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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104830	ENR	Willie I Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave, Las Vegas, NV, 89105	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-120047	ENR	Elijah Hansen	1966-06-28	UHC-64874-13	5639294848	6700 Jefferson Ave # 240, Phoenix, AZ, 85037	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-100820	ENR	Roger P Tran	1963-08-20	UHC-00583-18	7616571574	2965 Camelback Rd, San Antonio, TX, 78238	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-123951	ENR	Ralph M Williamson	1991-07-17	UHC-92332-06	9066687976	184 Central Ave, Charlotte, NC, 28293	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-111049	ENR	Ralph Graham	1981-01-27	UHC-10242-73	4014409012	3792 Palm Dr, San Diego, CA, 92127	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-104336	ENR	Btty Vega	1988-10-12	UHC-41024-53	8017161088	5155 Camelback Rd, San Antonio, TX, 78215	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-130029	ENR	Denise West	1995-03-01	UHC-72342-76	5527912775	6930 Park Pl, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-103479	ENR	Charles S Sandoval	1941-07-17	—	8272435738	733 Harbor Blvd, Atlanta, GA, 30339	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-112960	ENR	Stephanie Hughes	2007-06-17	UHC-83080-68	3996276055	8651 Grand Ave, San Diego, CA, 92124	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
ENR-130630	ENR	Justin W Fields	2004-07-17	UHC-25760-99	—	6799 Mesa Dr, Chandler, AZ, 85288	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-120313	ENR	Joan J Garza	1974-12-12	UHC-94976-48	9064916252	5331 Willow Ct, Charlotte, NC, 28232	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-142173	ENR	Elijah Mason	1949-12-13	UHC-17068-11	7242070484	3709 Ocean Ave, Sacramento, CA, 95862	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-108207	ENR	Austin X Ramos	1950-08-23	UHC-37493-06	4864837567	9574 Mesa Dr, Seattle, WA, 98161	0.68	Two-digit birth year Phone reformatted State name converted to code Email lower-cased
ENR-104063	ENR	Wei Simmons	1960-12-13	UHC-53875-63	3679410501	9728 Broadway, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-104107	ENR	Bryan W Mendoza	1948-11-12	UHC-93770-36	3053598497	7821 Main St, Atlanta, GA, 30318	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-111307	ENR	Jonathan E Lawson	1943-11-21	UHC-83285-75	3845534238	184 Union St, Chandler, AZ, 85207	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-141717	ENR	Ronald Morales	1966-10-19	UHC-25860-33	3797617079	3264 Willow Ct, Plano, TX, 75010	0.68	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised
ENR-134127	ENR	Janice A Schultz	2000-05-05	UHC-65755-45	8794584258	3150 Lake View Rd, Orlando, FL, 32875	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-101382	ENR	Christina Patel	1983-08-06	UHC-63225-30	—	1748 Highland Ave, Denver, CO, 80267	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-136995	ENR	Danielle B Snyder	1952-01-22	UHC-99715-48	4408985301	2495 Mesa Dr, Tempe, AZ, 85248	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-112747	ENR	Jordan D Sandoval	1984-10-14	UHC-19789-28	5943885011	1497 Bayshore Dr, Tempe, AZ, 85229	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-128252	ENR	Badley Rogers	1987-12-20	UHC-01551-77	—	8042 Pine Dr, Seattle, WA, 98169	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-130787	ENR	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-109543	ENR	Peter Elliott	1976-10-08	UHC-00976-77	4098608284	170 Church St, Fresno, CA, 93778	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-132031	ENR	Janice Jenkins	1969-06-24	UHC-96552-58	4122416069	2385 Palm Dr, Austin, TX, 78749	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-100923	ENR	Betsy Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-109448	ENR	David B Welch	1949-12-20	UHC-36888-34	6328521600	5546 Camelback Rd, Atlanta, GA, 30331	0.68	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased
ENR-121525	ENR	Amber Nguyen	1975-07-27	UHC-25468-58	4427354243	2380 Lincoln Way, Denver, CO	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-121835	ENR	Logan O Alvarado	1997-07-02	UHC-87265-64	8288139378	8314 Bayshore Dr, Los Angeles, CA, 90058	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-128088	ENR	Samantha T Gonzales	1977-09-15	UHC-30309-93	9763005617	6015 Jefferson Ave, Mesa, AZ, 85299	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134653	ENR	Nancy R Hunter	1944-07-27	UHC-44484-45	—	3143 Grand Ave, San Antonio, TX, 78263	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-127220	ENR	Juan Z Hunter	2000-02-24	UHC-89743-30	—	7276 Lake View Rd, Mesa, AZ, 85266	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-102709	ENR	Gabriel V Rodriguez	2006-11-18	UHC-52278-06	5755675053	9042 Sunset Blvd # 445, Miami, FL, 33110	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-121939	ENR	Camila Romero	1941-04-20	UHC-45685-14	3968047708	6264 Forest Ave, Tampa, FL, 33674	0.68	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed
ENR-122907	ENR	Sean J Allen	1945-02-02	UHC-01959-63	—	9540 Lake View Rd, Denver, CO, 80293	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-101352	ENR	Christine T Boyd	1993-03-06	UHC-02045-60	6484391037	1953 Forest Ave, Houston, TX, 77073	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-116582	ENR	Luis Kelly	1947-01-27	UHC-99509-08	2166030304	7567 Highland Ave, Glendale, AZ, 85317	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-111597	ENR	Kevn Cooper	1959-01-02	UHC-07697-89	7615965965	2403 Lincoln Way, Eden Prairie, MN, 55371	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-126901	ENR	Hannah Garcia	1983-05-16	UHC-57173-47	4014271897	8769 Apache Blvd, Columbus, OH, 43229	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-108814	ENR	Janice Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-122445	ENR	Lori Nunez	2002-06-18	UHC-64875-75	2807529601	5216 Meadow Ln, Plano, TX, 75053	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-115783	ENR	Edwrd H Lee	1978-01-04	UHC-45832-94	5792690376	8832 Palm Dr, Mesa, AZ, 85240	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-126043	ENR	Noah Washington	1978-09-03	UHC-11037-22	7812192738	4831 Apache Blvd, Nashville, TN, 37255	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-102092	ENR	Brandon E Porter	1947-04-22	UHC-21240-90	7575976324	7764 Pine Dr # 656, Miami, FL, 33165	0.68	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed
ENR-102457	ENR	Peter Sullivan	1953-07-23	—	6849106239	178 Desert Sky Blvd, San Antonio, TX, 78259	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-126299	ENR	Bryan F Jenkins	1960-03-11	UHC-86921-29	4164526987	9780 Union St, Nashville, TN, 37242	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-138587	ENR	Jack N Hudson	1957-02-25	UHC-09237-41	9497529591	4318 Spring St, Miami, FL, 33181	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-135568	ENR	Lisa K Graham	1956-08-06	UHC-69384-55	2669411647	6089 Apache Blvd, Eden Prairie, MN, 55377	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-107346	ENR	Alice T Walker	1947-06-05	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.68	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased
ENR-102276	ENR	Cynthia W Nichols	1963-03-16	UHC-36208-79	9597012319	7549 Main St, Mesa, AZ, 85292	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed

2,874 rows, page 42 of 58Previous Next