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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126193	ENR	Mariana E Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ, 85338	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126408	ENR	Daaniel Parkar	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108238	ENR	Vincent Rodriguez	1950-05-23	UHC-00309-05	6636277464	6259 Oak St, Tucson, AZ, 85753	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126278	ENR	Alexis Weaver	1944-03-20	UHC-87568-87	8559377045	73 Valley View Dr, San Antonio, TX, 78248	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128136	ENR	John Andrews	2005-10-17	UHC-79943-13	6433839122	8205 Mesa Dr, Orlando, FL	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124440	ENR	Lawrence V Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123009	ENR	Bobby T Mendez	1987-11-04	UHC-62846-21	3643893026	5296 Central Ave, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127140	ENR	Chritian A Le	1970-07-15	UHC-11475-19	4538368457	544 Central Ave, Seattle, WA, 98133	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127100	ENR	Jennifer Z Griffin	1957-12-17	UHC-36930-80	7429375619	9526 Washington St, Denver, CO, 80206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113370	ENR	Patrick J Hoffman	1960-11-21	UHC-10829-67	3153528761	2406 Forest Ave, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123893	ENR	Ahmed I Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St Apt 1, Las Vegas, NV, 89139	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132161	ENR	Peter Patel	1945-04-20	UHC-99963-63	6857987644	981 Union St, Chandler, AZ, 85264	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138097	ENR	Arjun Hudson	1999-04-14	UHC-69955-67	3663862344	4237 Sunset Blvd, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105315	ENR	Nicole Harris	1955-08-04	UHC-21324-90	8129815976	3260 Cedar Ln, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142298	ENR	Alexis T Nunez	1962-05-04	UHC-93711-09	2929832165	9582 Grand Ave, Denver, CO, 80210	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-111111	ENR	Michael Alvarado	1981-06-25	UHC-14405-57	—	3038 Baseline Rd # 899, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116602	ENR	Andrea T Sanders	1976-03-15	UHC-23556-43	8756613660	6103 Market St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110064	ENR	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135115	ENR	Brian E Stone	1973-10-20	UHC-93876-66	7208577052	1030 Highland Ave, San Diego, CA, 92138	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103927	ENR	Austin Warren	2008-07-28	UHC-54396-70	3698148462	5121 Mesa Dr Apt 30, Tampa, FL, 33625	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108669	ENR	Amber Mejia	1973-08-10	UHC-47303-98	3809704189	8584 Jefferson Ave # 876, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109354	ENR	Henry Jackson	1975-09-28	UHC-76377-46	8139278494	6258 Forest Ave Apt 7, Columbus, OH, 43254	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102710	ENR	Brian G Hamilton	1940-08-14	UHC-68025-63	—	7947 River Rd # 235, Scottsdale, AZ, 85227	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120076	ENR	Carlos U Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120567	ENR	Ronald Hoffman	1958-08-16	UHC-16807-53	9892199266	8607 Ocean Ave, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107885	ENR	Abigail George	1993-07-19	UHC-48841-18	8823971842	5368 Lincoln Way, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141874	ENR	Donna Guzman	1957-03-28	UHC-41209-83	6019320912	2470 Meadow Ln Apt 38, Austin, TX, 78738	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121721	ENR	William Dixon	1965-10-14	UHC-96330-91	4393239148	9245 Pine Dr, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140790	ENR	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln Apt 3, San Antonio, TX, 78295	0.50	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-101863	ENR	Stephhanie A Black	1984-02-20	UHC-71521-26	8072891271	3602 Meadow Ln, Mesa, AZ, 85278	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105499	ENR	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136489	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136490	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-103099	ENR	Daniel Williams	1960-04-16	UHC-03175-49	—	2563 Park Pl, Dallas, TX, 75221	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113803	ENR	Russell E Murray	1951-06-16	UHC-02728-23	—	8438 Canyon Rd, Fresno, CA, 93736	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-132546	ENR	Hanson Scott	2000-08-24	—	8436489842	1929 Union St # 655, Tempe, AZ, 85212	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142936	ENR	Elijah Hudson	1984-06-27	UHC-37723-85	3127262858	3818 Sage Ct, Phoenix, AZ, 85000	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137575	ENR	Christina P Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125611	ENR	Kelly V Greene	1963-12-04	UHC-79987-73	3306264325	6586 Market St, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134082	ENR	Melissa S Hicks	1954-01-18	UHC-05893-60	7853754493	8011 Central Ave, Tempe, AZ, 85266	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-131659	ENR	Olivia Cole	1982-06-23	UHC-64377-81	5763539617	915 Valley View Dr, Tampa, FL, 33659	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109754	ENR	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more

13,989 rows, page 18 of 280Previous Next