terry H Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX, 78731	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123083	ENR	Michelle Flores	1961-10-18	UHC-28380-51	3436736007	1904 Highland Ave, Dallas, TX, 75239	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121477	ENR	Gabriel Carr	2007-02-14	UHC-50247-35	6693611473	2015 Jefferson Ave, Tempe, AZ	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137482	ENR	Kyle Wang	1943-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-136653	ENR	Teresa Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd, San Antonio, TX, 78283	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-123258	ENR	Ruiz Cynthia	2004-07-03	UHC-99876-79	3079561426	1310 Highland Ave Apt 31, Denver, CO, 80239	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142259	ENR	Valentina Diaz	1942-03-10	UHC-78450-72	8394147263	8351 Washington St, Gilbert, AZ, 85298	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114099	ENR	Sophia Howell	1955-03-14	UHC-94875-63	2588509176	2468 Oak St # 913, Gilbert, AZ, 85221	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127044	ENR	Mary E Price	—	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.66	Middle initial moved out of first name Name re-cased Date of birth unreadable Whitespace trimmed+1 more
ENR-122458	ENR	Debra N Vazquez	1958-08-12	UHC-72933-28	2093769922	1489 Main St, Miami, FL, 33173	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103602	ENR	Jose Alvarez	1976-05-26	UHC-94418-36	—	4639 Camelback Rd, Orlando, FL, 32867	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133207	ENR	Theresa Flores	1941-05-14	UHC-11187-20	8535989960	3624 Harbor Blvd, Mesa, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more

17,310 rows, page 114 of 347Previous Next