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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423438	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423439	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101526	ENR	Daniel Banks	1991-12-24	UHC-92105-05	2725177889	8012 Palm Dr, Houston, TX, 77061	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420710	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
PRV-20757	PRV	Christopher Y Perry	1981-12-03	—	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-137912	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420113	CLM	Rebecca K Griffin	1980-04-17	—	9439514188	9239 Bayshore Dr, Houston, TX, 77028	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28034	PRV	Deborah Pery	1942-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-58216	TPA	Carl Lucas	1946-09-27	—	8847640819	8483 Sage Ct, Austin, TX, 78748	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-401028	CLM	Sara X Ortega	1976-02-06	UHC-81674-85	—	5180 Church St, Fresno, CA, 93729	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132183	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126560	ENR	Mary Hanson	1998-04-23	UHC-91491-66	8015075381	5348 Willow Ct, Gilbert, AZ, 85245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59768	TPA	Richard Schultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120756	ENR	Pamela Lucas	1941-05-22	UHC-69961-09	5538783842	4795 Willow Ct, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405101	CLM	Diane Knight	1942-11-18	—	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408624	CLM	Diego Campbell	1975-01-09	—	6608087742	7400 Main St, Fresno, CA, 93796	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403528	CLM	Maria Chavez	1966-05-25	—	3435827211	9462 Mountain View Dr, Atlanta, GA, 30318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137792	ENR	Chris D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24741	PRV	Jennifer Hayse	2004-01-09	UHC-67865-24	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425821	CLM	Santiago Price	1955-09-15	UHC-44765-45	—	6407 Bayshore Dr, Orlando, FL, 32879	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404749	CLM	Gabriel Moreno	1963-03-04	—	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141791	ENR	Jennifer R Gordon	2002-07-06	UHC-37220-36	2845846813	4519 Bayshore Dr, Plano, TX, 75068	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139469	ENR	Amy V Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55923	TPA	Mark Gutierrez	1973-08-10	—	2768867944	9527 Mesa Dr, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56523	TPA	Cyntia Jensen	1959-05-28	—	2685969803	454 Apache Blvd, Columbus, OH, 43277	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-414469	CLM	Elizabeth Santiago	2002-01-27	UHC-41576-25	—	8741 Palm Dr, Tempe, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126741	ENR	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427730	CLM	Susan Graham	1966-04-08	UHC-42834-64	3493906093	9569 Hillcrest Rd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20404	PRV	Ablert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141614	ENR	Harold Y Alvarado	1974-10-05	UHC-97987-12	4247622889	2637 Church St, San Antonio, TX, 78216	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-414854	CLM	Donald Gonzales	2006-10-09	UHC-12549-84	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135233	ENR	Sarah Q Simpson	2006-07-06	UHC-83348-38	9668139023	3947 Lincoln Way, Atlanta, GA, 30325	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416308	CLM	Nicole Ltitle	1984-04-07	UHC-13450-33	2072563145	4572 Grand Ave, Houston, TX, 77011	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53173	TPA	Bruce Hart	1963-04-13	—	8042921422	8947 Market St, Chandler, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-401724	CLM	Joe Rivera	1952-07-18	UHC-05846-87	—	6829 Harbor Blvd, Gilbert, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138838	ENR	Kimberly E Hayes	1991-10-13	UHC-03076-95	9852213395	1773 Ocean Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116292	ENR	Deborah X Jimneez	1956-11-20	UHC-74313-33	3117303273	5416 Market St, Orlando, FL, 32873	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135757	ENR	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116163	ENR	Kayla Z Sims	1940-08-28	UHC-74692-22	7738432824	4499 Ocean Ave, San Antonio, TX, 78288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62894	TPA	Isabella Fox	1977-01-22	—	4159551595	9600 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405822	CLM	Kenneth Q Freeman	1957-09-19	UHC-86967-68	6284005044	8864 Palm Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 122 of 337Previous Next