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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22952	PRV	Nancy Lynch	1970-02-10	UHC-62977-75	8325056289	1365 Spring St, Denver, CO, 80289	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22951	PRV	Nancy Lynch	1970-02-10	UHC-62977-75	8325056289	1365 Spring St, Denver, CO, 80289	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56695	TPA	Julia Kelly	1974-10-24	—	3745237414	271 Lake View Rd, Las Vegas, NV, 89143	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-112804	ENR	Gabriel I Robinson	1995-10-14	UHC-26692-02	4463885160	4461 Jefferson Ave, Dallas, TX, 75243	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120440	ENR	Marilyn X Salazar	1960-02-23	UHC-70510-93	—	256 Forest Ave, Seattle, WA, 98193	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142612	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142611	ENR	Walter Johnson	2005-07-19	UHC-73620-14	4718833681	6264 Lake View Rd, Houston, TX, 77019	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403400	CLM	Evelyn Kelly	1961-01-06	UHC-87850-47	9224326417	8427 River Rd, Minneapolis, MN, 55446	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133169	ENR	Dot N Patterson	1963-07-14	UHC-01755-52	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417091	CLM	Thompson Mason	1973-11-12	UHC-69452-86	—	3206 Willow Ct, Tucson, AZ, 85745	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420552	CLM	Joyce R Andrews	2003-04-05	—	4118984468	8129 Indian School Rd, Las Vegas, NV, 89139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104466	ENR	Nicole Sanders	1955-06-06	UHC-28472-75	4637728392	329 Jefferson Ave, Columbus, OH, 43218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128115	ENR	Karen L Foster	1992-04-04	UHC-09837-69	6845393615	4572 Grand Ave, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105172	ENR	Shirley W Herrera	1993-02-26	UHC-42017-70	5719728607	8706 Baseline Rd, Fresno, CA, 93701	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107335	ENR	Aaron Cruz	1996-11-03	UHC-79801-51	6938838610	4625 Spring St, Las Vegas, NV, 89151	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63891	TPA	Shirly Jenkins	1973-05-17	UHC-29779-72	—	7004 Washington St, Nashville, TN, 37207	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135970	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135971	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137240	ENR	Raymond Hill	1979-07-20	UHC-45778-72	—	9453 Mountain View Dr, Charlotte, NC, 28263	0.74	Name re-cased SSN last four extracted City re-cased Email lower-cased+3 more
CLM-401268	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401269	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20343	PRV	James Bryant	2000-12-16	—	—	8331 Mesa Dr, Glendale, AZ, 85377	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128602	ENR	Eric Perkins	1970-07-17	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127392	ENR	Hayes G Danielle	2006-05-04	UHC-22143-51	3479819218	2434 Spring St, Las Vegas, NV, 89166	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130060	ENR	Elizabeth G Matthews	1945-02-02	UHC-57771-37	6698393011	2757 Ridge Rd, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117966	ENR	Jonathan Marquez	1967-09-02	UHC-77267-25	2716147183	6239 Canyon Rd, Dallas, TX, 75217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24857	PRV	Janice L Carlson	1973-10-08	—	2506697187	6435 Highland Ave, Fresno, CA, 93784	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29405	PRV	Denise Morales	1952-09-16	UHC-22051-95	—	6636 Meadow Ln, Charlotte, NC, 28220	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126218	ENR	Jacob Rios	2001-09-28	UHC-21344-09	8774382191	1761 Pine Dr, Houston, TX, 77059	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57122	TPA	Jack D Hall	1999-09-13	—	8925450884	5459 Canyon Rd, San Diego, CA, 92191	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22435	PRV	Jason Rice	1973-09-06	—	6978119305	5229 Sage Ct, Gilbert, AZ, 85227	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141720	ENR	Judy Y Banks	1995-10-25	UHC-08571-74	9795987629	6291 Canyon Rd, Tempe, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-117838	ENR	Beverly Gardner	2000-03-01	UHC-49158-04	5062425051	8561 Desert Sky Blvd, Phoenix, AZ, 85002	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114405	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129713	ENR	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61400	TPA	Ray Carlson	2003-12-03	—	—	9151 Church St, Houston, TX, 77059	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429581	CLM	Sophia Johnson	1951-02-24	UHC-85905-54	—	1562 Oak St, Phoenix, AZ, 85009	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414827	CLM	Christina Ortega	1971-07-03	UHC-06273-61	—	2874 River Rd, Tucson, AZ, 85765	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428913	CLM	Cheryl Weaver	1965-09-19	UHC-95983-89	5348404923	5516 Lake View Rd, Miami, FL, 33126	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24126	PRV	Ralph Wang	1957-12-03	UHC-14239-31	9104336575	5835 Washington St, Chandler, AZ, 85295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119586	ENR	Fatima S Soto	1992-08-20	UHC-71122-66	9602023455	8728 Sage Ct, Columbus, OH, 43230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409867	CLM	Keith Simpson	1974-07-14	—	—	5459 Meadow Ln, Las Vegas, NV, 89139	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27578	PRV	Yuki U Perez	1986-01-19	—	6265875624	5798 Elm St, Sacramento, CA, 95846	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-101237	ENR	Sarra T Gardner	2001-06-07	UHC-60628-62	2685497540	3480 Sage Ct, Fresno, CA, 93717	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105414	ENR	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave, Houston, TX, 77030	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-27539	PRV	Omar Valdaz	1961-04-21	—	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20829	PRV	Ben Greene	1994-06-08	—	5836925529	1364 Oak St, Dallas, TX, 75286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26617	PRV	Abigail Soto	1953-03-27	UHC-46807-97	6174447910	3268 Lake View Rd, Mesa, AZ, 85252	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 160 of 357Previous Next