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
TPA-63064	TPA	Ahmde Sanders	1970-10-02	—	7449930595	7646 Willow Ct, Atlanta, GA, 30310	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404237	CLM	Evelyn Gomez	1964-11-10	UHC-57767-40	—	9527 Broadway Apt 25, Orlando, FL, 32876	0.64	Name re-cased Unit split from street State code upper-cased Gender normalised+2 more
CLM-413253	CLM	Jason Larson	1960-12-28	—	7958266992	1155 Broadway, Mesa, AZ, 85203	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-125291	ENR	Sophia Butler	2005-04-12	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56867	TPA	Barbara Brown	1968-11-14	—	7309086890	1741 Market St, Jacksonville, FL, 32230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411013	CLM	Gloria D Gordon	1952-09-04	—	—	9544 Camelback Rd, Orlando, FL, 32849	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61710	TPA	Amanda McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25441	PRV	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr, Gilbert, AZ, 85268	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423609	CLM	Christian McCoy	1971-12-15	UHC-69126-94	—	3749 Park Pl, Los Angeles, CA, 90076	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27809	PRV	Deborah S Burns	1980-01-12	—	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-422416	CLM	Gary Espinoza	1941-02-25	UHC-09582-44	4234665072	1967 Union St, Scottsdale, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20564	PRV	Teresa Harvvey	1995-07-24	—	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54505	TPA	Edwrad Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA, 93763	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-427336	CLM	Kelly O Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427335	CLM	Kelly O Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427790	CLM	Paul E Schmidt	1957-07-26	UHC-33818-80	—	6695 Washington St, Nashville, TN, 37229	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
TPA-62564	TPA	Amber E Obrien	1986-01-02	—	—	8267 Spring St, Houston, TX, 77031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-58849	TPA	Andrea Kim	1945-04-05	—	—	4014 Washington St, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28692	PRV	Charles McDonald	1943-08-24	—	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109180	ENR	Helen Jacobs	1969-05-28	UHC-51998-52	5237834036	3461 Grand Ave, Austin, TX, 78792	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101391	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-140316	ENR	Alan B Bradley	2008-03-04	UHC-95978-86	—	286 Jefferson Ave, Charlotte, NC, 28277	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417726	CLM	Logan Yang	1967-09-12	—	8243758064	622 Main St, Chandler, AZ, 85220	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112263	ENR	Mark B Davis	1962-06-10	UHC-18118-85	—	1403 Pine Dr, Mesa, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-59635	TPA	Sharon W Gerge	1959-01-13	—	6069106660	1079 Grand Ave, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139860	ENR	Burns Arthur	1985-09-27	UHC-86304-70	6458777364	3021 Main St, Tucson, AZ, 85714	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429551	CLM	Anna Harvey	1968-10-09	—	7775745458	3429 Forest Ave, Chandler, AZ, 85274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120563	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-120564	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
TPA-62001	TPA	Harold Murphy	1948-08-24	—	—	7183 River Rd, Los Angeles, CA, 90004	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52053	TPA	Matthew J Reid	1952-03-09	—	—	6808 Highland Ave, Seattle, WA, 98128	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53875	TPA	Alan Cole	1977-06-25	—	—	4335 Ocean Ave, Mesa, AZ, 85295	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51497	TPA	Roy Baker	1990-07-17	UHC-57070-14	—	3701 Washington St, Tampa, FL, 33607	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27858	PRV	Debra Lee	1995-07-27	—	4333342670	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51620	TPA	Charles Bryaant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-133514	ENR	Philip Whtie	1992-10-23	UHC-56598-37	8284020102	208 Washington St, Gilbert, AZ, 85280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406324	CLM	Sara Carter	1945-03-08	UHC-19581-65	4575658982	4145 Lake View Rd, Phoenix, AZ, 85097	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-103519	ENR	Benjamin T Webb	2003-01-07	UHC-05050-82	8286860774	6081 Camelback Rd, Jacksonville, FL, 32277	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53327	TPA	Betty Tucker	1958-07-15	—	—	3595 Central Ave, Tucson, AZ, 85789	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-124109	ENR	Hannah Willis	1973-05-27	UHC-29058-11	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21106	PRV	Mark Fox	1993-04-05	—	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-425899	CLM	Eric Robertson	2008-07-10	—	—	3096 Union St, Fresno, CA, 93766	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131049	ENR	Billy Dean	1979-11-24	—	5519135207	3731 Bayshore Dr, Miami, FL, 33194	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-126090	ENR	Brian Y Hart	1972-08-20	UHC-91803-27	6385126569	1729 Highland Ave, San Antonio, TX, 78258	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-406892	CLM	Laura G Aguilar	1943-08-17	UHC-46548-44	2802655691	3684 Baseline Rd, Denver, CO, 80283	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409820	CLM	Sofia Ward	1961-04-16	UHC-55808-79	—	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422756	CLM	Arjun V Anderson	1985-07-05	UHC-56313-59	6009315274	9629 Mesa Dr, Plano, TX, 75045	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 182 of 337Previous Next