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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100392	ENR	Lori Salazar	1942-08-20	UHC-58817-75	2809198463	9236 Apache Blvd, Dallas, TX, 75233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131015	ENR	Jackie Daniels	1999-10-28	UHC-36475-82	7157428226	5622 Valley View Dr, Miami, FL, 33129	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140036	ENR	Jeffrey T Bennett	1990-09-06	UHC-49011-33	2809069485	2845 Ocean Ave, Tucson, AZ, 85744	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130380	ENR	Michelle X Kelley	1963-08-16	UHC-79555-07	5197856862	8397 Pine Dr, Minneapolis, MN, 55438	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118069	ENR	Ashley Peters	1973-02-21	UHC-18032-45	3443505449	2317 Mountain View Dr, Chandler, AZ, 85267	0.64	Name split from “Last, First”City re-cased State name converted to code Email lower-cased+2 more
ENR-142127	ENR	Samantha I Fuller	1941-11-24	UHC-20902-13	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-126619	ENR	Andrew McCoy	1999-11-03	UHC-29060-53	7896464296	184 Broadway, Houston, TX, 77031	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-135475	ENR	Lisa P Hayes	1960-01-23	UHC-24751-76	2847362800	4375 Harbor Blvd, Tempe, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139178	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139177	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125443	ENR	Theresa Carroll	2008-02-25	UHC-53618-98	6303269239	1156 Harbor Blvd, Seattle, WA, 98116	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139378	ENR	Sharon B Diaz	1957-07-25	UHC-05198-84	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101390	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-137680	ENR	Joyce T Johnson	1994-08-04	UHC-57438-80	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105482	ENR	Lauren I McCoy	1957-08-15	UHC-30980-54	5068369998	3082 Church St, San Diego, CA, 92190	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105221	ENR	Arjun Rodriguez	1966-09-20	UHC-64629-90	3273401339	6417 Sunset Blvd, Tempe, AZ, 85251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132329	ENR	Frances Contreras	1957-05-14	UHC-22774-24	—	8884 River Rd, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116721	ENR	Kyle Alvarez	1996-01-20	—	—	6780 Ridge Rd, Atlanta, GA, 30334	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116871	ENR	Mei N Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-102880	ENR	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136431	ENR	Paul E Schmidt	1957-07-26	UHC-33818-80	4433951762	6695 Washington St, Nashville, TN, 37229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116687	ENR	Justin U Payne	1949-11-03	—	4482530587	1744 Willow Ct, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121233	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX, 75258	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128068	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128069	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122306	ENR	Aaron Kelly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118197	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118198	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-135366	ENR	Peter Vega	2002-04-06	UHC-80214-61	7925911289	3312 Ridge Rd, Fresno, CA, 93788	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116400	ENR	Amy Williiamson	1988-06-15	UHC-93376-76	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109717	ENR	Carolyn Jimenez	1947-10-28	UHC-43087-38	5324322581	3589 Pine Dr, Columbus, OH, 43242	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119774	ENR	Joyce N Robertson	1968-07-26	UHC-92098-81	6637673916	174 Canyon Rd, Charlotte, NC, 28208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110765	ENR	Charlotte Vega	1969-05-09	UHC-23171-99	2054368369	4574 Ocean Ave, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120536	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120535	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106866	ENR	Paul Fernandez	1989-03-22	UHC-24250-94	5273117113	3114 Broadway, Scottsdale, AZ, 85204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112565	ENR	Brandon Murphy	1938-10-26	UHC-22146-50	5744991514	2711 Main St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130172	ENR	Gregory Moreno	1952-02-15	UHC-73677-65	—	768 Willow Ct, Houston, TX, 77015	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108585	ENR	Mason Trres	1982-07-15	UHC-62430-85	3144807127	6111 Church St, Orlando, FL, 32875	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139436	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139435	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132137	ENR	Lauren F Burke	1998-04-05	UHC-93455-36	6428985531	2157 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118899	ENR	Raymond Padilla	1959-11-23	UHC-86271-68	8492927414	6845 Maple Ave, Minneapolis, MN, 55439	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127279	ENR	Samuel Graham	1991-02-11	UHC-55464-64	3754639068	7581 River Rd, Sacramento, CA, 95861	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131822	ENR	Josehp L Salazar	1962-06-11	UHC-42198-11	6534859138	7886 Forest Ave, Seattle, WA, 98185	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124673	ENR	Anthony T Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

4,309 rows, page 41 of 87Previous Next