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 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-134084	ENR	Evelyn Yang	1985-12-24	UHC-37213-97	4834149028	8283 Main St, Fresno, CA, 93730	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-103708	ENR	Stephen U Ray	1957-01-19	UHC-90976-19	8493777360	630 Lake View Rd, San Antonio, TX, 78228	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108276	ENR	Sarah TJunk	1944-05-16	UHC-34036-57	4464659395	9320 Maple Ave, Orlando, FL, 32813	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-123193	ENR	Mark Ford	1956-12-04	UHC-08859-62	8387637311	2379 Lake View Rd, Eden Prairie, MN, 55352	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
ENR-142025	ENR	Jordan H King	1988-12-18	UHC-47443-28	4537075331	4951 Palm Dr # 526, Tampa, FL, 33609	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110590	ENR	Judy Henderson	—	UHC-00388-01	—	4383 Oak St, Plano, TX, 75095	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-118913	ENR	Luis O Gonzales	1982-04-25	UHC-99048-06	3785454724	3613 Palm Dr, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120624	ENR	Vincent T Crawford	1963-08-06	UHC-57217-84	2935395650	2574 Oak St, Charlotte, NC, 28234	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-137961	ENR	Kevyn C Willis	1977-08-28	UHC-76668-92	—	8245 Valley View Dr # 827, San Diego, CA, 92101	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129217	ENR	Brenda Larson	1967-06-24	UHC-66176-92	7619704000	5505 Mountain View Dr Apt 6, Nashville, TN, 37258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104377	ENR	Christine J Ruiz	1966-08-16	UHC-81783-99	2557844055	3332 Willow Ct, Las Vegas, NV, 89104	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105320	ENR	Kenneth Pane	1973-10-27	UHC-66838-75	3633446374	4077 Grand Ave, Chandler, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-126054	ENR	Joyce Singh	1981-04-16	UHC-91644-05	—	5268 Bayshore Dr, Austin, TX, 78767	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109360	ENR	Nicholas Gibson	1948-06-11	UHC-65344-16	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138384	ENR	Lucia P Ellis	1973-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118139	ENR	Roger Perkins	1990-12-09	UHC-42079-03	—	9858 Camelback Rd, Miami, FL, 33130	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111308	ENR	Tim George	1951-04-03	UHC-97376-17	6778141778	397 Sage Ct Apt 38, Denver, CO, 80240	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112019	ENR	Donald Walker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-128269	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-124042	ENR	Waayne Phillips	1985-01-07	UHC-08722-05	6203962170	8846 Canyon Rd, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130274	ENR	Christina G Mills	1988-03-10	UHC-90641-03	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108392	ENR	Judith H Collins	1940-07-01	UHC-17083-49	—	3939 Oak St, Scottsdale, AZ, 85221	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106916	ENR	Kate Daniels	1993-12-04	UHC-46531-41	7475710519	4170 Market St, Glendale, AZ, 85319	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124470	ENR	Harold H Martinez	1994-01-03	UHC-94658-96	6657099300	2922 Forest Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142402	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142401	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-108916	ENR	Amy Andrews	1968-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
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
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
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
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
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
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
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
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
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
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
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
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
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

1,918 rows, page 12 of 39Previous Next