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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64322	TPA	Valentina Mejia	1964-08-16	—	3217524507	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27529	PRV	Douglas Arnold	1991-03-01	—	9187258361	4155 Lincoln Way # 994, Tampa, FL, 33620	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126519	ENR	Julia I Snyder	1946-10-05	UHC-96900-09	7862064638	512 Willow Ct # 648, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111238	ENR	Gabriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107834	ENR	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd # 888, Phoenix, AZ, 85051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-24449	PRV	Samuel P Morgan	2008-03-20	UHC-61315-08	9597124132	3999 Hillcrest Rd # 932, Tempe, AZ, 85285	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131060	ENR	Justin W Garrett	1988-09-04	—	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130745	ENR	Rebecca S Butler	1972-12-26	UHC-82111-65	—	6189 Desert Sky Blvd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404970	CLM	Samantha Miller	1940-11-09	UHC-50684-94	—	5308 Grand Ave, Tucson, AZ, 85778	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-136898	ENR	Douglas F Li	—	UHC-11021-38	3665457281	7472 Pine Dr, Nashville, TN, 37291	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-127354	ENR	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26999	PRV	Juustin W Garrett	1988-09-04	UHC-18690-32	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-116327	ENR	Austin Robertson	1968-11-08	UHC-21088-14	6407955327	169 Valley View Dr, Gilbert, AZ, 85284	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412648	CLM	Janet Young	1976-05-24	—	2425705194	3328 Oak St, Nashville, TN, 37280	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409110	CLM	Donald Walker	2002-06-26	—	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24773	PRV	Elijah Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
CLM-421264	CLM	Christian Hayes	1963-03-14	UHC-86167-37	9628231378	957 Camelback Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428910	CLM	Billy Lewis	1942-04-19	UHC-32201-16	2212731809	1864 Main St, Eden Prairie, MN, 55369	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25593	PRV	Sophia I Hill	1996-03-13	—	7346564859	7644 Hillcrest Rd, Houston, TX, 77057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123481	ENR	Justin A Turner	1995-11-12	UHC-52766-67	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406615	CLM	Jeremy Dean	1938-10-04	UHC-80606-85	3092649779	6931 Park Pl, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116341	ENR	Bruce Yang	1955-02-10	UHC-72059-81	—	578 Willow Ct Apt 1, Miami, FL, 33193	0.60	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-432197	CLM	Mary Masoon	1942-05-25	UHC-32557-02	4494413410	3145 Main St, Fresno, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132376	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423118	CLM	Barbara Reed	1968-01-07	—	4662319638	3533 Ridge Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139260	ENR	Bruce Garza	1948-11-15	UHC-00733-12	7333245407	3302 Jefferson Ave, Plano, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401490	CLM	Mateo Austin	1971-01-19	—	—	7939 Church St # 675, Houston, TX, 77088	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-431718	CLM	Maria M Armstrong	1955-12-24	UHC-22895-17	—	9894 Ocean Ave # 236, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
TPA-50883	TPA	Mateo Carter	1973-08-09	—	—	2383 Baseline Rd, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426686	CLM	Lias Stevens	1996-02-06	UHC-86214-26	4006625324	3580 Park Pl, San Antonio, TX, 78238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62209	TPA	Alan Evans	1941-03-07	—	—	7622 Washington St, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426744	CLM	Brenda Butler	1947-12-28	UHC-40588-93	—	3051 Church St, Los Angeles, CA, 90027	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-420053	CLM	Austin R Martinez	2003-05-20	—	—	2801 Park Pl, Los Angeles, CA, 90064	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-405266	CLM	Emma Willis	1954-08-24	UHC-58209-41	3946726890	2532 Grand Ave, Austin, TX, 78758	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22662	PRV	Joyce Patterson	1973-07-17	UHC-06691-69	2577197097	4507 Highland Ave, San Antonio, TX, 78278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24641	PRV	George Bryannt	1965-11-15	—	9212495557	2407 Bayshore Dr, San Diego, CA, 92181	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421726	CLM	Mason Garrett	2005-06-06	UHC-88787-58	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412299	CLM	Lawrence J Watson	1995-10-04	—	9029864081	9551 Camelback Rd, Minneapolis, MN, 55483	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407358	CLM	Eric L Palmer	1964-11-24	UHC-87376-84	7423225171	7424 Palm Dr, Los Angeles, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120957	ENR	Juhn E Ramos	1941-03-16	UHC-03305-70	4482304692	8029 Park Pl, San Antonio, TX, 78277	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-416405	CLM	Danielle Ross	1997-05-10	UHC-36430-99	—	6832 Main St, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126743	ENR	Alexander A Oliver	—	UHC-50971-06	9722061895	909 Valley View Dr, Houston, TX, 77030	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112922	ENR	Danielle U Ryan	1999-03-06	UHC-83966-96	4269041568	7283 Ocean Ave, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122559	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.60	Two-digit birth year Phone reformatted City re-cased State code upper-cased+4 more
ENR-119562	ENR	Timothy Q Berry	2007-12-24	UHC-32504-88	6572168277	1940 Cedar Ln, Plano, TX, 75095	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-419438	CLM	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127837	ENR	Heather Q Montgomery	1968-06-17	UHC-06795-87	2263930575	4552 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413033	CLM	Brittany Lucas	2000-03-27	UHC-42291-53	—	1258 Park Pl, Plano, TX, 75017	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409346	CLM	Timothy X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 154 of 1,426Previous Next