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-119649	ENR	Jessica Cook	2004-07-07	UHC-84109-26	9496370799	2137 Camelback Rd, Glendale, AZ, 85348	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100829	ENR	Gary J Gutierrez	1993-12-06	UHC-65560-71	3813418968	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132837	ENR	Madison X Black	1995-03-09	UHC-35572-95	8075917094	5149 Valley View Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412919	CLM	Donna Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St, Austin, TX, 78737	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56133	TPA	Roy Coleman	1986-11-12	—	—	4485 Pine Dr, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139264	ENR	Priya D Richards	1944-06-12	UHC-68615-53	3636715846	5504 River Rd, Orlando, FL, 32833	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55339	TPA	Jean Hamilton	1965-02-08	—	4167143383	4244 Oak St, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400109	CLM	Priya Griffin	1949-11-04	UHC-95233-69	9116045800	229 Elm St, Atlanta, GA, 30360	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121695	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24443	PRV	Grace Jenkins	1998-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405830	CLM	Barbara Wallace	1984-12-25	UHC-80497-35	7807297947	3506 Willow Ct, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139767	ENR	Helen X Ellis	2008-02-12	UHC-73490-52	6389703302	2899 Broadway, Denver, CO, 80259	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-117009	ENR	Nick V Fuller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-423230	CLM	Judith Hicks	1972-05-26	UHC-95621-67	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25271	PRV	Justin Johnson	1992-03-02	—	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422289	CLM	Danielle Kennedy	1951-09-09	UHC-96120-70	7155947020	3051 Camelback Rd, Tampa, FL, 33601	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137554	ENR	Camila Peters	1965-05-28	UHC-84326-75	2217111069	4941 Mountain View Dr, Sacramento, CA, 95837	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-53120	TPA	Nathan Schultz	1968-02-18	—	—	4204 Highland Ave, Miami, FL, 33144	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122840	ENR	Elizabeth Gibson	—	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-420952	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109305	ENR	Sandra D Guzman	2007-11-26	UHC-35500-64	3963470860	7954 Desert Sky Blvd Apt 10, Houston, TX, 77083	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-56529	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr, San Antonio, TX, 78280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106222	ENR	Daniel O Fernandez	1960-11-15	UHC-20537-71	8793437255	9880 Forest Ave Apt 17, Charlotte, NC, 28257	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137095	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137094	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-140414	ENR	Teresa Chen	1943-11-11	UHC-95941-37	5833252714	2986 Apache Blvd, Houston, TX, 77059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120654	ENR	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107654	ENR	Janet Ryan	2005-05-05	UHC-88654-36	3459233061	7220 Market St, Orlando, FL, 32819	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138674	ENR	Cynthia F Rios	1996-08-17	UHC-75661-44	5575157672	8149 Union St, Miami, FL, 33171	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118648	ENR	Charlotte F Wright	1966-03-23	UHC-07440-61	5456061020	9865 Baseline Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405343	CLM	Valentina Montgomery	1983-04-19	UHC-94649-40	—	9150 Forest Ave, Nashville, TN, 37238	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402504	CLM	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave, Houston, TX, 77048	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413075	CLM	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL, 33138	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421047	CLM	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26374	PRV	Larry Mejia	2008-10-26	—	—	9043 Bayshore Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23393	PRV	Cal C Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26774	PRV	Jose Holmes	1986-06-03	—	2479018921	4808 Meadow Ln, San Diego, CA, 92189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407034	CLM	Eugene Porter	1966-07-22	UHC-60023-22	—	4072 Maple Ave, Nashville, TN, 37291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52405	TPA	Alice Bailey	1988-07-02	UHC-77231-18	—	5898 Forest Ave, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426596	CLM	Judy Robinson	1984-04-18	—	2125819328	1766 Maple Ave, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422302	CLM	Frank A Payne	1995-07-16	UHC-69731-21	—	7646 Washington St, Phoenix, AZ, 85070	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111987	ENR	Satniago McDonald	1991-02-20	UHC-25511-74	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109450	ENR	Sean X Bowman	1957-05-18	UHC-27509-22	5437941543	4985 Canyon Rd, Austin, TX, 78724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54096	TPA	James Hunter	1991-12-20	—	9708788232	1586 Grand Ave, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130914	ENR	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	6795 Church St, Denver, CO, 80222	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22846	PRV	Christine McDonald	1952-09-07	UHC-07777-60	3534773061	1438 Grand Ave, Eden Prairie, MN, 55300	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138251	ENR	Christine A Rios	1942-05-09	UHC-18940-85	4482283647	2798 Jefferson Ave, Nashville, TN, 37216	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426659	CLM	Laura Q Collins	1953-05-24	UHC-74766-94	—	9697 Ridge Rd, Scottsdale, AZ, 85292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 96 of 166Previous Next