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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430466	CLM	Joyke Sanders	1972-01-18	—	6839567999	566 Union St # 641, Las Vegas, NV, 89177	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105506	ENR	Daniel Matthews	1942-11-06	UHC-84431-15	7993957727	2893 Church St # 942, Tucson, AZ, 85714	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137593	ENR	Kathy Palmer	1986-09-15	UHC-42607-41	8633279032	2434 Sunset Blvd Apt 11, Phoenix, AZ, 85069	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-409431	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St # 228, Las Vegas, NV	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55115	TPA	Ahmed Patel	2005-02-09	UHC-86063-13	—	7258 Apache Blvd Apt 7, Austin, TX, 78766	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128695	ENR	Nancy Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd # 354, Fresno, CA, 93781	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139692	ENR	Wayne Z Wells	1995-08-28	UHC-44029-86	2015292038	1864 Oak St Apt 8, Nashville, TN, 37210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117485	ENR	Albert Chavez	1977-02-08	UHC-43543-75	3206029693	6905 Maple Ave Apt 25, Fresno, CA, 93783	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-139771	ENR	Juan Owens	1990-04-23	UHC-80301-15	9665314257	9414 Hillcrest Rd # 736, Orlando, FL, 32819	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-102909	ENR	Christina Y Bradley	1958-08-26	UHC-61892-18	9852474058	934 Apache Blvd Apt 11, Plano, TX, 75078	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
TPA-57953	TPA	Rachel Q Jacobs	1997-04-04	—	—	8448 Camelback Rd # 179, Gilbert, AZ, 85206	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-58836	TPA	Mark Lewis	1995-06-14	—	—	1859 Indian School Rd Apt 6, Austin, TX, 78766	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56013	TPA	David Luna	1939-04-12	—	—	6507 Sunset Blvd Apt 37, Orlando, FL	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-53337	TPA	Diana I Oilver	2002-03-10	—	9045452654	7663 Maple Ave # 921, Columbus, OH, 43222	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407023	CLM	Ruth Weaver	1986-01-08	UHC-27012-03	—	7988 Mesa Dr Apt 4, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429063	CLM	Michael Mills	1996-08-15	—	—	1624 Mountain View Dr Apt 5, Nashville, TN, 37273	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121350	ENR	Alan O Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 239, Fresno, CA, 93760	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128702	ENR	Henry Sean	2006-09-22	UHC-61982-60	2738717720	4054 Apache Blvd Apt 38, Jacksonville, FL, 32272	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408448	CLM	Joshua Walsh	1988-08-25	UHC-33244-92	—	3529 Union St # 381, Eden Prairie, MN, 55349	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-109063	ENR	Amber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St # 734, Minneapolis, MN, 55401	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125433	ENR	Rachel Long	1996-07-12	UHC-84625-21	3238832800	5552 Spring St Apt 24, Tampa, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134693	ENR	Henry Rios	1989-07-25	UHC-91003-95	6119307857	2185 Palm Dr Apt 24, San Antonio, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401606	CLM	Martha Simmons	2002-02-09	—	—	1191 Park Pl # 792, Atlanta, GA, 30306	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-402399	CLM	Beth Jimenez	1945-05-25	UHC-65211-83	—	8362 Hillcrest Rd # 155, Columbus, OH	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408511	CLM	Bobby I Dominguez	2005-12-21	UHC-26590-88	—	1263 Canyon Rd Apt 7, Dallas, TX, 75265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117033	ENR	Luis S Howard	1987-09-10	UHC-63334-20	—	744 Harbor Blvd Apt 37, Las Vegas, NV, 89139	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54772	TPA	Charlotte Valdez	1991-05-01	—	8302217698	1375 Canyon Rd Apt 26, Columbus, OH, 43288	0.52	Two-digit birth year Phone reformatted Unit split from street State code upper-cased+2 more
CLM-417906	CLM	Amanda I Fsher	1970-08-21	UHC-11517-28	—	5090 Willow Ct # 378, Phoenix, AZ, 85007	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-105613	ENR	Daniel K Evans	1998-08-16	UHC-32054-39	7357545590	6814 Willow Ct # 204, Fresno, CA, 93790	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429152	CLM	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave Apt 23, Minneapolis, MN, 55488	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56289	TPA	Ahmed Marshall	1985-05-08	—	—	4444 Canyon Rd # 987, Sacramento, CA, 95839	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
PRV-20748	PRV	Christian Webb	1970-03-12	UHC-18196-25	9306451616	2076 Mountain View Dr Apt 36, San Antonio, TX, 78259	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115105	ENR	Sarah W Olson	2000-06-19	UHC-48451-84	7502604308	5496 River Rd Apt 31, Seattle, WA, 98181	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121904	ENR	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave # 301, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-112373	ENR	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct Apt 37, Tucson, AZ, 85722	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105325	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr # 336, Mesa, AZ, 85288	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-103065	ENR	Joseph I Moore	1968-12-18	UHC-87309-83	9088273592	1466 Desert Sky Blvd Apt 20, Dallas, TX, 75239	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126372	ENR	Megan Guerrero	1963-08-27	UHC-90598-75	5893801480	370 Forest Ave # 232, Austin, TX, 78756	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-60612	TPA	Sofia Barnes	—	—	4165047234	2982 Highland Ave Apt 36, Eden Prairie, MN, 55346	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-142031	ENR	Beverly Tran	1961-08-17	UHC-27198-30	2719576487	112 Canyon Rd Apt 31, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53443	TPA	Judy Little	2002-04-17	—	—	1140 Cedar Ln Apt 35, Columbus, OH, 43292	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413734	CLM	Frank Austni	1964-07-03	UHC-35904-15	—	93 Oak St Apt 26, Austin, TX, 78751	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107254	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St Apt 2, Plano, TX, 75033	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26322	PRV	Maria Delgado	1996-06-14	—	2465913779	9693 Highland Ave Apt 24, Nashville, TN, 37285	0.52	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-101673	ENR	Walter Rogers	1947-10-27	UHC-57013-99	9043472505	3505 Baseline Rd # 880, Miami, FL, 33187	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25757	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr Apt 24, Tempe, AZ, 85259	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413278	CLM	Katherine King	1944-12-21	—	—	5831 Meadow Ln # 329, Tempe, AZ, 85271	0.52	Name re-cased Two-digit birth year Unit split from street State name converted to code+2 more
ENR-105058	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln Apt 12, San Antonio, TX, 78264	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more

6,994 rows, page 37 of 140Previous Next