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-401018	CLM	Harold Lawson	2007-10-22	UHC-63818-42	—	4766 Bayshore Dr, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420960	CLM	Billy Freeman	—	—	8858555367	765 Highland Ave, Plano, TX	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-55035	TPA	Brenda Tran	1994-10-17	—	—	9506 Lake View Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-115174	ENR	Elizabeth Crawford	2002-07-18	UHC-29391-61	6113531127	6310 Hillcrest Rd, Houston, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
TPA-63717	TPA	Doris Mendez	1997-11-25	—	—	4014 Harbor Blvd, Miami, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126563	ENR	Isabella O Medina	1982-11-22	UHC-04813-60	3446401596	5070 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57283	TPA	Omar Castro	1938-12-18	UHC-52606-73	—	6204 Forest Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400066	CLM	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59326	TPA	Kathleen Santiago	1943-10-11	—	5027555551	3108 Apache Blvd, Las Vegas, NV	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406723	CLM	Kathleen Bailey	1983-04-15	UHC-81568-33	—	6841 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-412092	CLM	Billy Miller	1959-04-28	UHC-85481-64	—	3528 Baseline Rd, Scottsdale, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142098	ENR	Paul D Gutierrez	1949-04-03	UHC-27165-57	—	1811 Mountain View Dr, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-119556	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-127090	ENR	Janet E Lawrence	2006-01-06	UHC-94279-90	6484107286	942 Elm St, Gilbert, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
CLM-423480	CLM	Bradley R Castillo	1952-01-27	UHC-47513-77	—	8189 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-22702	PRV	Nikholas Gomez	1968-02-09	—	4793730345	5772 Mesa Dr, Phoenix, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-413399	CLM	Ethan Cook	2003-03-18	UHC-76119-12	—	9366 Mesa Dr, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131786	ENR	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	397 Camelback Rd, Columbus, OH	0.66	Middle initial moved out of first name Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-431053	CLM	Dean Andrew	1946-06-15	UHC-73405-81	—	1670 Mesa Dr, Tucson, AZ	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-134532	ENR	Austin Wheeler	1970-11-16	UHC-20229-85	8053035525	2847 Main St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-404552	CLM	Frank Green	1974-04-24	UHC-08081-74	—	7013 Desert Sky Blvd, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-429448	CLM	Christina Garcai	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX	0.66	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-127910	ENR	Lawrence N Johnston	1976-02-23	UHC-37929-30	7027196836	4994 Desert Sky Blvd, Tempe, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-140849	ENR	Christian R Powell	2000-03-23	UHC-54654-92	5164287676	3686 Sage Ct, Denver, CO	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410083	CLM	Priya Aguilar	2000-10-24	UHC-54958-14	6652304159	6298 Pine Dr, San Diego, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-114759	ENR	Patricia O Hut	1947-07-11	UHC-73443-84	8033148626	8763 Jefferson Ave, Orlando, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402959	CLM	Karen G White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107637	ENR	Terry James	1977-02-05	UHC-30688-05	8332920171	851 Grand Ave, Denver, CO	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-401223	CLM	Karen Morgan	1965-04-19	UHC-24048-52	—	5824 Highland Ave, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-129789	ENR	Larry O Watson	1945-10-10	UHC-02736-74	—	6529 Baseline Rd, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132933	ENR	Jean W Gonzales	1941-09-26	UHC-86751-24	3584757496	6416 Canyon Rd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53473	TPA	Tyler Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119331	ENR	Gerald D Chavez	1987-08-13	UHC-20714-01	3102757144	6837 Palm Dr, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402112	CLM	Daniel W Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
ENR-118711	ENR	Bradley Gomez	1940-12-06	UHC-66765-56	5428858025	7947 Lincoln Way, Fresno, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-432383	CLM	Nicole Ortega	2004-03-20	UHC-23371-21	—	2244 Maple Ave, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-110559	ENR	Stephen Herrera	1948-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418379	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428630	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128106	ENR	Abigail F Howard	1987-08-19	UHC-10387-25	6637074305	3747 Lincoln Way, Tucson, AZ	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-104324	ENR	Bruce I Schultz	1994-08-09	UHC-54166-74	7342515216	7122 Indian School Rd, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418172	CLM	Rachel Maldonado	1992-09-16	UHC-21658-41	—	7516 Meadow Ln, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-409863	CLM	Terry Hall	2007-01-15	—	—	6584 Harbor Blvd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417710	CLM	Noah James	1957-09-12	UHC-65636-63	—	7565 Meadow Ln, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417711	CLM	Noah James	1957-09-12	UHC-65636-63	—	7565 Meadow Ln, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-136108	ENR	Maria Edwadrs	1980-02-08	UHC-34778-96	9742557684	493 Valley View Dr, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20489	PRV	Lucia Perkins	1968-10-09	UHC-64440-21	6769825008	9799 Washington St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115645	ENR	Mariana Park	2000-05-15	UHC-57556-96	3823530792	491 Sage Ct, Dallas, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131792	ENR	Diane D Dominguez	1946-08-06	UHC-17276-55	9789858984	9605 Union St, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 96 of 143Previous Next