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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423036	CLM	Camila Guuerrero	1977-02-06	UHC-45067-31	—	3791 Ridge Rd, Charlotte, NC, 28218	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420331	CLM	Kyle H Smith	1984-10-21	UHC-47052-61	—	2161 Jefferson Ave, Orlando, FL, 32827	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-407276	CLM	Anna Carr	1965-06-17	UHC-83901-86	—	6692 River Rd, Houston, TX, 77033	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401501	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	7779774847	5497 Main St, Columbus, OH, 43277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407290	CLM	Lisa Bryant	1997-02-06	—	—	5893 Meadow Ln, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407537	CLM	Virginia Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave Apt 37, Mesa, AZ, 85287	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
CLM-426701	CLM	Catherine Dean	1945-09-01	—	—	417 Union St, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403301	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St # 466, Denver, CO, 80248	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-408900	CLM	Alexis A Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-426557	CLM	Janet Chapman	1957-05-01	UHC-92930-87	—	41 Apache Blvd, Miami, FL, 33138	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414151	CLM	Ralph Cole	1964-06-11	UHC-07842-57	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422685	CLM	Diego Richardson	1943-08-13	UHC-07366-97	—	9038 Cedar Ln, San Antonio, TX, 78214	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403459	CLM	Judy Patel	1967-02-01	UHC-05568-99	6736740282	2365 Grand Ave # 289, Tucson, AZ, 85742	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-400492	CLM	Roy Butler	1975-12-16	UHC-98340-50	—	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421944	CLM	Douglas Soto	1984-12-21	—	—	5646 Canyon Rd, Fresno, CA, 93708	0.66	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421635	CLM	Justin Nguyen	1975-03-19	UHC-14195-85	—	9384 Park Pl, San Antonio, TX, 78274	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416317	CLM	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417936	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	—	2501 Mountain View Dr, Sacramento, CA, 95819	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421311	CLM	Lori Montgommery	1983-05-09	UHC-75965-05	4599180335	6858 Market St, Tucson, AZ, 85792	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402352	CLM	Ralph Woods	1967-07-26	UHC-78850-61	—	6887 Spring St, Tampa, FL, 33671	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-402976	CLM	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430929	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	412 Canyon Rd, Los Angeles, CA, 90053	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401913	CLM	Sharon Patterson	1968-01-26	UHC-01025-68	—	7671 Central Ave, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425966	CLM	Arjun Fernandez	1950-04-22	UHC-20619-13	9013075807	3885 Park Pl, Minneapolis, MN, 55436	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-407857	CLM	Ronald Espinoza	1981-09-20	—	—	763 Oak St, Atlanta, GA, 30355	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409081	CLM	Robert Tran	1979-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX, 75008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412633	CLM	Judy Grza	1960-01-16	UHC-43428-27	—	3068 Jefferson Ave, Columbus, OH, 43263	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405877	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	—	2747 Baseline Rd, Los Angeles, CA, 90008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409693	CLM	Christian Woods	1949-11-26	—	4828551573	9237 Main St, Plano, TX, 75076	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421727	CLM	Mason S Garrett	2005-06-06	—	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405591	CLM	Jose Lawrence	1967-12-22	UHC-16741-15	2338899604	4669 Lincoln Way, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407125	CLM	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417473	CLM	Grace Coleman	1983-09-28	UHC-12992-59	7408669557	9679 Meadow Ln, Tucson, AZ, 85711	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-410926	CLM	Rachel Willis	1975-12-03	UHC-19492-19	—	12 Ocean Ave, Charlotte, NC, 28279	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425169	CLM	Bety D Miller	1965-05-22	UHC-10655-76	5808533523	4060 Indian School Rd, Tampa, FL, 33671	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402049	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	—	8645 Apache Blvd, Tempe, AZ, 85210	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403762	CLM	Aliec Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-422261	CLM	Omar C Obiren	1976-06-22	—	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415835	CLM	Kenneth Thompson	1952-02-21	—	—	2624 Central Ave, San Antonio, TX, 78270	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-422794	CLM	Vincent Russell	1998-07-01	UHC-99059-22	—	1656 Maple Ave, Eden Prairie, MN, 55319	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-425384	CLM	Joan Santos	1978-01-04	—	5335437294	9445 Park Pl, Scottsdale, AZ, 85216	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421564	CLM	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407095	CLM	Ahmed Ortiz	1963-02-05	—	—	210 Maple Ave, San Antonio, TX, 78245	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422679	CLM	Kathryn Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St, Houston, TX, 77052	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407386	CLM	Katherine James	2001-09-14	UHC-01774-66	—	6636 Highland Ave, Miami, FL, 33180	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

2,352 rows, page 30 of 48Previous Next