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-426492	CLM	Amanda McDonald	1961-09-28	UHC-80724-56	3074863789	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426493	CLM	Amanda McDonald	1961-09-28	UHC-80724-56	3074863789	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426388	CLM	Judy Delgado	2005-03-05	UHC-10925-71	—	9895 Jefferson Ave, Los Angeles, CA, 90053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116757	ENR	Sean Matthews	2008-04-28	UHC-14473-06	6868180716	7946 Central Ave, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109227	ENR	Timothy Brooks	2005-07-19	UHC-54562-02	8929034016	3289 Mountain View Dr, Dallas, TX, 75214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428628	CLM	Kenneth Brooks	1945-07-27	—	3215293717	3545 Lincoln Way, Denver, CO, 80278	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407506	CLM	Daniel Le	1973-04-26	—	2253270364	7309 Oak St, Tucson, AZ, 85782	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102830	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409730	CLM	Helen Wrd	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
ENR-135055	ENR	Braadley T Howard	1992-12-01	UHC-85451-99	2746184074	8403 Willow Ct, Atlanta, GA, 30310	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-141572	ENR	Christopher Willis	1953-10-21	UHC-10720-18	9635642838	269 Indian School Rd, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124234	ENR	Michelle F Herrera	1950-05-20	UHC-18176-75	5416572819	7756 Ocean Ave # 606, Sacramento, CA, 95825	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-111019	ENR	Judith Santiago	1985-07-22	UHC-03959-48	5373987030	5280 Indian School Rd, Dallas, TX, 75247	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140525	ENR	Willie S Holmes	1977-06-04	UHC-22394-73	7148320101	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422053	CLM	Alan P Perry	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406795	CLM	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125522	ENR	Gregory Fields	1956-07-04	UHC-50997-76	—	606 Sage Ct, Tempe, AZ, 85211	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-415981	CLM	Chris Harvey	1997-03-09	UHC-40603-08	3793261896	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-415338	CLM	Margaret N Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404998	CLM	Sara Padilla	1982-07-06	UHC-32625-79	9568711550	690 Main St, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54670	TPA	Julie Spencer	2005-02-08	—	5165850640	1749 Main St, Sacramento, CA, 95897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413897	CLM	Mason V Vasqez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114102	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427855	CLM	Sara Hawkins	1986-02-02	—	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.64	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-420282	CLM	Maria Cox	1940-09-01	UHC-85402-44	8355198846	49 Highland Ave, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412401	CLM	Pamela West	1961-07-26	—	—	2946 Sage Ct, Austin, TX, 78794	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431355	CLM	Daniel Fowler	1974-12-04	UHC-99397-30	—	9441 Broadway, Atlanta, GA, 30300	0.64	Name split from “Last, First”Member ID reformatted City re-cased Gender normalised+2 more
CLM-414952	CLM	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN, 55483	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-117768	ENR	Rachel Lee	—	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-126897	ENR	Erc M McDonald	1998-09-18	UHC-74400-83	8795365198	3139 Harbor Blvd, Dallas, TX, 75268	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23582	PRV	Debbie X Jimenez	1956-11-20	—	—	5416 Market St, Orlando, FL, 32873	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-402980	CLM	Wei M Grza	1952-02-20	UHC-23414-25	7353309946	5913 Meadow Ln, Houston, TX, 77035	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-120609	ENR	Roy Day	1977-12-20	UHC-75293-36	9335657565	249 Harbor Blvd, Atlanta, GA, 30318	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26476	PRV	Jennifer Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129011	ENR	Sandra N Sanders	1982-08-26	UHC-34665-63	8686180005	7881 Willow Ct, Columbus, OH, 43215	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112220	ENR	Donna Baker	1966-03-19	UHC-92998-90	3105353561	6602 Willow Ct, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104034	ENR	Victoria Walsh	1969-03-17	UHC-36064-71	8442432647	617 Main St, Minneapolis, MN, 55447	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50296	TPA	David Medina	2006-04-26	—	—	1177 Sage Ct, Dallas, TX, 75271	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428143	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428144	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 162 of 337Previous Next