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-402578	CLM	Sofia A Howell	1971-04-14	—	4798965964	9781 Sunset Blvd, Charlotte, NC, 28216	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401508	CLM	Mary Murray	1980-11-05	UHC-26594-26	2116793407	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416955	CLM	Janyce Carpenter	1984-04-20	—	7867775858	2154 Hillcrest Rd, Jacksonville, FL, 32213	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408605	CLM	Robert K Palmer	1968-04-05	UHC-10171-50	6845853843	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420179	CLM	Arthur Espinoza	1991-10-23	—	5154727968	2783 Market St, Gilbert, AZ, 85284	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402776	CLM	Steven Bell	1987-01-22	UHC-72953-34	3185914211	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411684	CLM	Catherrine P Collins	1952-01-23	UHC-00056-21	2254902786	8370 Sunset Blvd, Minneapolis, MN, 55490	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426757	CLM	Karen Y Herrera	1997-06-10	—	2147897640	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400657	CLM	Margaret Foster	1947-04-01	—	8026717844	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415649	CLM	Arthur Arnold	1951-02-27	—	9588546416	7565 Palm Dr, San Diego, CA, 92162	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-425710	CLM	Roger E Ortiz	1980-03-26	UHC-11679-61	5107334364	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428039	CLM	Dan N Vargas	1964-04-22	—	5096385027	2461 Mesa Dr, Chandler, AZ, 85294	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407471	CLM	Edward Morano	1994-11-20	UHC-32630-39	4806532070	1636 Lake View Rd, Gilbert, AZ, 85233	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401044	CLM	Carolyn Collins	2001-07-24	UHC-87961-21	8929038071	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415340	CLM	Margaret Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.92	Name re-cased Phone reformatted Address re-cased Placeholder values cleared
CLM-414316	CLM	Caroln Harrison	1998-09-18	—	5663688369	3144 Indian School Rd, Eden Prairie, MN, 55318	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-428057	CLM	Steven Matthews	1997-12-04	—	9208786189	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404883	CLM	Michael Chapman	1938-11-13	—	9822270990	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416300	CLM	Carol Vazquez	1972-12-27	—	7064339253	5053 Forest Ave, Scottsdale, AZ, 85288	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413611	CLM	Gloria Burke	1981-11-07	UHC-56404-96	3933439367	8287 Valley View Dr, Tucson, AZ, 85728	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-427669	CLM	Jonatahn Flores	1972-09-19	UHC-29582-45	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-418424	CLM	Bnejamin Butler	1954-07-24	UHC-13351-83	7634583309	1068 Willow Ct, Columbus, OH, 43297	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-425160	CLM	Sharon Carroll	1981-09-16	UHC-68191-57	9157792559	1457 Grand Ave, Atlanta, GA, 30323	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414460	CLM	Noah Garrett	1984-06-17	—	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411837	CLM	Sarah Nguyen	2004-01-18	—	8146241762	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409423	CLM	Frances W Yang	1981-05-16	—	6048729139	1650 Forest Ave, Los Angeles, CA, 90069	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418550	CLM	Russell Powell	1939-10-22	—	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413603	CLM	Jason Phillips	1986-08-11	UHC-16875-64	5137629575	6367 Maple Ave, Houston, TX, 77051	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-401756	CLM	Juan Kennedy	1961-01-06	—	7173878753	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401755	CLM	Juan Kennedy	1961-01-06	—	7173878753	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406006	CLM	Adrea Wood	2008-06-21	UHC-17270-65	8656952746	2241 Desert Sky Blvd, Minneapolis, MN, 55405	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-426017	CLM	Albert R Larson	1939-03-03	UHC-99616-93	9705549588	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407331	CLM	Madison Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-430221	CLM	Michael Wallace	1939-06-05	UHC-03061-34	2889408672	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425294	CLM	Roger Carroll	1989-12-15	UHC-02528-79	4793085509	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402288	CLM	Joan Grant	1964-05-26	—	5539565098	4009 Broadway, Tucson, AZ, 85759	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431770	CLM	Jose Q Rodriguez	1970-01-05	—	5206882218	6126 Camelback Rd, Houston, TX, 77074	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430832	CLM	Jesse Kim	1995-01-28	—	5297767730	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400645	CLM	Willie Walsh	1959-01-26	—	2414327954	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431385	CLM	Kimberly K Mills	1955-12-07	UHC-05503-20	8016234112	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423214	CLM	Ana Nunez	2003-12-07	—	9778153177	183 Main St, Orlando, FL, 32840	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421386	CLM	Diane Nguyen	1961-03-10	—	7093352459	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427152	CLM	Grace Davis	2000-05-18	UHC-22284-67	6634670721	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424103	CLM	Edward George	1983-06-17	—	9256549706	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424102	CLM	Edward George	1983-06-17	—	9256549706	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419441	CLM	Pamela Cunningham	1960-12-24	UHC-98605-98	8125987531	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405657	CLM	Ktahryn Powell	2006-11-05	—	4042454702	5946 Desert Sky Blvd, Seattle, WA, 98138	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432492	CLM	Roger Martinez	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln, Phoenix, AZ, 85049	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422684	CLM	Diego Richardson	1943-08-13	—	6045885724	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417587	CLM	Nicole Butler	1997-01-10	UHC-48354-10	5097527225	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 187 of 240Previous Next