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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116995	ENR	Cheryl Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St # 128, Minneapolis, MN	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126673	ENR	Laura Walsh	1952-02-18	UHC-49583-56	—	7897 Palm Dr, Plano, TX, 75011	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128376	ENR	Stephen Bowman	1994-02-08	UHC-77717-89	4615451229	8981 Pine Dr, Plano, TX, 75080	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-106869	ENR	Dorothy Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133562	ENR	Jack Kennedy	1955-03-14	UHC-82804-57	8119803553	1930 Valley View Dr, Orlando, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138347	ENR	Alan E Nelson	1946-12-20	UHC-18575-50	8652042292	5466 Canyon Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127509	ENR	Jacqueline L Campbell	1942-06-26	UHC-50807-87	3489375648	1998 Broadway # 806, Seattle, WA, 98119	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133715	ENR	Billy L Nuunez	2002-05-24	UHC-37928-09	—	3112 Desert Sky Blvd, Miami, FL, 33196	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-106271	ENR	Lucia Jenkins	1993-12-04	UHC-65576-36	6504685895	1182 Main St, Glendale, AZ, 85317	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124161	ENR	Doris I Chavez	1966-09-12	UHC-21944-44	6686305734	6224 Grand Ave, Phoenix, AZ, 85014	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126994	ENR	Michelle D Murphy	1951-01-17	UHC-22881-19	4138767839	2070 Valley View Dr, Scottsdale, AZ, 85209	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126861	ENR	David B Rogers	1950-12-15	UHC-03997-69	6937497399	5317 Washington St Apt 22, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-123963	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	—	6566 Cedar Ln Apt 35, Las Vegas, NV, 89133	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134514	ENR	Bradley T Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-123351	ENR	Thomas Larson	1946-11-19	UHC-97162-26	3114547369	8467 Mesa Dr Apt 11, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138664	ENR	Ryan Price	1972-08-09	UHC-22613-78	8555782591	6961 Market St, Mesa, AZ, 85290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131118	ENR	Matthew X Siimpson	1997-11-10	UHC-82576-60	7577750863	8156 Ridge Rd, Las Vegas, NV	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128987	ENR	Jordan C Mitchell	1995-11-27	UHC-28654-53	3135680767	9584 Valley View Dr # 135, Scottsdale, AZ, 85224	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139905	ENR	Catherine J George	1998-04-25	UHC-90701-57	6532199948	5642 Church St Apt 28, Austin, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123761	ENR	Donna Q Marquez	1942-02-24	UHC-23095-78	3948879379	6518 Cedar Ln, Miami, FL, 33163	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108818	ENR	Maria Robinson	1962-12-03	UHC-39058-94	2829200240	717 Grand Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-129963	ENR	Angela D Carlson	1968-09-22	UHC-78453-72	7955642339	4333 Church St # 900, Seattle, WA, 98134	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117404	ENR	Keren Morrison	2000-06-28	UHC-23765-47	4764116775	5196 Cedar Ln, Miami, FL, 33141	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102122	ENR	Lori E Carlson	1945-09-28	UHC-83409-06	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100995	ENR	Shirley Q Wiliamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139046	ENR	Kathryn I Wallace	1991-04-10	UHC-49905-75	6103310650	8278 Canyon Rd # 197, Jacksonville, FL, 32271	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-136587	ENR	Kyle L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135532	ENR	Priya Little	1949-11-22	UHC-53505-69	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129025	ENR	Kenneth H Kelley	2002-12-13	UHC-23045-77	9177800729	6639 Harbor Blvd, Tempe, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128976	ENR	Lucia Stone	1995-04-04	UHC-78323-14	8965624143	2092 Bayshore Dr, Tempe, AZ, 85240	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113426	ENR	Jennifer J Nunez	1981-07-17	UHC-84002-20	4029078641	2821 Grand Ave, Eden Prairie, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110791	ENR	MJunk	1993-04-16	UHC-59220-89	5092409310	2179 Pine Dr, Los Angeles, CA, 90073	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106293	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd Apt 13, Nashville, TN, 37270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105366	ENR	Carl Carpenter	1950-12-14	UHC-83740-01	—	8723 Central Ave, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-101378	ENR	Jack H Hudson	1946-12-16	UHC-98393-26	7088010615	5259 River Rd, Gilbert, AZ, 85265	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135527	ENR	Zachary M Watkins	1994-12-18	UHC-59413-90	6412762106	1963 Highland Ave, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134567	ENR	Carlos Clark	1975-12-08	UHC-35686-87	6917465857	3497 Church St, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105940	ENR	Randy T Schultz	1945-01-18	UHC-67392-09	—	5172 Cedar Ln, Plano, TX, 75049	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116957	ENR	Amber E Reyes	—	UHC-63044-27	3525515883	6206 Ridge Rd, Minneapolis, MN, 55411	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-116797	ENR	Sophia K Robertson	1942-08-12	UHC-82419-72	—	5540 Hillcrest Rd, Austin, TX, 78703	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-107657	ENR	Bryan V Carr	1959-11-01	UHC-84837-95	9384882231	7382 Pine Dr, Atlanta, GA, 30349	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-128771	ENR	Jeffrey W Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141061	ENR	Margaret T Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St # 807, Orlando, FL, 32883	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139380	ENR	Olivia S Jackson	1939-08-05	UHC-00850-94	5626698509	8395 Highland Ave # 437, Dallas, TX, 75286	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134762	ENR	Nathan S Kennedy	1971-07-24	UHC-94717-31	9524210645	1676 Spring St, Mesa, AZ, 85244	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137919	ENR	Hannah Valdez	1969-03-27	UHC-12876-94	—	4569 Baseline Rd, Glendale, AZ, 85357	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115274	ENR	Andrea A Espinoza	1995-10-20	UHC-38500-61	8248033190	4990 Church St Apt 14, Eden Prairie, MN, 55312	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more

13,989 rows, page 20 of 280Previous Next