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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122896	ENR	Evelyn T Jensen	2005-05-28	UHC-72278-72	5616577951	9886 Sage Ct, Phoenix, AZ, 85052	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138263	ENR	Aisha I Powell	1963-07-22	UHC-80579-39	—	7207 Palm Dr, Sacramento, CA, 95899	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-28875	PRV	Laura Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111321	ENR	Deborah Jenkins	2002-05-05	UHC-33274-11	—	8137 Central Ave, Houston, TX, 77004	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25790	PRV	Justin Murphy	1952-10-21	UHC-52723-74	3747576957	3207 Union St, Tucson, AZ, 85764	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140779	ENR	Carolyn N Mendez	1962-06-27	UHC-68009-52	9322944875	8645 Park Pl, Fresno, CA, 93783	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134351	ENR	Wei Chavez	1994-03-22	UHC-50321-50	9598083374	7328 Hillcrest Rd, Sacramento, CA, 95890	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427281	CLM	Boyd George	1977-11-23	UHC-29797-34	4318058304	9125 River Rd, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128806	ENR	Nicole F Payne	1948-09-08	UHC-53278-73	9219110370	6830 Church St, Fresno, CA, 93739	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110655	ENR	Nancy Moraales	2004-10-22	UHC-83703-84	8393092767	6401 Ridge Rd, Dallas, TX, 75268	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104339	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400083	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101299	ENR	Garrett I Jason	2002-09-09	UHC-15801-99	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417643	CLM	Diana Bailey	1999-10-21	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122028	ENR	Ana Z Watkins	2003-05-15	UHC-50126-88	3909087968	1362 Market St, Seattle, WA, 98126	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411261	CLM	Samuel T Reyes	1940-02-05	UHC-82409-02	—	445 Mesa Dr, Charlotte, NC, 28256	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-28563	PRV	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-101231	ENR	Jonathan King	1958-10-06	UHC-35994-06	5342315110	8496 Indian School Rd, Austin, TX, 78726	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142722	ENR	Amber J Burton	2001-09-17	UHC-56560-03	9259346575	1680 Spring St, San Diego, CA, 92152	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-401327	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401328	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135983	ENR	Thompson Gary	1995-03-11	UHC-01785-92	8643529660	9781 Jefferson Ave, Fresno, CA, 93734	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116171	ENR	Matthew N Holmes	2006-09-25	UHC-18381-60	9734445102	7504 Meadow Ln, Charlotte, NC, 28280	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-62906	TPA	Reed Mateo	1987-07-21	UHC-56867-30	3566885085	543 Forest Ave, Orlando, FL, 32804	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-62905	TPA	Reed Mateo	1987-07-21	UHC-56867-30	3566885085	543 Forest Ave, Orlando, FL, 32804	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-24042	PRV	Luis F Dunn	1950-11-21	UHC-69678-10	2909559837	5311 Desert Sky Blvd, Charlotte, NC, 28275	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120951	ENR	Ronald Vargas	2001-06-27	UHC-34390-87	4768636175	4115 Meadow Ln, Chandler, AZ, 85265	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128587	ENR	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128586	ENR	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108868	ENR	Willie H Brooks	1964-08-16	UHC-86310-91	5528132371	1402 Indian School Rd, Las Vegas, NV, 89178	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104435	ENR	Steven Palmer	2004-11-16	UHC-23489-71	4419845218	5836 Apache Blvd, San Diego, CA, 92176	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103138	ENR	Josh Turner	1948-07-10	UHC-50096-50	2783506599	8193 Harbor Blvd, Mesa, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423965	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd, Minneapolis, MN, 55446	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111135	ENR	Josh T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115325	ENR	Abigail A Hill	1992-09-20	UHC-84222-34	7665323188	6087 Grand Ave, Charlotte, NC, 28221	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407685	CLM	Virginia Bryant	1985-11-05	UHC-43467-44	4594609924	9360 Apache Blvd, Atlanta, GA, 30356	0.74	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-426266	CLM	Camila Green	1991-08-15	UHC-53157-96	6295649368	8860 Willow Ct, Phoenix, AZ, 85067	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112941	ENR	Arthur H Spencer	1942-06-07	UHC-62109-92	8779457773	1104 Mesa Dr, Minneapolis, MN, 55423	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110099	ENR	Robert U Weber	1982-03-12	UHC-94741-69	9148167895	5930 Maple Ave, Chandler, AZ, 85270	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110098	ENR	Robert U Weber	1982-03-12	UHC-94741-69	9148167895	5930 Maple Ave, Chandler, AZ, 85270	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137990	ENR	Carol O Bryant	1951-09-03	UHC-00004-76	8264140892	2505 Meadow Ln, Jacksonville, FL, 32292	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139668	ENR	Dorothy Meyer	2001-03-06	UHC-20628-10	5598047680	5323 Grand Ave, Minneapolis, MN, 55433	0.74	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-101237	ENR	Sarra T Gardner	2001-06-07	UHC-60628-62	2685497540	3480 Sage Ct, Fresno, CA, 93717	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101142	ENR	Andrea Franklin	1997-12-01	UHC-44569-43	4108493683	959 Union St, Plano, TX, 75051	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21029	PRV	Christian Perez	1978-01-11	UHC-47113-40	—	9660 Grand Ave Apt 35, Tempe, AZ, 85211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-411681	CLM	Terry Black	1992-02-25	UHC-24200-02	4795818032	7291 Ridge Rd, Scottsdale, AZ, 85208	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104301	ENR	Arthur Bailey	1961-04-15	UHC-42737-39	4364073249	5113 Valley View Dr, Dallas, TX, 75283	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-430349	CLM	Omar F Hamilton	1962-12-08	UHC-03261-02	—	6535 Mountain View Dr, San Antonio, TX, 78212	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131119	ENR	Saamntha Y Cox	1974-01-03	UHC-42367-19	2772901430	7598 Oak St, Dallas, TX, 75291	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 66 of 155Previous Next