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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415301	CLM	Amy Lawrence	—	UHC-73297-66	—	2012 Mountain View Dr, Denver, CO, 80247	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400668	CLM	Ashley Jones	1969-09-11	UHC-95558-79	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-410486	CLM	Carrolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421447	CLM	Dylan Lewis	1941-12-03	UHC-60307-39	—	5083 Elm St Apt 37, Scottsdale, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415894	CLM	Diego Lane	1943-06-06	—	—	1277 Baseline Rd, San Diego, CA, 92186	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-424078	CLM	Hannah Bradley	1971-09-11	—	—	3317 Elm St, Houston, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432114	CLM	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-422371	CLM	Jess Q Sanchez	—	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405330	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405331	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429517	CLM	Julia D Luna	1971-02-15	—	—	8584 Main St # 607, Tampa, FL, 33678	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430883	CLM	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN, 55483	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413172	CLM	AliceJunk	1970-09-28	—	9418507322	8729 Park Pl, Houston, TX, 77078	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+2 more
CLM-420148	CLM	Susan Yang	2000-01-13	UHC-21009-42	—	3414 Church St, Jacksonville, FL	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403691	CLM	Gary V Weber	1980-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414140	CLM	Raymond Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-412170	CLM	Elizabeth Young	1979-01-13	UHC-34103-14	—	6703 Sage Ct, Miami, FL, 33133	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428068	CLM	Stephen X Rios	1965-11-22	—	—	1021 Ocean Ave, Charlotte, NC, 28272	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408467	CLM	Judy Payne	1950-01-20	—	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
CLM-427032	CLM	Rebecca Garcia	—	UHC-03053-87	5029387613	3630 Baseline Rd Apt 21, San Diego, CA, 92120	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-415910	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415911	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414881	CLM	Joan Matthews	2006-02-15	—	—	2720 Bayshore Dr, Fresno, CA, 93774	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411854	CLM	Christine Ortiz	1975-01-27	UHC-56393-98	—	9138 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421795	CLM	Andrew Hunt	2008-11-21	UHC-90052-31	—	7960 Meadow Ln, Mesa, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402786	CLM	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417747	CLM	Charles Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave # 714, Minneapolis, MN, 55483	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414661	CLM	Susan Carr	2005-06-19	UHC-11023-15	—	5207 Pine Dr, Las Vegas, NV, 89177	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417885	CLM	Betty Patel	1959-02-07	UHC-54842-23	—	1321 River Rd, Charlotte, NC, 28291	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-430497	CLM	Eric Harris	1989-03-15	UHC-75275-07	—	2516 Ridge Rd, Los Angeles, CA, 90064	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408787	CLM	Jacob D Hoffman	1997-03-25	—	—	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418435	CLM	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422244	CLM	Megan X Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 420, San Antonio, TX, 78243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427748	CLM	Mark Valdez	1980-03-27	—	—	9126 Main St, Orlando, FL, 32880	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-428963	CLM	Lori Johnsson	1990-01-12	—	—	6298 Forest Ave Apt 26, Charlotte, NC, 28251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409698	CLM	Eugene Coleman	1986-01-20	UHC-30788-02	—	9066 Ocean Ave, Austin, TX, 78748	0.52	Name re-cased SSN last four extracted State name converted to code Gender normalised+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403551	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403552	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413832	CLM	Doris Dominguez	2001-12-16	UHC-82608-31	—	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414318	CLM	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421357	CLM	Larry Bradley	2001-01-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425307	CLM	Gloria King	1976-07-02	—	—	932 Ocean Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
CLM-410535	CLM	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422280	CLM	Maria Jones	1981-12-28	—	—	5204 Spring St, Chandler, AZ, 85221	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405784	CLM	Doris L Robertson	1951-03-03	UHC-59682-46	—	1581 Canyon Rd, Houston, TX, 77097	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more

18,771 rows, page 28 of 376Previous Next