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-427799	CLM	Jason L Hrris	2004-06-27	—	4353499171	8576 Lake View Rd, San Diego, CA, 92116	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425998	CLM	Aisha Miller	2001-05-07	UHC-92764-59	—	8366 Baseline Rd, Las Vegas, NV, 89174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430135	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430161	CLM	Jesse Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave, Chandler, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410769	CLM	Ahmed Soto	1938-03-10	—	5912435478	8663 Lake View Rd, Tucson, AZ, 85743	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425334	CLM	Brooks Matthew	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln, Tucson, AZ, 85761	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423635	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	2245307140	8103 Union St, Tempe, AZ, 85292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416724	CLM	Joyce Cole	1985-05-25	UHC-80112-12	—	2045 Oak St, Fresno, CA, 93728	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417544	CLM	Sandra Hart	1950-09-18	—	8464264777	9811 Maple Ave, Orlando, FL, 32892	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414536	CLM	Sofia Z Anderson	1984-01-21	—	—	1902 Lincoln Way, Houston, TX, 77037	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429608	CLM	Margaret A Young	1964-09-18	UHC-01006-89	7357229670	6220 Valley View Dr, Austin, TX, 78772	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432378	CLM	Billy Chapman	1967-07-28	UHC-98525-46	—	4007 Grand Ave, Charlotte, NC, 28283	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-406097	CLM	Alan Tran	1970-06-06	—	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415119	CLM	Charles Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd, Atlanta, GA, 30354	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-408320	CLM	Gregory L Pierce	1941-04-14	UHC-82947-32	—	1955 Maple Ave, San Antonio, TX, 78299	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417868	CLM	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408169	CLM	Julia McDonald	1955-06-09	UHC-85079-53	5538857952	628 Canyon Rd, Los Angeles, CA, 90029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429492	CLM	Tricia Wilson	1962-09-25	UHC-11066-40	2682941704	7558 Mesa Dr, Columbus, OH, 43220	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407873	CLM	Russell Jenkins	1981-01-19	UHC-53169-39	3286834487	3948 Church St, Sacramento, CA, 95868	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416668	CLM	Samatnha Henderson	1945-01-13	—	5783864169	2943 Canyon Rd, Jacksonville, FL, 32266	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401891	CLM	Olivia Peterson	1981-08-21	UHC-82814-76	8402057356	2619 Union St, Phoenix, AZ, 85001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405034	CLM	Eugene Sanchez	1966-10-25	UHC-25758-11	—	8157 Forest Ave, Minneapolis, MN, 55435	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424033	CLM	Megan Kim	2008-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416264	CLM	Dylan Olson	1954-01-06	UHC-51513-29	8749720292	6024 Desert Sky Blvd, Plano, TX, 75091	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430108	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418069	CLM	Hiroshi T Ortega	1992-05-26	UHC-13898-70	5708039620	3773 Palm Dr, Dallas, TX, 75266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408621	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408622	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430282	CLM	Christina Daniels	1967-09-05	UHC-59560-45	3256957947	2647 Washington St, Miami, FL, 33137	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411496	CLM	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425272	CLM	Roger Myers	2003-10-14	—	—	4575 Cedar Ln, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407244	CLM	Debbie Jackson	1951-07-21	—	6517170507	8786 Jefferson Ave # 194, Las Vegas, NV, 89108	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-414989	CLM	Lori Elliott	1987-11-02	—	4264130044	6009 Jefferson Ave, Denver, CO, 80248	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426213	CLM	Nancy Peters	1996-11-07	UHC-86599-46	—	8113 Harbor Blvd, Chandler, AZ, 85237	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-404522	CLM	Camila Perez	1974-09-02	UHC-02092-18	8224217416	3967 Highland Ave, Los Angeles, CA, 90065	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418844	CLM	David Mason	1938-07-25	—	—	4860 Mountain View Dr, Jacksonville, FL, 32255	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408666	CLM	Julie Coleman	2008-11-17	UHC-45338-86	3247720178	3736 Indian School Rd, Charlotte, NC, 28289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432100	CLM	Jason Rogers	1955-10-21	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404686	CLM	Karen Perez	2004-08-20	UHC-19309-60	—	7831 Park Pl, Las Vegas, NV, 89130	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418320	CLM	Keith Webb	1995-10-16	UHC-92115-80	—	5609 Elm St, Miami, FL, 33185	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-409368	CLM	Elizabeth Diaz	1942-03-04	UHC-18660-05	7242315582	6510 Apache Blvd, Denver, CO, 80214	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426141	CLM	Christopher Clark	1970-08-06	UHC-32284-45	—	8980 Church St, San Antonio, TX, 78273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402545	CLM	Lucia Hansen	1985-01-22	UHC-40817-20	3357434090	671 Maple Ave, Mesa, AZ, 85293	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-418924	CLM	Bradley Graay	1942-07-22	UHC-96466-84	7944122851	9015 Valley View Dr, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401491	CLM	Marcus F Mendez	1998-01-10	UHC-43400-14	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403417	CLM	Bruce Carr	1996-02-21	UHC-44424-97	—	6700 Hillcrest Rd, Chandler, AZ, 85241	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-401155	CLM	Jackie Weber	1980-01-06	UHC-14018-87	3005370105	2662 Camelback Rd, Mesa, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400157	CLM	Mateo Lawson	1960-10-05	—	8324772521	9381 Elm St, Jacksonville, FL, 32219	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-409444	CLM	Ethan Alvarez	1955-12-04	UHC-95573-58	—	349 Mountain View Dr, Nashville, TN, 37269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 162 of 376Previous Next