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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142709	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132434	ENR	James M Tran	1948-05-04	UHC-05807-14	6527593718	5674 Meadow Ln, Tampa, FL, 33621	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140658	ENR	Sean Browwn	2003-12-05	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429455	CLM	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-115183	ENR	Alice Harrison	1996-04-08	UHC-75394-78	4028895035	9089 Sunset Blvd # 699, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-131475	ENR	Gloria Y Evans	1949-04-13	UHC-56869-18	—	8883 Union St, Columbus, OH, 43259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57961	TPA	Bruce Cole	1952-03-11	—	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22427	PRV	Jason Ramirez	1998-11-21	UHC-37350-18	2276145840	6727 Valley View Dr, Minneapolis, MN, 55491	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24633	PRV	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd, Phoenix, AZ, 85053	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415103	CLM	Oliver Ralph	1995-03-26	UHC-98397-43	—	1949 Spring St, Los Angeles, CA, 90061	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427921	CLM	Walter Duncan	1939-05-28	UHC-68920-96	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422915	CLM	Maria D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
TPA-50400	TPA	Ralph Kim	1948-04-13	—	9553591842	6508 Church St # 602, Sacramento, CA, 95893	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-61519	TPA	Vincent Butler	1958-03-24	—	—	966 Bayshore Dr, Miami, FL, 33177	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422203	CLM	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424191	CLM	Timothy Alexander	1961-08-04	UHC-78547-89	—	4556 Desert Sky Blvd, Fresno, CA, 93724	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124523	ENR	Gerald J Harris	1949-08-15	UHC-66605-66	7258367025	4868 Sage Ct, Seattle, WA, 98152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128541	ENR	Abigail Allne	1999-01-07	UHC-78813-14	7256326895	2171 Oak St, Tampa, FL, 33683	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410768	CLM	Ahmed Soto	1938-03-10	UHC-22956-92	—	8663 Lake View Rd, Tucson, AZ, 85743	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54902	TPA	Charles Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123929	ENR	Diego K Ross	1992-05-17	UHC-15538-57	7838658353	9117 Grand Ave, Houston, TX, 77043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55267	TPA	Martha N Gonzales	2002-08-18	—	7194810776	4367 Church St, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102613	ENR	David L Weaver	1961-08-22	UHC-30385-23	9507941354	4931 Mesa Dr, Tucson, AZ, 85772	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111335	ENR	Kevin Hduson	1991-01-01	UHC-27296-98	2633439077	8959 Market St, Glendale, AZ, 85387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123458	ENR	Walter P Dominguez	1944-11-03	UHC-68577-83	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416752	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416753	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112197	ENR	Marcus T Espinoza	1957-12-14	UHC-30787-87	3228714807	4070 Palm Dr, Houston, TX, 77034	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-56387	TPA	George Little	2001-03-14	—	—	9260 Cedar Ln, Orlando, FL, 32841	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-55384	TPA	Joan Montgomery	2006-06-07	—	—	2668 Park Pl, Glendale, AZ, 85327	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56178	TPA	Julia Holmes	1974-12-28	—	6967289662	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-121276	ENR	Ralph X Simmons	1956-10-20	UHC-80188-12	3536288229	245 Spring St, Scottsdale, AZ, 85230	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140391	ENR	Ruth B Price	1966-03-04	UHC-95799-71	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105649	ENR	Carlos B Tran	1982-10-16	UHC-31707-72	2959107673	8542 Indian School Rd, Charlotte, NC, 28223	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141334	ENR	Henry M Jacobs	1962-05-18	UHC-84856-83	6456662726	6411 Forest Ave, Las Vegas, NV, 89188	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417181	CLM	Melissa Santiago	1992-03-10	UHC-16590-48	—	1606 Washington St, Denver, CO, 80259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52088	TPA	Jack Griffin	1977-02-25	UHC-51506-16	4369476377	5316 Canyon Rd, Minneapolis, MN, 55474	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426697	CLM	Dennis Harris	1980-02-23	—	—	9387 Valley View Dr, Sacramento, CA, 95868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412906	CLM	Ryan Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419832	CLM	Daniel Elliott	1944-03-10	—	—	8182 Washington St, San Diego, CA, 92172	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416279	CLM	Carlos C Kennady	1976-02-05	UHC-61491-38	9014896388	6234 Highland Ave, Phoenix, AZ, 85056	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129635	ENR	Lawrence O Greene	1962-10-13	UHC-96495-26	8994328305	8123 Palm Dr, Gilbert, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425888	CLM	Randy Edwards	1967-04-07	—	9118890062	1054 Washington St, Miami, FL, 33128	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122255	ENR	Alexander H Gray	1940-05-01	UHC-74703-60	3168356891	9441 Willow Ct, Minneapolis, MN, 55455	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140234	ENR	Lisa Y Larson	1984-07-02	UHC-38317-12	8676553473	6402 Sage Ct, Orlando, FL, 32890	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 97 of 200Previous Next