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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107994	ENR	Michelle M Matthews	1958-12-03	UHC-85785-52	7125860459	4707 Central Ave, Eden Prairie, MN, 55391	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-59783	TPA	Henry Burtn	1978-07-11	—	6458435996	1268 Cedar Ln, Charlotte, NC, 28206	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117023	ENR	John G Ricchards	1960-04-21	UHC-18909-52	2303161535	821 Canyon Rd, Scottsdale, AZ, 85202	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126757	ENR	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116120	ENR	Yuki D Booyd	1993-05-18	UHC-66893-48	6436026611	8451 Oak St, Scottsdale, AZ, 85262	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430172	CLM	Lucia Ryees	1967-05-26	—	9887346573	7826 Mountain View Dr, Fresno, CA, 93757	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-64239	TPA	Lauren Willis	1968-03-04	—	—	3496 Ridge Rd, Seattle, WA, 98199	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
CLM-431813	CLM	Alexis McCoy	1984-03-02	—	6277050590	4642 Forest Ave, Las Vegas, NV, 89104	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122776	ENR	Robert Jacobs	1957-03-14	UHC-25481-39	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136668	ENR	Beverly Williams	1987-03-25	UHC-44962-81	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428596	CLM	Dylan Payne	1958-11-11	UHC-58863-01	5616588443	3721 Sunset Blvd, Los Angeles, CA, 90098	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420972	CLM	Brittany J Hduson	1966-07-21	UHC-45710-24	8086786462	1462 Canyon Rd, Minneapolis, MN, 55447	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138067	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA, 95877	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115550	ENR	Donald Vazquez	2006-12-21	UHC-90411-84	4253503136	4164 Palm Dr, Chandler, AZ, 85266	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416941	CLM	Gabriel Delgado	1993-11-22	UHC-19497-55	—	7840 Spring St, Phoenix, AZ, 85045	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-105951	ENR	Michelle O Meyer	1998-01-06	UHC-39145-83	3293408653	5308 Harbor Blvd, Charlotte, NC, 28291	0.72	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425175	CLM	Jaes Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50303	TPA	Ashley Joones	1969-09-11	UHC-95558-79	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120978	ENR	Bobby Lewson	2000-10-03	UHC-97705-34	5619645417	6627 Pine Dr, Scottsdale, AZ, 85258	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130480	ENR	Vincent H Evans	2007-02-09	UHC-91535-79	9343006985	5354 Forest Ave, Austin, TX, 78705	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123007	ENR	Amber Herrera	1947-02-10	UHC-27771-73	2655807774	9718 Palm Dr, Phoenix, AZ, 85050	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104332	ENR	Alexis Greene	1959-09-07	UHC-47378-74	8075355749	8973 Central Ave, San Antonio, TX, 78255	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108245	ENR	Andrea Morgan	1963-02-21	UHC-95133-83	3905179077	125 Apache Blvd, Tempe, AZ, 85201	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416154	CLM	Priya Weelch	1991-08-20	—	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
TPA-60594	TPA	Carl Bennett	1968-11-07	—	2173091566	9430 Sage Ct, San Antonio, TX, 78267	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141877	ENR	Joyce F Dunn	2005-01-27	UHC-33907-11	7365518835	7165 Camelback Rd, Chandler, AZ, 85241	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131208	ENR	Lawrence Bryant	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429088	CLM	Thomas Gray	1996-09-03	UHC-10187-67	9105355447	6470 Baseline Rd, Atlanta, GA, 30340	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123861	ENR	Christine Boyd	1960-02-28	UHC-94168-61	2692145167	7304 Jefferson Ave, Tucson, AZ, 85748	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126373	ENR	Juan G Gordon	1979-08-06	—	6923582645	7373 Washington St, Atlanta, GA, 30391	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142306	ENR	Jerry Q Chapman	1997-09-24	—	9219825498	3583 Meadow Ln, Houston, TX, 77061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110726	ENR	Henry G Reid	1968-01-04	UHC-50023-54	5979944818	7221 Lincoln Way, Austin, TX, 78753	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117682	ENR	Austin T Hanson	1974-09-09	UHC-99877-94	—	1610 Church St, Phoenix, AZ, 85030	0.72	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-425381	CLM	Eric Li	1942-04-03	UHC-31120-87	2816377947	3044 Park Pl, Denver, CO, 80212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413799	CLM	Angela Mitchell	1938-07-05	UHC-96967-57	2655440593	2801 Jefferson Ave, Tucson, AZ, 85771	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110074	ENR	Janet Fox	1995-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH, 43263	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135378	ENR	Lucia A Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427505	CLM	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave, Seattle, WA, 98126	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416600	CLM	Lawrence Williams	1987-07-11	—	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141439	ENR	Dorothy I Edwards	1947-05-18	UHC-40811-85	7984802331	7794 Oak St, Sacramento, CA, 95820	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-139322	ENR	Brandon V Smith	1954-09-13	UHC-16733-19	6118762320	8647 Park Pl, Glendale, AZ, 85350	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127390	ENR	Sophia X Franklin	1938-12-01	UHC-43254-64	7748175753	2156 Ocean Ave, Tampa, FL, 33622	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410159	CLM	Deborah Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20224	PRV	Patrick Robinson	1977-04-11	—	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401936	CLM	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414439	CLM	Teresa Gerene	1969-02-17	—	5322112437	3387 Mountain View Dr, Los Angeles, CA, 90004	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430995	CLM	Evelyn Jackson	1970-01-05	UHC-18381-07	2048128842	2557 Pine Dr, Atlanta, GA, 30372	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

4,010 rows, page 32 of 81Previous Next