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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141807	ENR	Mateo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave Apt 1, Austin, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56675	TPA	Maria D Cruz	1989-07-28	—	6916424491	1792 Forest Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-26160	PRV	Evelyn Rios	—	UHC-61519-14	9738730967	5133 Grand Ave # 470, Tucson, AZ, 85754	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24985	PRV	John Contreras	1945-12-13	—	4568026616	3814 Union St, Tucson, AZ, 85718	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139877	ENR	Douglas Russell	1997-07-01	UHC-42827-25	3455252431	3018 Harbor Blvd, Sacramento, CA, 95872	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-115709	ENR	Lawrence Q Ramirez	1998-06-26	UHC-12458-11	5586917924	5181 Desert Sky Blvd, Scottsdale, AZ, 85268	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50635	TPA	Sandra P Alvarez	1948-03-21	—	7796752852	3403 Ridge Rd # 203, Tampa, FL, 33622	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51093	TPA	Kelly Carter	1964-06-03	—	7283671484	405 Maple Ave, San Antonio, TX, 78269	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-412835	CLM	William Black	1967-03-21	—	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401399	CLM	Gabriel Robertson	1946-05-09	—	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432559	CLM	Amanda Bennett	2004-01-08	UHC-35446-77	—	6065 Union St, Columbus, OH, 43251	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-58902	TPA	Diego M Lawrence	2005-03-13	UHC-68548-08	4465048557	1001 Hillcrest Rd Apt 36, Tempe, AZ, 85203	0.50	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Unit split from street+3 more
PRV-25094	PRV	Hanah Lucas	1986-12-09	UHC-54951-70	7145655361	9358 Mountain View Dr, Plano, TX, 75067	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28866	PRV	Maria Reed	1944-03-19	—	8777327613	7228 Ridge Rd, Jacksonville, FL, 32257	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418910	CLM	Ronald Ray	1980-08-21	UHC-88813-34	—	1776 Park Pl, Houston, TX, 77001	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-20857	PRV	Allice Wallace	1939-07-04	UHC-88572-65	—	1501 Main St, Orlando, FL, 32875	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21498	PRV	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct, Houston, TX	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-111532	ENR	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409918	CLM	Gerald Cllins	2008-05-28	—	4663358492	4668 Oak St, Glendale, AZ, 85381	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23633	PRV	Kathleen Lane	2001-01-26	—	4949725027	7643 Highland Ave Apt 13, Miami, FL, 33193	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123151	ENR	Keith C Sanders	—	UHC-17016-66	—	6170 Willow Ct, Atlanta, GA, 30342	0.50	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-417440	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	—	9608 Meadow Ln, Plano, TX, 75018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27410	PRV	Gloria Watkins	1974-11-18	UHC-01940-80	5713683133	7662 Church St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421951	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	—	2380 Highland Ave, Seattle, WA	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-52987	TPA	Thomas F Freeman	2006-04-07	—	—	1119 Pine Dr, Charlotte, NC	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423583	CLM	Harold O Howell	1975-09-21	UHC-51378-74	—	2564 Valley View Dr, Tucson, AZ, 85755	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58016	TPA	Vincent Thomas	1939-06-11	UHC-72529-98	8993797926	1569 Elm St, Las Vegas, NV, 89177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113795	ENR	Philip C Rodriuez	1953-05-16	UHC-24881-73	—	473 Washington St, Tempe, AZ, 85247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59910	TPA	Susan Gray	1975-12-26	—	—	9559 Lincoln Way, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29359	PRV	Kyle J Bishop	1940-01-05	UHC-06507-66	8237704050	1367 Grand Ave, Chandler, AZ, 85280	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24370	PRV	Lawrence Carter	—	—	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.50	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-120965	ENR	Diane Lewis	1952-01-14	UHC-42576-07	—	7809 Broadway, Dallas, TX	0.50	Two-digit birth year Address re-cased City re-cased ZIP missing+3 more
ENR-115733	ENR	Sandra Reyes	—	UHC-77075-98	8249183594	8178 Market St, Dallas, TX, 75230	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20462	PRV	Natalie J Simpson	1940-11-11	UHC-12051-83	4947090529	4332 Maple Ave, Jacksonville, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427667	CLM	Stephen Davis	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57710	TPA	Charlotte Duncan	1989-11-08	—	—	9268 Valley View Dr, Columbus, OH, 43264	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409328	CLM	Jose Campbell	1993-11-18	UHC-25523-06	6243263156	8087 Market St, Tempe, AZ, 85238	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24199	PRV	Juan Castro	1981-08-02	—	—	3666 Market St, Fresno, CA, 93713	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414749	CLM	Allen E Mei	1991-09-17	UHC-06040-50	—	2703 Main St, Tampa, FL, 33634	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429373	CLM	Jennifer Parker	1977-11-09	UHC-33407-88	4946594255	241 Forest Ave, Austin, TX, 78716	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401236	CLM	Jordan Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 75 of 1,426Previous Next