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-430406	CLM	Michelle Gordon	1967-03-12	—	5074035468	5834 River Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54415	TPA	Priya Aguilar	2000-10-24	—	—	6298 Pine Dr, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401516	CLM	Alice Le	1943-01-22	—	—	845 Bayshore Dr, Charlotte, NC	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-104592	ENR	Richard I Sullivan	1964-08-22	UHC-93331-91	—	6923 Canyon Rd, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53191	TPA	Theresa P Stevens	1954-10-25	—	—	9388 Church St, Eden Prairie, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-127593	ENR	Margaret Dean	2000-06-07	UHC-39451-79	5149611106	2873 Maple Ave, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-23571	PRV	Deborah Gilbert	1966-05-12	—	—	5353 Church St, Minneapolis, MN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-63596	TPA	Wayne Spencr	1999-12-01	—	5534726839	9632 Church St, Houston, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-140228	ENR	Doris K Evans	1982-09-21	UHC-13778-68	3972229245	7374 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424217	CLM	Brandon Guzman	1948-12-09	UHC-75095-65	—	3766 Sunset Blvd, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-142188	ENR	Kelly D Boyyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-129567	ENR	Jeremy Q Black	1970-05-21	UHC-73903-49	2565526560	9616 Indian School Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-429478	CLM	Theresa Rogers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-123730	ENR	Joshua S Chapman	1975-07-02	UHC-13597-78	8886973592	6059 Main St, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107914	ENR	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425472	CLM	Diana I Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57138	TPA	Emily Brown	1943-12-10	—	9408454541	8526 Valley View Dr, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112770	ENR	Jordan Fernandez	2000-11-19	UHC-95912-03	6904787196	9242 Elm St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
TPA-57508	TPA	Cheryl D Thomas	1997-04-20	—	—	8372 Cedar Ln, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
ENR-112767	ENR	Denise F Lopz	1984-03-27	UHC-94618-30	8946613553	5822 Hillcrest Rd, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101542	ENR	Fatima Davis	1997-04-15	UHC-77945-54	9334228741	35 Cedar Ln, Chandler, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-135768	ENR	Jack G Martin	1991-09-05	UHC-42073-29	3932013156	3818 Maple Ave, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
PRV-24207	PRV	Anna D Park	1983-12-27	UHC-82241-54	2906267195	68 Broadway, San Diego, CA	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-418245	CLM	Amy McCoy	1971-10-19	—	6462114900	7151 Broadway, Chandler, AZ	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-104229	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-400142	CLM	Judy C Alvarez	1941-02-13	—	4213352596	2526 Washington St, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104904	ENR	Victoria L Cook	1942-07-17	UHC-92086-06	5406085923	8105 Cedar Ln # 262, Fresno, CA	0.66	Unit split from street ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-411185	CLM	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419165	CLM	Anthony Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-133912	ENR	Ann Lynch	1944-07-26	UHC-38972-50	5167159152	3075 Apache Blvd, Tempe, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-128654	ENR	Brittany Espinoza	1961-06-18	UHC-75123-22	5362164411	6090 Highland Ave, Mesa, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101055	ENR	Debra H Bishop	—	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ	0.66	Date of birth unreadable Phone reformatted State code upper-cased ZIP missing+1 more
ENR-140342	ENR	Danielle L Morales	1995-01-12	UHC-61737-79	2159460820	4345 Willow Ct, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142541	ENR	Ana H Salazar	1955-06-09	UHC-90739-81	6482125253	7470 Willow Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414228	CLM	Jesse Reyes	2006-02-10	—	2722119943	3997 Canyon Rd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123060	ENR	Yuki Parker	1978-11-15	UHC-70943-90	5495991759	6713 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20287	PRV	Kelly Carlson	1957-04-27	—	4959956984	2153 Canyon Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140183	ENR	Elizabeth O Lane	1984-04-14	UHC-82354-43	3724998421	8892 Apache Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-54340	TPA	Mason Gonzalez	1992-03-11	—	—	720 Pine Dr Apt 35, Atlanta, GA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-401003	CLM	Charles Kelly	1969-05-21	—	—	7308 Park Pl, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-62972	TPA	Gloria Howerd	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-114589	ENR	Carol Thomas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd, San Diego, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-416971	CLM	Jose Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115835	ENR	Andrea Weaver	2004-09-02	UHC-37102-61	5337471380	7005 Union St, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126401	ENR	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-404617	CLM	Linda Burton	1988-11-06	UHC-38270-36	—	3172 Baseline Rd, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422110	CLM	Emily Bennett	1981-02-04	—	—	5579 Lake View Rd, Fresno, CA	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-121772	ENR	Timothy Garett	1939-01-02	UHC-82469-73	4395835920	5829 Grand Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415168	CLM	Ana Gutirrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 90 of 143Previous Next