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
TPA-60918	TPA	Hannah Howard	1944-04-28	—	—	2648 River Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26893	PRV	Eugene C Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411711	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109675	ENR	Grace Stevens	1983-08-10	UHC-20290-28	5335072028	2456 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22396	PRV	Helen Austin	2003-09-10	UHC-03615-98	5828197153	9204 Ridge Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-102726	ENR	Patterson K Sharon	1939-10-01	UHC-45516-17	3862309899	7679 Sunset Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24445	PRV	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-110923	ENR	Mrk Silvva	1994-06-25	UHC-12194-34	9606861955	1331 Sunset Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54763	TPA	Sara M Kennedy	2000-01-08	—	8276373717	5858 Elm St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142647	ENR	Lucia J Castilol	1989-12-02	UHC-03398-73	9229647888	413 Ocean Ave, Miami, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
TPA-51702	TPA	Albert Patel	1949-03-17	—	—	7524 Forest Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419697	CLM	Marcus Burke	2007-05-07	UHC-06300-95	—	8892 Meadow Ln, Minneapolis, MN	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403724	CLM	Julie Simmos	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414179	CLM	Ann Lee	1965-09-22	UHC-72493-08	8208983586	4216 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28352	PRV	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-57337	TPA	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414400	CLM	Amanda Olson	1996-07-06	—	—	4130 Hillcrest Rd, Columbus, OH	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-20831	PRV	Tyler Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104778	ENR	Dylan D White	1939-01-15	—	8547426782	7746 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
ENR-133503	ENR	Elijah Wislon	1945-03-07	UHC-92642-82	3272767470	8213 River Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138776	ENR	Russell Z Pierce	2001-08-21	UHC-03471-75	7157825007	5135 Oak St, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129647	ENR	Joan C Castro	1993-08-20	UHC-27151-29	4054368361	6960 Ridge Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24839	PRV	Samantha Graham	1950-02-18	—	3842804243	6339 Mountain View Dr, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426422	CLM	Alan Ryan	1940-06-15	UHC-68642-08	—	5901 Grand Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121670	ENR	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
CLM-405382	CLM	Arjun Bradley	1959-04-16	—	7419573764	1459 Ocean Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-112063	ENR	Bruce P Adams	1942-10-15	UHC-74963-28	—	6011 Main St, Sacramento, CA	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-136745	ENR	Anthony D Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429830	CLM	Brandon Valdez	1941-03-13	UHC-15383-35	7915389560	6227 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
ENR-130885	ENR	Frank K Ruiiz	1947-03-26	UHC-94814-27	4617142767	2396 Lake View Rd, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133080	ENR	Sean Grant	1959-02-13	UHC-23861-67	2429341654	5920 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
ENR-136588	ENR	Wei C Johnson	1980-11-23	UHC-52953-76	8263425733	9776 Forest Ave, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
CLM-424306	CLM	Morrison Wei	1956-07-26	UHC-11160-33	9546831872	5478 Canyon Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137733	ENR	Kyle Delgado	1997-02-18	UHC-21688-31	6677743819	8719 Maple Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27658	PRV	Lucia Alvarado	2005-01-16	—	6465784325	1364 Palm Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131192	ENR	Arjun X Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-101813	ENR	Benjamin B Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125847	ENR	Timothy Pery	2008-05-20	UHC-32260-32	—	7814 Highland Ave, Miami, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141392	ENR	Lisa Castro	1991-01-19	UHC-96067-72	7119064904	11 Elm St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120563	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-120564	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-131928	ENR	Theresa O Henry	1985-10-10	UHC-29850-73	8904373090	1219 Hillcrest Rd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133387	ENR	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,146 rows, page 87 of 143Previous Next