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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106545	ENR	Sam Miller	1940-11-09	UHC-50684-94	3718044039	5308 Grand Ave # 408, Tucson, AZ, 85778	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132249	ENR	William W Rivera	1971-03-13	UHC-47674-88	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100084	ENR	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St Apt 29, Columbus, OH, 43276	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140464	ENR	Cynthia Z Sullivan	1999-07-27	UHC-08546-06	8348382068	4119 Cedar Ln # 893, Scottsdale, AZ, 85218	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-108376	ENR	William F Moreno	1953-05-16	UHC-32552-30	7122664779	4043 Jefferson Ave, Glendale, AZ, 85353	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138843	ENR	Ryan Moore	2005-12-02	UHC-30429-82	2345312824	6150 Market St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105504	ENR	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137161	ENR	Noah Herrera	1955-02-25	UHC-36445-13	2652811140	6367 Market St, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127073	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-126235	ENR	Albert E Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-129475	ENR	Philip I Hanson	1996-01-09	UHC-81956-03	9847546213	4609 Spring St, Eden Prairie, MN, 55373	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-134826	ENR	Frank McCoy	1981-12-27	UHC-92717-26	8769792749	4261 Union St # 245, Orlando, FL, 32828	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100853	ENR	Jeremy S Wilson	1983-10-25	UHC-59488-37	6244094160	4960 Grand Ave, Miami, FL, 33138	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-117713	ENR	Scott A Fuller	1965-02-05	UHC-05207-17	8076727536	7273 Mountain View Dr, Miami, FL, 33115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113539	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104127	ENR	Ronald F Crawford	1981-11-13	UHC-93325-15	2175870524	4226 Harbor Blvd, Glendale, AZ, 85385	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124825	ENR	Denise V Garza	1982-10-16	UHC-77826-78	4135593814	7798 Central Ave, Phoenix, AZ, 85027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117702	ENR	Ryan X Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd, Orlando, FL, 32877	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-101229	ENR	Camila L Cruz	1998-04-14	UHC-36189-79	5088337527	3842 Ocean Ave, Atlanta, GA, 30346	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132037	ENR	Virginia Harper	1971-08-20	UHC-28583-58	7436664876	9462 Valley View Dr # 997, Glendale, AZ, 85387	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-109620	ENR	Judy D Clark	1983-12-04	UHC-51036-46	8315794265	6401 Highland Ave, Glendale, AZ, 85334	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143050	ENR	Mateo V Simpson	1998-02-15	UHC-48188-73	9685961322	9683 Canyon Rd Apt 8, Minneapolis, MN, 55409	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123360	ENR	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL, 33658	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134420	ENR	Bryan Bradley	1987-05-12	UHC-56034-71	2126093209	5040 Oak St, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127358	ENR	Adam Stewart	1954-09-02	UHC-00514-65	3346406936	7139 Oak St, Chandler, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105158	ENR	Mark Z Fox	1993-04-05	UHC-45874-92	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118218	ENR	Nathan Y Ryan	1996-09-17	UHC-40820-53	6078447520	8757 Desert Sky Blvd, Denver, CO, 80273	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113495	ENR	Ramirez D Nicole	—	UHC-75032-76	6223696412	588 Ridge Rd, Tampa, FL, 33651	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-116339	ENR	Robetr G Perkins	1968-08-21	UHC-94691-18	7489469741	782 Grand Ave, Houston, TX, 77076	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134728	ENR	Gregory Day	1959-02-20	UHC-38456-67	5348763142	195 Meadow Ln, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106250	ENR	Jacob P Carr	1969-11-15	UHC-37195-05	4344197742	7246 Maple Ave, Seattle, WA, 98117	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122528	ENR	Sharon Q Delgado	1991-11-24	UHC-81716-07	7182563747	3990 Central Ave, Plano, TX, 75083	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127464	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave Apt 15, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116258	ENR	Heather X Sims	1986-06-13	UHC-21954-04	7628443339	2595 Elm St, Austin, TX, 78756	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-112584	ENR	Daniel E Lynch	2001-05-17	UHC-59668-42	3225507904	2820 Valley View Dr, Mesa, AZ, 85224	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114446	ENR	Hannah Sandoval	2000-09-08	UHC-26476-44	8996970636	9114 Grand Ave, Tucson, AZ, 85739	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131168	ENR	Raymond Torres	2007-03-02	UHC-11215-39	6008236456	6610 Pine Dr, Austin, TX, 78714	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-123104	ENR	Walter J Salazar	1984-12-04	UHC-43435-44	7329258370	150 Desert Sky Blvd Apt 11, Tampa, FL, 33665	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-128391	ENR	Jon Murphy	1988-04-25	UHC-59517-51	6044703811	1540 Canyon Rd, Mesa, AZ, 85299	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137359	ENR	Linda Boyd	1993-03-26	UHC-33993-62	9213191642	3073 Highland Ave, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110082	ENR	Valentina A Price	2004-04-24	UHC-82856-79	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135687	ENR	Sophia L Fowler	1954-12-16	UHC-00499-12	2694712046	7348 Broadway Apt 24, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106787	ENR	Mariana I Carlson	1958-07-21	UHC-83774-86	7908141957	3744 Elm St # 522, Minneapolis, MN, 55474	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106291	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd, Nashville, TN, 37270	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-106012	ENR	Sean Morreno	1989-08-28	UHC-94786-19	7689699642	8250 Elm St, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114998	ENR	Aisha Willis	1961-04-17	UHC-57295-06	9292912990	5745 Canyon Rd # 441, Phoenix, AZ, 85072	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114984	ENR	Susan N Howard	1995-01-09	UHC-23868-31	3035682945	9163 Willow Ct, Plano, TX, 75089	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104154	ENR	Ann Simmons	1954-09-13	UHC-19311-66	3154372695	3060 Market St, Glendale, AZ, 85394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

28,181 rows, page 80 of 564Previous Next