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-405234	CLM	Vicky Hawkins	1973-05-10	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-429843	CLM	Ed Jensen	1969-12-27	UHC-23832-56	—	3215 Indian School Rd, Orlando, FL, 32895	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-423357	CLM	Billy Fisher	—	UHC-80053-21	9354351554	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-422677	CLM	Sophia Foster	1990-08-12	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-411294	CLM	Kathryn B Ross	1980-02-11	—	—	9505 Harbor Blvd, Minneapolis, MN, 55442	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417559	CLM	Joyce Jenkisn	1994-12-27	UHC-89318-82	—	5673 Lincoln Way, Charlotte, NC, 28235	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-423563	CLM	Hannah P Brooks	1959-04-20	UHC-16696-69	8419700136	—	0.82	Name re-cased Phone reformatted SSN last four extracted
CLM-430190	CLM	Julia Carroll	1966-01-08	UHC-78156-75	—	5514 Palm Dr, Minneapolis, MN, 55414	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-424122	CLM	Martha Clark	1990-07-26	UHC-95293-70	—	4252 Washington St, Dallas, TX, 75267	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-419600	CLM	Carolyn Godron	1956-11-16	UHC-62649-12	—	5433 Desert Sky Blvd, Scottsdale, AZ, 85229	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-415378	CLM	Kyle Kennedy	2000-01-04	UHC-54040-20	—	—	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-420569	CLM	Willie Broosk	—	UHC-95252-31	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-430827	CLM	Pamela L Wheeler	1971-02-19	UHC-85700-76	—	8244 Park Pl, Chandler, AZ, 85270	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-405513	CLM	Kathryn Y Lawson	—	UHC-96469-23	4396118559	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-400656	CLM	Paul Jimenez	1977-10-17	UHC-80721-02	—	1194 Pine Dr, Tempe, AZ, 85257	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-432709	CLM	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.82	Name re-cased City re-cased Gender normalised
CLM-430619	CLM	Timothy Simmons	1970-01-17	—	—	1641 Washington St, Glendale, AZ, 85362	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-416584	CLM	Larwence Morgan	—	UHC-20131-53	8245494912	—	0.82	Name re-cased Date of birth unreadable Phone reformatted
CLM-401734	CLM	Kyle K Schultz	1975-10-02	—	—	8865 Baseline Rd, Tempe, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-416419	CLM	Bryan Rogers	1943-10-08	UHC-70108-52	—	6623 Mountain View Dr, Phoenix, AZ, 85082	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-422696	CLM	Arthur Rios	—	UHC-05334-77	4303402335	8018 Elm St, Glendale, AZ, 85335	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-417831	CLM	Jessica Martinez	1992-08-15	UHC-78420-75	2872504621	4361 Forest Ave, Sacramento, CA	0.82	Name re-cased Phone reformatted ZIP missing
CLM-417691	CLM	Sophia Martinez	1950-04-27	—	—	9261 Lake View Rd, Mesa, AZ, 85258	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-430149	CLM	Samantha N Howard	1955-11-11	UHC-54388-27	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-411128	CLM	Nicole Hughes	—	UHC-13273-39	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-408514	CLM	Gary Greene	—	UHC-81078-05	—	1733 River Rd, Houston, TX, 77027	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-424974	CLM	Teeresa Bishop	1961-04-10	UHC-34907-30	6129120926	314 Church St # 391, Tampa, FL, 33601	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-419946	CLM	Bradley D Armstrong	1948-12-15	UHC-69711-57	—	—	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared
CLM-404381	CLM	Joyce Ryan	2008-06-13	UHC-02549-23	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-421948	CLM	Wright James	1956-09-07	UHC-07765-75	—	9023 Ridge Rd, Miami, FL, 33103	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-422644	CLM	Timothy Rois	1974-03-18	UHC-68272-84	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-414639	CLM	Denise Sanchez	1994-11-02	UHC-02390-99	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-400710	CLM	Jacob Obrien	1953-12-07	UHC-35819-35	—	8849 Cedar Ln, San Diego, CA, 92142	0.82	Name re-cased State name converted to code Whitespace trimmed
CLM-415437	CLM	Shirley D Burton	1979-04-27	UHC-79252-08	6028966728	8514 Forest Ave, San Antonio, TX, 78276	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-430369	CLM	Arthur Burns	1985-09-27	UHC-86304-70	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-422691	CLM	Richard Santiago	1986-05-09	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-423837	CLM	Elizabeth Rojas	1978-12-15	UHC-91050-37	—	7251 Apache Blvd, Nashville, TN	0.82	Name re-cased Date of birth reformatted ZIP missing
CLM-419505	CLM	Bobby Gonzalez	2008-12-14	UHC-80059-61	9167829552	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-404940	CLM	Zachary Ortega	1947-11-11	—	—	7811 Washington St, Fresno, CA, 93778	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-405416	CLM	Roger Carroll	1972-03-04	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-423288	CLM	Dick Hansen	1959-10-08	—	—	1174 Broadway, Tucson, AZ, 85768	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-409240	CLM	Brian Contreras	—	UHC-53081-01	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-430661	CLM	Judith C Schultz	1988-10-24	UHC-26690-16	—	1867 Pine Dr, Houston, TX, 77077	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-415593	CLM	Anna Ortega	1998-07-16	—	—	1899 Elm St, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-425846	CLM	Santiago Taylor	2007-05-16	UHC-94292-93	—	8267 Spring St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-401529	CLM	Richard James	1952-10-02	UHC-64647-08	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424796	CLM	Santiago Jacobs	1939-05-15	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-409873	CLM	Diane Johnson	—	UHC-39148-39	—	2253 Broadway, Tucson, AZ, 85745	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-409114	CLM	Wei Nelson	1975-03-28	UHC-64178-30	—	5374 Mesa Dr, Tampa, FL, 33629	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-405485	CLM	Luis Fernandez	1939-03-16	—	—	6230 Camelback Rd, Austin, TX, 78790	0.82	Name re-cased State name converted to code Placeholder values cleared

13,120 rows, page 185 of 263Previous Next