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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115661	ENR	Albert L Luna	1957-11-14	UHC-70680-68	9658069568	908 Pine Dr, Columbus, OH, 43206	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140253	ENR	Christian Gonzales	1965-07-03	UHC-94858-35	7919397589	457 Park Pl, Las Vegas, NV, 89119	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-102002	ENR	Richard N James	1952-10-02	UHC-64647-08	8889976346	6005 Camelback Rd, Plano, TX, 75043	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-107689	ENR	Sofia O Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-139720	ENR	Steven M Griffin	2008-09-14	UHC-95954-44	—	1826 Central Ave, Sacramento, CA, 95839	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422463	CLM	Diana Cooper	1993-02-21	UHC-93659-24	8206167600	855 Pine Dr, Phoenix, AZ, 85047	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141798	ENR	Edward O Santos	1980-10-27	UHC-53994-50	—	7324 River Rd, Charlotte, NC, 28249	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-400268	CLM	Donald Ruiz	1956-07-18	UHC-28641-21	—	7520 Cedar Ln Apt 1, Tempe, AZ, 85246	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104847	ENR	Jennifer Anderson	1975-07-27	UHC-24465-07	4234490921	3368 Willow Ct, Orlando, FL, 32893	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21255	PRV	Gregory Smith	1984-03-20	—	5117960269	6641 Mesa Dr, Seattle, WA, 98150	0.54	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-402008	CLM	Arthur M Grant	1960-10-23	UHC-68341-63	6057398363	3750 Sunset Blvd, Nashville, TN, 37221	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400608	CLM	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd # 650, Atlanta, GA, 30390	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423185	CLM	Stephen Henry	—	—	—	5848 Forest Ave, Plano, TX, 75003	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63581	TPA	Jesse Bryant	1948-07-25	—	—	9551 Sunset Blvd, Los Angeles, CA, 90089	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410740	CLM	Anna Scott	1966-07-27	UHC-14025-28	—	5407 Harbor Blvd, San Diego, CA, 92101	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
CLM-412253	CLM	Jordan Wheeler	1954-09-25	UHC-10993-15	—	9746 Mesa Dr, Mesa, AZ, 85258	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117869	ENR	Joshua Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.54	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+1 more
CLM-406566	CLM	Anthony Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd # 268, Gilbert, AZ, 85246	0.54	Unit split from street State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-53733	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53732	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431582	CLM	Aaron Morris	1945-05-07	—	—	6297 Lake View Rd # 445, Scottsdale, AZ, 85276	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-411238	CLM	Joyce Q Spencer	1948-01-17	UHC-22576-11	—	5505 Baseline Rd, Orlando, FL, 32889	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-101397	ENR	Jon Castillo	1960-04-13	UHC-72136-56	9236956235	53 Apache Blvd # 443, Seattle, WA, 98111	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407560	CLM	Brandon Boyd	1988-06-11	UHC-74380-08	—	2563 Union St, Glendale, AZ, 85395	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135072	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120781	ENR	Edwad Santiago	1961-01-24	UHC-06807-55	9312845963	8477 Baseline Rd, Tempe, AZ, 85299	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430676	CLM	Hiroshi Sims	1972-10-22	UHC-85479-92	—	393 Lincoln Way, Fresno, CA, 93766	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-20541	PRV	Judy Perez	1996-05-07	—	2814323145	9661 Mesa Dr, Minneapolis, MN, 55456	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429043	CLM	Raymond Mason	1997-01-09	—	—	2597 Mountain View Dr, Austin, TX, 78747	0.54	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62758	TPA	Diane George	1994-09-26	—	—	6546 Spring St Apt 8, Houston, TX, 77077	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430240	CLM	Austin Robinson	1955-04-05	UHC-83901-95	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-102186	ENR	Christina Garza	2006-12-07	UHC-41809-13	7303618559	6305 Harbor Blvd, Glendale, AZ, 85362	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425288	CLM	Ana Banks	1964-10-09	UHC-54583-90	6217960533	2552 Union St, Houston, TX, 77045	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128766	ENR	Jenny Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St Apt 36, Houston, TX, 77030	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
CLM-428757	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-428758	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-403502	CLM	Lori Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St, Plano, TX, 75093	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61861	TPA	Carl Dominguez	—	UHC-67933-51	—	1514 Baseline Rd # 279, Gilbert, AZ, 85224	0.56	Date of birth unreadable Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-129251	ENR	Janice Schmidt	1959-02-27	UHC-64276-11	8367053870	658 Ocean Ave, Glendale, AZ, 85345	0.56	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed
ENR-102965	ENR	Cynthia Torres	1956-06-07	UHC-01192-28	—	3928 Grand Ave, San Antonio, TX, 78281	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-22372	PRV	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-140380	ENR	Henry Soto	1968-02-26	UHC-32029-14	5242635765	8371 River Rd, Austin, TX, 78748	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-119476	ENR	Johnny Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd Apt 10, Atlanta, GA, 30391	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
TPA-52048	TPA	Vincent Contreras	1992-05-18	—	—	5174 Forest Ave, Tucson, AZ, 85732	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-135961	ENR	Philip Q Valdez	2002-07-04	UHC-98601-37	6855070551	5651 Ridge Rd, Los Angeles, CA, 90090	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-135140	ENR	Larry R Stephens	1941-12-13	UHC-87488-26	7573856113	6390 Camelback Rd, Las Vegas, NV, 89126	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-129909	ENR	Joyce Porter	1963-11-26	UHC-48696-87	—	7574 Jefferson Ave, Dallas, TX, 75216	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-137631	ENR	—Junk	1961-01-16	UHC-52644-64	7754283009	2216 Oak St, Sacramento, CA, 95850	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed No usable name (quarantined)

8,263 rows, page 53 of 166Previous Next