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

All sources, 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
TPA-62944	TPA	Kyle Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.64	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-102932	ENR	Ethan Q Andrews	1962-12-17	UHC-26691-89	6802150407	5100 Grand Ave, Miami, FL, 33101	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129589	ENR	Gloria G Knight	2008-07-17	UHC-55763-08	2882156685	9172 Harbor Blvd, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-126126	ENR	Joyce Woods	1953-01-09	UHC-46778-31	3483442765	2416 Camelback Rd, Jacksonville, FL, 32247	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21287	PRV	Mason Duncan	1984-04-28	UHC-64676-94	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124835	ENR	Matthew U Nunez	1969-05-13	UHC-82540-20	4632897483	7656 Washington St, Houston, TX, 77030	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406490	CLM	Ralph Nguyen	1958-05-12	—	7184633452	2076 Lake View Rd, Scottsdale, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140078	ENR	Jerry X Henry	1966-12-08	UHC-43084-28	5234789700	5899 Baseline Rd, Tampa, FL, 33671	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114048	ENR	Danielle Y Parker	1983-08-19	UHC-92141-17	7846899027	3347 Maple Ave, San Diego, CA, 92176	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132223	ENR	Kayla Willis	1994-12-20	UHC-65482-05	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115856	ENR	Lori E Perkins	1969-01-03	—	6445858375	1723 Hillcrest Rd, Los Angeles, CA, 90018	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416456	CLM	Henry Duncan	1948-07-01	UHC-37120-86	—	7478 Oak St, Phoenix, AZ, 85025	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140408	ENR	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23552	PRV	Alice Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404213	CLM	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400300	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400299	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136355	ENR	Mak N Reid	2002-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419683	CLM	Dorothy Lawrence	1966-04-11	—	—	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405479	CLM	Mei Watkins	1986-04-13	—	—	2223 Apache Blvd, Chandler, AZ, 85262	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-53491	TPA	Thomas Jenkins	1996-01-19	—	—	6365 Oak St, Denver, CO, 80235	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117022	ENR	Nicole Reed	1977-01-26	UHC-43112-72	4312925660	7981 Hillcrest Rd, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131644	ENR	Michelle Black	1997-12-14	UHC-53857-60	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111093	ENR	Marilyn Graham	1953-04-24	UHC-90242-40	8423669957	1606 Palm Dr, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-139686	ENR	Alice Daniels	1990-03-12	UHC-83756-81	—	4225 Sunset Blvd, Tucson, AZ, 85793	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-406653	CLM	Kayla N Chapman	1951-09-02	UHC-86296-21	—	4741 Hillcrest Rd, Los Angeles, CA, 90023	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410182	CLM	Cheryl Murray	2004-09-04	UHC-17856-63	—	8800 Union St, Nashville, TN, 37293	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-114493	ENR	Teresa George	1956-03-25	—	8995627657	2111 Washington St, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422376	CLM	Kathleen Santos	1950-10-05	UHC-55877-69	2379202441	8956 Grand Ave, Atlanta, GA, 30398	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415651	CLM	Joshua Harris	1945-03-05	—	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-137132	ENR	Brittany H Moore	1952-10-22	UHC-42987-12	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53786	TPA	Kyle Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137041	ENR	Charles L Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54782	TPA	Doris Adams	1984-06-12	—	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-117484	ENR	Hannah R Singh	1975-09-09	UHC-64293-94	3426083078	9228 Market St, Tampa, FL, 33629	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124932	ENR	Mray Miller	1940-11-17	UHC-95565-83	4866259318	7724 Mountain View Dr, Jacksonville, FL, 32204	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24743	PRV	Albert Reed	1972-02-19	—	8053194501	2018 Desert Sky Blvd, Tampa, FL, 33650	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121878	ENR	Janice Estraa	1967-04-10	UHC-14238-55	7515384914	3657 Mountain View Dr, Jacksonville, FL, 32224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407777	CLM	Steven N Jones	1987-01-21	UHC-14206-13	—	8824 Main St, Tempe, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140251	ENR	Karen I Bisohp	1996-06-05	UHC-78276-89	9389182720	4628 River Rd, Miami, FL, 33156	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138152	ENR	Walter Gomez	1946-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100331	ENR	Lori S Mendoza	1973-05-08	UHC-66986-50	6517234862	9073 Indian School Rd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432537	CLM	Doris McDonald	1977-06-19	—	—	566 Church St, Chandler, AZ, 85203	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 94 of 182Previous Next