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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
CLM-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-431186	CLM	Evelyn Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL	0.54	Two-digit birth year City re-cased ZIP missing Gender normalised+1 more
ENR-138415	ENR	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-121121	ENR	Sean Allen	1967-11-11	UHC-74463-68	6972892673	9243 Union St # 273, Seattle, WA	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24013	PRV	Paul Millls	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX	0.54	Two-digit birth year Phone reformatted ZIP missing Gender normalised+1 more
ENR-135503	ENR	Hannah Wallace	1969-01-26	UHC-22335-82	2517309342	693 Union St # 627, San Diego, CA	0.54	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
ENR-117479	ENR	Terry Stephens	1946-12-02	UHC-30868-70	—	156 Indian School Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-122957	ENR	Maria H Baker	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28765	PRV	Ahmed J Singh	—	—	—	8556 Apache Blvd, Plano, TX	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50856	TPA	Tylre Gurrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118847	ENR	Jordan Stone	1989-11-22	UHC-29838-90	—	2253 Sage Ct, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420711	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405176	CLM	Charles G Jenkins	1977-07-28	UHC-72962-24	—	7771 Forest Ave # 660, Fresno, CA	0.54	Date of birth reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-404685	CLM	Pat Castillo	—	UHC-12275-94	8154560222	106 Ridge Rd, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
ENR-130522	ENR	Cynthia F Riley	2005-03-25	UHC-72872-05	8305091922	6028 Pine Dr, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
CLM-418272	CLM	Shirley P Morgan	1997-05-16	—	—	3737 Meadow Ln, Charlotte, NC	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-129554	ENR	Andrew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL	0.54	Name split from “Last, First”SSN last four extracted ZIP missing Email lower-cased+1 more
CLM-430039	CLM	Timothy P George	1941-06-24	UHC-62919-01	2412813785	4259 Valley View Dr, San Diego, CA	0.54	Middle initial moved out of first name State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-64421	TPA	Patrick Jacobs	1952-01-27	—	—	2015 Sage Ct # 158, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100503	ENR	Eric Sims	—	UHC-69655-07	2535772240	4759 Oak St, Tampa, FL	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP missing+1 more
ENR-123004	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101184	ENR	Eric G Hoffman	2007-09-02	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122494	ENR	Russell Q Maatthews	—	UHC-68793-97	9684397875	8711 Union St, San Antonio, TX	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58553	TPA	Barbara Chavez	1984-04-28	—	—	6126 Indian School Rd, San Antonio, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126131	ENR	Carl N Moore	1957-06-26	UHC-52150-95	—	4666 Forest Ave, Minneapolis, MN	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141907	ENR	Justin Hernandez	1939-02-15	UHC-93913-12	6032849871	4617 Willow Ct, Gilbert, AZ	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27677	PRV	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120554	ENR	Anna Ortega	—	UHC-30781-80	8624889639	1899 Elm St, Las Vegas, NV	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-428051	CLM	Ethan Williamson	1984-12-10	—	—	2609 Palm Dr, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104008	ENR	Ruth Black	1963-11-09	UHC-63053-46	2228050783	3100 Washington St, Plano, TX	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140998	ENR	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St Apt 3, Nashville, TN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137581	ENR	Roger C Gomez	2000-11-06	UHC-26333-18	5973257158	3214 Sage Ct, Tempe, AZ	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27140	PRV	Jerry O Jenkins	—	—	—	5012 Broadway, Houston, TX	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
CLM-422296	CLM	Wei Tucker	1979-12-27	—	2356894324	5189 Valley View Dr, Nashville, TN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-117791	ENR	Melissa Whie	2000-05-10	UHC-48799-02	4706417155	8965 Main St, Tempe, AZ	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109765	ENR	Joseph C Kiing	1982-12-04	UHC-46651-11	7038362946	9130 Broadway Apt 37, Jacksonville, FL	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-407991	CLM	Samantha Nunez	—	—	5365474717	3542 Hillcrest Rd Apt 18, Los Angeles, CA	0.54	Date of birth unreadable Phone reformatted Unit split from street ZIP missing+1 more
ENR-121699	ENR	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ	0.54	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-420632	CLM	Beverly Y Pierce	1977-11-04	—	—	1374 Central Ave, Austin, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-108633	ENR	Kayla Lee	1941-02-24	UHC-04196-28	5692392272	2438 Willow Ct Apt 37, Las Vegas, NV	0.54	Phone reformatted Unit split from street State name converted to code ZIP missing+1 more
TPA-50991	TPA	Lauren O Stephens	1994-01-02	UHC-21092-63	—	8542 Valley View Dr, Tempe, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-60845	TPA	Ashley Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
CLM-412318	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-412317	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-133973	ENR	Robert Hill	—	UHC-09753-41	2396511620	1360 Mountain View Dr, San Diego, CA	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-64446	TPA	Sara Butron	1983-02-21	—	—	5709 Sage Ct, San Diego, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 45 of 143Previous Next