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
ENR-116506	ENR	Sean D Freeman	1966-03-08	UHC-70386-67	3606138729	9782 Grand Ave, Seattle, WA, 98171	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
TPA-55652	TPA	Frances Z Larson	1940-09-28	—	4639404800	2245 Highland Ave, Tempe, AZ, 85291	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
TPA-58961	TPA	Paul Brooks	1952-12-01	—	—	5911 Lake View Rd, Tucson, AZ, 85762	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-142586	ENR	Jennifer Oliver	1974-10-28	UHC-26072-74	4158569070	7835 Oak St, Denver, CO, 80273	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed
ENR-129690	ENR	Edward C Duncan	1961-06-25	UHC-59797-84	8545193167	619 Market St, Denver, CO, 80280	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
TPA-55565	TPA	Jesse Morgan	1946-10-11	UHC-62080-24	8965352730	5089 Indian School Rd, Denver, CO, 80289	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-128225	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.68	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed
PRV-28697	PRV	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-58907	TPA	Samantha King	1995-06-21	—	—	8728 Hillcrest Rd Apt 9, San Diego, CA, 92102	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60123	TPA	Maria Scott	1942-07-07	—	—	7104 Church St, Austin, TX, 78779	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-403085	CLM	Charlotte Rogers	1974-05-26	—	—	1968 Cedar Ln, Columbus, OH, 43299	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-406591	CLM	Mateo Castro	1969-09-04	UHC-93344-27	—	8933 Bayshore Dr, Mesa, AZ, 85278	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413302	CLM	Teresa Ford	2007-08-17	UHC-20506-45	—	9494 Market St, Gilbert, AZ, 85259	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-104873	ENR	Amy Alvarado	1976-08-13	UHC-80360-58	6224939984	4689 Spring St, Las Vegas, NV, 89132	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-106805	ENR	John Daniels	1964-03-14	UHC-60949-65	5829272496	5533 Central Ave, San Antonio, TX, 78225	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-413885	CLM	Jonathan Evans	1938-10-24	UHC-49583-74	8563434896	1311 Palm Dr, Austin, TX, 78722	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-405932	CLM	Amber Oliver	1949-08-23	UHC-05224-51	5777948476	1841 Willow Ct, Scottsdale, AZ, 85236	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-126008	ENR	Noah M Greene	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA, 30300	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-119891	ENR	Martha Ortega	1980-06-16	UHC-68860-37	6739663647	9115 Lake View Rd, Columbus, OH, 43222	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-111745	ENR	Kathryn Schultz	2001-01-21	UHC-26229-11	9523110889	2869 Central Ave, Phoenix, AZ, 85021	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-117749	ENR	Parker Brian	1983-03-04	UHC-69055-38	4525864470	5116 Ocean Ave, Minneapolis, MN, 55460	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-129852	ENR	Sofia Rudriguez	1941-08-23	UHC-80555-02	9885105438	5934 Harbor Blvd, Atlanta, GA, 30349	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-140284	ENR	Jean E White	1998-04-21	UHC-70576-27	9454965223	7751 Camelback Rd, San Antonio, TX, 78237	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
PRV-22380	PRV	Thomas Espinoza	1980-07-04	UHC-83698-81	—	8979 Market St, Eden Prairie, MN, 55302	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
CLM-424488	CLM	Douglas E Stephens	1969-06-24	—	2717192326	2790 Desert Sky Blvd, Houston, TX, 77022	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
CLM-430688	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-139549	ENR	David Marshall	1965-08-17	UHC-68634-52	7239458311	5382 Canyon Rd, Columbus, OH, 43290	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-106104	ENR	Josh Martinez	1944-08-14	UHC-37146-04	6326915939	4272 Lincoln Way, Nashville, TN, 37235	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
TPA-56656	TPA	Grace Jenkins	1998-10-08	—	—	4259 Sage Ct, Tampa, FL, 33608	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52167	TPA	Rob Craford	2006-02-15	UHC-52692-57	—	4891 Meadow Ln, Sacramento, CA, 95837	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-29159	PRV	Brandon Z Johnson	1987-01-18	UHC-07574-46	2287249230	3554 Park Pl Apt 25, Tucson, AZ, 85738	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-131161	ENR	Sofia O Duncan	1972-09-05	UHC-85476-16	6702973583	4043 Spring St, Denver, CO, 80280	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-124217	ENR	Christian Singh	1982-01-01	UHC-90566-12	3588723278	3214 Washington St, Austin, TX, 78763	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-132818	ENR	Sean T Larson	1990-01-19	UHC-19173-70	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-136398	ENR	Sharon E Banks	1948-11-10	UHC-10080-74	5275171570	1075 Indian School Rd, Charlotte, NC, 28208	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-136397	ENR	Sharon E Banks	1948-11-10	UHC-10080-74	5275171570	1075 Indian School Rd, Charlotte, NC, 28208	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-431322	CLM	Bradley Silva	2006-03-08	—	8055883195	7257 Broadway, Mesa, AZ, 85235	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
PRV-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-137286	ENR	Rachel C Barnes	1961-03-10	UHC-65916-38	2475195338	1832 Grand Ave, Seattle, WA, 98154	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-58909	TPA	Mateo Simpson	1977-01-14	UHC-30934-66	5124901471	5376 Broadway, Los Angeles, CA, 90018	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53208	TPA	Ann Washngton	1963-12-28	UHC-77404-59	—	5383 Mountain View Dr, Gilbert, AZ, 85282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-422501	CLM	Ryan Brooks	1985-04-09	UHC-19949-87	—	9135 Hillcrest Rd, Jacksonville, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-124199	ENR	Michelle O Hill	1945-11-05	UHC-12950-32	2195916327	7958 Park Pl, Sacramento, CA, 95860	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-130915	ENR	Austin C Kelly	1978-10-18	UHC-12653-84	6745724897	7797 Mountain View Dr, Nashville, TN, 37272	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-402682	CLM	Alan Jacobs	1988-10-28	UHC-31939-59	—	7390 Desert Sky Blvd # 755, Eden Prairie, MN, 55388	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141351	ENR	Keith T Black	1995-06-07	UHC-03770-61	—	6161 Church St, Miami, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-424431	CLM	Brittany Arnold	1976-06-20	UHC-79114-26	—	2061 Apache Blvd, Nashville, TN, 37254	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
TPA-51106	TPA	Albert Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-401455	CLM	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-414168	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	5652 Meadow Ln, Sacramento, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared

9,084 rows, page 137 of 182Previous Next