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-420918	CLM	Jacqueline Campbell	1942-06-26	—	—	1998 Broadway, Seattle, WA, 98119	0.80	Name re-cased Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-432649	CLM	Janet Bishop	1990-02-26	UHC-83228-56	—	8197 Park Pl, Denver, CO, 80205	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431380	CLM	Arjun Burton	1938-05-13	UHC-81734-92	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419360	CLM	Ahmed Mendez	1973-10-11	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426193	CLM	Steve Meyar	1960-04-21	—	5296226259	9395 Sage Ct, Jacksonville, FL, 32285	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-418162	CLM	Dorothy Bailey	1964-04-04	—	2396766157	9406 Church St, Plano, TX, 75011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417460	CLM	Izabella Gutierrez	1951-12-15	UHC-20838-77	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408799	CLM	Isabella Watkins	1961-04-24	UHC-33271-44	9135964825	5608 Meadow Ln, Los Angeles, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-405053	CLM	Jonathan Dunn	1982-02-24	UHC-83711-02	—	6904 Forest Ave, Miami, FL, 33149	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416163	CLM	Wayne W Reed	1943-11-23	UHC-90098-34	—	1099 Jefferson Ave, Tucson, AZ, 85792	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407250	CLM	Diana I Cooper	1991-04-11	UHC-73584-46	—	5607 Willow Ct, Houston, TX, 77007	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405519	CLM	Michael Fox	—	UHC-12651-41	3778292601	7268 Highland Ave, Orlando, FL, 32893	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-409358	CLM	Elijah Gray	2003-07-26	UHC-73436-77	6382969891	1329 Elm St, Minneapolis, MN, 55410	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409909	CLM	Jordan O Fowler	1992-07-25	—	—	8318 Mesa Dr, Columbus, OH, 43277	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409321	CLM	Ann Obrien	1945-12-04	—	—	—	0.80	Name split from “Last, First”Name re-cased Whitespace trimmed Placeholder values cleared
CLM-414215	CLM	Helen Griffin	1980-06-25	UHC-02984-29	—	543 Mesa Dr, Houston, TX, 77091	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430683	CLM	Russell Lee	1915-05-07	UHC-01980-83	—	6430 Camelback Rd, Gilbert, AZ, 85258	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414877	CLM	Heather Burton	2006-05-11	UHC-19857-94	—	9594 Maple Ave, Orlando, FL, 32856	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402322	CLM	Laura E Willis	1946-03-19	—	—	3014 Jefferson Ave, San Diego, CA, 92175	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424086	CLM	Carolyn Green	1977-10-04	UHC-59779-76	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412191	CLM	Joshua D Romero	1947-12-22	UHC-88354-80	—	8508 Harbor Blvd, Sacramento, CA, 95878	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424860	CLM	Stephanie Bell	1957-03-11	—	—	2462 Park Pl, Charlotte, NC, 28246	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422184	CLM	Bruce Graham	1960-05-19	UHC-36934-07	—	4108 Highland Ave, Houston, TX, 77019	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431262	CLM	Jake D Parker	1969-11-12	UHC-01644-25	4603785370	3708 Desert Sky Blvd, San Antonio, TX, 78250	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404863	CLM	Mary Flores	1956-07-28	UHC-18073-20	—	3083 Indian School Rd, Las Vegas, NV, 89140	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405602	CLM	Raymond Gardner	1948-01-19	UHC-31863-51	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-425100	CLM	Jacob Riley	1943-04-26	UHC-23169-11	4226796102	1862 Hillcrest Rd, Seattle, WA, 98179	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400749	CLM	Natalie L Jacobs	1957-02-27	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-408890	CLM	Kathryn Bailey	1952-03-04	UHC-55375-25	—	4062 Baseline Rd, Tampa, FL, 33627	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409042	CLM	Robert Yang	1997-08-15	UHC-85622-65	5959409130	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415726	CLM	Ronald Herrera	1980-09-14	UHC-53971-30	6398054413	2219 Canyon Rd, Orlando, FL, 32868	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-408518	CLM	Frank Diaz	1999-04-24	UHC-16569-25	—	7982 Sage Ct, Columbus, OH, 43212	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405163	CLM	Brian Fernandez	1989-07-08	UHC-94270-72	3045218261	7051 Lincoln Way, Orlando, FL, 32888	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-421968	CLM	Jonathan Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-405775	CLM	Eugene Weber	1996-02-13	UHC-24096-95	3455033568	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410766	CLM	Cynthia K Woods	1940-10-04	UHC-56559-15	—	7312 Desert Sky Blvd, Plano, TX, 75044	0.80	Name re-cased Street suffix standardised Address re-cased 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-404401	CLM	Bobby Patterson	1995-06-27	UHC-92890-28	—	2072 Elm St, Nashville, TN, 37269	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
CLM-425706	CLM	Ahmed Watkins	1943-02-12	—	8264652384	439 Apache Blvd, San Antonio, TX, 78285	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406752	CLM	Maria Robinson	1962-12-03	—	—	717 Grand Ave, Columbus, OH, 43281	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413982	CLM	Kayla Watkins	1977-02-06	UHC-05998-73	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422786	CLM	Eric Hunt	1962-09-19	—	—	8930 Union St, Glendale, AZ, 85301	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406114	CLM	Juan Banks	1979-05-19	—	—	7773 Forest Ave, Las Vegas, NV, 89164	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411582	CLM	Samuel Williamson	1960-08-28	UHC-39070-93	—	1245 Sage Ct, Orlando, FL, 32837	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412498	CLM	Adam Gibson	1991-01-08	—	9115456638	7686 Sunset Blvd, Sacramento, CA, 95867	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413451	CLM	Samantha Obrien	1965-02-22	—	—	6785 Oak St, Seattle, WA, 98136	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423545	CLM	Sarah Fuller	1955-02-01	UHC-33174-34	—	3247 Elm St, Austin, TX, 78794	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410350	CLM	Wayne McDonald	—	UHC-20834-44	—	1644 Mesa Dr, Sacramento, CA, 95876	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
CLM-425027	CLM	Jeremy Henderson	1994-12-07	—	—	887 Desert Sky Blvd, Miami, FL, 33164	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430565	CLM	Logan P Greene	1941-01-16	—	—	8341 Market St, Glendale, AZ, 85355	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

13,120 rows, page 169 of 263Previous Next