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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418320	CLM	Keith Webb	1995-10-16	UHC-92115-80	—	5609 Elm St, Miami, FL, 33185	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-419579	CLM	Ashley Obrien	1950-02-12	—	5396770252	8933 Ocean Ave, Sacramento, CA, 95866	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403417	CLM	Bruce Carr	1996-02-21	UHC-44424-97	—	6700 Hillcrest Rd, Chandler, AZ, 85241	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-412755	CLM	Priya P Spencer	2007-01-27	UHC-46670-64	—	252 Apache Blvd, Houston, TX, 77015	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-419310	CLM	Kathryn Taylor	2001-03-11	UHC-15072-08	—	8668 Lake View Rd, Seattle, WA, 98144	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-400759	CLM	Kenneth Stewart	1995-03-25	—	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-427224	CLM	Ambar Gordon	1998-07-06	—	2805589011	3033 Willow Ct, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419715	CLM	Warran Mason	1940-11-09	UHC-00351-05	—	6653 Meadow Ln, Minneapolis, MN, 55400	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421489	CLM	Philip Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-424800	CLM	Keith Silva	1987-02-11	—	—	3056 Jefferson Ave, Las Vegas, NV, 89160	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-431619	CLM	Evelyn Vargas	1995-06-15	—	—	8105 Church St, Glendale, AZ, 85347	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-425076	CLM	Elijah Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA, 98178	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-421420	CLM	Emly Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-418504	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410606	CLM	Pat Luna	1983-10-03	UHC-87231-07	9599188887	2497 Baseline Rd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430072	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased+2 more
CLM-421087	CLM	Heather Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422326	CLM	Christian Carroll	1962-11-16	UHC-95958-18	—	6351 Canyon Rd, San Antonio, TX, 78291	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402876	CLM	Heather O Lawrence	1964-05-06	UHC-82881-79	—	1794 Elm St, Glendale, AZ, 85376	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-420202	CLM	Alexis A Armstrong	1996-08-18	—	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-418445	CLM	Martha Gonzales	1950-02-07	—	3638174099	8970 Spring St, Sacramento, CA, 95806	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-412239	CLM	Julie I Lewis	1963-03-22	—	—	7632 Church St, Seattle, WA, 98167	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-431817	CLM	Camila Fuller	1989-01-15	UHC-08988-90	6003770152	5726 Church St, Sacramento, CA, 95831	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425181	CLM	Jordan Hall	2007-01-06	UHC-42253-16	2503215315	2292 Pine Dr, Las Vegas, NV, 89103	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415805	CLM	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421712	CLM	Aisha Q Turner	1998-07-10	—	8222576709	764 Forest Ave, Austin, TX, 78764	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421818	CLM	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.76	Name re-cased Date of birth reformatted Phone missing area code Plan code upper-cased+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-405119	CLM	Brenda Elliott	1951-12-23	UHC-91777-26	7898000132	8417 Central Ave, Sacramento, CA, 95835	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431616	CLM	Daniel Hlomes	1953-11-18	UHC-72010-71	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-413060	CLM	Hannah B Simmons	1981-12-04	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-416763	CLM	Aisha Baley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX, 78703	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
CLM-401513	CLM	Kathryn Contreras	1973-06-05	UHC-93092-01	—	1935 Church St, Glendale, AZ, 85310	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-430996	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St, Dallas, TX, 75260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-429883	CLM	Valentina Perry	1958-07-19	—	6945792409	4222 Maple Ave, Nashville, TN, 37234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421789	CLM	Stephen Mills	2006-12-22	UHC-24932-16	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430738	CLM	Roy Daniels	1973-02-08	—	—	7052 Sunset Blvd, Minneapolis, MN, 55454	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-412013	CLM	Samuel Adams	1915-06-02	—	—	1053 Meadow Ln, Los Angeles, CA, 90005	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-430334	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave, Eden Prairie, MN, 55360	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-425673	CLM	Evelyn E Morrison	1945-09-17	—	8256239606	4380 Oak St, Tucson, AZ, 85762	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-403477	CLM	Andrew Little	2004-01-02	UHC-87361-26	—	2488 Forest Ave, Orlando, FL, 32880	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-411919	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-410478	CLM	Marilyn Hill	1991-04-08	UHC-35136-12	—	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-414549	CLM	Diana S Mendez	1997-04-20	UHC-96329-81	—	9376 Pine Dr, Jacksonville, FL, 32260	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-406984	CLM	Natalie C Greene	1994-06-18	UHC-30098-68	4132333035	2081 Apache Blvd, Jacksonville, FL, 32259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-419761	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St, Las Vegas, NV, 89110	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-407679	CLM	Peter Kelly	1981-07-09	UHC-28833-25	—	8295 Mountain View Dr, Las Vegas, NV, 89106	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-417577	CLM	Angela Hamilton	1960-09-08	—	—	1326 Valley View Dr, Houston, TX, 77096	0.78	Email lower-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more

825 rows, page 9 of 17Previous Next