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

Enrollment, 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-135892	ENR	Reyes Madison	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125914	ENR	Isabella Li	1948-04-28	UHC-87212-80	9009209380	5783 Lake View Rd # 669, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111434	ENR	Logan Ford	1989-11-18	—	6797258774	1144 Meadow Ln Apt 9, Miami, FL, 33133	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-134133	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111538	ENR	Patricia O Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave # 973, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138418	ENR	Christine Hughes	1964-05-10	UHC-27448-55	—	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115623	ENR	Steven H Ball	1993-04-22	UHC-14759-22	6572732518	3247 Elm St, Eden Prairie, MN, 55366	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115876	ENR	Daniel Palmer	1976-01-03	UHC-83334-25	—	5385 Broadway, Eden Prairie, MN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-117673	ENR	Melissa G Palmer	1959-06-18	UHC-34264-24	7266902587	1888 Cedar Ln, Denver, CO, 80267	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125212	ENR	Jonathan W McDonald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd # 675, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130947	ENR	Carlos Z Ortega	1985-05-15	UHC-86655-27	—	8554 Harbor Blvd, Sacramento, CA, 95837	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132492	ENR	Raymond Torrees	1938-10-14	UHC-47228-86	—	3104 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-128268	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118173	ENR	Dylan Lynch	1946-09-12	UHC-50578-24	8556854066	3680 Indian School Rd, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119810	ENR	Mei SJunk	1985-04-19	UHC-52374-70	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129727	ENR	Alex U Sims	1956-04-04	UHC-73870-63	8804560097	8247 Grand Ave, Columbus, OH, 43208	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103748	ENR	Peter Brooks	1965-09-18	UHC-56867-96	2474697906	2138 Union St Apt 6, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-123206	ENR	Patrick Y Estrada	1985-11-12	UHC-35894-99	2396364800	9608 Oak St, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106678	ENR	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd # 393, Mesa, AZ, 85264	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-134208	ENR	Yuki I Daniels	1971-03-02	UHC-57335-08	4663844831	1842 Maple Ave, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139164	ENR	Carol Ruiz	2007-05-05	UHC-33407-76	4643752538	1381 Sunset Blvd # 734, Seattle, WA, 98107	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-108183	ENR	Emma Bowman	1943-07-08	UHC-81705-08	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122914	ENR	Ahmed Hudson	1963-04-04	UHC-89402-89	2272459308	6882 Sage Ct, Dallas, TX, 75259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109307	ENR	Joan P Fremean	1970-09-20	UHC-15252-34	3788202786	8417 Spring St # 291, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102555	ENR	Walter Allen	1948-12-07	UHC-54700-81	7756458847	6101 Hillcrest Rd, Nashville, TN, 37294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104961	ENR	Lauren C Clark	1959-11-19	UHC-28407-27	8786097401	4118 Main St, Jacksonville, FL, 32240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-120776	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120777	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117396	ENR	Marilyn C Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-109095	ENR	Walter Roberts	1979-01-05	UHC-32804-90	9173025383	8525 Ocean Ave, Miami, FL, 33110	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116654	ENR	Billy V Nunez	1974-06-02	UHC-72442-85	3876015975	4507 Mesa Dr, Jacksonville, FL, 32295	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138391	ENR	Jeffrey L Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL, 32899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137571	ENR	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 74 of 280Previous Next