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-132423	ENR	Janet Day	1946-07-04	UHC-28021-59	2916485558	3042 Jefferson Ave Apt 21, Plano, TX, 75032	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-100105	ENR	Natalie Salazar	1957-02-22	UHC-30096-44	—	2985 Canyon Rd, Chandler, AZ, 85242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111414	ENR	Stephen H Ross	1967-10-22	UHC-82658-64	5525070734	8689 Park Pl, San Antonio, TX, 78221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119475	ENR	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136615	ENR	Justin Ortiz	1987-06-05	UHC-24192-57	9226345024	4394 Main St, Scottsdale, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126741	ENR	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103641	ENR	Charles Foord	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.62	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-100564	ENR	Gregory Dean	1965-10-03	UHC-84278-91	9263007432	8034 Pine Dr, Minneapolis, MN, 55458	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-143015	ENR	Tyler Lewis	1972-06-24	—	2676143133	2862 Forest Ave, Los Angeles, CA, 90080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-141520	ENR	Bruce Harper	1946-08-07	UHC-39693-44	3453664427	3955 Union St, Mesa, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113137	ENR	Alice Armstrong	1999-11-04	UHC-49773-32	6552040663	5394 River Rd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135233	ENR	Sarah Q Simpson	2006-07-06	UHC-83348-38	9668139023	3947 Lincoln Way, Atlanta, GA, 30325	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135255	ENR	Henry Watson	1964-01-03	UHC-95535-50	9256767420	2496 Valley View Dr, Charlotte, NC	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104416	ENR	Ahmed Y Ferguson	1965-04-04	UHC-66248-58	7888599768	7654 Valley View Dr, Charlotte, NC, 28282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131827	ENR	Teresa W Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137915	ENR	Heather F Williams	1996-05-03	UHC-30599-26	2039086858	3186 Canyon Rd, Glendale, AZ, 85335	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-106267	ENR	Nncy Elliott	2004-10-04	UHC-74232-48	6607440616	4488 Washington St, Houston, TX, 77051	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100894	ENR	Camila S McCoy	1944-02-20	UHC-14938-40	—	5624 Ridge Rd, Charlotte, NC, 28258	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-103302	ENR	Richard Pena	1944-10-18	UHC-38010-84	4623273313	6876 Lake View Rd Apt 16, Orlando, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-121001	ENR	Albert C Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132039	ENR	Christina D Fox	1962-06-21	UHC-09519-67	7465173263	5274 Valley View Dr, Gilbert, AZ, 85235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105708	ENR	Joyce S Hoffman	1968-12-19	UHC-00985-31	4652037132	9011 Lake View Rd, Jacksonville, FL, 32286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118857	ENR	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136092	ENR	Judy Price	1995-04-04	UHC-95781-13	7165402635	3123 Palm Dr # 976, Las Vegas, NV, 89147	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122404	ENR	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
ENR-111179	ENR	Sahron Maldonado	1972-08-13	UHC-56381-23	7732138422	3759 Maple Ave, Mesa, AZ, 85281	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138195	ENR	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-109532	ENR	Jimmy D Price	1992-03-15	UHC-64093-04	5465648124	4016 Maple Ave, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123184	ENR	Dylan N Meyer	1984-05-05	—	9836406382	6395 Park Pl Apt 2, Scottsdale, AZ, 85238	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119178	ENR	Andrea O Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140767	ENR	Philip Russell	2000-05-17	UHC-68991-80	5813732144	1105 Maple Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107302	ENR	Timothy T Soto	2005-11-09	UHC-93230-87	3706730342	5441 Sunset Blvd, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130137	ENR	Yuki L Black	1947-04-17	UHC-81857-01	7638416178	892 Main St, Scottsdale, AZ, 85230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127685	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-127684	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107985	ENR	Zachary Hudson	1952-12-12	UHC-64556-29	6762197000	3391 Jefferson Ave, Gilbert, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113447	ENR	Lauren J Butler	1948-12-06	—	—	5532 Sunset Blvd, Seattle, WA, 98139	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103922	ENR	Mason M Maartin	1938-09-20	UHC-62733-27	4877911460	8500 Apache Blvd, Tucson, AZ, 85718	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111192	ENR	Ralph Johnston	1983-01-27	UHC-71172-51	2245358748	1083 Sage Ct, Minneapolis, MN, 55490	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115496	ENR	Jessica V Jones	—	UHC-61731-01	5945321428	371 Meadow Ln, Glendale, AZ, 85346	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

8,423 rows, page 38 of 169Previous Next