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

Claims, 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-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
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
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
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
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
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
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
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
CLM-418543	CLM	Natalie Alvarado	1990-02-08	UHC-29660-87	—	6392 Palm Dr, San Antonio, TX	0.80	Name re-cased Member ID reformatted ZIP missing Placeholder values cleared
CLM-431449	CLM	Anthony Perkins	1988-06-09	UHC-29134-84	—	5905 Elm St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-400735	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX	0.80	City re-cased ZIP missing Email lower-cased Placeholder values cleared
CLM-408626	CLM	Betty Le	1953-07-25	UHC-26618-68	—	9800 Mesa Dr, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415851	CLM	Sean Olson	1989-11-15	UHC-92464-20	—	9155 Broadway, Dallas, TX	0.80	Member ID reformatted Address re-cased ZIP missing Placeholder values cleared
CLM-420516	CLM	James Wirght	1993-08-27	UHC-88515-11	—	8840 Cedar Ln, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-414268	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-420373	CLM	Natalie Fields	1991-03-02	UHC-40274-76	—	4628 Park Pl, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-409063	CLM	Gloria Murray	1944-07-13	—	—	4605 Cedar Ln, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418872	CLM	Joseph Carpenter	1942-01-28	—	—	874 Main St, Tucson, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-405796	CLM	Jordan Duncan	1993-06-11	—	7863190096	4713 Indian School Rd, Houston, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-407833	CLM	Jonathan Rogers	1950-07-05	UHC-35897-93	2189325429	5750 Broadway, Tampa, FL	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-402494	CLM	Joseph Walsh	1976-07-22	UHC-39423-90	—	2920 Elm St, Plano, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-408600	CLM	Wayne V Ferguson	1969-06-12	UHC-81497-60	7397781136	8019 Broadway, Mesa, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-420473	CLM	Terry Ford	1994-10-01	UHC-24331-17	—	9719 Market St, Dallas, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-415836	CLM	Randy Robertson	1977-01-15	—	—	4391 Baseline Rd, Columbus, OH	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415401	CLM	Scott G Guzman	1989-02-04	UHC-03230-14	—	2262 Cedar Ln, Tampa, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-431694	CLM	Martha Riley	1972-05-20	UHC-50441-12	9826901636	3498 Union St, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-420509	CLM	Arjun White	1970-11-06	UHC-80101-02	3798077877	2820 Washington St, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408430	CLM	Arjun Vega	2004-09-06	—	—	8924 Maple Ave, Nashville, TN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-408706	CLM	Theresa N Porter	1950-09-24	—	7584523962	843 Ridge Rd, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-410587	CLM	Judy U Franklin	1978-09-24	—	—	8374 Mountain View Dr, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-425142	CLM	Gerald Watson	1959-09-14	—	—	9473 Palm Dr, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403686	CLM	Willie Meedina	2006-07-04	UHC-66180-38	9445763540	1180 Broadway, Fresno, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-424784	CLM	Jack Jacobs	1973-08-08	UHC-58485-03	3884737454	2345 Grand Ave, Las Vegas, NV	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-424558	CLM	Kimberly Austin	1982-01-28	UHC-04038-37	—	1515 Maple Ave, Nashville, TN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422389	CLM	Carolyn McCoy	1991-01-07	—	—	3201 Lincoln Way, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422506	CLM	Betty Johnson	1965-01-02	UHC-45539-76	2917665920	3855 Bayshore Dr, Plano, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-403418	CLM	Carr Bruce	1996-02-21	—	6935033122	6700 Hillcrest Rd, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407229	CLM	Bruce Wagner	1982-02-16	—	—	7740 Palm Dr, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427356	CLM	Logan Henderson	1973-03-24	—	—	7798 Meadow Ln, Phoenix, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-400971	CLM	Beverly Gonzales	1996-09-04	—	9725429556	8059 Church St, Minneapolis, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-401006	CLM	Joan Smith	1972-11-20	—	—	248 Oak St, Seattle, WA	0.82	State code upper-cased ZIP missing Placeholder values cleared
CLM-409175	CLM	Barbara Ruiz	1942-03-19	—	—	8554 Ridge Rd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-412289	CLM	Noah Valdez	1989-04-25	—	—	2810 Camelback Rd, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-427585	CLM	William Mitchell	1996-10-02	UHC-36292-35	—	8631 Ridge Rd, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427584	CLM	William Mitchell	1996-10-02	UHC-36292-35	—	8631 Ridge Rd, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407026	CLM	Andrew Woods	1973-11-16	—	—	872 Union St, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417430	CLM	Maria R Jenkins	1941-07-28	—	3763851298	771 Ridge Rd, Denver, CO	0.82	ZIP missing Whitespace trimmed Placeholder values cleared

2,072 rows, page 39 of 42Previous Next