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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115103	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115102	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102983	ENR	Emily A George	1964-04-20	UHC-80583-22	2286135084	5984 Sunset Blvd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132999	ENR	Brittany P Morales	2003-09-13	UHC-09344-34	—	1731 Park Pl, Chandler, AZ, 85233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139256	ENR	Nathan I Stephens	1963-05-09	UHC-96209-03	6594355969	4241 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142229	ENR	Kenneth E Gilbert	1969-06-12	UHC-30518-95	8777570094	3202 Canyon Rd, Glendale, AZ, 85367	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134776	ENR	Jeremy F Contreras	1948-03-15	UHC-79282-02	2505650486	5889 Ocean Ave, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116896	ENR	Carol N Russell	2000-08-10	UHC-46311-72	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120964	ENR	Pamela B Rivera	1959-06-01	UHC-37756-28	6346029670	6476 Baseline Rd, Austin, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122117	ENR	Gloria F Roberts	1966-06-16	UHC-36740-98	—	1681 Spring St, Austin, TX	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136973	ENR	Rebecca K Ortiz	1958-03-24	UHC-50581-76	4757577059	6811 Harbor Blvd Apt 8, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142485	ENR	Linda V Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127296	ENR	Doris Q Fowler	1957-12-26	UHC-45462-27	6243402078	9260 Apache Blvd, Minneapolis, MN, 55456	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102385	ENR	Lawrence X Young	1953-09-03	UHC-86523-36	4359361407	3964 Oak St Apt 3, Tucson, AZ, 85772	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110247	ENR	Virginia Cambell	1960-05-26	UHC-14615-21	2944303157	6558 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111200	ENR	Carroll K Roger	1938-09-05	UHC-33517-97	2234954526	5997 Lincoln Way, Plano, TX, 75033	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140223	ENR	Davis V Beverly	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave # 221, Dallas, TX, 75295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133913	ENR	Bruce T Owens	1947-01-12	UHC-85462-64	9317172731	2822 Cedar Ln, Phoenix, AZ, 85080	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103583	ENR	Beverly T Santos	1946-10-27	UHC-54601-52	5796048510	3976 Baseline Rd, Sacramento, CA, 95811	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122168	ENR	Kevin N Reid	1941-06-13	UHC-59417-37	2734340725	7948 Meadow Ln, Scottsdale, AZ, 85232	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120631	ENR	Chris Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-124253	ENR	Ronald O Crawford	1985-12-25	UHC-84729-70	2114887181	3144 Market St Apt 9, San Antonio, TX, 78237	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121593	ENR	Anna F Bakar	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110700	ENR	Sarah Marshall	1941-06-20	UHC-65902-14	5417891031	4580 River Rd, Tucson, AZ, 85708	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124974	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111848	ENR	Diane A Simpson	1972-09-27	UHC-14389-58	—	366 Hillcrest Rd, Tempe, AZ, 85234	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108892	ENR	Elizabeth D Burton	1988-07-18	UHC-20589-20	8062450806	1311 Park Pl, Miami, FL, 33179	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137234	ENR	Eric Simmons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141989	ENR	Theresa J Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126187	ENR	Ronald Y Burton	1938-12-05	UHC-06575-07	6066131901	8308 Washington St, Denver, CO, 80243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142607	ENR	Jason D Spencer	1943-05-08	UHC-03083-48	—	447 Washington St, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120404	ENR	Diego U Schmidt	1989-02-24	UHC-25673-02	5554641793	6886 Forest Ave Apt 36, Miami, FL, 33187	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-141469	ENR	Deborah Barnes	1978-07-21	UHC-58944-23	6976447256	1318 Cedar Ln # 646, Dallas, TX, 75228	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112282	ENR	Aisha P Burke	1958-10-14	UHC-98365-72	6749400075	6872 Palm Dr # 999, Nashville, TN, 37298	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102816	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-107155	ENR	Scott D Howard	1989-08-10	UHC-12674-72	6227219418	2527 Union St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126232	ENR	Anthony G Hansen	1963-05-16	UHC-17160-06	7177672181	8380 Elm St, Orlando, FL	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107303	ENR	Mari Nguyen	2003-04-02	UHC-01436-76	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109101	ENR	Matthew K Montgomery	—	UHC-40390-81	9079446751	4920 Lake View Rd, Charlotte, NC, 28279	0.52	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128398	ENR	Jose A McCoy	1991-07-07	UHC-05379-73	—	2234 Ocean Ave, Columbus, OH, 43233	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115215	ENR	BJunk	1966-06-21	UHC-05736-04	4117308927	6799 Desert Sky Blvd, Jacksonville, FL, 32232	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100817	ENR	Danny Welch	2003-10-02	UHC-49645-12	7715285780	143 Ocean Ave, Mesa, AZ, 85239	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114353	ENR	Carl N Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105439	ENR	Emily Q Rojas	1973-08-11	UHC-97762-04	—	3791 Baseline Rd, Mesa, AZ	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105587	ENR	Jordan L Ross	—	UHC-47728-62	2939518374	8556 Market St, Eden Prairie, MN, 55365	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104470	ENR	Janice Little	1980-06-04	UHC-10517-84	2215710456	1594 Indian School Rd, Las Vegas, NV, 89199	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127678	ENR	Brenda M Ray	1980-05-09	UHC-99155-76	2572142905	9660 Elm St, Mesa, AZ, 85232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128414	ENR	Sophia Ray	1999-10-03	UHC-48513-75	7377922231	707 Valley View Dr # 825, Austin, TX	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

26,564 rows, page 82 of 532Previous Next