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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121433	ENR	Nancy V Ryan	1957-01-12	UHC-48313-24	7692969968	7458 Central Ave, Eden Prairie, MN, 55389	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-143024	ENR	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-121935	ENR	Douglas A Vargas	1955-09-10	UHC-95650-14	6314164479	750 Broadway, Minneapolis, MN, 55459	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
CLM-406117	CLM	Jacqueline Ryan	1973-08-14	UHC-97443-27	—	5196 Mesa Dr, Houston, TX, 77024	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-118008	ENR	Kimbeerly Bryant	1949-07-15	UHC-37332-01	5518297339	3562 Park Pl, Los Angeles, CA, 90049	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401910	CLM	Kyle Phillips	1975-06-05	UHC-18502-69	4723023202	8886 Broadway, Dallas, TX, 75204	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-401321	CLM	Maarilyn Miller	1955-01-17	UHC-47254-57	—	6379 Pine Dr, Sacramento, CA, 95808	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401320	CLM	Maarilyn Miller	1955-01-17	UHC-47254-57	—	6379 Pine Dr, Sacramento, CA, 95808	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418736	CLM	Denise Soto	1966-06-11	UHC-64839-09	7777088400	6039 Elm St, Los Angeles, CA, 90076	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-431487	CLM	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23671	PRV	Melissa Dixon	1993-11-16	UHC-54897-01	2856232365	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-135026	ENR	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd, Chandler, AZ, 85209	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-127382	ENR	Gary M Stewart	2004-07-21	UHC-03014-10	6919154393	4203 Apache Blvd, Plano, TX, 75076	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120262	ENR	Brian D Hamilton	1988-11-07	UHC-98413-48	3634696624	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-126726	ENR	Margaret Y Duncan	1982-05-05	UHC-49448-78	9392796023	1968 Washington St, Chandler, AZ, 85235	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-400804	CLM	Bobby Ryan	1985-01-27	UHC-15742-74	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427741	CLM	Roy Alvarado	1969-12-02	UHC-53540-10	3618377706	6102 Valley View Dr, San Antonio, TX, 78203	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130802	ENR	Sophia F Simmons	1974-10-04	UHC-68720-87	3345405489	8454 Pine Dr, Phoenix, AZ, 85001	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-24762	PRV	Thomas A Raymond	—	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-101836	ENR	Sandra Z Davis	1953-01-05	UHC-90638-23	8009303442	7452 Elm St, Plano, TX, 75000	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140797	ENR	Madison Johnson	1985-03-26	UHC-26396-77	—	1279 Broadway, Tucson, AZ, 85702	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
ENR-112391	ENR	Noah T Bowman	1943-08-06	UHC-51284-70	8286005804	5853 Cedar Ln, Las Vegas, NV, 89120	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112174	ENR	Rojas Sandra	1948-03-26	UHC-83642-73	—	8626 Mesa Dr, San Diego, CA, 92133	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106098	ENR	Cynthia C Weaver	1948-07-26	UHC-34770-23	9045077889	5617 Washington St, Nashville, TN, 37263	0.78	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-27034	PRV	Kevvin Fowler	1963-10-01	UHC-05853-80	8745722321	5151 Valley View Dr, Chandler, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-115430	ENR	Jerry O Hawkins	1989-03-02	UHC-79769-59	3917402064	3114 Ridge Rd, Tempe, AZ, 85221	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111997	ENR	Jordan Williams	1941-08-11	UHC-60590-75	6993025122	8683 Willow Ct, Jacksonville, FL, 32231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-114786	ENR	Emma Q Roberts	1975-09-22	UHC-87096-93	4876839971	5951 Sage Ct, Seattle, WA, 98181	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-102293	ENR	Ran M Graham	1977-07-09	UHC-87301-28	—	3063 Oak St, Scottsdale, AZ, 85219	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-418480	CLM	Theresa Gray	1968-05-05	UHC-34684-20	—	1814 Sage Ct, Houston, TX, 77018	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427079	CLM	Sofia U Anndrews	1996-02-17	UHC-65628-97	6905613448	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407253	CLM	Marylyn Coleman	1958-03-25	UHC-49375-18	3624793359	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-131630	ENR	Noah Vasquez	2006-02-22	UHC-51486-14	8449950826	8848 Willow Ct, Las Vegas, NV, 89140	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131629	ENR	Noah Vasquez	2006-02-22	UHC-51486-14	8449950826	8848 Willow Ct, Las Vegas, NV, 89140	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407885	CLM	Alice Q Hayes	2000-06-23	UHC-80765-96	—	8618 Washington St, San Diego, CA, 92129	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131046	ENR	Eric U Shaw	1966-12-06	UHC-27235-50	6304179547	8646 Sage Ct, Orlando, FL, 32836	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-121571	ENR	Diego Willis	1990-01-22	UHC-27057-09	8019955325	9873 Hillcrest Rd, Jacksonville, FL, 32253	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-121572	ENR	Diego Willis	1990-01-22	UHC-27057-09	8019955325	9873 Hillcrest Rd, Jacksonville, FL, 32253	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-134899	ENR	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142185	ENR	Frank Schultz	1972-02-08	UHC-54545-49	6165098857	1902 Spring St, Houston, TX, 77002	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-402435	CLM	Karen Little	1959-03-03	UHC-06105-79	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
PRV-28014	PRV	Austin R Medina	1954-03-06	UHC-50918-06	8027098372	4470 Main St Apt 26, Fresno, CA, 93780	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-420577	CLM	Willie Daniels	2006-11-01	UHC-73258-28	2929570764	604 Broadway, San Antonio, TX	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-401904	CLM	Virginia Ellis	1954-12-02	UHC-03401-62	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-114400	ENR	Thomas H Stephens	2003-07-13	UHC-29968-36	2499604134	7446 Apache Blvd, Tampa, FL, 33659	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408190	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 632, Columbus, OH, 43248	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-125267	ENR	Anthony Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ, 85336	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138291	ENR	Lisa H Taylor	1983-09-14	UHC-20686-86	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-117487	ENR	Diego Q Guerrero	1943-03-05	UHC-87787-76	2552328811	4725 Willow Ct, San Diego, CA, 92183	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-118835	ENR	Stephanie Z Mejia	1984-11-12	UHC-10286-01	5648476984	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more

7,723 rows, page 101 of 155Previous Next