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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101964	ENR	Amanda Lee	1944-07-18	UHC-59152-39	9527612362	114 Mesa Dr, Atlanta, GA, 30338	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401257	CLM	Linda O Carr	1950-10-05	UHC-14169-74	8186480228	27 Forest Ave, Columbus, OH, 43209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142589	ENR	Michael X Ramirez	2007-02-19	UHC-59993-39	—	7881 Maple Ave, Dallas, TX, 75205	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407129	CLM	Christian Yang	1945-08-01	UHC-31026-34	9002477102	8005 Willow Ct, Austin, TX, 78785	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102826	ENR	Noah Morris	1981-10-14	UHC-64103-84	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123496	ENR	Bryan Sandoval	1971-04-14	UHC-04047-70	3945181348	1005 Bayshore Dr, Seattle, WA, 98195	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430430	CLM	Ana Garcia	1951-12-14	UHC-82557-56	—	4292 Mesa Dr, Plano, TX, 75008	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-108052	ENR	Anna L Yang	1985-06-26	UHC-14522-23	9366818769	2243 Baseline Rd, Dallas, TX, 75213	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28375	PRV	Virginia Kim	1945-08-11	UHC-47194-23	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59168	TPA	Jonathan Sanhez	1941-08-06	—	—	6808 Lake View Rd, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412960	CLM	Scott U Jordan	1965-02-17	—	5357579210	2014 Pine Dr, Miami, FL, 33190	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109204	ENR	Larry J Myers	2001-02-11	UHC-76370-95	9599045305	6114 Church St, Atlanta, GA, 30327	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115766	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-27992	PRV	Amanda Peters	1971-12-05	—	3079611652	4865 Willow Ct, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106154	ENR	Ralph E Welch	1942-04-08	UHC-09436-99	—	1308 Mountain View Dr, Gilbert, AZ, 85267	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407349	CLM	George K Murphy	1998-10-14	UHC-12080-51	9648052507	707 Apache Blvd, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
CLM-426855	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA, 90036	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103671	ENR	Ronald Smith	2003-07-06	UHC-43052-53	5284117287	9385 Park Pl, Atlanta, GA, 30332	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64320	TPA	Katherine Ross	1956-08-01	—	—	942 Spring St, Mesa, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123917	ENR	Brandon Reyd	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119204	ENR	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426913	CLM	Susan Morrison	1959-02-28	UHC-92801-47	—	2746 Apache Blvd, Denver, CO, 80252	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137186	ENR	Sean Watson	1938-06-28	UHC-41450-94	6948803628	9535 Grand Ave, Los Angeles, CA, 90051	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114481	ENR	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424212	CLM	Peter V Harris	1990-09-28	UHC-53556-75	—	7620 Highland Ave, Fresno, CA, 93717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105200	ENR	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107238	ENR	Frances Z Bryent	1985-09-19	UHC-76409-62	8812749355	2264 Meadow Ln, Las Vegas, NV, 89121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107526	ENR	Megan P Luna	1944-03-28	UHC-29621-49	6682034810	79 Baseline Rd, Nashville, TN, 37205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103178	ENR	Betty V Hicks	1975-11-21	UHC-76630-64	5922356190	2413 Grand Ave, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404032	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-110388	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138333	ENR	Samuel Allen	1941-06-13	UHC-12876-11	8054020204	6831 Meadow Ln, Houston, TX, 77081	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127532	ENR	Hiroshi Montgomery	—	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
ENR-110890	ENR	Andrea V Watson	1950-09-10	UHC-73165-75	7375795304	8190 Apache Blvd, Plano, TX, 75029	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
TPA-50630	TPA	Jordan Hoffman	1952-05-02	—	—	5062 Desert Sky Blvd, Las Vegas, NV, 89113	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423475	CLM	Walter Hudson	1939-11-17	—	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-20622	PRV	Diane Stone	2000-02-21	—	9333401447	3422 Pine Dr, San Antonio, TX, 78297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407799	CLM	Lisa Berry	1993-11-04	UHC-31792-15	—	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-427989	CLM	Sharon Gilbert	2003-05-14	—	—	1467 Meadow Ln, Glendale, AZ, 85332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57584	TPA	Mark Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-139252	ENR	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425602	CLM	Madison Martin	1960-07-24	UHC-79970-57	—	1902 Camelback Rd, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407495	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124091	ENR	Lawrence I Diaz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406373	CLM	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
TPA-63636	TPA	Willie Holmes	1977-06-04	—	—	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-400116	CLM	Bobby X Silva	1965-06-25	UHC-38822-20	—	2830 Main St, Glendale, AZ, 85360	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 99 of 182Previous Next