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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418752	CLM	Josh Frnklin	1955-05-26	—	—	1169 Park Pl, Tucson, AZ, 85786	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-428403	CLM	Julie Evans	1989-03-18	UHC-83800-79	3147588213	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-432106	CLM	John Cox	1963-09-08	UHC-49641-65	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-420496	CLM	Albert Sanders	1986-02-17	UHC-40942-62	—	3148 Lincoln Way, Columbus, OH, 43258	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-412289	CLM	Noah Valdez	1989-04-25	—	—	2810 Camelback Rd, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-413480	CLM	Carol Gonzalez	1989-12-08	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-427096	CLM	Julia H Kelly	1938-12-28	UHC-69821-83	—	4420 Union St, Tampa, FL, 33662	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-400561	CLM	Madison Brooks	1953-05-18	—	2644865711	4742 Willow Ct, Glendale, AZ, 85362	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-415532	CLM	Laura Ramos	1995-07-22	UHC-35531-48	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-430243	CLM	Wayne Wells	1995-08-28	—	2015292038	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-400518	CLM	Evelyn Rodriguez	1946-12-04	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-407219	CLM	Bobby Wang	1988-10-27	UHC-78541-97	8244797281	8463 Central Ave, Mesa, AZ, 85277	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-405606	CLM	Adam Vasquez	1978-12-15	—	3974287745	1663 Washington St, Houston, TX, 77012	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-407334	CLM	Virginia Weber	1973-04-04	UHC-10635-06	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-400540	CLM	Austin A Broooks	2003-06-19	UHC-83271-97	6733630756	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-416654	CLM	Madison Lee	1972-03-08	UHC-47329-24	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-430507	CLM	Kevin Andrews	1982-03-06	UHC-78632-10	—	7867 Ocean Ave Apt 32, San Diego, CA, 92114	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-430364	CLM	Andrea Ortiz	1980-09-18	UHC-56559-86	—	662 Union St, Tucson, AZ, 85792	0.82	Name re-cased Date of birth reformatted Gender normalised
CLM-407990	CLM	Samantha D Nunez	1990-02-28	—	—	3542 Hillcrest Rd Apt 2, Los Angeles, CA, 90035	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-418271	CLM	Shyrley Morgan	1997-05-16	UHC-26269-59	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-429193	CLM	David Mson	1997-04-19	UHC-37883-73	—	8973 Cedar Ln, Seattle, WA, 98181	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-432372	CLM	Ana Mendoza	1983-03-07	—	—	2702 Lake View Rd, Atlanta, GA, 30307	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413688	CLM	Anthony Palmer	1953-06-21	—	6407435110	867 Elm St, Fresno, CA, 93755	0.82	Name re-cased Phone reformatted Gender normalised
CLM-419135	CLM	Jon McDonald	1975-02-01	UHC-49847-15	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-421444	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	—	4713 Jefferson Ave, Tampa, FL, 33613	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-401007	CLM	Beverly Dominguez	1963-06-01	—	9233500104	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-404048	CLM	Jacqueine Nichols	1956-12-23	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-413078	CLM	Cheryl Ray	1946-11-05	UHC-15687-67	—	2287 Elm St, San Antonio, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-425815	CLM	Thomas Jordan	2002-11-26	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-406738	CLM	Barb Hanson	1966-06-11	—	—	6526 Apache Blvd, Dallas, TX, 75243	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-405655	CLM	Victoria Evans	1994-03-26	—	—	9661 Forest Ave, Houston, TX, 77068	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-422946	CLM	Stephanie Williamson	1949-05-06	UHC-63783-56	—	4702 Central Ave, Austin, TX, 78722	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-400522	CLM	Cheryl Sanchez	1974-11-14	UHC-46229-99	—	3765 Union St, Austin, TX, 78773	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-428668	CLM	Vincent Jordan	1980-03-11	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-414886	CLM	David Ryan	1956-10-15	—	9323401080	5705 Pine Dr, Tempe, AZ, 85247	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-419795	CLM	Patricia Fox	1959-03-21	—	—	2227 Mountain View Dr Apt 15, Phoenix, AZ, 85020	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-430198	CLM	Jennifer Ross	1955-10-05	UHC-16794-05	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-425439	CLM	Charlotte Meyer	1965-07-01	UHC-88643-22	6923729310	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-423784	CLM	Amanda Martinez	1962-06-21	UHC-64839-47	5305175038	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-407891	CLM	Stephen Morrison	1955-04-04	UHC-13609-37	—	8567 Spring St Apt 25, San Diego, CA, 92111	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-420555	CLM	May Howard	1951-01-22	UHC-25750-60	—	8345 Willow Ct, Minneapolis, MN, 55440	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-412771	CLM	Sharon Gomez	1967-02-08	UHC-34933-75	—	5413 Sunset Blvd, Las Vegas, NV, 89177	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-425655	CLM	Jack Kennedy	1955-03-14	UHC-82804-57	—	1930 Valley View Dr, Orlando, FL, 32880	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-425395	CLM	Wayne Bennett	1948-01-25	—	—	4348 Maple Ave Apt 32, Tampa, FL, 33602	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-431553	CLM	Rebecca Payne	1939-03-10	—	—	1740 Union St, Nashville, TN, 37257	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-430213	CLM	Larry Moreon	1959-04-27	UHC-74516-27	—	6676 Oak St, Tempe, AZ, 85271	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-406410	CLM	Angela Marquez	1950-05-12	UHC-98892-42	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-416684	CLM	Danielle Hill	1995-12-09	—	2302029522	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-406586	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	—	8001 River Rd, Los Angeles, CA, 90020	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-427571	CLM	Donald Adams	—	UHC-26650-54	2669549914	—	0.82	Name re-cased Date of birth unreadable Phone reformatted

13,120 rows, page 182 of 263Previous Next