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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415975	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	—	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-421366	CLM	Nicholas Jacobs	—	UHC-63369-61	—	3122 Bayshore Dr, Sacramento, CA, 95821	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-424089	CLM	Jack Franklin	1968-02-01	—	2224380255	3069 Mountain View Dr, Tampa, FL, 33640	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-422002	CLM	Sara J Garcia	1995-02-24	—	7497694651	107 Maple Ave, Orlando, FL, 32862	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-404506	CLM	Nathan W Clark	1967-04-01	UHC-59130-67	5022298147	9074 Hillcrest Rd, Denver, CO, 80202	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424783	CLM	Carolyn Price	—	UHC-44884-39	—	524 Broadway, Nashville, TN, 37252	0.52	Date of birth unreadable Address re-cased State name converted to code Gender normalised+2 more
CLM-415213	CLM	Lucia L Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405793	CLM	Walter Mejia	1953-04-24	—	—	2777 Indian School Rd, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429211	CLM	Ronald Henry	—	UHC-15188-94	6573050700	8751 Park Pl, Chandler, AZ	0.52	Date of birth unreadable Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-417721	CLM	Joey V Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-403063	CLM	Angela Franklin	1956-01-13	UHC-82634-27	—	8529 Lake View Rd, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-406396	CLM	Linda U Harvey	1965-12-27	UHC-26634-20	—	8129 Central Ave, Denver, CO, 80279	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412729	CLM	Mateo Flores	1975-04-04	UHC-34251-40	—	486 Highland Ave, Jacksonville, FL, 32249	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419315	CLM	Priya Murray	1978-02-02	UHC-60074-18	—	995 Washington St, Miami, FL, 33156	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-426946	CLM	Vega Ahmed	1953-09-25	UHC-03347-26	9773600860	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419082	CLM	Magaret Parker	1970-03-03	UHC-49124-60	8119125673	2902 Willow Ct, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425297	CLM	Roger Le	1987-12-14	UHC-84334-48	—	9800 Cedar Ln, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418819	CLM	Beverly Martinez	1985-09-20	UHC-52759-66	—	127 Valley View Dr, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410977	CLM	Dennis Hamilton	1990-08-17	UHC-00203-27	—	4256 Ocean Ave, Columbus, OH, 43270	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414672	CLM	Grace E Cole	1972-04-15	—	—	8933 Meadow Ln # 456, Glendale, AZ, 85399	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408845	CLM	Aaron Andrews	—	—	5338795238	6597 Church St, San Diego, CA, 92170	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411817	CLM	Jason Robinson	1978-02-06	—	5295219982	3577 Lake View Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425018	CLM	Alan Ferguson	1942-03-01	—	—	8978 Grand Ave, Eden Prairie, MN, 55362	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424570	CLM	Eugene Nichols	1980-03-11	—	—	1911 Palm Dr, Phoenix, AZ, 85031	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-425246	CLM	Martha Watson	1976-12-23	UHC-66588-79	—	6159 Union St, Eden Prairie, MN, 55365	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417545	CLM	Walter D Moreno	1939-07-01	UHC-84396-39	—	597 Elm St, Denver, CO, 80262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403425	CLM	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct, Seattle, WA, 98114	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425732	CLM	Amber Jordan	1985-02-17	UHC-29175-45	—	1088 Sunset Blvd, Seattle, WA, 98186	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-402877	CLM	Amanda Austin	1998-09-20	—	2236782382	8867 Elm St, Plano, TX, 75075	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429612	CLM	Karen Richardson	1962-12-14	UHC-37708-18	—	1730 Central Ave, Nashville, TN, 37248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411938	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	9683 Grand Ave, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-414365	CLM	Frank C Garrett	1994-06-20	—	—	9348 Mesa Dr, Charlotte, NC	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-405812	CLM	Terry James	1977-02-05	UHC-30688-05	—	851 Grand Ave, Denver, CO	0.52	Two-digit birth year ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-429033	CLM	Isabella McDonald	1965-02-03	UHC-42587-12	—	4192 Willow Ct, Orlando, FL, 32816	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400056	CLM	Samantha Young	1990-04-28	—	3607451738	5157 Harbor Blvd, San Antonio, TX, 78231	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417803	CLM	Cheryl Butler	1972-02-27	—	—	7407 Ocean Ave, Atlanta, GA, 30320	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-416531	CLM	Frances Black	1973-01-08	—	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-401834	CLM	Virginia Vazquez	1995-03-27	UHC-31745-21	—	1472 Willow Ct, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-427605	CLM	Frances Campbell	1992-09-16	UHC-98486-22	4566992135	94 Washington St, Austin, TX, 78717	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413975	CLM	Mary Knight	1939-11-27	UHC-60578-16	—	6718 Valley View Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413789	CLM	Alice Baker	1952-04-16	UHC-01066-48	—	2666 Church St, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-414270	CLM	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-423004	CLM	Julia Schmidt	1983-02-09	—	—	3498 Valley View Dr, Charlotte, NC, 28276	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
CLM-419081	CLM	Margaret Parker	1970-03-03	—	—	2902 Willow Ct, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-430922	CLM	Betty Perez	1997-03-07	UHC-12785-63	—	136 Mesa Dr, Minneapolis, MN, 55470	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430003	CLM	Paul Hernandez	1972-07-11	UHC-62047-51	—	3778 Sage Ct, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432004	CLM	Kevin Mitchell	1962-07-27	UHC-59458-43	—	661 Valley View Dr, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426593	CLM	Amanda Patterson	1977-02-24	UHC-12161-92	—	5482 Desert Sky Blvd # 778, Chandler, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

5,465 rows, page 24 of 110Previous Next