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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141652	ENR	Daniel R Ellis	1968-05-25	UHC-34394-18	—	9425 Sunset Blvd, San Antonio, TX, 78226	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-137037	ENR	Nancy M Tuckeer	1973-10-22	UHC-74469-73	3292128455	3950 Valley View Dr, Houston, TX, 77094	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-412845	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412844	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-127075	ENR	Linda P Banks	1986-12-22	UHC-50474-51	2808182550	8760 Camelback Rd, Scottsdale, AZ, 85289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21150	PRV	Charlotte Soto	1999-07-06	—	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118330	ENR	Olivia J Hunt	2002-12-18	UHC-49329-86	2317836571	1027 Oak St Apt 29, Mesa, AZ, 85241	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-27010	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27009	PRV	Sandra H Vasquez	1938-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-139149	ENR	Kelly H Franklin	1964-11-28	UHC-27283-77	—	215 Pine Dr, Dallas, TX, 75264	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-139074	ENR	Charles Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118031	ENR	Gabriel A Hudson	1940-02-22	UHC-76138-33	9855986477	1178 Sunset Blvd, Austin, TX, 78705	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-419410	CLM	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-143064	ENR	Sara T Baker	1998-08-02	UHC-05605-66	3104732933	9166 Market St, Atlanta, GA, 30331	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133771	ENR	Janet Z Yang	1971-10-02	UHC-47290-18	3858584468	9686 Cedar Ln, Sacramento, CA, 95824	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-431908	CLM	Zachary I Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406948	CLM	Vincent Torres	1943-05-28	—	9349163273	867 Spring St, Minneapolis, MN, 55437	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403427	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct # 415, Seattle, WA, 98114	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-111690	ENR	Diego L Parker	1984-07-04	UHC-95280-49	6788204468	1959 Church St, Los Angeles, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-412160	CLM	Ben Rice	2001-11-22	UHC-00900-40	8745265526	5390 Baseline Rd, Los Angeles, CA, 90059	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-122373	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111249	ENR	Cheryl Gonzalez	1949-08-23	UHC-13571-26	4043031125	5689 Spring St, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119213	ENR	Arthur D Williams	1988-11-19	UHC-22670-83	8408503707	6510 Ocean Ave, Gilbert, AZ, 85269	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-416776	CLM	Bryan Stavens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124777	ENR	Peter Harris	1960-02-13	UHC-60151-60	7044767579	4696 Apache Blvd, Columbus, OH, 43207	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119350	ENR	Randy Simson	1953-11-15	UHC-07224-49	8302986455	4237 Camelback Rd, San Antonio, TX, 78258	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-51752	TPA	Bruce Meyer	1964-03-22	—	6387444499	1979 Jefferson Ave, Houston, TX, 77031	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113455	ENR	Lori Coooper	1954-12-05	UHC-56472-37	5727198019	7740 Washington St, Las Vegas, NV, 89191	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-102832	ENR	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26392	PRV	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd Apt 16, Minneapolis, MN, 55495	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-136280	ENR	Thomas C Chavez	1964-11-24	UHC-88059-40	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-20522	PRV	Jeremy T Harper	1981-01-17	—	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63532	TPA	Cynthia Stone	1942-04-06	—	2654255337	3601 Canyon Rd Apt 10, Fresno, CA, 93754	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411313	CLM	Judy Rivera	1960-05-09	—	—	6789 Main St, Charlotte, NC, 28209	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-123041	ENR	John Romero	1990-02-19	—	3866165632	5768 Lincoln Way, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-118630	ENR	Priya A Ford	1955-04-27	UHC-64152-57	6548657026	3794 Hillcrest Rd, San Diego, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105402	ENR	Aaron S Larson	1996-05-07	UHC-81833-84	6839919805	3534 Union St, Nashville, TN, 37256	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-50615	TPA	Benjamin B Harris	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-100137	ENR	Frank L Bell	1985-05-03	UHC-66685-99	9378936329	3666 Elm St, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54052	TPA	Walter P Meyer	1980-06-04	—	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-20590	PRV	Mei Estrada	—	—	9867750981	8211 Church St, Tempe, AZ, 85267	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
PRV-26729	PRV	Andrea Gomeez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133726	ENR	Dylan K Alvarez	1952-05-02	UHC-67671-39	5204668923	1148 Park Pl, Sacramento, CA, 95826	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141922	ENR	Digo Dominguez	1985-01-01	UHC-90646-41	6667232138	3937 Lake View Rd # 689, Austin, TX, 78784	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-432003	CLM	Matthew P Guerrero	1986-04-08	—	9248899908	3291 Ridge Rd, Fresno, CA, 93789	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110894	ENR	Wayne A Franklin	1967-01-01	UHC-44075-82	4984296800	8723 Baseline Rd, Tempe, AZ, 85252	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410416	CLM	Theresa Foster	1965-09-06	UHC-25697-06	4606631243	8878 Lincoln Way, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421006	CLM	Adam McDoonald	1986-08-22	—	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more

32,400 rows, page 59 of 648Previous Next