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-410577	CLM	Joyce Morrison	2008-07-04	UHC-87643-47	—	2570 Lake View Rd, Nashville, TN, 37262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401998	CLM	Anna U Shaw	1956-08-26	UHC-44369-31	—	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406640	CLM	Harold Vega	1946-06-06	—	—	9470 Highland Ave, Orlando, FL, 32842	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402517	CLM	Etthan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415186	CLM	Gabriel Taylor	1973-05-24	UHC-69788-78	—	916 Apache Blvd, Eden Prairie, MN, 55345	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403387	CLM	—Junk	1948-06-07	UHC-54129-77	—	5967 Grand Ave, Mesa, AZ, 85206	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-405429	CLM	Betty S Wallace	1952-03-11	—	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-429790	CLM	Nancy Marshall	1961-03-10	UHC-91729-28	—	9776 Main St, Phoenix, AZ, 85073	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422750	CLM	Julie K Banks	—	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413210	CLM	Kathryn O Bradley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423033	CLM	Christne Graham	1955-05-24	UHC-76301-38	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-430936	CLM	Kenneth Garrett	1999-04-11	—	—	4405 Willow Ct, Chandler, AZ, 85277	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407493	CLM	Mateo Pierce	1985-05-01	UHC-17328-37	—	7217 Lincoln Way, Los Angeles, CA, 90012	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425622	CLM	Edward Alvarado	1960-06-18	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-406302	CLM	Joyce Palmer	1980-11-24	UHC-68741-60	—	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403917	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	8276 Desert Sky Blvd, Orlando, FL, 32828	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-431834	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431833	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401457	CLM	Teresa Hill	1990-08-22	—	—	8639 Meadow Ln, Seattle, WA, 98178	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430784	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-419022	CLM	Katherine Aguilar	1951-01-07	—	—	3243 Grand Ave, Las Vegas, NV, 89104	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-406004	CLM	Janice Roberts	1981-08-28	UHC-08282-28	—	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-411954	CLM	Ruth Howard	1974-05-10	—	—	8178 Willow Ct, Nashville, TN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-418187	CLM	Jennifer E Powell	1953-10-20	UHC-96996-81	5716886905	5942 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402473	CLM	Judith Lopez	1978-05-25	—	9455743892	449 Washington St, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-430604	CLM	Elizabeth Lane	1984-04-14	—	3724998421	8892 Apache Blvd # 967, Minneapolis, MN, 55483	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-407972	CLM	Margaret Hughes	1954-04-12	UHC-43067-83	—	9478 Central Ave, Mesa, AZ, 85280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406157	CLM	Beverly Freeman	1963-07-23	UHC-77741-84	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416628	CLM	Diana Gonzales	1968-05-22	—	5178882291	230 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407218	CLM	Bobby Wang	1988-10-27	—	8244797281	8463 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403208	CLM	Paul Holmes	1975-10-09	UHC-92596-05	—	8631 Canyon Rd, Scottsdale, AZ, 85245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404342	CLM	Emily Bell	2008-06-26	UHC-21783-69	—	1694 Harbor Blvd, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427149	CLM	Michael Castilo	1993-10-10	—	—	4631 Sage Ct, Denver, CO, 80276	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-401465	CLM	Barbara Ruiz	1989-09-07	—	—	2288 River Rd, Chandler, AZ, 85237	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422790	CLM	Sharon Garza	—	UHC-74021-28	—	9247 Highland Ave, Columbus, OH, 43298	0.66	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-430141	CLM	Sandra Reynolds	—	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth unreadable Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-406687	CLM	Virginia Hofmfan	1947-09-20	UHC-79617-30	—	4417 Spring St, Plano, TX, 75000	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425492	CLM	Kathleen Jordan	—	UHC-29134-81	4562653540	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-415524	CLM	Philip Garrett	1960-12-03	UHC-23280-93	—	5689 Cedar Ln, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-407567	CLM	Jeremy Munoz	—	UHC-03662-51	8197310687	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-412963	CLM	Amanda Montgomery	1969-03-19	—	—	6520 Harbor Blvd, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410200	CLM	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428744	CLM	William Shaw	1971-12-02	UHC-72752-11	—	5065 Lake View Rd, Los Angeles, CA, 90025	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431987	CLM	Emily Taylor	1946-06-08	UHC-53019-81	—	6234 Elm St, Charlotte, NC, 28238	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 106 of 376Previous Next