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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403879	CLM	Julie S Morgan	1969-02-27	UHC-84290-64	9759652999	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408883	CLM	Mariana Reynolds	1962-01-23	UHC-70487-07	2965616287	5259 Palm Dr, Phoenix, AZ, 85038	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427651	CLM	Raymond Phillips	1995-01-28	UHC-34319-11	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-414969	CLM	Barbara Palmer	1974-10-15	UHC-58152-86	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406391	CLM	Ann Reid	1989-06-25	UHC-69943-35	—	8701 Hillcrest Rd, Nashville, TN, 37208	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431304	CLM	Amber Mills	1988-04-07	UHC-83923-02	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431305	CLM	Amber Mills	1988-04-07	UHC-83923-02	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406574	CLM	Lucia Vargas	1964-12-27	UHC-14079-98	—	3420 Broadway, Jacksonville, FL, 32252	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-408524	CLM	Gabriel Vazquez	1954-02-21	UHC-21481-63	—	529 Baseline Rd, Austin, TX, 78780	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419270	CLM	Katherine Lucas	1966-07-23	UHC-29115-96	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426542	CLM	Douglas O Harris	1965-08-21	UHC-03403-79	7198537511	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-429006	CLM	Kimberly Morales	1963-06-09	UHC-52189-91	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412046	CLM	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-401283	CLM	Mei Y Wallace	1983-07-04	UHC-65492-93	—	6462 Central Ave, Plano, TX, 75075	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-415087	CLM	Stephanie J Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431741	CLM	Linda White	1948-03-14	UHC-00454-47	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-416199	CLM	Anthony H Rodriguez	2002-10-08	UHC-83511-59	6872400960	1004 Palm Dr, Minneapolis, MN, 55457	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-409855	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-416453	CLM	Mary Alvarado	1938-10-26	UHC-45054-41	—	7921 Mesa Dr, Columbus, OH, 43220	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-426802	CLM	Judy Powell	1950-12-05	UHC-29982-74	—	2374 Forest Ave, Eden Prairie, MN, 55313	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412082	CLM	Willie Price	1976-01-15	UHC-38904-57	5106652657	2918 Highland Ave, San Diego, CA, 92176	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-432771	CLM	Fatima Vargas	2002-01-11	UHC-02626-87	3893628436	1022 Meadow Ln, Los Angeles, CA, 90093	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-427990	CLM	Sharon Gilbert	2003-05-14	UHC-92885-35	—	1467 Meadow Ln, Glendale, AZ, 85332	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-424694	CLM	Bruce Garrett	1994-08-27	UHC-23825-38	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-410129	CLM	Thomas Reid	1998-06-09	UHC-15942-46	—	5700 Broadway, Jacksonville, FL, 32274	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403981	CLM	Vincent Martinez	2006-09-23	UHC-57447-92	9307599104	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-426751	CLM	Sandra Patel	2000-12-07	UHC-42242-89	8219423767	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411138	CLM	Vincent Larson	1988-05-15	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-408680	CLM	Christian O Barnes	1941-11-12	UHC-06628-52	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408596	CLM	Tyler McDonald	1947-11-22	UHC-47574-41	—	2865 Broadway, San Antonio, TX, 78223	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411842	CLM	Patrick Le	2007-07-13	UHC-86550-30	7813629188	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-404920	CLM	Wayne C Young	2003-07-25	UHC-32326-81	9753249945	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-421212	CLM	Steven R Price	1939-01-16	UHC-78273-41	8064048558	2043 Grand Ave, Houston, TX, 77062	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-431811	CLM	Juan Carlson	1973-08-23	UHC-78684-93	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-428557	CLM	Matthew Shaw	1949-05-17	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-420680	CLM	Emma Hunt	1984-02-17	UHC-70237-17	—	3835 Central Ave, Miami, FL, 33161	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-424320	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420617	CLM	Marcus Sims	2001-04-04	UHC-54250-06	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423908	CLM	Ryan Myers	1951-06-28	UHC-22890-68	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413012	CLM	Mary Powell	2007-09-09	UHC-10162-80	—	2667 Indian School Rd, Atlanta, GA, 30336	0.94	Name re-cased Member ID reformatted Whitespace trimmed
CLM-424550	CLM	Keith Vargas	1955-03-05	UHC-17529-71	—	720 Meadow Ln, Seattle, WA, 98111	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-432303	CLM	Yuki Jacobs	1940-04-28	UHC-65496-76	—	4067 Meadow Ln, Dallas, TX, 75282	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-419526	CLM	Charles Mitchell	1951-04-25	UHC-86686-21	—	2614 Jefferson Ave, Mesa, AZ, 85202	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428174	CLM	Denise Hughes	1997-09-03	UHC-60626-12	—	8318 Central Ave, Denver, CO, 80219	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-414219	CLM	Andrew Hicks	1956-02-16	UHC-20492-19	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412619	CLM	Justin B Torres	1963-06-01	UHC-54319-47	—	866 Sage Ct, Minneapolis, MN, 55487	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406439	CLM	Mason Little	1947-02-26	UHC-15343-10	—	840 Market St, Gilbert, AZ, 85204	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-432215	CLM	Patrick Lawrence	1998-01-28	UHC-40638-05	9397940550	3024 Canyon Rd, Minneapolis, MN, 55445	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-406285	CLM	Douglas Hill	1959-03-08	UHC-75025-83	—	2821 Jefferson Ave, Columbus, OH, 43254	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-423419	CLM	Pamela Morgan	1959-07-27	UHC-30625-84	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared

2,293 rows, page 44 of 46Previous Next