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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424534	CLM	Sofia Evans	1979-10-10	UHC-83218-10	—	6276 Oak St, Seattle, WA, 98170	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-414555	CLM	Brandon Warren	2003-01-11	UHC-89576-83	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-403745	CLM	Jennifer Perez	1948-07-18	UHC-64712-08	3596188177	9158 Highland Ave, Mesa, AZ, 85276	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-420035	CLM	Bobby Butler	2008-11-09	UHC-08110-05	—	7923 Ridge Rd, Fresno, CA	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-419278	CLM	Mason Cunningham	1994-06-09	UHC-61288-67	7495032429	5701 Apache Blvd, San Diego, CA	0.78	Name re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-403362	CLM	Donald Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr # 737, Plano, TX, 75073	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
CLM-409362	CLM	Sophia Morris	2002-02-22	—	—	1447 Broadway, Jacksonville, FL, 32233	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-427252	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	—	—	0.78	Name re-cased SSN last four extracted Email lower-cased Whitespace trimmed+1 more
CLM-416664	CLM	Hannah McDonald	1947-12-15	—	3802124342	6505 Elm St, Tampa, FL, 33608	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-406027	CLM	Douglas Sandoval	2006-06-15	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-419571	CLM	Lisa Diaz	2007-11-27	—	8878155650	8963 Maple Ave, Houston, TX, 77092	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-412287	CLM	Ssan Hansen	—	—	—	8129 Palm Dr, Los Angeles, CA, 90010	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
CLM-430834	CLM	Jesse K Kim	1995-01-28	UHC-52083-96	5297767730	8917 Maple Ave, Phoenix, AZ, 85002	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404269	CLM	Keith Vega	1956-04-11	—	—	5315 Harbor Blvd, Plano, TX, 75099	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-421859	CLM	Judith Murray	2006-08-11	UHC-15847-88	—	235 Main St, Columbus, OH, 43289	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-415258	CLM	Keith Scott	1999-07-09	—	—	9133 Canyon Rd, San Antonio, TX, 78238	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-420442	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420443	CLM	Omar Allen	1997-07-16	UHC-06383-65	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-423516	CLM	Brandon Williamson	1938-07-03	UHC-93009-32	—	3598 Grand Ave, Seattle, WA, 98109	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-412890	CLM	Andrea Harvey	1975-10-09	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-415127	CLM	Karen Turner	1995-07-17	UHC-23665-06	9616543257	6370 Ocean Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
CLM-416487	CLM	Brian Bell	—	UHC-05015-78	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-432119	CLM	Mateo Coleman	1985-03-04	—	4494680986	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-419576	CLM	Jeremy James	2009-03-04	UHC-50115-88	2912027299	5158 Park Pl, Nashville, TN, 37242	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-427416	CLM	Karen Fowler	—	—	4298398474	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
CLM-408504	CLM	Diego Hernendez	1949-07-26	UHC-13282-38	3516935004	8049 Jefferson Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
CLM-415074	CLM	Sarah Carroll	1944-07-24	—	5165400711	2209 Mesa Dr, San Antonio, TX, 78293	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-411523	CLM	Kimberly Berry	1983-04-14	UHC-52540-52	6779848631	8813 Apache Blvd, Mesa, AZ, 85226	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-423778	CLM	Ralph Jackson	1970-11-11	UHC-30546-95	—	6889 Harbor Blvd, Fresno, CA, 93776	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-411871	CLM	Nathan Fox	1968-01-26	UHC-69999-99	—	4909 Mountain View Dr, Fresno, CA, 93763	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-421799	CLM	Jack Ellis	1967-12-18	UHC-60213-77	—	1681 River Rd, Scottsdale, AZ, 85221	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-405350	CLM	Ana Bailey	1989-07-21	—	—	3822 Lincoln Way Apt 9, Houston, TX, 77093	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-406744	CLM	Julia Webb	1990-04-26	UHC-13256-28	—	5812 Oak St, Fresno, CA, 93767	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-426351	CLM	Medina Patrick	1959-01-12	UHC-45150-48	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-429377	CLM	Beverly R Howell	1988-10-22	UHC-53616-93	—	5331 Mesa Dr, Tampa, FL, 33624	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-405242	CLM	Hiroshi PJunk	1975-12-15	UHC-42657-99	5383151912	—	0.80	Phone reformatted Email lower-cased Whitespace trimmed No usable name (quarantined)
CLM-410855	CLM	Katherine Perkins	1982-11-04	—	—	—	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-407302	CLM	Bryan Bradley	1941-10-26	UHC-11645-27	—	8041 Park Pl, Fresno, CA, 93764	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-418251	CLM	Sharon K Mendoza	1971-11-23	UHC-45600-90	7394275559	8627 Willow Ct, Jacksonville, FL, 32294	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-411701	CLM	Carolyn Lane	1983-01-28	UHC-13427-82	—	3133 Meadow Ln, Chandler, AZ, 85266	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-425546	CLM	Theresa Nunez	1992-07-19	UHC-41718-56	6948729574	5585 Harbor Blvd, Tucson, AZ, 85734	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-404054	CLM	Daniel P Palmer	1960-03-08	UHC-52734-93	—	2641 Apache Blvd, Chandler, AZ, 85282	0.80	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-431088	CLM	Diana Dixoon	1999-02-21	UHC-36805-24	—	6630 Washington St, San Antonio, TX, 78246	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
CLM-410648	CLM	Julia Warren	1973-07-24	UHC-47230-50	9782124181	3008 Church St, Minneapolis, MN, 55415	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-410148	CLM	Alexis S Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-410827	CLM	Dorothy Garcia	1949-05-15	UHC-92624-48	—	6761 Sunset Blvd, Denver, CO, 80299	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415846	CLM	Kayla Simmons	1946-05-05	—	—	5269 Ridge Rd, Gilbert, AZ, 85223	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-409694	CLM	Carlos R Chavez	1943-08-28	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425582	CLM	Mark Hernandez	2000-11-13	UHC-59408-49	—	6600 Elm St, Gilbert, AZ, 85256	0.80	Name split from “Last, First”City re-cased Email lower-cased Placeholder values cleared
CLM-427649	CLM	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.80	Date of birth reformatted SSN last four extracted Email lower-cased Placeholder values cleared

989 rows, page 13 of 20Previous Next