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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-402292	CLM	Bruce Fisher	1991-10-14	UHC-07467-66	—	1939 Pine Dr, Charlotte, NC, 28268	0.76	Name re-cased Date of birth 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-421412	CLM	Stephen Jimenez	2006-09-27	—	—	3249 Bayshore Dr, Denver, CO, 80254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424099	CLM	Russell L Barnes	2003-02-11	UHC-56905-68	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-427862	CLM	Keith Simmons	1949-11-16	—	2088982054	4128 Mesa Dr, Miami, FL, 33169	0.76	Name re-cased Date of birth 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-422752	CLM	Steven Chapman	1974-12-12	—	7863778319	7315 Grand Ave, Denver, CO, 80237	0.76	Name re-cased Date of birth 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-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-402860	CLM	Randy Autsin	2002-10-15	UHC-90305-60	—	2466 Palm Dr, Las Vegas, NV, 89182	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-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-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-415729	CLM	Madison Castro	1952-02-01	UHC-96414-21	2234675536	8120 Main St, Jacksonville, FL, 32223	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412040	CLM	Brenda Banks	1954-12-08	UHC-05819-20	—	2233 Broadway, Orlando, FL	0.76	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
CLM-402539	CLM	Frances C Sanders	1995-12-19	UHC-30460-10	—	9272 Meadow Ln, Miami, FL, 33150	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408267	CLM	Jordan Y Richards	1950-09-09	UHC-06514-86	—	327 Main St, Jacksonville, FL, 32256	0.76	Name re-cased Date of birth 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-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-419392	CLM	James Garrett	1971-04-16	—	—	5819 Main St, Miami, FL, 33185	0.76	Name re-cased Date of birth 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-412093	CLM	Miller Billy	1959-04-28	—	—	3528 Baseline Rd, Scottsdale, AZ, 85202	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426846	CLM	Brenda Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402445	CLM	Natalie Howell	1950-03-28	UHC-74422-60	—	5416 Jefferson Ave, Tempe, AZ, 85207	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430623	CLM	Alan K Reynolds	1971-10-19	UHC-75853-19	—	317 Market St, San Antonio, TX, 78258	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409205	CLM	Mariana Clark	1963-08-20	UHC-09124-57	—	3422 Mesa Dr, Tempe, AZ, 85251	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-420739	CLM	Sara Carpenter	1949-10-24	—	—	5046 Mesa Dr, Columbus, OH, 43252	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417454	CLM	Diana Morales	1957-12-27	—	—	7398 Washington St, Los Angeles, CA, 90084	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-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
CLM-409483	CLM	Diego Mason	1942-06-19	UHC-86673-18	2463476114	2375 Sage Ct, Mesa, AZ, 85216	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431993	CLM	Sarah J Long	1993-01-20	—	3153143425	6140 Camelback Rd, Houston, TX, 77063	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411323	CLM	Jean Griffin	2005-09-12	UHC-83368-23	—	4142 Union St, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401128	CLM	Diane Rivera	1978-09-12	UHC-27906-92	2777998084	9882 Valley View Dr, Charlotte, NC, 28222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426486	CLM	Jesse W Freeman	2001-09-26	—	—	3400 Grand Ave, Tucson, AZ, 85753	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419737	CLM	Judy Schmidt	2002-02-05	UHC-10609-39	—	4339 Park Pl, Tempe, AZ, 85233	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419731	CLM	Donna Wong	1967-09-15	UHC-05699-88	—	7147 Mountain View Dr, Glendale, AZ, 85396	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403578	CLM	Nathan Powell	1963-06-17	UHC-19120-70	5462896823	7634 Union St, Mesa, AZ, 85247	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407389	CLM	Barbara Schultz	1951-05-02	—	6532059063	3124 Mountain View Dr, Mesa, AZ, 85230	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406134	CLM	Theresa Reid	1963-05-18	—	—	5210 Apache Blvd, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402219	CLM	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-406092	CLM	Kayla Myers	1980-11-25	—	4393803860	3718 Church St, Tampa, FL, 33686	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402178	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414291	CLM	Virginia Delgado	1938-11-13	—	—	3315 River Rd, Glendale, AZ, 85367	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417780	CLM	Maria Wagner	1983-05-02	UHC-23015-94	—	9202 Camelback Rd, Seattle, WA, 98184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412602	CLM	Emily Bleck	1949-02-19	—	2289318389	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 78 of 212Previous Next