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
CLM-408775	CLM	Gary Jimenez	1976-03-26	—	—	4951 Jefferson Ave, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107244	ENR	Ahmed B Biley	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+1 more
CLM-414394	CLM	Jackkie Spencer	1958-06-24	UHC-18603-59	4972476386	1667 Camelback Rd, Tampa, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-419235	CLM	Elizabeth Dunn	2007-08-01	—	7267037336	9639 Bayshore Dr, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140322	ENR	Janice Salazar	1959-08-16	UHC-85587-62	7125896710	5992 Palm Dr, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62248	TPA	Gabriel Weber	2004-05-01	—	—	3435 Desert Sky Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107521	ENR	John U Silva	1972-07-04	UHC-36781-55	2349309096	8412 Grand Ave, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52372	TPA	Elijah Tran	2008-03-05	—	6005697813	5797 Elm St, San Antonio, TX	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
CLM-410509	CLM	Patrick Gutierrez	1972-12-13	UHC-95777-12	—	8668 Mesa Dr, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141842	ENR	Donna S Graham	1993-02-28	UHC-91668-12	2758664212	9087 Mesa Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138681	ENR	Therresa Roggers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117104	ENR	Michael George	1997-12-10	UHC-99535-98	6969218894	499 Sunset Blvd, Los Angeles, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-102542	ENR	Justin A Myes	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-103240	ENR	Andrea Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-409710	CLM	Denise F Lopez	1984-03-27	UHC-94618-30	—	5822 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-24171	PRV	Christian X Kennedy	1938-09-22	UHC-25677-82	—	4685 River Rd, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-101221	ENR	Kayla Harris	1946-08-10	UHC-45039-62	—	1704 Elm St, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-407194	CLM	Emma Crawford	1984-03-02	—	—	5153 Sage Ct, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-114475	ENR	Helen McCoy	2004-04-17	UHC-96672-11	4133819639	5375 Oak St, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431901	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-431900	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-126544	ENR	Carolyn H Morales	1972-02-18	UHC-88658-70	4075023318	9473 Elm St, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135945	ENR	Rachel Y Li	1938-12-01	UHC-49940-99	—	4340 Sunset Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116756	ENR	Jack W Ryan	1945-08-05	UHC-71446-04	—	4983 Forest Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-411746	CLM	Ashley Perry	1987-02-07	UHC-75552-09	—	3205 Ridge Rd, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-124612	ENR	Paul A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-110024	ENR	Kimberly Bryant	2001-09-27	UHC-41397-22	6588041763	9728 Lincoln Way, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404240	CLM	Martha Romero	1971-12-09	—	4078120453	4012 Broadway, Sacramento, CA	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-108552	ENR	Sarah F Hudson	2007-06-07	UHC-44206-31	3647193643	7942 Spring St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420267	CLM	Billy N Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63720	TPA	Soophia Wang	1950-01-28	—	6203519167	6636 Spring St, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125264	ENR	Benjamin Gomez	2002-07-21	UHC-32991-98	6537998516	5654 Washington St, Dallas, TX	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
CLM-413196	CLM	Susan Matthews	1979-01-19	UHC-95229-19	—	9469 Ocean Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-432675	CLM	Wei Mason	1982-09-01	UHC-68321-28	—	9839 Palm Dr, Seattle, WA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-120636	ENR	Logan Yang	1968-12-06	UHC-63190-60	5575170109	8166 Bayshore Dr, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62149	TPA	Eric I Schmidt	2005-05-04	—	—	311 Meadow Ln, Mesa, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-410246	CLM	Bradley Hall	1978-05-24	—	—	1877 Lincoln Way Apt 39, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-109172	ENR	Jerry Fields	2007-01-11	UHC-44330-22	7962096370	8454 Bayshore Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-134385	ENR	Kimberly Alvarez	1983-06-04	UHC-30677-97	4018222150	6195 Mesa Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-117435	ENR	Aisha Evans	1941-10-02	UHC-28302-37	8344345800	3315 Willow Ct, San Diego, CA	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-116451	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-121354	ENR	Kyle Z Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-127829	ENR	Steven R Pirce	1939-01-16	UHC-78273-41	8064048558	2043 Grand Ave, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408949	CLM	Isabella U Kyng	1952-06-10	UHC-11199-17	—	6375 Desert Sky Blvd, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-424638	CLM	Charles Griffin	2003-10-08	UHC-79368-12	—	6431 Oak St, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112323	ENR	Mei Little	1998-09-16	UHC-10522-71	—	2961 Hillcrest Rd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112342	ENR	Catherine Watson	1938-07-22	UHC-12791-78	3375563347	9743 Ridge Rd, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 95 of 143Previous Next