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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130694	ENR	Aisha D Patterson	1988-02-14	UHC-02136-81	7075833705	2577 Meadow Ln, Phoenix, AZ, 85006	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138603	ENR	Daniel U Green	1946-02-17	UHC-29070-58	3202522313	4763 Jefferson Ave, San Antonio, TX, 78260	0.78	Name re-cased Member ID reformatted SSN last four extracted State code upper-cased+1 more
ENR-107092	ENR	Emily Walker	1960-10-10	UHC-64069-02	8892267163	5286 Valley View Dr, Plano, TX, 75004	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103463	ENR	Pamela U Williamson	2006-01-25	UHC-45877-14	7428984919	5009 Broadway, Fresno, CA, 93711	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-140191	ENR	Jessica Smith	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-112857	ENR	Hannah S Riley	1964-12-11	UHC-92072-80	8008131959	2847 Sage Ct, Houston, TX, 77074	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-131245	ENR	Judy E Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102888	ENR	Greg X McCuy	1942-05-15	UHC-38818-96	5182790967	8994 Lake View Rd, Nashville, TN, 37293	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121213	ENR	Sarah V Williams	1968-12-10	UHC-67864-43	2424525602	5049 Mountain View Dr, Denver, CO, 80224	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-102400	ENR	Madison T Greene	1958-03-25	UHC-55189-28	2765843345	6827 Ridge Rd, Jacksonville, FL, 32217	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-118404	ENR	Andrew Munoz	1978-02-12	UHC-15036-66	8285064570	9411 Lincoln Way, Glendale, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
ENR-101493	ENR	Sofia Lewis	1968-03-02	UHC-63635-58	—	9224 Bayshore Dr, Mesa, AZ, 85214	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103105	ENR	Zachary K Ryan	1986-02-13	UHC-70445-91	—	9018 Forest Ave, Sacramento, CA, 95803	0.78	Middle initial moved out of first name Name re-cased City re-cased State code upper-cased+1 more
ENR-124360	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-124359	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-122732	ENR	Martha Foster	1963-04-15	UHC-91764-99	2094991159	539 Church St, Nashville, TN, 37292	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123778	ENR	Judith Rojas	1949-12-17	UHC-70503-76	3597804297	2156 Ridge Rd, Orlando, FL, 32898	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133519	ENR	Cheryl X Sanchez	1989-06-18	UHC-32116-40	8352343837	5280 Desert Sky Blvd, San Diego, CA, 92179	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141691	ENR	Isabella Z Hawkins	1969-11-16	UHC-98022-72	2434133200	2708 Union St, Mesa, AZ, 85276	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-110088	ENR	Valentina O Ros	1972-02-25	UHC-56720-56	6219921124	3006 Cedar Ln, Orlando, FL, 32807	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138877	ENR	Helen Rios	1978-07-12	UHC-50612-80	7883054742	3643 Jefferson Ave, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-130569	ENR	Alexander Gardner	2008-02-04	UHC-74846-25	7267710646	8565 Indian School Rd, Dallas, TX, 75234	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-105364	ENR	Hannah Weber	1985-06-16	UHC-28367-65	7692572297	1040 Ocean Ave, Charlotte, NC, 28222	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104843	ENR	Karen Y Williamson	1989-01-28	UHC-19624-91	6128106648	6240 Elm St, Columbus, OH, 43239	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-110345	ENR	Larry Walker	1993-05-24	UHC-68003-04	—	7933 Indian School Rd, Scottsdale, AZ, 85201	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-120115	ENR	Cynthia S Chavez	1957-05-17	UHC-34928-29	9865221446	2401 Palm Dr, Columbus, OH, 43228	0.78	Phone reformatted State code upper-cased Email lower-cased Gender normalised+1 more
ENR-120116	ENR	Cynthia S Chavez	1957-05-17	UHC-34928-29	9865221446	2401 Palm Dr, Columbus, OH, 43228	0.78	Phone reformatted State code upper-cased Email lower-cased Gender normalised+1 more
ENR-118373	ENR	Alexander D Guzman	1954-02-08	UHC-51864-50	8114401953	6252 Pine Dr, Dallas, TX, 75250	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139561	ENR	Isabella Crawford	1949-05-23	UHC-64929-99	4734618525	4169 Willow Ct, San Diego, CA, 92146	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126031	ENR	Chris Palmer	1944-11-16	UHC-03068-81	2858744553	3457 Lincoln Way, Atlanta, GA, 30308	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-110631	ENR	Christopher Henderson	1952-06-11	UHC-24246-34	2334616139	3883 Harbor Blvd, Nashville, TN, 37228	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112859	ENR	Paul B Walker	1959-08-20	UHC-44152-41	3093991169	6157 Meadow Ln, Nashville, TN, 37216	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140190	ENR	Kimberly P Vega	1961-03-18	UHC-98431-63	8122507026	9577 Spring St, Nashville, TN, 37217	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117462	ENR	Teresa Larson	1968-03-05	UHC-41793-54	8062937259	7265 Baseline Rd, Sacramento, CA, 95804	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117461	ENR	Teresa Larson	1968-03-05	UHC-41793-54	8062937259	7265 Baseline Rd, Sacramento, CA, 95804	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-107056	ENR	Elijha Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL, 33670	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-103294	ENR	Logan Santos	1972-02-24	UHC-71830-89	9202677700	7133 Sage Ct, Las Vegas, NV, 89157	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-136077	ENR	Sara Howard	1955-06-10	UHC-08810-14	5664897154	47 Forest Ave, Glendale, AZ, 85367	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-141091	ENR	David S Vasquez	—	—	9022814589	414 Sage Ct, Scottsdale, AZ, 85231	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-139657	ENR	Priya Richardson	1951-06-08	UHC-98776-64	2782044641	3468 Meadow Ln, Atlanta, GA, 30345	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-101043	ENR	Mark Y Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-104325	ENR	Evelyn Y Delgado	1939-08-07	UHC-30789-39	5996223288	222 Main St, Tempe, AZ, 85221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112495	ENR	Helen Sandoval	2004-07-09	UHC-92868-84	3598914051	1348 Jefferson Ave, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-126529	ENR	Jason U Stephens	1987-12-16	UHC-53469-22	7546384882	3349 Main St, Mesa, AZ, 85207	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130190	ENR	Amanda Santos	1939-03-09	UHC-16913-21	2179055139	1074 Church St, Chandler, AZ, 85276	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-142150	ENR	Ana V Hall	1956-08-16	UHC-72084-69	6015819177	7725 Elm St, Gilbert, AZ, 85203	0.78	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+1 more
ENR-104156	ENR	Angela Matthews	1982-03-13	UHC-45285-88	—	5824 Cedar Ln, Sacramento, CA, 95835	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-112101	ENR	Jeremy Ortega	2003-09-09	UHC-87553-57	6756763560	9112 Mesa Dr, Atlanta, GA, 30373	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108877	ENR	Gloria Z Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127849	ENR	Catherine Anderson	1986-06-28	—	6307159126	6272 Valley View Dr # 827, Glendale, AZ, 85355	0.78	Phone reformatted Unit split from street State code upper-cased Plan code upper-cased+1 more

1,918 rows, page 26 of 39Previous Next