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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110662	ENR	Larry A Warren	1995-12-17	UHC-26844-07	9567625718	7979 Indian School Rd, Nashville, TN, 37299	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113865	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-138230	ENR	Anna Y Wallace	1904-10-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114095	ENR	Sue L Gordon	1961-11-23	UHC-75486-27	4422576365	3226 Grand Ave, Tucson, AZ, 85749	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104241	ENR	Christian Y Carroll	1994-11-08	UHC-50313-94	—	626 Central Ave, Fresno, CA, 93716	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115960	ENR	Danielle Diaz	2008-08-10	UHC-59317-53	3636615300	9170 Desert Sky Blvd, Los Angeles, CA, 90099	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100415	ENR	Logan Jenkins	1983-02-11	UHC-92608-13	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116108	ENR	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131501	ENR	Katherine D Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125175	ENR	Terry Simpson	1955-01-10	UHC-34152-23	6476193420	292 River Rd, Columbus, OH, 43209	0.64	Name split from “Last, First”Date of birth 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-118221	ENR	Timothy Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123201	ENR	Omar Wheeler	—	UHC-56019-56	4373897552	5673 Hillcrest Rd, Gilbert, AZ, 85261	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+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
ENR-107062	ENR	Kelly Little	1943-10-18	UHC-04223-47	5247851643	816 Highland Ave, Tampa, FL, 33612	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-116401	ENR	Joyce X Guzman	1969-10-22	UHC-97902-24	8742052890	7227 Mesa Dr, Sacramento, CA, 95812	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-136015	ENR	Richard V Jordan	2005-03-20	UHC-30947-21	7356244395	7025 Market St, Columbus, OH, 43230	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129504	ENR	Jerry X Reed	1953-05-08	UHC-79353-44	2132362722	9153 Pine Dr, Miami, FL	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-132160	ENR	Samuel Y Bishop	1973-11-16	—	7638216000	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116019	ENR	Deborah N Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-104478	ENR	Mateo R Johnson	1986-09-05	UHC-24566-34	9848169043	9534 Spring St, San Diego, CA, 92184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128812	ENR	Gary V Hill	1955-03-23	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123081	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129410	ENR	Wayne S Thomas	1954-02-10	UHC-60306-66	7714630083	4016 Jefferson Ave, Seattle, WA, 98168	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116909	ENR	Judy Ward	1976-07-26	UHC-72375-15	—	398 Main St, Atlanta, GA, 30320	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119202	ENR	Isabella Perkins	1965-05-25	UHC-41872-98	4744684845	566 Church St, Phoenix, AZ, 85099	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112638	ENR	Isabella M Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122159	ENR	Christian T Roberts	1994-01-13	UHC-76678-78	9226368075	1186 Oak St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-109843	ENR	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110186	ENR	Deborah Pyane	1953-11-09	UHC-76162-47	7892267417	3013 Grand Ave, Phoenix, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-110043	ENR	Ema Graham	1978-09-13	UHC-94336-44	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131344	ENR	Isabella I Edwars	1948-09-23	UHC-90465-53	8766377116	2003 Washington St, Tucson, AZ, 85704	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136082	ENR	Albert Flores	1987-06-26	UHC-98167-09	4664958764	7327 Palm Dr, Denver, CO, 80275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134141	ENR	Hannah Vega	1981-07-15	UHC-67004-11	2776576095	3709 Sage Ct, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-113783	ENR	Benjamin Carr	1954-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-134746	ENR	Abigail Le	—	UHC-13342-03	7028424762	1183 Mesa Dr, Denver, CO, 80294	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139104	ENR	Donald Chapman	2003-08-09	UHC-60622-70	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129645	ENR	Sean F Mendoza	1962-11-14	UHC-68785-32	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-137996	ENR	Alan A Nunez	1952-01-27	UHC-39174-66	8023823575	1713 Sage Ct, Columbus, OH, 43220	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123539	ENR	Alice I Burns	1943-11-16	UHC-66412-77	5552387277	1416 Pine Dr # 154, Scottsdale, AZ, 85252	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-108253	ENR	Willie Shaw	1978-12-02	UHC-91895-73	5833930070	7789 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128135	ENR	Benjamin Gomez	1944-04-12	UHC-60286-49	—	9609 Harbor Blvd, Seattle, WA, 98150	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101888	ENR	Amanda Marshall	1952-06-22	UHC-03865-31	9524022435	1064 Ocean Ave, Gilbert, AZ, 85283	0.64	Name re-cased SSN last four extracted City re-cased State name converted to code+2 more
ENR-126264	ENR	Carlos Pierce	1968-02-01	UHC-83629-71	2505343210	3529 Meadow Ln, Orlando, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-106330	ENR	Albert Espinoza	1962-06-23	UHC-35488-03	—	2343 Central Ave, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more

8,423 rows, page 62 of 169Previous Next