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-407609	CLM	Richard Q Washington	2006-06-16	—	5408400677	8427 Camelback Rd, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403494	CLM	Maria F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-427087	CLM	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-103886	ENR	Davyd J Turner	2008-02-01	UHC-49519-18	5568214042	6730 Sage Ct, Tampa, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27621	PRV	David Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-100895	ENR	Camila S McCoy	1944-02-20	UHC-14938-40	5676789989	5624 Ridge Rd, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142119	ENR	Brittany I Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
PRV-26552	PRV	Arjun B Palmer	1946-06-25	—	5404493938	6417 Canyon Rd, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415290	CLM	Ryan White	1997-06-15	UHC-97161-39	—	1067 Oak St, Austin, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402803	CLM	Kimberly Rios	1997-05-23	—	—	5559 Harbor Blvd, Mesa, AZ	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
ENR-108088	ENR	Jesse R Hudson	1980-07-05	UHC-11447-56	9543492522	9481 Baseline Rd, San Antonio, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
CLM-414118	CLM	Dennis Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-406898	CLM	Barbara Hanson	1953-04-02	UHC-41769-76	3685367118	4855 Willow Ct, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-142196	ENR	James G Ruiz	1987-07-19	UHC-92430-95	3378820309	1528 Ridge Rd, Mesa, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
CLM-419130	CLM	Albert C Freeman	1967-05-03	—	—	8885 Desert Sky Blvd, Tucson, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-60279	TPA	Jonathan Burke	1994-02-09	—	—	2114 Spring St, Dallas, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26310	PRV	Philip Rodriguez	1939-08-18	—	2717791205	4856 Desert Sky Blvd, Atlanta, GA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64367	TPA	Madison Ramos	2002-07-03	—	—	5080 Bayshore Dr, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-108510	ENR	Carlos Walsh	1986-04-23	UHC-10139-71	5678805850	1398 River Rd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-59457	TPA	Megan Beerry	1943-10-26	—	—	6422 Highland Ave, Sacramento, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429044	CLM	Raymond Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
PRV-21521	PRV	Kevin N Harper	1974-04-01	—	6918473856	8224 Ocean Ave, Charlotte, NC	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-401221	CLM	Brittany K Hawkins	1993-08-16	UHC-72035-60	—	4053 Pine Dr, Charlotte, NC	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-131204	ENR	Martha E Austin	2006-06-13	UHC-68895-88	4326259715	2545 Market St, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-121675	ENR	Gary W Vazquez	1974-01-17	UHC-43078-98	9332571941	9390 Bayshore Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed
ENR-142428	ENR	Ashlley Jimenez	1962-07-28	UHC-11530-22	7228359874	669 Palm Dr, Minneapolis, MN	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-432794	CLM	Stephen Murray	1962-05-26	UHC-92761-01	—	4148 Main St, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-108280	ENR	Philip S Martin	1967-11-27	UHC-03773-94	4875617367	1083 Sage Ct, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-118438	ENR	Jordan Jenkins	1957-12-17	UHC-11742-65	—	4464 Meadow Ln, Nashville, TN	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-418867	CLM	Matthew Nunez	1969-05-13	—	—	7656 Washington St, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-424374	CLM	Maria Bowman	1966-12-13	—	5894314577	6396 Indian School Rd, Eden Prairie, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-25230	PRV	Brittany X Roomero	1966-01-05	—	5289386055	1928 Maple Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-428558	CLM	Natalie Phillips	1986-10-11	—	—	1429 Cedar Ln, Gilbert, AZ	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
ENR-100020	ENR	Mateo S Diaz	1989-01-22	UHC-11556-42	7253302844	9035 Willow Ct, Orlando, FL	0.80	Phone reformatted ZIP missing Email lower-cased Placeholder values cleared
CLM-423076	CLM	Roger Powell	1993-07-07	—	7747432929	7669 Lincoln Way, Eden Prairie, MN	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-427919	CLM	Andrea Olson	1990-04-16	UHC-41097-65	—	4035 Forest Ave, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415779	CLM	Emma Rojas	2008-10-11	UHC-27356-85	6893282164	1920 Spring St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-116277	ENR	Sharon Thomas	1942-09-22	UHC-96128-13	8766802037	3073 Lincoln Way, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
PRV-20909	PRV	Christian N Lawson	1975-02-12	—	6592574429	5942 Baseline Rd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
TPA-54158	TPA	Brandon Jacobs	1962-07-15	—	7329392553	6182 Lincoln Way, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-414057	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave, Miami, FL	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-140783	ENR	Aaron E Loez	1982-01-07	UHC-02700-28	3147731694	6866 Lincoln Way, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
PRV-28378	PRV	Jordan Moore	1991-03-02	UHC-88341-37	8302500727	8323 Union St, Tampa, FL	0.80	Phone reformatted ZIP missing Email lower-cased Placeholder values cleared
ENR-103664	ENR	Ann K Ray	2004-01-20	UHC-98865-91	—	3655 Bayshore Dr, Columbus, OH	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
TPA-56872	TPA	Samantha Coleman	1974-01-06	—	8233136294	8594 Pine Dr, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126637	ENR	Ethan Delgado	1986-12-01	UHC-27329-89	5026213071	5177 Sage Ct, Chandler, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421456	CLM	Bruce Jensen	1965-06-05	UHC-93320-87	4064206829	9140 Oak St, San Diego, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26760	PRV	Peter Johnson	1978-09-24	—	2335824895	1545 Spring St, San Diego, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-105491	ENR	Matthew X Day	1949-03-08	UHC-38394-14	3868458370	4162 Cedar Ln, Tempe, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
TPA-52851	TPA	Ralph Schultz	1980-08-17	—	—	6360 Ridge Rd, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared

7,146 rows, page 133 of 143Previous Next