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-428968	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	4155760904	7841 River Rd, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427027	CLM	Doris Armstrong	1946-07-03	—	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404944	CLM	Russell Morales	1969-02-22	UHC-05073-10	2543228009	4402 Desert Sky Blvd, Tucson, AZ, 85744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425035	CLM	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-422646	CLM	Philip Vasquez	1942-01-18	—	—	1135 Sage Ct, Jacksonville, FL, 32237	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412130	CLM	Lawrence Lane	1942-01-13	UHC-33802-81	8229438111	2394 Harbor Blvd, Tampa, FL, 33646	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422962	CLM	Debra Hoffman	1983-03-20	—	5772670292	7106 Apache Blvd, Tampa, FL, 33631	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407786	CLM	Scott Cooper	2008-02-08	UHC-57705-65	—	9015 Church St, Glendale, AZ, 85352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431996	CLM	Billy Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr, Miami, FL, 33124	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-424552	CLM	Bilyl Larson	1991-03-08	—	4819780523	2175 Mesa Dr # 178, Austin, TX, 78780	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409185	CLM	Bryan K Ortiz	1965-07-06	UHC-46023-57	—	4415 Canyon Rd, Las Vegas, NV, 89163	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431747	CLM	Charles Ford	2000-01-27	UHC-61827-20	3829170303	8250 River Rd, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419467	CLM	Samuel W Tucker	1962-03-27	—	8454355925	5075 Spring St, Austin, TX, 78787	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-421351	CLM	Joyce F Moreno	1943-07-28	UHC-70742-07	7336306244	2582 Hillcrest Rd, Seattle, WA, 98152	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417952	CLM	Ann R Long	1953-05-23	—	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420574	CLM	Theresa Green	1965-10-27	—	—	949 Canyon Rd, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423760	CLM	Helen Gutierrez	1985-12-19	—	—	7768 Palm Dr, Eden Prairie, MN, 55351	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419685	CLM	Diego Nguyen	1963-10-15	—	6165652281	4782 Lake View Rd, Las Vegas, NV, 89185	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413763	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404535	CLM	Sofia Lynch	1995-01-03	—	2413875761	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408889	CLM	Jullia L McCoy	1970-07-24	UHC-83978-41	4295893270	3123 Willow Ct, San Antonio, TX, 78292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410054	CLM	Shirley George	1976-07-24	—	—	7203 Sunset Blvd, Charlotte, NC, 28231	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416398	CLM	Logan Wang	2000-11-20	—	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400864	CLM	Joan Lane	1949-03-16	UHC-13637-61	—	573 Willow Ct, Plano, TX, 75001	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406151	CLM	Donna Diaz	1997-08-21	UHC-14269-08	—	1140 Elm St, Miami, FL, 33115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429696	CLM	Cheryl Carr	1986-03-14	—	—	7229 Park Pl, San Diego, CA, 92162	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409254	CLM	Douglas Haris	1941-12-09	UHC-15357-52	—	5994 Church St, Fresno, CA, 93781	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400379	CLM	Vicky Lynch	1995-10-10	—	4788710032	9353 Baseline Rd, Jacksonville, FL, 32296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428843	CLM	Peter Valdez	1939-10-02	—	—	4179 River Rd, Charlotte, NC, 28202	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425761	CLM	Elizabeth Walker	1958-11-19	—	4463139190	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-416204	CLM	Pamela Ruiz	1973-02-23	UHC-19463-21	7695414373	383 Meadow Ln, Charlotte, NC, 28235	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416399	CLM	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-422742	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403068	CLM	Katherine Castillo	1953-04-28	—	5018561956	782 Highland Ave, Houston, TX, 77092	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427715	CLM	Billy Palmer	1993-09-23	UHC-01676-73	3007539041	7861 Hillcrest Rd, Seattle, WA, 98101	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-408278	CLM	Richard Phillips	1997-02-04	UHC-68324-20	—	4322 Palm Dr, Chandler, AZ, 85279	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407006	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424044	CLM	Alexander Robertson	1986-05-01	UHC-20832-08	5566865045	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426788	CLM	Christian Simmons	1990-12-02	—	4748365776	976 Valley View Dr, Mesa, AZ, 85269	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-402470	CLM	Joyce Carr	1976-08-01	—	8094062738	7809 Palm Dr, San Antonio, TX, 78206	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405421	CLM	Sophia Nunez	1963-05-12	UHC-17485-17	4773925452	9531 Cedar Ln, Austin, TX, 78766	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431474	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	6456662726	6411 Forest Ave, Las Vegas, NV, 89188	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417652	CLM	Joseph C Hansen	1940-08-18	UHC-21743-38	—	6929 Broadway, Houston, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
CLM-421894	CLM	Ethan L Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-416730	CLM	Thomas D Black	1962-10-13	UHC-99272-93	3425569863	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400813	CLM	Hiroshi X Armstrong	1952-10-13	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427354	CLM	Christina Olson	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-411111	CLM	Albert Burton	1982-06-17	UHC-66153-74	—	9508 Mesa Dr, Denver, CO, 80277	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415281	CLM	Frank Price	1939-07-26	UHC-85448-95	8906727350	2566 Jefferson Ave, Denver, CO, 80200	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 98 of 212Previous Next