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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23197	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403483	CLM	Bryan Green	1995-07-18	UHC-72511-86	—	6662 Camelback Rd, Seattle, WA, 98167	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417985	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ	0.62	Name re-cased City re-cased ZIP missing Email lower-cased+3 more
ENR-142010	ENR	Lisa Knight	2000-08-02	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-407751	CLM	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave, Denver, CO, 80225	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-55255	TPA	William Delgado	1946-03-23	UHC-33161-80	4068171785	9138 Sunset Blvd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423904	CLM	Camila Bennett	1992-08-15	—	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406868	CLM	Virginia Caarr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406867	CLM	Virginia Caarr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121054	ENR	Yuki J Kelley	2007-06-27	UHC-53122-07	8748814105	4912 Harbor Blvd, Columbus, OH, 43279	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105602	ENR	Julie M Garza	1973-01-15	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400881	CLM	Janet Wright	1966-09-20	—	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124067	ENR	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX, 75055	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
CLM-407547	CLM	Bruce Sanchez	1966-12-13	UHC-67947-39	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421150	CLM	Matt Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20334	PRV	Kenneth N Parker	2001-02-16	UHC-71358-38	—	6628 Baseline Rd, Charlotte, NC, 28215	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-423573	CLM	Albert Rios	1958-01-26	UHC-29234-95	5395657540	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54208	TPA	Aaroon Taylor	1978-06-11	—	—	4151 Sage Ct, Las Vegas, NV, 89197	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419261	CLM	Stephen Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-115605	ENR	Pat Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56139	TPA	Adam Welch	1959-06-12	—	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111401	ENR	Ann Simpson	1961-11-04	UHC-94129-43	8979424861	6392 Ridge Rd, Tampa, FL, 33606	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62588	TPA	Tyler Peters	2001-11-01	—	—	1544 Market St, Fresno, CA, 93738	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-29163	PRV	Jacob C Guerrero	1973-09-21	—	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134088	ENR	Megan Carr	1951-10-23	UHC-22047-95	—	3795 Elm St, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51812	TPA	Carol Perry	1987-06-27	UHC-00745-17	—	2551 Washington St, Plano, TX, 75043	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-104694	ENR	Bell U Benjamin	1987-05-19	UHC-88671-74	4879437971	8479 Camelback Rd, Minneapolis, MN, 55428	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400090	CLM	Mark Z Burke	1994-05-26	UHC-86223-27	—	4572 Forest Ave, Nashville, TN, 37289	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422068	CLM	Fatima Thomas	1960-03-25	UHC-12199-64	—	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126737	ENR	Drew Matthews	1980-07-04	UHC-58353-57	4503420006	606 Church St, Miami, FL, 33129	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-140393	ENR	Sara Palmer	1998-05-20	UHC-47320-20	2596291534	133 Elm St, Gilbert, AZ, 85272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119141	ENR	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417973	CLM	Christian Jenkins	1987-10-28	—	8539846189	4808 Cedar Ln, Nashville, TN, 37270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101669	ENR	Sophia P Edwards	1953-10-21	UHC-83419-85	9888400492	6192 Canyon Rd, Columbus, OH, 43270	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407877	CLM	Samantha Elliott	1975-08-03	UHC-46587-22	—	5177 Highland Ave, Scottsdale, AZ, 85223	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133302	ENR	Hrold O Maldonado	1965-10-14	UHC-83323-05	2033445176	9623 Market St, Minneapolis, MN, 55466	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104031	ENR	Dennis T Murales	1990-01-06	UHC-40290-79	7104793536	265 Elm St, Tucson, AZ, 85772	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-118553	ENR	Danny G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-112553	ENR	Arjun Walsh	2002-04-19	UHC-14006-97	7509494648	2013 Market St, Nashville, TN, 37291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112552	ENR	Arjun Walsh	2002-04-19	UHC-14006-97	7509494648	2013 Market St, Nashville, TN, 37291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407826	CLM	Christopher Rojas	1949-11-02	UHC-25497-48	—	3036 Spring St, Denver, CO, 80242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

16,828 rows, page 129 of 337Previous Next