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-408951	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106066	ENR	Kathleen B Rogers	1951-05-14	UHC-53818-07	6805356769	6344 Valley View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421525	CLM	Bevery Fox	1990-03-13	UHC-82946-02	4622587225	1338 Park Pl, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111801	ENR	Emily Scott	1987-08-19	UHC-19898-07	9332972501	5675 Oak St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409995	CLM	Jean Williamson	1954-07-12	—	—	5902 Apache Blvd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-139211	ENR	Janice Park	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404255	CLM	Jordan Ross	1975-01-26	—	—	8556 Market St, Eden Prairie, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-423551	CLM	Doris Castillo	1982-09-17	—	—	9025 Highland Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-108916	ENR	Amy Andrews	1968-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-418765	CLM	Tyler Vargas	1980-01-13	—	4346315874	6278 Highland Ave, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54792	TPA	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave # 478, Denver, CO	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-142219	ENR	Richard T Burns	1955-09-02	UHC-96197-03	5407299760	1673 Camelback Rd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-102208	ENR	Anna Williams	1944-12-02	UHC-74905-69	6325720411	9835 Mountain View Dr, Tucson, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142522	ENR	Alan Etrada	1981-01-01	UHC-27147-66	5823011657	7463 Canyon Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50352	TPA	Jennifer Hernandez	1947-08-10	UHC-59786-48	—	6284 Indian School Rd, Chandler, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-120006	ENR	Ahmed Salazar	2001-10-10	UHC-70661-98	—	7568 Washington St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109761	ENR	Elizabeth I Alexander	2005-04-28	UHC-66996-44	6048220394	7990 Spring St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113981	ENR	Peter Q Fox	1989-01-24	UHC-20065-48	9232771914	4747 Oak St # 648, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-104287	ENR	Omar Murray	1960-02-04	UHC-31124-86	9364445295	8437 River Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419898	CLM	Amy Castillo	1947-04-12	—	9766212067	3849 Apache Blvd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50127	TPA	Luis Sims	1995-11-24	—	—	2483 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21355	PRV	Ashley Gordon	1983-11-11	—	5797996732	7103 Spring St Apt 1, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-119256	ENR	Cynthia Chavez	2008-06-17	UHC-42338-82	—	4829 Willow Ct, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54381	TPA	Debra Rojas	1942-07-15	—	—	8068 Meadow Ln, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-26502	PRV	Sean U Tucker	1942-02-27	—	6769874210	4803 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100169	ENR	Keith Morrison	1966-04-02	UHC-22386-70	6607373153	7664 Canyon Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417218	CLM	Edward Gomez	1995-05-03	UHC-65993-61	—	6547 Ridge Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431655	CLM	Ken Sims	1975-11-15	UHC-21958-69	6377579304	4019 Baseline Rd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408978	CLM	Debra Bailey	1956-10-06	UHC-28481-12	6614439082	817 Indian School Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401670	CLM	Ahmed Hart	1960-03-01	UHC-53428-16	—	4445 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113358	ENR	Victoria X White	1948-06-23	UHC-30480-57	2236150248	7135 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429009	CLM	Andrea Powell	1943-09-24	—	—	5969 Sage Ct, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23441	PRV	Samantha T Welch	1970-08-20	UHC-81164-04	4308865183	3081 Jefferson Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134666	ENR	Brittany C Austin	1959-10-16	UHC-20101-22	3278146119	7017 Palm Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26325	PRV	Priya Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60817	TPA	Alexander Silva	1984-08-10	—	—	5783 Pine Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425066	CLM	Danielle Henry	1950-11-16	—	—	863 Ocean Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107097	ENR	Austin F Garcia	1999-04-27	UHC-82997-98	3653519007	987 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102006	ENR	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410495	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-143039	ENR	Janice J Myers	1946-05-18	UHC-59107-05	8392319057	2446 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429667	CLM	Christine R Snyder	1993-04-25	UHC-52575-45	3894015876	5818 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-429045	CLM	Kyle Howell	1986-12-25	—	3252676589	274 Highland Ave, Miami, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-123221	ENR	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-422258	CLM	Albert Sanders	1976-05-06	—	—	5471 Camelback Rd, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61450	TPA	Jonathan Rivera	1953-04-10	—	5869724641	8587 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27505	PRV	Andrew A Harper	1980-05-08	UHC-99041-25	9468199420	5722 Lincoln Way, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 83 of 143Previous Next