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-135665	ENR	Gloria Yang	2008-06-20	UHC-77975-62	3764328088	7271 Broadway # 266, Glendale, AZ, 85321	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-114209	ENR	Justin Estrada	1999-10-01	UHC-08400-52	4545374322	6120 Maple Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22788	PRV	Angela Q Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418057	CLM	Nunez Brittany	2006-06-06	—	—	2966 Cedar Ln, Seattle, WA, 98195	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-54902	TPA	Charles Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141825	ENR	Donna Mason	2002-04-14	UHC-93710-92	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404601	CLM	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-414670	CLM	Brenda Sullivan	1992-01-01	—	—	1728 Highland Ave, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-122255	ENR	Alexander H Gray	1940-05-01	UHC-74703-60	3168356891	9441 Willow Ct, Minneapolis, MN, 55455	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-129362	ENR	Abigail E Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd, Tucson, AZ, 85746	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-56845	TPA	Lgoan Lawson	—	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-124713	ENR	Ronald V Pierce	1938-09-25	UHC-99616-62	5944009129	861 Sunset Blvd, Phoenix, AZ, 85034	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
ENR-134206	ENR	Rachel W Wagner	1998-08-17	UHC-27206-41	—	6652 Meadow Ln, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-401073	CLM	Bobby Hawkins	1938-05-01	UHC-47552-02	—	6533 Pine Dr, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-425933	CLM	Janet Wells	1987-07-25	UHC-54496-81	—	4618 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114338	ENR	Fatima Harper	1984-05-05	UHC-04017-02	9849307003	8679 Meadow Ln, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409028	CLM	Logan Vega	1999-02-16	UHC-11562-55	9365514263	2873 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23328	PRV	Barbara Pena	2005-02-23	—	4433485397	2978 Church St, Atlanta, GA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-20132	PRV	Amenda H Campbell	1953-03-03	—	6556455375	2081 Park Pl Apt 20, Columbus, OH, 43220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51221	TPA	Martha Chapman	1947-11-06	—	5645129782	6938 Lincoln Way Apt 5, Seattle, WA, 98146	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117318	ENR	Melissa Rose	1954-07-10	UHC-51916-72	8748714040	6028 Maple Ave, Phoenix, AZ, 85084	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105588	ENR	Laura Greene	2001-07-01	UHC-17929-77	8654149484	204 Sunset Blvd, Fresno, CA	0.64	Name split from “Last, First”Phone reformatted State code upper-cased ZIP missing+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-413213	CLM	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117630	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428075	CLM	Christian King	1952-07-18	UHC-48234-46	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20499	PRV	Lori E Carlson	1945-09-28	—	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122831	ENR	Kathy L Weber	1983-04-19	UHC-61537-64	9667907447	6853 Lake View Rd, San Antonio, TX, 78232	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112066	ENR	Emma Y Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63002	TPA	Jean Cule	1968-08-07	—	4124694708	7258 Spring St, Scottsdale, AZ, 85234	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111324	ENR	Dennis K Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ	0.64	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
ENR-114171	ENR	Julie Stone	1998-01-11	UHC-40739-50	—	1065 Meadow Ln, Phoenix, AZ, 85080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-136470	ENR	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-408872	CLM	Maria Ortiz	1961-08-02	—	—	1527 Park Pl, Nashville, TN, 37222	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-132474	ENR	John C Sanders	1938-09-06	UHC-51054-48	3628479163	1497 Broadway, Tempe, AZ	0.64	Phone reformatted State code upper-cased ZIP missing Email lower-cased+2 more
CLM-429391	CLM	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408325	CLM	Lary R Jones	—	UHC-94064-39	—	6613 Jefferson Ave, Plano, TX, 75089	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-404157	CLM	Raymnd Castro	1997-10-20	UHC-84200-38	—	6647 Harbor Blvd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-409624	CLM	Bruce Adams	1943-08-25	—	—	1940 Grand Ave, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417491	CLM	Richard Q Hawkins	1963-06-14	UHC-05462-25	—	8626 Indian School Rd, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-56569	TPA	Wayne Aguilar	1998-01-22	—	—	8546 Hillcrest Rd, Columbus, OH, 43204	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-401565	CLM	Vincent George	—	—	—	2954 Lincoln Way, Phoenix, AZ, 85029	0.64	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405495	CLM	Lori Fowler	1972-10-21	UHC-41558-85	3782491059	194 Church St Apt 5, Tampa, FL, 33640	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

4,010 rows, page 26 of 81Previous Next