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-405826	CLM	Rachel Long	1978-01-10	UHC-19067-72	—	1076 River Rd Apt 3, Mesa, AZ, 85298	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411965	CLM	Frances Porter	1962-08-20	—	—	5689 Bayshore Dr, Las Vegas, NV, 89157	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420100	CLM	Dot Greene	1965-11-01	—	8868596637	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412667	CLM	Yuki Hoffman	1940-03-10	UHC-91732-54	—	2368 Harbor Blvd, Las Vegas, NV, 89100	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-425120	CLM	Cynthia McDonald	1972-05-10	UHC-33327-97	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-420045	CLM	Isabella Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427538	CLM	Mei Lane	—	—	—	1515 Valley View Dr, Las Vegas, NV, 89177	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-431893	CLM	Isabella Rose	1991-01-19	UHC-86613-44	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431712	CLM	Nathan Gomez	1963-01-06	UHC-24011-85	3333381642	7774 Broadway, Charlotte, NC, 28237	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400186	CLM	Albert Mills	1969-04-17	UHC-55242-12	—	8048 Mountain View Dr, Tempe, AZ, 85228	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419522	CLM	Peter T Castillo	2007-04-06	—	—	237 Canyon Rd, San Antonio, TX, 78286	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-431445	CLM	Emily Henderson	1966-08-08	UHC-81453-36	—	3328 Church St, San Diego, CA, 92107	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431444	CLM	Emily Henderson	1966-08-08	UHC-81453-36	—	3328 Church St, San Diego, CA, 92107	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410255	CLM	Beverly Robinson	1982-01-25	UHC-05141-71	—	9497 Sage Ct, Scottsdale, AZ, 85224	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-405789	CLM	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405790	CLM	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415722	CLM	Benjamin Harper	1965-07-26	—	—	493 Spring St, Mesa, AZ, 85224	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405707	CLM	Arjun Wallace	1968-07-02	—	2748667907	5833 Mountain View Dr, Glendale, AZ, 85309	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411869	CLM	Judy Gibson	1959-07-16	—	—	8631 Oak St, Gilbert, AZ, 85275	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431514	CLM	Brittany Bennett	1968-01-08	UHC-04004-55	—	6461 Cedar Ln, Nashville, TN, 37212	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419181	CLM	Gloria Ross	1983-08-24	UHC-95778-74	—	4616 Forest Ave, Minneapolis, MN, 55498	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-421603	CLM	Elijah Simpson	1966-08-23	UHC-27833-58	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-411386	CLM	Nathan R Gutierrez	1996-06-12	—	—	4249 Canyon Rd, Orlando, FL, 32837	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425323	CLM	Ana Fernandez	1968-02-05	UHC-14297-96	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425322	CLM	Ana Fernandez	1968-02-05	UHC-14297-96	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403121	CLM	Barbara Welhc	1992-01-26	—	—	475 Sunset Blvd, Minneapolis, MN, 55404	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412812	CLM	Christian T Spencer	1998-03-06	UHC-79262-67	—	2485 Highland Ave, Seattle, WA, 98192	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-404300	CLM	Eugene Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St, Tampa, FL, 33684	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431266	CLM	Priya Fernandez	2007-10-11	—	9449883064	595 Elm St, Atlanta, GA, 30305	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412768	CLM	Susan Cunningham	1972-05-03	UHC-54309-49	—	1351 Baseline Rd, Gilbert, AZ, 85266	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412516	CLM	Edward Gerrero	1995-11-06	—	5228952912	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-423798	CLM	Nancy Price	1998-01-02	UHC-34209-49	3512524864	5191 Palm Dr, San Antonio, TX, 78200	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431929	CLM	Patrick W Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
CLM-420318	CLM	Gary J Tores	1969-09-20	—	—	3162 Elm St, Fresno, CA, 93754	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-421731	CLM	Carlos Obrien	1994-07-22	—	—	5567 Sunset Blvd # 262, Seattle, WA, 98198	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417738	CLM	Gregory Lopez	1942-03-15	UHC-33423-97	2759252106	9239 Market St, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-402868	CLM	Danielle Ruiz	1986-03-25	—	—	754 Park Pl, Las Vegas, NV, 89143	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415776	CLM	Sara Estrada	1989-09-14	UHC-50584-31	8857278051	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428940	CLM	Victoria Nunez	1991-02-24	—	—	5348 Central Ave, Houston, TX, 77087	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408594	CLM	Steven Holmes	1938-02-13	—	6089863242	6670 Washington St, Tempe, AZ, 85245	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed 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-407880	CLM	Scott Santos	1961-03-20	—	—	3753 Pine Dr, Orlando, FL, 32864	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422173	CLM	Lori Robinson	1955-05-14	—	—	1793 Mountain View Dr, Tampa, FL, 33627	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410030	CLM	William Moreno	1992-11-26	—	—	3574 Park Pl, Plano, TX, 75075	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401261	CLM	Nancy Delgado	1969-01-08	UHC-59285-16	—	6958 Park Pl, Orlando, FL, 32816	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412687	CLM	Isabella Wilson	2003-04-02	UHC-32664-98	—	8501 Spring St, San Diego, CA, 92113	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415996	CLM	Larry Mendoza	1972-11-08	—	5943435727	3521 Maple Ave, Charlotte, NC	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402006	CLM	Pat Knight	2007-09-18	UHC-45826-06	—	—	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
CLM-402542	CLM	James Delgado	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-401641	CLM	Juddy Schultz	1971-11-05	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

13,120 rows, page 156 of 263Previous Next