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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407920	CLM	Long Abby	1996-01-22	UHC-33129-37	8615155310	4841 Oak St, Scottsdale, AZ, 85234	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-125835	ENR	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-129254	ENR	Edwerd Reed	1957-05-20	UHC-06276-31	8336528564	1422 Lincoln Way, San Antonio, TX, 78207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423476	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100481	ENR	Bruce Henry	2001-02-18	UHC-59684-25	9738491510	5877 Indian School Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138422	ENR	Brittany J Richardson	1952-12-02	UHC-80551-30	5917710659	4734 Baseline Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26246	PRV	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131472	ENR	Peter F Chavez	1986-01-16	UHC-11335-20	3335878654	3309 Baseline Rd, Columbus, OH	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408929	CLM	Kevin Powell	1944-02-06	—	4584483116	8193 Union St, Tucson, AZ, 85762	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-416975	CLM	Benjamin Franklin	1976-05-28	UHC-88306-24	—	6093 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109652	ENR	Santiago Elliott	1989-06-01	UHC-52585-76	—	5848 Elm St Apt 22, Orlando, FL, 32832	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-402666	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St Apt 16, San Diego, CA, 92148	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-110609	ENR	Joyce C Andrews	1954-12-28	UHC-46410-68	8002668415	1441 Park Pl, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101169	ENR	Randy G Sanchez	1958-11-11	UHC-33973-66	9557342487	1774 Willow Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409879	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409878	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63310	TPA	Joe Rojas	1982-01-06	—	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110943	ENR	Alex Gilbert	1959-12-23	UHC-21575-56	8366844875	4963 Mesa Dr Apt 15, Las Vegas, NV, 89136	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137552	ENR	Stephen Gordon	1988-03-22	UHC-82600-06	7244221938	5705 Meadow Ln, Seattle, WA, 98145	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123420	ENR	Virginia Wagner	1996-02-14	UHC-84809-43	3396212520	992 Cedar Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101429	ENR	Grace N Young	1959-12-03	UHC-64513-41	3739765223	3752 Mesa Dr, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25838	PRV	Jen Guerrero	1942-11-07	UHC-50155-20	9665290172	8528 Washington St, Fresno, CA, 93701	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432697	CLM	Noah Andrews	1948-09-25	—	—	7736 Grand Ave, Denver, CO, 80251	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-135869	ENR	Keith Wheeler	1952-02-22	UHC-48227-16	—	1930 Park Pl, Scottsdale, AZ, 85289	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403988	CLM	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26809	PRV	Teresa Chavez	1980-12-08	—	3717833852	2318 Harbor Blvd, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100459	ENR	Ben K Flores	1965-12-08	UHC-64309-29	3015918723	735 Central Ave, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416190	CLM	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117447	ENR	Steven Carter	1959-02-25	UHC-12003-54	7832495872	4229 Apache Blvd # 743, Columbus, OH, 43211	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110634	ENR	Mary Hunter	1948-03-07	UHC-79113-04	7572556514	9548 Palm Dr, Plano, TX, 75001	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-415403	CLM	Wayne Robinson	1981-03-08	UHC-81887-49	9208112178	5518 Grand Ave, Miami, FL, 33132	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137237	ENR	Victoria T Evans	1962-08-16	UHC-91282-09	4574529704	5865 Palm Dr, Tempe, AZ, 85230	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422984	CLM	Jeffrey Payne	1966-11-15	UHC-28815-19	4108737703	8073 Lake View Rd Apt 2, Tempe, AZ, 85256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-403091	CLM	Patricia Miller	1943-02-16	—	3122010988	1760 Pine Dr, Denver, CO, 80257	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23786	PRV	William X Rodriguez	1968-09-04	—	2233375882	5466 Church St, Gilbert, AZ, 85239	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103621	ENR	Brandon Y Obrrien	1985-10-23	UHC-52239-76	8319827605	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-424265	CLM	Watkins Frances	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL, 32864	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
PRV-24715	PRV	Timothy Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138090	ENR	Joe B Welch	2003-03-10	UHC-01942-36	4473401088	8568 Ocean Ave, Phoenix, AZ, 85071	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-405258	CLM	Frak Padilla	1964-02-14	UHC-18739-54	—	3588 River Rd, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408175	CLM	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404973	CLM	Aaron Mendez	2006-05-23	—	3994284583	4835 Main St, Orlando, FL, 32867	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113265	ENR	Cheryl Y Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105039	ENR	Wayne M Lawrence	1938-02-18	UHC-40777-26	4917798003	6921 Sage Ct, Jacksonville, FL, 32200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24822	PRV	Edward K Cox	1978-07-11	—	4298913946	8251 Sage Ct, Houston, TX, 77023	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107752	ENR	Nicole Perry	1988-11-01	UHC-68070-74	4757105879	2531 Sunset Blvd, Glendale, AZ, 85305	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28345	PRV	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	4612 Park Pl, Miami, FL, 33164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142416	ENR	Jerry Y Watson	1983-04-17	UHC-82208-73	6833821024	7251 Grand Ave, Sacramento, CA, 95840	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more

71,257 rows, page 173 of 1,426Previous Next