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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112369	ENR	Brenda M Phillips	1945-10-26	UHC-36458-25	5117760774	5189 Grand Ave, Orlando, FL, 32884	0.52	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+2 more
ENR-112937	ENR	Matthew E Jones	2002-04-11	UHC-71563-08	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111683	ENR	Marilyn T Richads	1995-06-26	UHC-52260-31	9079841631	2627 Church St, Denver, CO, 80240	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-130254	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133295	ENR	Karen Q Clark	2007-12-06	UHC-47593-45	5647392600	1136 Baseline Rd, Los Angeles, CA, 90084	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105592	ENR	Santiago Herrera	1965-05-20	UHC-36829-74	2975336713	9406 Washington St, Mesa, AZ, 85267	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-127425	ENR	Donna Cook	1978-02-12	UHC-07640-06	8798708298	6772 Desert Sky Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132095	ENR	Jacob Peterson	1947-11-04	UHC-66053-39	2757434217	1241 Washington St Apt 40, Tucson, AZ, 85764	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134581	ENR	Linda L Washington	—	UHC-77668-48	2757623820	5949 Sage Ct, Houston, TX, 77073	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131774	ENR	Mendoza Frank	1981-10-06	UHC-46190-14	9387076634	9694 Oak St, Charlotte, NC, 28225	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129306	ENR	Aron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130188	ENR	Beverly X Valdez	1989-10-24	UHC-20571-96	2017033754	9115 Canyon Rd, Charlotte, NC, 28227	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111678	ENR	Ahmed Vasquez	1956-06-02	UHC-88338-81	7462383231	6948 Camelback Rd, Gilbert, AZ, 85282	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121552	ENR	Jeremy O Bizhop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138146	ENR	Catherine T Harrison	—	UHC-57587-41	7015702116	8631 Bayshore Dr, Plano, TX, 75031	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-141753	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	—	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125705	ENR	Philip Ferguson	1991-08-28	UHC-35676-88	3482670324	8340 Desert Sky Blvd, Tucson, AZ, 85709	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110428	ENR	Frank Franklin	2003-09-11	UHC-27271-24	5914512496	7574 Broadway # 630, Phoenix, AZ, 85020	0.52	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+2 more
ENR-142248	ENR	Linda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122451	ENR	Carlos Holmes	1945-12-12	UHC-63535-52	9787231408	5894 Cedar Ln, Mesa, AZ, 85259	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-137523	ENR	Bryan Q Fernandez	2008-11-21	UHC-35162-93	3783917168	3502 Spring St, Fresno, CA, 93789	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124064	ENR	Timothy Schultz	2002-01-10	UHC-79336-34	5214256423	3983 Cedar Ln, Scottsdale, AZ, 85222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136568	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN, 55318	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119657	ENR	Steve C Nichols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117203	ENR	Kelly L Guerrero	—	UHC-67014-51	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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-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-138120	ENR	Omar Q Reed	1962-02-17	UHC-46285-34	—	8059 Indian School Rd, Miami, FL, 33136	0.52	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed+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-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-121567	ENR	Christian Reid	1972-02-24	UHC-73377-60	6214125299	1703 Broadway, Miami, FL, 33157	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+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-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-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-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-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-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-100847	ENR	Sarah D Howell	1966-05-27	UHC-08662-71	2373550725	320 Main St, Austin, TX, 78751	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109824	ENR	Juan J Wong	1992-03-15	UHC-16504-57	7986465537	5751 Union St, Los Angeles, CA, 90043	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123991	ENR	Alan F Ward	1981-08-20	UHC-36246-03	9299486177	117 Mesa Dr, Dallas, TX, 75213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

3,951 rows, page 22 of 80Previous Next