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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104370	ENR	Priya Spencer	1974-11-09	UHC-43621-39	3186362486	334 Market St, Denver, CO, 80285	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-128228	ENR	Meyer C Scott	—	UHC-86113-05	—	7628 Sage Ct, Phoenix, AZ, 85083	0.52	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109617	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	6143723454	1628 Camelback Rd, Denver, CO, 80238	0.52	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
ENR-135336	ENR	Katheerine E Butler	1938-10-05	UHC-58714-09	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110471	ENR	Julia X Soot	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130763	ENR	Eugene K Nguyen	1992-09-24	UHC-72367-60	2852796500	6870 Camelback Rd Apt 37, Dallas, TX, 75249	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-126026	ENR	Charles E George	1984-08-28	UHC-68001-45	—	8364 Camelback Rd, Nashville, TN, 37225	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-142614	ENR	Jason James	1957-02-14	UHC-94506-04	7413284041	9716 Mountain View Dr # 769, Glendale, AZ, 85352	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
ENR-118602	ENR	Lori M Ferguson	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave Apt 17, Glendale, AZ, 85352	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-137107	ENR	Ana O Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-111395	ENR	Alexis Garza	1969-02-17	UHC-59195-32	3157024133	141 Bayshore Dr, Tucson, AZ, 85706	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-131843	ENR	Joshua V Perry	1990-06-24	UHC-65921-80	8565703786	7612 Valley View Dr, Jacksonville, FL	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126734	ENR	Diana M Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-139984	ENR	Benjamin J Ferguson	1948-02-20	UHC-50436-75	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113319	ENR	Abigail F Reynolds	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-136514	ENR	Mei Watkins	2004-04-13	UHC-66207-15	3914853162	7539 Elm St, San Diego, CA, 92183	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108559	ENR	Adam Q Lynch	1978-04-18	UHC-18611-10	4259527370	9340 Maple Ave Apt 37, Fresno, CA, 93732	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134750	ENR	Samantha X Reynolds	1955-08-26	UHC-48745-56	2627015654	9042 Canyon Rd, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142880	ENR	Zachary Allen	1997-01-10	UHC-52129-98	8367894593	2122 Union St, Plano, TX, 75021	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-136122	ENR	Joe H Hicks	1963-10-13	UHC-33142-39	2715876951	3667 Meadow Ln Apt 22, Phoenix, AZ, 85003	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122704	ENR	Douglas I Rivera	—	UHC-47071-90	5579884573	2311 Park Pl, Los Angeles, CA, 90012	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118169	ENR	Maeo Berry	1954-09-13	UHC-37284-15	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127814	ENR	Brenda E Simmons	—	UHC-70438-09	—	6890 Spring St, Sacramento, CA, 95882	0.52	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-115408	ENR	Cheryl C Hughes	1944-05-15	UHC-53947-90	7924336738	6375 Mesa Dr, Atlanta, GA, 30399	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-129675	ENR	Angela R Johnston	2004-11-02	UHC-84941-11	2645590013	2218 Apache Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122477	ENR	Jordan A Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112720	ENR	Anthony P Graham	1963-10-09	UHC-93791-07	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-105151	ENR	Larry Welch	2003-04-21	UHC-16931-54	—	108 Sunset Blvd, Atlanta, GA, 30383	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-104856	ENR	Adam V Snigh	2002-01-12	UHC-60218-20	9593836872	5610 Camelback Rd # 457, Nashville, TN, 37217	0.52	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-142068	ENR	Nicholas M Hill	1939-12-25	UHC-19819-24	5237625924	7755 Canyon Rd, Los Angeles, CA, 90089	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109043	ENR	Samuel Williamson	2003-10-11	UHC-27141-39	—	8488 Valley View Dr, Austin, TX, 78798	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134779	ENR	Jonh D Payne	1947-12-01	UHC-58602-12	—	4417 Hillcrest Rd, Atlanta, GA, 30363	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137499	ENR	Billy L Ford	—	UHC-13141-01	4184924143	5605 Sunset Blvd, Tempe, AZ, 85247	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106697	ENR	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-100043	ENR	Julie G Carter	1979-07-02	UHC-96665-30	5939060630	1136 Desert Sky Blvd, Charlotte, NC, 28292	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119899	ENR	Kyle Payne	1959-08-12	UHC-34802-47	5037025706	6422 Forest Ave, Gilbert, AZ, 85239	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
ENR-110439	ENR	Randy L Murphy	1944-02-26	UHC-31162-50	8496614340	243 Central Ave, Charlotte, NC, 28250	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121215	ENR	Sara Lee	1949-02-03	UHC-92684-75	—	7622 Desert Sky Blvd, Denver, CO, 80298	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-103791	ENR	Christina D Crawford	1956-06-26	UHC-10362-89	4245444443	5106 Desert Sky Blvd, Eden Prairie, MN, 55310	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142725	ENR	Santiago W McDonald	—	UHC-59608-33	6896673729	6607 Jefferson Ave, Miami, FL, 33176	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-140372	ENR	Larry W Hudson	—	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-103323	ENR	Oivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-100846	ENR	Justin Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX, 78238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more

8,423 rows, page 20 of 169Previous Next