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-419045	CLM	Fatima J Bryant	1991-08-14	—	—	9517 Lincoln Way, Sacramento, CA, 95858	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-412561	CLM	Anthony Harrison	1983-09-08	UHC-10947-62	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-400675	CLM	Hannah Rice	—	UHC-84078-38	—	—	0.80	Name re-cased Date of birth missing Member ID reformatted Placeholder values cleared
CLM-414875	CLM	Heather H Buton	2006-05-11	UHC-19857-94	2033496757	9594 Maple Ave, Orlando, FL, 32856	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412368	CLM	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-414955	CLM	Alice Peters	1997-11-27	UHC-18612-08	3844692731	8453 Apache Blvd, Plano, TX, 75040	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-430697	CLM	Rachel Wagnner	1981-04-09	UHC-43793-67	4245238136	8428 Indian School Rd, Austin, TX, 78749	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-429927	CLM	Shirley Bowman	2008-11-14	—	—	2368 Spring St, Columbus, OH, 43267	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-401743	CLM	Linda Harper	1977-11-26	UHC-73028-18	—	7545 Lake View Rd, Houston, TX, 77012	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406034	CLM	Maria Chapman	1965-07-03	—	—	3669 Spring St, Minneapolis, MN, 55466	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420418	CLM	Samantha Hawkins	1964-06-19	—	4079348722	3752 Grand Ave, Tempe, AZ, 85247	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425654	CLM	Jacck Kennedy	—	UHC-82804-57	—	1930 Valley View Dr, Orlando, FL, 32880	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-409061	CLM	Willie Stephens	1957-11-02	UHC-37196-32	—	9514 Maple Ave, Mesa, AZ, 85219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-406589	CLM	Mateo Castro	1969-09-04	—	6102596581	9205 Apache Blvd, Phoenix, AZ, 85069	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
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-402333	CLM	Hannah Brooks	1987-10-13	—	—	359 Hillcrest Rd, Miami, FL, 33134	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424657	CLM	Frank Washington	1978-07-08	—	9744335940	1499 Cedar Ln, Denver, CO, 80293	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408643	CLM	Arjun Garza	1948-01-28	UHC-77274-12	3129587510	209 Canyon Rd, Sacramento, CA, 95848	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-406094	CLM	Amber M Valdez	1954-09-28	—	7809788208	7773 Highland Ave, Miami, FL, 33103	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-404839	CLM	Barbara Waaver	2006-11-02	UHC-82682-70	—	9677 Lincoln Way, Fresno, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-403419	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422448	CLM	Jeerry Morrison	2001-04-26	—	5767986753	4585 Ridge Rd, Sacramento, CA, 95859	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400068	CLM	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl, Phoenix, AZ, 85023	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412381	CLM	Donald Willis	1976-01-09	—	—	6554 Lake View Rd, Mesa, AZ, 85222	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413679	CLM	Betty Simmons	1972-11-14	UHC-99046-36	—	797 Maple Ave, San Diego, CA, 92170	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401933	CLM	Kyle Guzman	1996-03-24	UHC-29349-66	—	9740 Valley View Dr, Denver, CO, 80268	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-401932	CLM	Kyle Guzman	1996-03-24	UHC-29349-66	—	9740 Valley View Dr, Denver, CO, 80268	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-410777	CLM	William Estrada	1986-03-23	—	8633448733	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-404351	CLM	Pamela Contrears	1991-04-02	UHC-42414-79	—	8748 Elm St, Las Vegas, NV, 89196	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412530	CLM	Karen Wagner	1995-02-07	UHC-77548-67	—	3199 Market St, Nashville, TN, 37213	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-406269	CLM	Nancy Hoffman	1945-06-23	—	—	1994 Maple Ave, Dallas, TX, 75217	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-424068	CLM	Kathryn Holmes	1939-03-10	UHC-33142-69	—	8055 Desert Sky Blvd, Denver, CO, 80259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420251	CLM	Thomas Berry	1994-08-14	UHC-80771-70	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-425072	CLM	Christian I Wang	1997-10-07	UHC-38656-07	—	5488 Central Ave, Houston, TX, 77015	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
CLM-418297	CLM	Linda A Obrien	1962-06-07	—	3922499740	7746 Palm Dr, Dallas, TX, 75211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-407526	CLM	Deborah X Harvey	—	UHC-95099-55	9614248710	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-401526	CLM	Jean E Bell	2006-05-09	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-429217	CLM	Noah Roberts	2003-05-10	UHC-80842-50	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408618	CLM	Carlos Hunter	1976-06-05	UHC-91559-58	—	3239 Lincoln Way, Fresno, CA, 93738	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-402139	CLM	Bruce B Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-410458	CLM	Rachle R Scott	1953-01-23	—	—	5023 Mesa Dr, Eden Prairie, MN, 55356	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430779	CLM	Rebecca J Jacobs	1971-06-11	UHC-14819-53	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416153	CLM	Nicole Butler	2003-01-13	UHC-66546-83	5716122806	1374 Spring St, Tucson, AZ, 85776	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-429435	CLM	Lucia Rivera	1998-01-04	UHC-37895-73	—	128 Oak St, Minneapolis, MN, 55490	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422356	CLM	Ralh Hernandez	1940-02-12	UHC-51614-38	—	5088 Main St, Gilbert, AZ, 85202	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-404806	CLM	Laura Washington	1981-12-06	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-427973	CLM	Christopher V Obrien	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.80	Name split from “Last, First”Name re-cased Whitespace trimmed Placeholder values cleared
CLM-416767	CLM	Samuel Montgomery	1946-10-24	UHC-58307-57	—	1004 Pine Dr, Sacramento, CA, 95879	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417059	CLM	Charlotte Reid	1997-11-10	UHC-89212-78	—	8889 Main St, Mesa, AZ, 85273	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418879	CLM	Austin Moorris	1975-05-24	UHC-85876-46	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

13,120 rows, page 168 of 263Previous Next