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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-117600	ENR	Doris Mendoza	1955-09-11	UHC-31677-40	—	1438 Spring St, Houston, TX, 77023	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+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-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-132083	ENR	William Allen	2006-07-18	—	8033117613	9630 Mountain View Dr, Miami, FL, 33163	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address 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-104020	ENR	Stephanie D Wells	1982-03-03	UHC-88362-40	9569168260	961 Pine Dr, Sacramento, CA, 95895	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122204	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-110822	ENR	Tony L Torres	1940-10-14	UHC-59591-76	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136884	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.50	Two-digit birth year Phone reformatted City re-cased State name converted to code+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-111837	ENR	Walter O Peterson	1965-10-07	UHC-30055-98	7395661763	4110 Spring St, Seattle, WA, 98144	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127659	ENR	Billy O Morris	2002-09-27	UHC-18091-66	8985323762	4614 Jefferson Ave, Denver, CO, 80274	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105619	ENR	Gary Welch	1940-12-20	UHC-29174-76	2667960060	2977 Main St # 237, Seattle, WA, 98151	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+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-141654	ENR	Ann Contreras	1970-02-27	UHC-63950-59	2697234445	7875 Willow Ct, Atlanta, GA	0.50	Phone reformatted City re-cased State name converted to code ZIP missing+3 more
ENR-106851	ENR	Catherine U Kelly	1960-03-04	UHC-17734-12	—	4121 Mesa Dr, Las Vegas, NV, 89111	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126984	ENR	Carlos Romero	1943-09-23	UHC-75490-39	2945297620	5637 Market St, Tampa, FL, 33647	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-142492	ENR	Rebecca E Morrison	1959-09-24	UHC-30681-21	—	4518 Forest Ave, Tucson, AZ, 85786	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138382	ENR	Jennifer H Fisher	2007-10-13	UHC-19102-39	—	3860 Ocean Ave, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122210	ENR	Christina P Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-127869	ENR	Gary Peters	1954-08-17	—	5129654132	355 Mesa Dr, Plano, TX, 75001	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-128099	ENR	Ralph A Jimenez	1989-07-12	UHC-36480-49	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105215	ENR	Arjun Ray	1963-03-12	UHC-68947-52	7157705127	5602 Camelback Rd Apt 8, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102180	ENR	Donald G Ross	1997-12-09	UHC-84152-83	—	223 Indian School Rd, Charlotte, NC, 28201	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-102257	ENR	Alex R Marquez	1969-06-04	UHC-60235-82	7552837449	5581 Lincoln Way, Minneapolis, MN, 55413	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130510	ENR	Ahmed I Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr Apt 38, Plano, TX, 75056	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-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-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139273	ENR	Lawrence D Rojas	1948-07-10	UHC-94431-48	4986509324	856 Church St, Orlando, FL, 32849	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135944	ENR	Christian Holmes	1951-08-01	UHC-55279-98	5494875285	4067 Highland Ave Apt 4, Minneapolis, MN, 55474	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128320	ENR	Emily A Wagner	1940-01-05	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115741	ENR	Sophia S Vasquez	1947-12-15	UHC-21463-60	—	5478 Canyon Rd Apt 20, Tucson, AZ, 85761	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137061	ENR	Henry N Peters	1977-01-18	UHC-77157-46	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-123733	ENR	Jess Morris	1978-02-12	UHC-05205-94	7479409565	9584 Apache Blvd, Charlotte, NC, 28233	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115948	ENR	Hannah Lawrence	1956-04-21	UHC-97630-84	4479370295	1116 Desert Sky Blvd, Mesa, AZ, 85294	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-130422	ENR	Michelle Mendez	1967-12-20	UHC-48161-41	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114172	ENR	Jacob Lucas	1981-01-16	UHC-13277-60	—	4313 Desert Sky Blvd, Columbus, OH, 43211	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

4,296 rows, page 20 of 86Previous Next