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-129046	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	9553681219	1620 Broadway, Tampa, FL, 33697	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-134604	ENR	Carol Grant	1939-07-13	UHC-58128-35	2563778166	9824 Sunset Blvd, San Diego, CA, 92139	0.68	Name split from “Last, First”City re-cased Email lower-cased Gender normalised
ENR-131073	ENR	Rachel Le	2005-04-23	UHC-48882-13	9532478086	1943 River Rd, Sacramento, CA, 95841	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-25743	PRV	Kayla McDonald	2004-09-08	UHC-78221-66	4042634903	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-111210	ENR	Valentina Castro	1965-09-27	UHC-67267-14	7689673204	4388 Broadway, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-135085	ENR	Donna B Delgado	1939-08-03	UHC-28789-87	—	8190 Desert Sky Blvd, Seattle, WA, 98110	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51563	TPA	Olivia Daniels	1944-04-16	—	—	6761 Jefferson Ave, Las Vegas, NV, 89183	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-119522	ENR	Lawrence T Owens	—	UHC-66059-99	5245311349	2445 Grand Ave, Scottsdale, AZ, 85205	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
TPA-61810	TPA	Camila E Kim	1941-12-18	—	—	9411 Sunset Blvd, Columbus, OH, 43266	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28557	PRV	Carlos Webb	1949-12-20	—	8783040123	7922 Canyon Rd, Tempe, AZ, 85242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-50104	TPA	Jonathan Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-54474	TPA	Sarah Edwards	1941-04-27	—	—	7813 Main St, San Diego, CA, 92118	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25694	PRV	Laura Z Morris	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-107886	ENR	Kenneth K Ellis	1945-06-12	UHC-91252-46	5884796031	5467 Apache Blvd, Austin, TX	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Whitespace trimmed
ENR-121045	ENR	Jesse Kelley	1954-06-03	UHC-71064-07	9762097230	6169 Camelback Rd, San Antonio, TX, 78217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-401082	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401081	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-128098	ENR	Emma L Carroll	1984-04-25	UHC-47807-89	5816291336	8499 Indian School Rd, Fresno, CA, 93735	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
TPA-64163	TPA	William Wells	1996-06-27	—	9375878321	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-138425	ENR	Richard W Ortega	1954-01-13	UHC-12140-45	—	9796 Spring St, Mesa, AZ, 85231	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-110774	ENR	Kayla Johnson	1990-01-07	UHC-82773-21	6019714583	9081 River Rd, Tampa, FL, 33639	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-58095	TPA	Philip Larson	1953-11-19	—	—	5533 Market St, Tucson, AZ, 85703	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-132439	ENR	John Bell	1957-01-01	UHC-95187-29	3195396419	8461 Union St, Los Angeles, CA, 90040	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-50099	TPA	Evelyn Knight	1989-08-28	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408012	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408011	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-410962	CLM	Marttha Patel	1948-05-04	—	—	7106 Harbor Blvd Apt 2, Las Vegas, NV, 89184	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-408941	CLM	Susan Garrett	1939-08-02	UHC-86282-68	—	4507 Ridge Rd, Denver, CO, 80256	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121811	ENR	Russell D Rogers	1965-10-12	UHC-45195-24	8517481263	387 Camelback Rd, Sacramento, CA, 95870	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-419249	CLM	Marcus Carroll	1943-06-03	—	2709835662	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-430535	CLM	Ethan T Ramos	1996-07-20	UHC-82654-90	5419892694	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429624	CLM	Mateo Riley	1995-03-20	UHC-78610-28	—	231 Cedar Ln, Eden Prairie, MN, 55313	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404453	CLM	Larry Martin	2001-01-13	UHC-92470-78	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-143026	ENR	Duris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr, Plano, TX, 75036	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-125592	ENR	Ann Perkins	1965-08-01	UHC-97903-29	—	1099 Willow Ct, Orlando, FL, 32855	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20171	PRV	Roger Bell	1986-11-02	UHC-49797-35	9578753466	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102058	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-105846	ENR	Roger Tucker	2005-07-26	UHC-54789-43	7398496372	7631 Maple Ave, Plano, TX, 75075	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
TPA-51291	TPA	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419639	CLM	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-61762	TPA	Sofiia Davis	1971-05-14	—	—	1258 Willow Ct, Eden Prairie, MN, 55389	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-29069	PRV	Natan G Lee	1995-03-24	—	5087645433	9123 Desert Sky Blvd # 870, Plano, TX, 75098	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
TPA-55945	TPA	Sara N Matthews	1971-11-11	—	2528452367	6688 Highland Ave, Nashville, TN, 37275	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-407118	CLM	Gloria Allen	1992-09-12	—	—	6590 Lake View Rd, Austin, TX, 78719	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-135568	ENR	Lisa K Graham	1956-08-06	UHC-69384-55	2669411647	6089 Apache Blvd, Eden Prairie, MN, 55377	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-427869	CLM	Cheryl Peterson	1958-03-10	UHC-22463-54	—	8368 Hillcrest Rd, Denver, CO, 80272	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-24843	PRV	Willie G Mreno	1965-07-25	—	2845322100	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25624	PRV	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415787	CLM	Randy G Griffin	1940-09-26	UHC-66717-41	—	3473 Pine Dr, Seattle, WA, 98129	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-121970	ENR	Paul S Hamilton	1992-07-03	UHC-41906-30	3156746589	5227 Lake View Rd, Atlanta, GA, 30300	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased

9,980 rows, page 137 of 200Previous Next