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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431127	CLM	Joshua Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-425347	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426253	CLM	Wliliam O Price	1983-07-02	UHC-84694-30	4482597450	1117 Oak St, Scottsdale, AZ, 85223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412143	CLM	Roy Mills	1949-09-10	UHC-24316-20	5212529707	1396 Union St, Sacramento, CA, 95803	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-425009	CLM	Denny Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423393	CLM	Eric G Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405680	CLM	Lucia Henderson	1978-09-11	UHC-15058-21	9705990017	7600 Ocean Ave, Nashville, TN, 37295	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410681	CLM	Steven G Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-419123	CLM	Soto M Raymond	1970-08-18	—	9364220707	9722 Spring St, Tucson, AZ, 85765	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426293	CLM	Dane C Cox	1947-05-26	UHC-99365-35	7003471417	4429 Harbor Blvd, Phoenix, AZ, 85031	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428395	CLM	George Munoz	1955-12-02	UHC-50698-43	9898772542	5175 Indian School Rd, Atlanta, GA, 30385	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416008	CLM	Bryan Evans	2007-08-25	UHC-42432-78	5099702531	4502 Canyon Rd, Los Angeles, CA, 90094	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409720	CLM	Danielle Torres	2003-09-16	UHC-36695-30	8558324572	4732 Willow Ct, Chandler, AZ, 85293	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422740	CLM	Megan West	1982-11-03	UHC-48579-46	7294529653	1875 Main St, Eden Prairie, MN, 55368	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412782	CLM	Emily Murray	1992-02-20	UHC-96474-99	6767586829	768 Desert Sky Blvd, Denver, CO, 80221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420382	CLM	Emily S Medina	1980-04-06	—	8354051122	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414049	CLM	Andrew Munoz	1978-02-12	—	8285064570	9411 Lincoln Way, Glendale, AZ, 85334	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429472	CLM	Albert Rice	1985-09-04	UHC-57140-31	3474723226	587 Maple Ave, Atlanta, GA, 30378	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424782	CLM	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-423301	CLM	Thomas B Gibson	2007-04-20	UHC-43316-31	8816368275	8914 Elm St, Sacramento, CA, 95879	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419276	CLM	Alice Rojas	1959-09-24	—	7736275600	7541 Meadow Ln, Fresno, CA, 93736	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409618	CLM	Albert Haies	1944-07-03	—	7195431617	7339 Hillcrest Rd, Plano, TX, 75091	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403559	CLM	Paul P Wood	1978-05-20	—	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425870	CLM	Kathy Jacobs	1999-02-07	—	5652288069	2475 Harbor Blvd, Houston, TX, 77074	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413791	CLM	Henry Q Dean	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415184	CLM	Linda Peters	1995-10-05	—	4817357675	4809 Mountain View Dr, Austin, TX, 78738	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423001	CLM	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413068	CLM	Stephen Y Montgomery	1975-11-13	—	5164584594	2336 Church St, Dallas, TX, 75219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429007	CLM	Natalie Walsh	1985-07-07	UHC-23557-47	8265802603	4389 Church St, Phoenix, AZ, 85001	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412087	CLM	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	7531 Forest Ave # 512, Gilbert, AZ, 85232	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-425563	CLM	Henry Talor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd, Tempe, AZ, 85249	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414961	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426793	CLM	Kenneth Washington	1960-10-01	—	8039021488	9528 Desert Sky Blvd, Tucson, AZ, 85758	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426559	CLM	Jesse F Silva	1992-11-10	UHC-15756-10	2389753626	2776 Ridge Rd, San Antonio, TX, 78286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428094	CLM	Melissa Hawkins	1975-06-26	—	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432124	CLM	Madison Carpenter	1997-10-11	UHC-28496-43	5889237039	913 Cedar Ln, Nashville, TN, 37274	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-402082	CLM	Peter Walker	1986-04-18	UHC-17729-51	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403555	CLM	Marilyn Elliott	2008-05-15	—	2128783719	1704 Union St, Atlanta, GA, 30342	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428748	CLM	Brandon Kim	2000-12-22	UHC-16462-10	9656533705	3993 Maple Ave, Plano, TX, 75095	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427656	CLM	Kimberly Medina	2008-12-06	UHC-73287-27	4423149022	9266 Valley View Dr, Tucson, AZ, 85728	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402424	CLM	Margaret Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423200	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407121	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	7555115205	1512 Camelback Rd, Scottsdale, AZ, 85243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428457	CLM	Juditth Castillo	1969-12-01	—	2455505351	7486 Main St, Nashville, TN, 37235	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428456	CLM	Juditth Castillo	1969-12-01	—	2455505351	7486 Main St, Nashville, TN, 37235	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409604	CLM	Ryan O Evans	1975-02-07	UHC-88185-60	6479882680	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412642	CLM	Olivia Sanchez	1947-09-04	—	3455364219	94 Cedar Ln, Atlanta, GA, 30374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412641	CLM	Olivia Sanchez	1947-09-04	—	3455364219	94 Cedar Ln, Atlanta, GA, 30374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432574	CLM	Stephen West	1942-02-06	—	3659807490	1006 Market St, Houston, TX, 77065	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402188	CLM	Thresa Wets	1982-03-22	—	4497337976	8304 Baseline Rd, San Diego, CA, 92131	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 95 of 240Previous Next