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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418040	CLM	Valentnia Martinez	2003-01-05	UHC-82598-56	9819103430	8936 Palm Dr Apt 13, Miami, FL, 33113	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417516	CLM	Denise Oliver	1970-05-03	—	3693422245	7593 Washington St Apt 11, Columbus, OH, 43298	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-426776	CLM	Bradley Weber	1991-06-17	UHC-33663-44	—	6986 Pine Dr Apt 7, Miami, FL, 33102	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411203	CLM	Alexander Evans	1988-09-01	UHC-04922-49	5646217131	1779 Valley View Dr Apt 39, Scottsdale, AZ, 85206	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-408756	CLM	Timothy Long	1946-08-28	UHC-23521-87	—	518 Pine Dr # 585, Minneapolis, MN, 55474	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-411240	CLM	Kathleen West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 477, Glendale, AZ, 85339	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402975	CLM	Philip Le	1983-04-22	—	7534863035	3707 Union St Apt 9, Jacksonville, FL, 32202	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-428293	CLM	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 7, Dallas, TX, 75296	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
CLM-412140	CLM	Ronnald Alexander	1990-01-09	—	5356360269	4525 Union St # 360, Jacksonville, FL, 32229	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
CLM-408667	CLM	Ruth I Fisher	1968-10-20	UHC-47109-24	—	5096 Broadway # 210, Los Angeles, CA, 90091	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431388	CLM	Wayne Howard	1957-01-13	—	—	3649 Ridge Rd Apt 26, Fresno, CA, 93718	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-402451	CLM	Bevverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave Apt 37, San Diego, CA, 92180	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-423593	CLM	Becky T Rodrigueez	1996-06-08	—	4757714074	1058 Lake View Rd # 354, Denver, CO, 80214	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417723	CLM	Diane Meyer	1984-01-08	UHC-37316-71	—	6924 Apache Blvd Apt 37, Las Vegas, NV, 89182	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404850	CLM	Heather McDonald	1947-01-09	—	7114969185	634 Apache Blvd Apt 18, Austin, TX, 78773	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407136	CLM	Laura Stone	1984-10-19	UHC-63188-72	—	5772 Elm St Apt 26, Orlando, FL, 32874	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-408244	CLM	Valentina A Harris	1938-10-17	—	—	2755 Sunset Blvd Apt 19, Glendale, AZ, 85320	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-408243	CLM	Valentina A Harris	1938-10-17	—	—	2755 Sunset Blvd Apt 19, Glendale, AZ, 85320	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-402537	CLM	Elizabeth Gardner	1981-04-12	—	4689284206	7874 Union St # 685, Orlando, FL, 32863	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-416906	CLM	Bobby H Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway Apt 34, Gilbert, AZ, 85238	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421142	CLM	Maria P Fialds	2001-09-12	UHC-86203-67	8792688239	8076 Highland Ave # 213, Seattle, WA, 98195	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423307	CLM	Elizabeth Larson	1955-06-12	UHC-23618-99	—	1128 Indian School Rd # 351, Columbus, OH, 43237	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-413222	CLM	Janice E Weber	1972-01-16	UHC-82132-71	2904625917	4750 Grand Ave Apt 3, Tucson, AZ, 85715	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-419376	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave # 846, Houston, TX, 77050	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-403564	CLM	Martha Turner	1962-05-24	UHC-64123-35	—	4111 Lake View Rd # 476, Minneapolis, MN, 55432	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-415248	CLM	Abigail Q Reed	1986-07-19	UHC-99894-11	5374192280	8479 Spring St Apt 11, Tampa, FL, 33650	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402012	CLM	Natalie Morgan	1939-06-07	—	—	902 Broadway Apt 14, Tucson, AZ, 85721	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-423636	CLM	Olivia Wang	1970-01-19	—	5708720991	5888 Lincoln Way # 449, Gilbert, AZ, 85259	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-404740	CLM	Amanda P Ward	1970-02-23	UHC-44504-28	3816714921	177 Park Pl Apt 30, Columbus, OH, 43278	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420186	CLM	Brenda Clark	1987-12-05	UHC-60924-40	—	4157 Cedar Ln Apt 14, Orlando, FL, 32810	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423340	CLM	Robert Watkins	2001-07-07	—	6409870505	8144 Grand Ave Apt 23, Dallas, TX, 75245	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-413888	CLM	Carol Burton	1984-02-02	UHC-89891-19	—	5385 Broadway # 324, Orlando, FL, 32807	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405538	CLM	Wayne Gutierrez	1982-11-13	UHC-35850-27	—	7979 Park Pl # 198, Miami, FL, 33196	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-405090	CLM	Patrick Patel	2005-02-24	UHC-66429-60	—	3003 Ocean Ave # 285, Scottsdale, AZ, 85295	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417456	CLM	Danielle Mejia	1972-12-12	—	3934232667	5814 Indian School Rd # 361, Charlotte, NC, 28287	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
CLM-432166	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	—	4626 Elm St Apt 20, Eden Prairie, MN, 55339	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-414577	CLM	Elizabeth Ford	1952-04-22	UHC-42418-43	7818621540	137 Elm St Apt 11, Plano, TX, 75085	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-418742	CLM	Ronald Long	1972-07-10	—	—	3301 Oak St Apt 33, Charlotte, NC, 28270	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-402259	CLM	Andrea Gonzales	1995-10-14	—	7945796537	6530 Lake View Rd Apt 32, San Diego, CA, 92149	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-418344	CLM	Carol Kelly	1939-10-17	—	—	1796 Maple Ave # 529, Seattle, WA, 98114	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410289	CLM	Aisha Butler	1971-04-13	—	—	181 Maple Ave # 771, Denver, CO, 80237	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-413893	CLM	Anna Ellis	1967-11-23	UHC-86115-09	8544600979	4372 Lake View Rd # 123, Sacramento, CA, 95841	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-416541	CLM	Virgiia Watkins	1948-06-01	—	9754714819	1208 Forest Ave Apt 37, Scottsdale, AZ, 85294	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425201	CLM	Jean Gonzales	1941-09-26	—	3584757496	6416 Canyon Rd Apt 9, San Antonio, TX, 78277	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-400541	CLM	Santiago Bennett	1988-09-19	UHC-00928-23	—	5393 Palm Dr # 357, San Diego, CA, 92142	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405028	CLM	George Jensen	1941-11-06	UHC-11856-62	5812019278	5394 Forest Ave Apt 11, Plano, TX, 75074	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-431919	CLM	Ann Perez	1993-08-11	UHC-58834-40	—	2559 Baseline Rd # 496, Phoenix, AZ, 85046	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-416376	CLM	Timothy Y Aguilar	1996-11-08	—	5002713314	1629 River Rd Apt 10, Las Vegas, NV, 89123	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-424401	CLM	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave Apt 35, Houston, TX, 77030	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407986	CLM	Jacqueline Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd # 826, Las Vegas, NV, 89128	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared

2,038 rows, page 38 of 41Previous Next