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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432181	CLM	Helen Delgado	1973-02-22	UHC-47049-67	4605708794	6734 Grand Ave, Jacksonville, FL, 32219	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418118	CLM	Aisha E Padilla	1998-08-02	—	2194478529	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422388	CLM	Angela Burton	1988-07-08	UHC-28844-31	6036119592	6571 River Rd, Orlando, FL, 32886	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-427110	CLM	Isabella Barnes	1995-09-02	—	2236578131	5646 Elm St, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-404508	CLM	Eugene Edwards	1992-04-08	—	7368954724	4452 River Rd, Seattle, WA, 98112	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416920	CLM	Thomas P Chapman	1967-01-23	UHC-12402-61	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-405428	CLM	Sophia Z Rios	1975-04-07	UHC-48900-43	6338984923	8907 Mountain View Dr, Scottsdale, AZ, 85253	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409829	CLM	Roger K Lewis	1952-04-16	—	9448445964	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421963	CLM	Randy Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427526	CLM	Ann Silva	1967-02-28	—	4397147845	924 Desert Sky Blvd, San Diego, CA, 92117	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416372	CLM	Jeffrey Richardson	2002-02-03	—	5829420586	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414378	CLM	Jason Ortega	1941-09-03	UHC-52395-15	7943648119	8529 Indian School Rd, Seattle, WA, 98166	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-427043	CLM	Brayn Santiago	2003-02-27	UHC-24972-80	3852343249	6211 Highland Ave, Tempe, AZ, 85258	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-431128	CLM	Saarh Hamilton	1963-02-16	—	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
CLM-404008	CLM	Eugene H Young	1983-07-25	UHC-39535-18	2538700296	4495 River Rd, Dallas, TX, 75204	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426623	CLM	Anthony Hunnt	1939-05-02	—	9134485813	7124 Mountain View Dr # 957, Fresno, CA, 93795	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-401858	CLM	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420639	CLM	Daniel McCoy	1940-02-16	—	2686752131	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414799	CLM	Billy Little	2002-08-12	—	4874098197	5327 Canyon Rd, Columbus, OH, 43296	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413703	CLM	Parker Carol	1961-12-22	—	4447488275	8789 Market St, Mesa, AZ, 85216	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423212	CLM	Camila Kelly	—	UHC-20025-62	8273197244	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411257	CLM	Jess Vargas	1971-11-27	—	4374826481	4014 Sunset Blvd, Glendale, AZ, 85329	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431749	CLM	Maria Tran	1982-06-18	—	6316433919	5726 Park Pl # 299, Phoenix, AZ, 85061	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-410233	CLM	James McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-426703	CLM	Jordan Taylor	1974-02-22	UHC-73953-94	2359329202	7853 Market St, Atlanta, GA, 30316	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-400089	CLM	Wei Garza	1973-05-15	—	4935356248	1790 Maple Ave, Seattle, WA, 98131	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407287	CLM	Scott Simmons	1976-01-09	—	8768932158	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-412344	CLM	Frances Harvey	1985-03-28	UHC-53627-10	7026477439	3719 Mesa Dr, Minneapolis, MN, 55414	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-405260	CLM	Frank Padilla	1964-02-14	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN, 55480	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403621	CLM	Kenneth Gomez	1985-03-06	—	9314943332	6290 Hillcrest Rd, Gilbert, AZ, 85261	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-406517	CLM	Ryan Larson	1957-01-25	UHC-84428-67	4176303139	3446 Hillcrest Rd, Tampa, FL, 33622	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
CLM-406386	CLM	Ralph Gutierrez	1950-11-24	—	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-421091	CLM	Sara Gordon	1947-05-25	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-417344	CLM	Ana Mason	1960-05-06	UHC-37551-83	3148898155	4563 Lincoln Way, Eden Prairie, MN, 55381	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-428139	CLM	Logan Young	1946-04-22	UHC-61819-10	2883596938	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415804	CLM	Mary Miller	1975-10-10	—	6649080750	3851 Cedar Ln, Houston, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-409930	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-432198	CLM	Mary Mason	1942-05-25	UHC-32557-02	4494413410	3145 Main St, Fresno, CA, 93784	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415607	CLM	Beverly Q Garza	1973-04-17	UHC-81899-11	5735185683	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428145	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-400621	CLM	Diane Hart	2008-02-04	UHC-90073-96	2598166920	7848 Ridge Rd, Miami, FL, 33159	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-410143	CLM	Bill Contreras	2002-04-08	UHC-63728-04	2025322515	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-430257	CLM	Jean Knight	1961-04-01	UHC-93730-39	9802923709	9744 Jefferson Ave, Fresno, CA, 93744	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416293	CLM	Sandra Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425831	CLM	Ahmed Nichlos	1966-12-09	UHC-99284-49	8124375708	1682 Elm St, Mesa, AZ, 85236	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407795	CLM	Zachary Aguilar	1944-03-27	—	3964151017	6999 Palm Dr, Jacksonville, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407263	CLM	Thomas Tran	1978-11-08	—	2085968364	5079 Camelback Rd, Plano, TX, 75081	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417299	CLM	Lawrence Z Chapman	1975-10-20	UHC-16649-11	8764001961	8191 Washington St, Tampa, FL, 33615	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429757	CLM	Mills James	1982-10-16	UHC-21607-68	4896745749	9312 Broadway, Los Angeles, CA, 90068	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430441	CLM	Gerald Anderson	1999-08-03	—	7809085422	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 151 of 240Previous Next