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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417252	CLM	Martha A Henderson	2008-10-26	UHC-24638-57	3896377268	6710 Washington St, Minneapolis, MN, 55437	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-407337	CLM	Elijah D Sandoval	1995-08-03	—	—	4630 Market St, Miami, FL, 33145	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-430401	CLM	Ruth Rice	1957-04-09	—	—	8970 Elm St, Columbus, OH, 43234	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-408608	CLM	Timothy Yang	1954-04-02	UHC-70570-53	—	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Member ID reformatted City re-cased State name converted to code Placeholder values cleared
CLM-430076	CLM	Betty Anderson	1953-07-18	UHC-04639-90	3706853205	1802 Palm Dr, Charlotte, NC, 28285	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-406364	CLM	Jordan K Richards	1964-04-15	—	—	4417 Market St, Charlotte, NC, 28204	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-428209	CLM	Kyle Jimenez	1971-03-11	UHC-69540-42	—	5206 Broadway, Chandler, AZ, 85244	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-432235	CLM	Aisha Gardner	1969-09-06	UHC-26182-08	—	8538 Hillcrest Rd, Sacramento, CA, 95884	0.80	Name re-cased Phone missing area code City re-cased Placeholder values cleared
CLM-432495	CLM	Cheryl Gibson	1999-05-15	—	—	6044 Willow Ct, Los Angeles, CA, 90080	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422717	CLM	Pamela Hayes	1964-02-25	UHC-52829-16	—	2372 Elm St, San Diego, CA, 92174	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-423127	CLM	Arthur V Anderson	1982-06-09	—	—	6812 Broadway, Dallas, TX, 75228	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412733	CLM	Eugene Richardson	1956-02-08	UHC-44774-84	—	2383 Camelback Rd, Tucson, AZ, 85770	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-411894	CLM	Mari Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-411893	CLM	Mari Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-400414	CLM	John Gardner	1947-11-06	UHC-45824-49	—	6299 Desert Sky Blvd, Austin, TX, 78722	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-427765	CLM	Anthony Harris	2002-11-20	—	—	6767 Palm Dr, Orlando, FL, 32833	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-427953	CLM	Priya Ward	1993-03-24	—	—	2129 Forest Ave, Eden Prairie, MN, 55347	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422618	CLM	Marilyn Yang	1980-11-06	UHC-97550-38	—	7292 River Rd, Charlotte, NC, 28209	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-404267	CLM	Christina Phillips	1944-10-12	UHC-66533-38	3725798370	5413 Canyon Rd, Scottsdale, AZ, 85230	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
CLM-415411	CLM	Carolyn Schultz	1952-03-12	—	9566257981	5355 Harbor Blvd # 897, San Diego, CA, 92122	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-423850	CLM	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd # 798, Mesa, AZ, 85227	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-419900	CLM	Kathryn Robinson	1968-05-13	—	—	8157 Ridge Rd, Charlotte, NC, 28201	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-412748	CLM	Austin Simpson	1993-02-27	UHC-42582-05	—	3090 Ocean Ave, Los Angeles, CA, 90093	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-404926	CLM	Jonathna McCoy	2006-02-22	—	6152772005	6840 Ridge Rd, Phoenix, AZ, 85056	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-422082	CLM	Sofia Kelly	1946-04-05	UHC-33102-93	9365977430	8132 Elm St, Glendale, AZ, 85320	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
CLM-427609	CLM	Virginia Y Franklin	2004-11-26	UHC-07520-98	—	4438 Valley View Dr, Miami, FL, 33162	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428728	CLM	Heather Gardner	1996-07-12	—	—	3937 Elm St, Denver, CO, 80212	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-422924	CLM	Ahmed Murray	1969-10-08	—	—	8022 Lincoln Way, Atlanta, GA, 30353	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400735	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX	0.80	City re-cased ZIP missing Email lower-cased Placeholder values cleared
CLM-417442	CLM	Alan Romero	1955-03-24	UHC-40574-12	—	6698 Grand Ave, Las Vegas, NV, 89151	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-410398	CLM	Ana Robinson	1955-02-02	UHC-45904-17	4879860691	3989 Indian School Rd, San Diego, CA, 92142	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-410125	CLM	Bruce Watson	—	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.80	Date of birth unreadable City re-cased Whitespace trimmed Placeholder values cleared
CLM-419111	CLM	Jackie Nelson	1956-08-17	—	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-401585	CLM	Wayne B Santiago	1999-03-04	—	—	1288 Highland Ave, Charlotte, NC, 28253	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425504	CLM	Joseph Bradley	2005-11-16	UHC-09212-23	—	7644 Park Pl, Charlotte, NC, 28237	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-424940	CLM	Noah P Allen	1981-06-27	UHC-20780-46	—	2225 Market St # 532, San Diego, CA, 92187	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-423248	CLM	Sophia Lawrencce	1989-05-04	UHC-54923-39	2544280562	2752 Valley View Dr, Charlotte, NC, 28215	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-430620	CLM	Timothy Simmons	1970-01-17	—	—	1641 Washington St, Glendale, AZ, 85362	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-402736	CLM	Steven Ortiz	1954-08-10	—	7704076115	7834 Camelback Rd, Jacksonville, FL, 32224	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-403804	CLM	Maria Cruz	1949-10-22	UHC-56006-43	6458067548	2274 Baseline Rd, Atlanta, GA, 30336	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-407846	CLM	Bobby Dixon	1958-01-25	—	—	2777 Washington St, Dallas, TX, 75278	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
CLM-423598	CLM	Amy Myers	1950-09-21	UHC-78281-86	—	5533 Valley View Dr, Charlotte, NC, 28223	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-415359	CLM	Bobby Gilbert	1980-02-07	—	—	8460 Indian School Rd, San Diego, CA, 92160	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-424814	CLM	Zachary Wright	2006-12-17	UHC-82374-48	—	1489 Broadway, Gilbert, AZ, 85278	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-430158	CLM	Yuki Yang	1977-09-21	UHC-26988-86	—	7745 Broadway, San Diego, CA, 92191	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-418643	CLM	Joe Rodriguez	1980-02-23	UHC-34607-55	—	8483 Desert Sky Blvd, Nashville, TN, 37262	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-410490	CLM	Nathan Haall	1939-08-26	UHC-65209-99	—	7748 Bayshore Dr, Austin, TX, 78735	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-430474	CLM	Hannah Morrison	—	UHC-56979-48	—	3111 Grand Ave, Austin, TX, 78728	0.82	Date of birth missing City re-cased Placeholder values cleared
CLM-414795	CLM	Pamela K Btler	1995-11-10	—	9757403631	8619 Spring St, Miami, FL, 33198	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-402055	CLM	Walter Oretga	1960-11-18	UHC-32319-15	—	3191 Elm St, San Antonio, TX, 78296	0.82	Two-digit birth year City re-cased Placeholder values cleared

5,235 rows, page 86 of 105Previous Next