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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62114	TPA	Scott Mitchell	1975-02-20	—	7735492511	9701 Main St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115344	ENR	Marttha J Ramirez	1997-05-05	UHC-27227-35	—	9690 Valley View Dr, Los Angeles, CA, 90091	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-134420	ENR	Bryan Bradley	1987-05-12	UHC-56034-71	2126093209	5040 Oak St, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-105158	ENR	Mark Z Fox	1993-04-05	UHC-45874-92	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118218	ENR	Nathan Y Ryan	1996-09-17	UHC-40820-53	6078447520	8757 Desert Sky Blvd, Denver, CO, 80273	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21605	PRV	Sara Y Carr	2001-07-14	UHC-62944-73	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-113495	ENR	Ramirez D Nicole	—	UHC-75032-76	6223696412	588 Ridge Rd, Tampa, FL, 33651	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-116339	ENR	Robetr G Perkins	1968-08-21	UHC-94691-18	7489469741	782 Grand Ave, Houston, TX, 77076	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134728	ENR	Gregory Day	1959-02-20	UHC-38456-67	5348763142	195 Meadow Ln, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122528	ENR	Sharon Q Delgado	1991-11-24	UHC-81716-07	7182563747	3990 Central Ave, Plano, TX, 75083	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127464	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave Apt 15, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27855	PRV	Sandra Martin	—	—	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-116258	ENR	Heather X Sims	1986-06-13	UHC-21954-04	7628443339	2595 Elm St, Austin, TX, 78756	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-426497	CLM	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave, Atlanta, GA, 30388	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29490	PRV	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132960	ENR	Cheryl Munoz	1971-07-19	UHC-33442-68	—	2972 Union St, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20716	PRV	Keith M Price	1986-07-18	UHC-04874-92	4895728598	9495 Palm Dr, Austin, TX, 78749	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59392	TPA	Mateo Mendoza	1945-03-28	—	—	3021 Washington St, Columbus, OH	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-420950	CLM	Hioshi Montgomery	1976-04-17	—	—	1778 Ridge Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27379	PRV	Christine V White	1945-10-20	—	6519930768	9707 Bayshore Dr, Gilbert, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420772	CLM	Elijah R Gutierrez	—	UHC-69658-63	2325738974	8582 Washington St, San Antonio, TX, 78262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-54506	TPA	Lawrence Hicks	1954-03-16	—	6608903294	1518 Canyon Rd, Eden Prairie, MN	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-429553	CLM	Anna Harvey	1968-10-09	UHC-53608-54	7775745458	3429 Forest Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429554	CLM	Anna Harvey	1968-10-09	UHC-53608-54	7775745458	3429 Forest Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114446	ENR	Hannah Sandoval	2000-09-08	UHC-26476-44	8996970636	9114 Grand Ave, Tucson, AZ, 85739	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417257	CLM	Carl Robinson	1991-05-20	—	5364521979	1417 Bayshore Dr, Los Angeles, CA, 90056	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419421	CLM	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd, Tempe, AZ, 85271	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56534	TPA	Jeremy Mejia	1951-09-14	—	4168711896	7721 Camelback Rd Apt 34, Las Vegas, NV, 89187	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-427317	CLM	Larry Lee	2005-12-19	UHC-32257-04	—	3908 Canyon Rd, Nashville, TN	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-58616	TPA	Bryan Bradley	1954-07-16	—	4169693117	9053 Maple Ave, Tempe, AZ, 85288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431733	CLM	Henry Lopez	1968-10-24	UHC-84906-58	2183561751	1854 Central Ave, Minneapolis, MN, 55471	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131168	ENR	Raymond Torres	2007-03-02	UHC-11215-39	6008236456	6610 Pine Dr, Austin, TX, 78714	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-123104	ENR	Walter J Salazar	1984-12-04	UHC-43435-44	7329258370	150 Desert Sky Blvd Apt 11, Tampa, FL, 33665	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-404092	CLM	Jeremy Richards	1990-07-11	—	5412552374	9885 Union St, Atlanta, GA, 30394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128391	ENR	Jon Murphy	1988-04-25	UHC-59517-51	6044703811	1540 Canyon Rd, Mesa, AZ, 85299	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407081	CLM	Andrew R Fisher	1976-09-27	—	—	6348 Bayshore Dr, Tampa, FL, 33622	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-22180	PRV	Daniel M Garcia	1961-06-10	—	4136142747	7755 Washington St, Mesa, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137359	ENR	Linda Boyd	1993-03-26	UHC-33993-62	9213191642	3073 Highland Ave, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110082	ENR	Valentina A Price	2004-04-24	UHC-82856-79	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-59892	TPA	Helen U Wylliams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135687	ENR	Sophia L Fowler	1954-12-16	UHC-00499-12	2694712046	7348 Broadway Apt 24, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-51897	TPA	Pamela Contreras	1990-04-02	UHC-42414-79	—	8748 Elm St Apt 24, Las Vegas, NV, 89196	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-110992	ENR	Lauren L Russell	1980-03-15	UHC-49356-31	8467332947	502 Hillcrest Rd, Columbus, OH	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

39,996 rows, page 88 of 800Previous Next