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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423267	CLM	Stephen Lewis	1945-04-19	UHC-79108-37	7083511873	6070 Sage Ct, Scottsdale, AZ, 85260	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407318	CLM	Jason H Fowler	1940-08-26	UHC-57273-87	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411754	CLM	Kimberly Vazquez	1959-02-18	UHC-98212-72	9035527908	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428818	CLM	Christopher Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425024	CLM	Joseph Reid	1953-04-24	UHC-27958-28	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417869	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-406983	CLM	Jeremy Carlson	1989-08-01	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404836	CLM	Carl George	1974-05-12	UHC-54000-76	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-406001	CLM	Wayne Santos	1967-08-04	UHC-74830-37	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408047	CLM	Lisa Johnson	2006-04-28	UHC-80619-85	—	7537 Forest Ave, San Antonio, TX, 78270	0.92	Name re-cased Date of birth reformatted 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-405211	CLM	Maria Gibson	1985-05-25	UHC-55479-43	—	8145 Washington St, Eden Prairie, MN, 55316	0.92	Name re-cased Date of birth reformatted City re-cased 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-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-407741	CLM	Ronald Harrison	2004-05-22	—	—	8077 Maple Ave, Denver, CO, 80267	0.92	Name re-cased Date of birth reformatted Whitespace trimmed 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-414586	CLM	Emily Boyd	1995-12-02	UHC-55648-98	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423405	CLM	Scott Duncan	1997-10-26	—	—	—	0.92	Name re-cased Date of birth 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-404656	CLM	Dennis Stevens	1979-04-03	UHC-46768-91	—	365 Forest Ave, Phoenix, AZ, 85033	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405097	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St, Eden Prairie, MN, 55338	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406683	CLM	John Little	1968-05-02	—	—	—	0.92	Name re-cased Date of birth 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-406961	CLM	Rojas Christine	1958-09-05	UHC-29975-38	—	9123 Spring St, Nashville, TN, 37294	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414696	CLM	Jon Sims	1979-06-09	UHC-98485-42	—	7970 Main St, San Diego, CA, 92138	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415581	CLM	Lori Foster	1993-05-17	UHC-94326-05	—	—	0.92	Name re-cased Date of birth 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-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-432342	CLM	Walter Rice	1977-12-07	UHC-37561-39	6658608479	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427230	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	—	3474 Palm Dr, Tempe, AZ, 85282	0.92	Name re-cased Date of birth reformatted Member ID reformatted 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-429131	CLM	Mary Maldonado	1962-05-10	UHC-19356-27	—	2125 Willow Ct, Nashville, TN, 37207	0.92	Date of birth reformatted City re-cased 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-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-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-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-432667	CLM	Benjamin Olson	1977-02-25	UHC-43567-80	—	3921 Lincoln Way, Jacksonville, FL, 32278	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-406573	CLM	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424808	CLM	Martha Hart	1992-08-09	UHC-75199-01	6112168218	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402176	CLM	Tyler P Austin	1973-02-19	UHC-63014-58	5016668944	3464 Forest Ave, Scottsdale, AZ, 85265	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426044	CLM	Russell Mendoza	1990-07-06	—	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406913	CLM	Priya Barnes	2006-09-24	UHC-69445-73	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400272	CLM	Kenneth Reynolds	1975-11-04	—	—	7968 Lincoln Way, Chandler, AZ, 85220	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
CLM-428975	CLM	Priya Valdez	1962-08-15	UHC-79291-64	—	3451 Willow Ct, Tempe, AZ, 85217	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431543	CLM	Patricia Parker	1956-07-15	—	7607475927	2919 Lake View Rd, Tucson, AZ, 85743	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 162 of 212Previous Next