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

Enrollment, 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-104547	ENR	Judith O Moore	2004-01-17	UHC-75284-39	2223474812	1316 Canyon Rd, Dallas, TX, 75206	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137043	ENR	Luis K Torres	1984-02-24	UHC-13129-49	9783835591	5075 River Rd, Miami, FL, 33138	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114432	ENR	Tyler Porter	1989-08-14	UHC-80250-20	6094270871	6293 Forest Ave, Atlanta, GA, 30391	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134106	ENR	Evelyn D Ruiz	1969-09-25	UHC-60263-23	9506286683	1167 Mountain View Dr, Chandler, AZ, 85297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140869	ENR	Jake E Allen	1999-06-02	UHC-06582-86	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105974	ENR	Gerald L Bell	1993-03-24	UHC-33479-36	5227150627	735 Maple Ave, Minneapolis, MN, 55482	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127648	ENR	Deborah F Sandoval	2004-03-12	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135566	ENR	Roger K Mason	1989-08-23	UHC-31829-22	3053695097	8329 Washington St, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123867	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123866	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101165	ENR	Benjamin Ferguson	1996-09-01	UHC-53731-76	7094781879	7087 Washington St, San Diego, CA, 92144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115863	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128335	ENR	Janet W Myers	1974-03-13	UHC-74387-24	7543144225	2841 Sage Ct, Gilbert, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116028	ENR	Rachel L Myers	1940-11-03	UHC-29223-09	2984364564	366 Ocean Ave, Glendale, AZ, 85319	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105062	ENR	Dylan Turner	1981-03-05	UHC-51775-76	4937353818	7631 Ridge Rd, Houston, TX, 77058	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106079	ENR	Kenneth Jordan	1963-09-22	UHC-39698-67	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-103888	ENR	Gabriel X Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-130649	ENR	David Murray	1976-07-13	UHC-38699-76	3184922289	9779 Ocean Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107911	ENR	Elizabeth K Thompson	1978-01-01	UHC-73611-96	4478086615	944 Willow Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126255	ENR	Brenda Ramos	1993-05-06	UHC-80032-61	3937925565	7121 Church St, Atlanta, GA, 30362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131571	ENR	Dorothy C Rivera	1958-07-18	UHC-33446-42	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118727	ENR	Willie R Armstrong	1938-12-04	UHC-54698-32	9326704084	9795 Sage Ct, Columbus, OH, 43276	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-142219	ENR	Richard T Burns	1955-09-02	UHC-96197-03	5407299760	1673 Camelback Rd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-104699	ENR	Larry L Mills	1998-01-13	UHC-65514-03	5265578622	155 Harbor Blvd, Gilbert, AZ, 85209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130036	ENR	Nicole B Mitchell	2003-03-23	UHC-19620-71	2374136517	8191 Sunset Blvd, Columbus, OH, 43292	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
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
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
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
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
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
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
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
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
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
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
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
ENR-127782	ENR	Willie Le	1969-09-17	UHC-73240-85	5725184926	6908 Oak St, Sacramento, CA, 95814	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133699	ENR	Karen K Collins	1993-03-04	UHC-19163-11	2125558617	1595 Meadow Ln, Chandler, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110618	ENR	Camila Collins	1978-05-21	—	9117199988	248 Ocean Ave, Scottsdale, AZ, 85236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

4,309 rows, page 46 of 87Previous Next