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-102350	ENR	Matthew Y Gbison	1973-03-05	UHC-41424-77	3612678988	7642 Market St, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60479	TPA	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct # 158, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-110310	ENR	Roger X Stephens	1991-01-11	UHC-94066-98	9248808854	8151 Indian School Rd, Jacksonville, FL, 32282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118230	ENR	Christian R Sanders	1966-12-19	UHC-91645-49	3813776241	1092 Park Pl, Tucson, AZ, 85781	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103580	ENR	Ashley Morrison	1978-09-28	UHC-52293-35	4759023644	3220 River Rd Apt 19, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-112905	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112904	ENR	Charlotte P Parker	1998-09-07	UHC-15367-54	6489424426	15 Highland Ave # 871, Gilbert, AZ, 85272	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104090	ENR	Isabella Webbb	—	UHC-38239-88	7976626723	2462 Spring St, Phoenix, AZ, 85039	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-121422	ENR	Maria EJunk	2006-10-09	UHC-06607-37	4432473553	5649 Elm St # 350, Eden Prairie, MN, 55345	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117019	ENR	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	546 Forest Ave, Denver, CO, 80252	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23720	PRV	Justin Lawrence	1945-06-12	UHC-56970-09	—	1593 Spring St, Miami, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50284	TPA	Sarah Howell	1966-05-27	—	2373550725	320 Main St, Austin, TX	0.48	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
CLM-429014	CLM	Charlotte Perry	1983-12-12	UHC-56932-15	—	6577 Spring St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414495	CLM	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116515	ENR	Ronald L Sanders	1984-07-24	UHC-95380-54	2254638035	4342 Church St # 667, Minneapolis, MN, 55407	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123234	ENR	Jones Brian	1959-10-24	UHC-05308-73	2994734601	2328 Pine Dr, San Antonio, TX, 78267	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125851	ENR	Nicole D Carlson	1941-10-20	UHC-64211-07	3498869262	8802 Pine Dr, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105438	ENR	Kenneth I Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135401	ENR	Ruth Young	2000-10-28	UHC-70377-81	6558933083	335 Desert Sky Blvd, Gilbert, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53582	TPA	Kathryn Cook	1991-07-01	—	3009147958	2631 Park Pl Apt 22, Plano, TX	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138893	ENR	Frank T Kelly	1989-04-25	UHC-92048-52	6578094632	7013 Cedar Ln, Glendale, AZ, 85370	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430459	CLM	Ben Ferguson	1947-02-20	—	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28879	PRV	Sofia Y Bowman	1964-11-20	UHC-32544-49	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59961	TPA	Noah Sanchez	1989-10-24	—	6324798982	8247 Ridge Rd, Los Angeles, CA, 90056	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-50478	TPA	Hiroshi Hernandez	1961-11-21	—	—	1528 Central Ave, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405287	CLM	Patrick V Armstrong	1982-03-02	UHC-19406-81	5604641786	2334 Jefferson Ave Apt 15, Nashville, TN, 37231	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63458	TPA	Diane Le	1952-09-26	—	—	4863 River Rd, Gilbert, AZ, 85227	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27065	PRV	Aisha Gilbert	1971-08-08	—	5039566880	8619 Elm St Apt 13, Houston, TX, 77047	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more
ENR-137819	ENR	Nathan Simmons	2006-11-07	UHC-16405-99	2585976713	1715 Union St # 215, Tucson, AZ, 85759	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-128799	ENR	Carol X Webb	1993-12-23	UHC-87566-86	4518603749	2396 Washington St # 929, Chandler, AZ, 85235	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137803	ENR	Jonathan Z Ramirez	1962-03-14	UHC-25636-58	2168636861	995 Spring St, Columbus, OH, 43276	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136665	ENR	Nancy James	1956-09-17	UHC-08079-42	3142689346	8005 River Rd, Orlando, FL, 32828	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427996	CLM	Raymond Reed	1997-07-04	UHC-01048-26	—	8798 Lincoln Way, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116613	ENR	Omar Bakr	1982-12-17	UHC-82232-61	7946955898	5030 Desert Sky Blvd, Orlando, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115506	ENR	Teresa Knight	1969-10-26	—	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55033	TPA	Jennifer Le	1970-11-26	—	—	5766 Park Pl, Orlando, FL	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128703	ENR	Ryan Burke	2000-08-12	UHC-76409-12	3333786791	6464 Camelback Rd, San Diego, CA, 92169	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103950	ENR	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd # 281, Tampa, FL, 33696	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405627	CLM	Edward T Franklin	1972-08-05	UHC-16332-56	9312879564	2087 Hillcrest Rd, Scottsdale, AZ, 85224	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111234	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416913	CLM	Raymond Stewart	2008-08-23	UHC-81012-14	—	7962 Hillcrest Rd, Tampa, FL, 33618	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413939	CLM	Albert Marshall	1991-07-04	—	2196705939	8011 Maple Ave Apt 6, Plano, TX, 75058	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413221	CLM	Janice Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125587	ENR	Donna Luna	1994-02-02	—	9639893508	4405 Willow Ct Apt 19, Eden Prairie, MN, 55333	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-56246	TPA	Stephen Q Evans	1941-07-16	—	5667832046	539 Indian School Rd, Houston, TX, 77016	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
TPA-60385	TPA	Aaron Rojas	1938-03-27	—	—	7749 Mesa Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116476	ENR	Arthur V Santiago	1957-01-17	UHC-93303-99	4239085680	8326 Main St, Tempe, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111577	ENR	Karen F Jackson	1947-05-22	UHC-05379-68	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

32,400 rows, page 20 of 648Previous Next