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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405003	CLM	Carl Richards	1941-08-04	—	4354378572	9485 Hillcrest Rd, Phoenix, AZ, 85087	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416907	CLM	Bobby Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway, Gilbert, AZ, 85238	0.64	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
CLM-418475	CLM	Ana A Ward	1990-10-10	—	6384259388	5438 Church St, San Antonio, TX, 78216	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409159	CLM	Evelyn Austin	1953-04-15	UHC-82037-47	6654045053	6261 Church St, Gilbert, AZ, 85299	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408128	CLM	Christian Romero	1957-02-08	—	—	3506 Ridge Rd, Dallas, TX, 75215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429529	CLM	Mei Robertson	1987-02-22	UHC-47647-46	—	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419812	CLM	Margaret G Chavez	1972-11-16	—	9282038691	27 Sage Ct, Seattle, WA, 98131	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419473	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St, Gilbert, AZ, 85227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430357	CLM	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St, Chandler, AZ, 85232	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424262	CLM	Lawrence Carpenter	1948-04-25	—	—	132 Valley View Dr, Columbus, OH, 43281	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428407	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428406	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420542	CLM	Priya Gutierrez	2005-09-07	UHC-28590-73	—	2606 Elm St, Charlotte, NC, 28279	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427963	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415313	CLM	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401191	CLM	Dennis Li	1967-06-16	UHC-05445-31	—	5730 Park Pl, Atlanta, GA, 30346	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427975	CLM	McCoy Abigail	1966-02-08	UHC-03347-22	4149734441	1161 Meadow Ln, Columbus, OH, 43277	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413507	CLM	Scott Fuller	1965-02-05	—	—	7273 Mountain View Dr, Miami, FL, 33115	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-415868	CLM	Noah Burton	1959-02-27	—	—	6852 Meadow Ln, Jacksonville, FL, 32259	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-403151	CLM	Diego K Jones	1981-07-13	—	4194872571	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-408648	CLM	Debra Chavez	1977-11-01	UHC-26552-93	—	1967 Highland Ave, Sacramento, CA, 95831	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412856	CLM	Barbara M Fox	1964-06-23	UHC-19091-69	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402177	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428542	CLM	John O Marshall	2000-04-14	—	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410441	CLM	Amy Yang	2002-08-10	—	4735748930	1529 Market St, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-413969	CLM	Maria Young	1981-05-21	UHC-57966-63	7747603813	4044 Maple Ave, Charlotte, NC, 28215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-429352	CLM	Jeremy Dunn	1989-07-21	—	8174769707	8291 Maple Ave, Houston, TX, 77080	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-429634	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409624	CLM	Bruce Adams	1943-08-25	—	—	1940 Grand Ave, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412307	CLM	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403546	CLM	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405947	CLM	Sharon C Aguilar	1990-09-19	UHC-98678-80	—	4558 Pine Dr, Atlanta, GA, 30358	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431968	CLM	Randy Foster	2000-01-18	—	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408880	CLM	Juna Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-426678	CLM	Batty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416673	CLM	Catheriine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413531	CLM	Brian Parker	1983-03-04	—	4525864470	5116 Ocean Ave, Minneapolis, MN, 55460	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405596	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404186	CLM	Alexis Daivs	1952-08-28	UHC-98113-37	—	3470 Bayshore Dr, Los Angeles, CA, 90016	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-410527	CLM	Joan Wheeler	1996-12-21	—	—	1955 Park Pl, Fresno, CA, 93729	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418286	CLM	Ryan Soto	1994-04-04	UHC-95153-72	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
CLM-428888	CLM	Amber Sandoval	1965-06-05	UHC-51743-96	—	6060 Sunset Blvd, Fresno, CA, 93764	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

2,168 rows, page 20 of 44Previous Next