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

All sources, 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-139243	ENR	Pricce V Mateo	2008-02-20	UHC-70897-29	6196087567	4704 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21294	PRV	Alexis Harvey	1991-02-11	UHC-56292-04	—	6202 Bayshore Dr, Nashville, TN, 37211	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113173	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave, Denver, CO, 80222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120467	ENR	Wei Kim	1968-03-07	UHC-37453-94	7787425992	7066 Hillcrest Rd, Houston, TX, 77052	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126339	ENR	Cheryl P Allen	—	UHC-03912-01	7468292309	9106 Sunset Blvd, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable ZIP missing+2 more
TPA-51016	TPA	Ralph Stephens	2000-12-04	—	—	3893 Elm St, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427032	CLM	Rebecca Garcia	—	UHC-03053-87	5029387613	3630 Baseline Rd Apt 21, San Diego, CA, 92120	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+2 more
PRV-23833	PRV	Matthew F Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-402498	CLM	Natalie Romero	1970-11-09	UHC-05876-88	2439531214	1511 Baseline Rd, Glendale, AZ, 85339	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-414881	CLM	Joan Matthews	2006-02-15	—	—	2720 Bayshore Dr, Fresno, CA, 93774	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416778	CLM	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411854	CLM	Christine Ortiz	1975-01-27	UHC-56393-98	—	9138 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410940	CLM	Carl Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126483	ENR	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130948	ENR	Goria Wilson	1984-11-23	UHC-54456-13	9643140894	4217 River Rd, Austin, TX, 78785	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108949	ENR	Paul Fisher	1950-05-11	UHC-57034-71	2883514995	1977 Mountain View Dr Apt 2, Eden Prairie, MN, 55361	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
ENR-121850	ENR	Beverly Z Simmons	1941-08-28	UHC-14430-68	4813293283	3203 Spring St, Austin, TX, 78706	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111805	ENR	Elizabeth Clark	1991-06-26	UHC-08079-45	—	878 Pine Dr, San Diego, CA	0.52	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-105488	ENR	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-120601	ENR	Camila Austin	1969-04-17	UHC-85544-97	8183465862	8623 River Rd, Las Vegas, NV, 89135	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128079	ENR	Priya N Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd # 880, Jacksonville, FL, 32257	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-59299	TPA	Matthew Marquez	1984-02-09	—	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53849	TPA	Andrea Bell	2007-01-24	—	—	4106 Baseline Rd, Austin, TX, 78713	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56594	TPA	George Hernandez	1955-03-23	—	—	6868 Ridge Rd, Mesa, AZ, 85297	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408787	CLM	Jacob D Hoffman	1997-03-25	—	—	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120790	ENR	Katheen N Porter	1945-12-06	UHC-38152-21	5145838584	4540 Harbor Blvd, Las Vegas, NV	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140262	ENR	Cheryl Banks	1985-09-01	UHC-00187-29	6327010937	9272 Grand Ave, Dallas, TX, 75274	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
CLM-418790	CLM	Elijah Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59904	TPA	Maria Lopez	1945-04-08	—	—	3303 Forest Ave, Jacksonville, FL, 32243	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21655	PRV	Rebecca Franklin	2008-01-09	UHC-18936-06	8234147070	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-422244	CLM	Megan X Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 420, San Antonio, TX, 78243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
TPA-53715	TPA	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427748	CLM	Mark Valdez	1980-03-27	—	—	9126 Main St, Orlando, FL, 32880	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-428963	CLM	Lori Johnsson	1990-01-12	—	—	6298 Forest Ave Apt 26, Charlotte, NC, 28251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63381	TPA	Hannah Bowman	1997-02-18	—	—	3657 Central Ave, Charlotte, NC, 28227	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107571	ENR	Michelle Harvey	—	UHC-39297-70	8737490631	1657 Ridge Rd, San Diego, CA, 92191	0.52	Name split from “Last, First”Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
PRV-28811	PRV	Scott B Howell	1997-12-18	—	8458824338	1511 Willow Ct, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139983	ENR	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL, 33115	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-122114	ENR	Anthony Q Garcia	1993-05-08	UHC-14322-96	3845041459	9491 Bayshore Dr, Houston, TX, 77030	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409571	CLM	Harold Mason	1940-11-11	—	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141042	ENR	Emily X Foster	1988-02-21	UHC-40785-75	2644949980	1701 Meadow Ln, Gilbert, AZ, 85282	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
CLM-413832	CLM	Doris Dominguez	2001-12-16	UHC-82608-31	—	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414318	CLM	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140858	ENR	Ahmed O Coleman	1957-03-03	UHC-59645-10	5126065971	4581 Forest Ave, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
CLM-421357	CLM	Larry Bradley	2001-01-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105268	ENR	Martha Bell	1965-09-21	UHC-05322-98	5259835256	1624 Palm Dr, Mesa, AZ, 85222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140568	ENR	Alexis Q Olson	2008-02-14	UHC-58648-50	3417042802	9506 Palm Dr, Gilbert, AZ, 85231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more

9,980 rows, page 42 of 200Previous Next