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 “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
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112143	ENR	Mariana Clark	—	UHC-09124-57	4778060019	3422 Mesa Dr Apt 2, Tempe, AZ, 85251	0.64	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-130674	ENR	Edward Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave Apt 18, Austin, TX, 78734	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131389	ENR	Carlos R Mason	1958-05-03	UHC-55182-09	9574322791	2022 Harbor Blvd # 504, Eden Prairie, MN, 55352	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-114225	ENR	Philip Banks	1955-04-03	UHC-92600-21	5097634744	9677 Jefferson Ave # 745, Austin, TX, 78705	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-123683	ENR	Linda Lucas	1951-03-06	UHC-20791-83	4002711136	592 Jefferson Ave Apt 17, Tucson, AZ, 85761	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-126747	ENR	Arjun Woods	2005-05-15	UHC-68559-43	7995572816	1573 Ocean Ave # 899, Phoenix, AZ, 85021	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128293	ENR	Peter Ford	1991-10-23	UHC-45344-03	4835706550	9835 Pine Dr Apt 17, Dallas, TX, 75263	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-104888	ENR	Marcus G Young	1980-04-26	UHC-43827-33	7944464853	4355 Willow Ct # 781, Glendale, AZ, 85397	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119235	ENR	Diego Castillo	1949-12-03	UHC-99368-85	—	5556 Central Ave Apt 4, Columbus, OH, 43285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116595	ENR	Judy Garza	1960-01-16	UHC-43428-27	2716569507	3068 Jefferson Ave Apt 18, Columbus, OH, 43263	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119313	ENR	Sarah Washington	2006-01-21	UHC-40655-78	4945526548	2383 Apache Blvd Apt 27, Austin, TX, 78793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115381	ENR	Natalie C Ortiz	2004-03-20	UHC-29726-46	8382866598	1092 Park Pl Apt 34, Eden Prairie, MN, 55359	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118170	ENR	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd # 783, Sacramento, CA, 95841	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111967	ENR	Maria Oliver	1988-06-15	UHC-49557-54	2549838969	5966 Palm Dr Apt 37, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+2 more
ENR-100414	ENR	Debra V Ford	2000-07-27	UHC-59451-52	3486959744	7984 Union St Apt 11, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110184	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave Apt 13, Denver, CO, 80225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139917	ENR	Hannah L Oliver	2001-02-16	UHC-68626-53	6804366562	178 Canyon Rd # 242, Orlando, FL, 32808	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-130520	ENR	Robert O Watkins	2001-07-07	UHC-29270-37	6409870505	8144 Grand Ave Apt 4, Dallas, TX, 75245	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136802	ENR	Richard Day	1996-05-28	UHC-92078-99	4237859150	4851 Ridge Rd # 811, Tempe, AZ, 85292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132511	ENR	Willie Jensen	1943-06-26	UHC-76046-12	2523877125	3180 Market St Apt 3, San Antonio, TX, 78283	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-131442	ENR	Michael Foster	1981-03-22	UHC-37751-91	9536475497	208 Valley View Dr Apt 40, Miami, FL, 33144	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133630	ENR	Elizabeth Q Soto	2003-08-26	UHC-13349-43	3433858673	2261 Bayshore Dr # 611, Atlanta, GA, 30303	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-117944	ENR	Jacqueline Wagner	1938-01-24	UHC-77881-56	6474941423	4420 Sage Ct Apt 2, Miami, FL, 33193	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-115444	ENR	Carlos C Crawford	1969-08-09	—	—	4540 Central Ave Apt 20, Atlanta, GA, 30376	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140145	ENR	Thoams Bailey	1999-01-27	UHC-40552-57	9098875112	5198 Jefferson Ave Apt 18, Dallas, TX, 75255	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140056	ENR	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St # 892, Tampa, FL, 33693	0.64	Phone reformatted Unit split from street ZIP+4 trimmed Plan code upper-cased+2 more
ENR-132554	ENR	Melissa F Wright	1980-07-07	UHC-65821-75	7777299307	8672 Sage Ct Apt 22, Tempe, AZ, 85219	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-108514	ENR	Shirley R Marshall	1980-07-26	UHC-92812-35	7649503732	8918 Park Pl Apt 34, Denver, CO, 80272	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-125945	ENR	Harold P Moreno	1977-04-24	UHC-49694-33	3308620925	5037 Maple Ave # 567, Seattle, WA, 98193	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112081	ENR	Nicole J Valdez	2003-08-08	UHC-31735-63	4719161332	2416 Highland Ave # 635, San Diego, CA, 92196	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135560	ENR	Edward Rodriguez	1958-12-22	UHC-77559-31	2093644560	6694 Bayshore Dr Apt 17, Jacksonville, FL, 32210	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101758	ENR	Ahmed D Lane	1943-10-07	UHC-37002-76	9826162054	8041 Forest Ave # 437, Denver, CO, 80233	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114340	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd Apt 24, Minneapolis, MN, 55459	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-105576	ENR	James Harris	1988-03-07	UHC-94692-86	8776538169	1558 Harbor Blvd Apt 24, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104696	ENR	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd # 829, Eden Prairie, MN, 55373	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102204	ENR	Daniel Q Hunt	1979-10-23	UHC-65220-77	7825870869	1014 Elm St # 245, Los Angeles, CA, 90069	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124845	ENR	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave Apt 15, Seattle, WA, 98197	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-106691	ENR	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln # 826, Denver, CO, 80235	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more

3,345 rows, page 36 of 67Previous Next