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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-101816	ENR	Maria Jones	1986-03-13	UHC-87021-76	4369810040	9532 Elm St # 575, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26313	PRV	Linda Howard	1950-05-15	UHC-68897-62	3143961765	6346 Market St # 936, Tampa, FL, 33614	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
ENR-140866	ENR	Lawrence C Berry	1995-06-24	UHC-98898-79	4672041352	5911 Lake View Rd # 254, Seattle, WA, 98198	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
ENR-109090	ENR	David Lee	1962-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd, Mesa, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
ENR-102879	ENR	Andrew Anderson	2002-11-16	UHC-32112-15	5227422366	7051 Valley View Dr, Phoenix, AZ	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-135701	ENR	Teresa V Sims	1981-01-25	UHC-68801-10	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.60	Name re-cased Date of birth 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
ENR-120999	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd, Miami, FL, 33128	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
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
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-141272	ENR	Wayne Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.60	Name re-cased Date of birth 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-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
ENR-133310	ENR	Steven Rams	1969-01-26	UHC-53604-06	7312929098	1184 Hillcrest Rd, Sacramento, CA, 95863	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+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
ENR-139539	ENR	Kyyle G Rivera	2007-12-24	UHC-99475-72	5918657063	8014 Central Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426747	CLM	Rusell Marshall	1971-08-06	—	2437149342	962 Spring St # 219, Tempe, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-423651	CLM	Mei George	1968-04-10	UHC-01431-93	9509884722	9607 Pine Dr, Plano, TX, 75050	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-130727	ENR	Walter V Coleman	1968-08-12	UHC-12362-91	—	2052 River Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417108	CLM	Lori Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26640	PRV	Danielle R Martinez	2004-07-22	UHC-78916-82	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130209	ENR	Ken V Nguyen	1989-12-14	UHC-88779-51	8144767892	8140 Palm Dr, Las Vegas, NV, 89149	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115930	ENR	Michael T Mills	1943-11-05	UHC-22066-20	—	5025 Highland Ave, Las Vegas, NV, 89191	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54942	TPA	Jessica C Vargas	1971-11-27	—	—	4014 Sunset Blvd, Glendale, AZ, 85329	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more

39,996 rows, page 78 of 800Previous Next