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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63746	TPA	Adam Alexander	1994-02-24	—	4056762359	1034 Harbor Blvd, Eden Prairie, MN	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-141517	ENR	Emily M Watkins	1976-05-27	UHC-08567-93	7456723756	3883 Mesa Dr # 344, Miami, FL	0.70	Phone reformatted Unit split from street ZIP missing
CLM-408837	CLM	Lawrence Gutierrez	1943-12-13	UHC-49649-11	—	3482 Jefferson Ave, Columbus, OH	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
ENR-129980	ENR	Denise B Stone	1945-03-04	UHC-23922-86	8522339517	4799 Washington St, Nashville, TN	0.70	Street suffix standardised Address re-cased ZIP missing
TPA-56369	TPA	Nicole K Banks	1996-12-26	—	—	2517 Mountain View Dr, Mesa, AZ	0.70	Two-digit birth year ZIP missing Placeholder values cleared
ENR-126163	ENR	Randy Crawford	1957-05-16	UHC-69743-66	—	8004 Sunset Blvd, Austin, TX	0.70	Phone missing area code ZIP missing Whitespace trimmed
ENR-132206	ENR	Oar Harvey	2008-10-05	UHC-08537-63	—	701 Desert Sky Blvd, Phoenix, AZ	0.70	Name re-cased Phone missing area code ZIP missing
ENR-121286	ENR	Kayla Day	1989-07-04	UHC-75201-58	9376632536	580 Valley View Dr, Dallas, TX	0.70	Street suffix standardised Address re-cased ZIP missing
CLM-403609	CLM	Robert F Jordan	1974-09-10	—	—	6722 Meadow Ln, Miami, FL	0.70	ZIP missing Gender normalised Placeholder values cleared
CLM-429431	CLM	Dorothy Collins	2002-11-16	UHC-40897-12	7483866583	7220 Forest Ave, Mesa, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
CLM-417909	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	—	3645 Mountain View Dr, Scottsdale, AZ	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-401960	CLM	Sofia Garza	1971-11-23	UHC-84750-50	—	8092 Park Pl, San Antonio, TX	0.70	Street suffix standardised Address re-cased ZIP missing
CLM-426127	CLM	Victoria Rogers	2008-05-10	UHC-57091-14	—	1444 Indian School Rd, Plano, TX	0.70	Phone missing area code ZIP missing Placeholder values cleared
ENR-105309	ENR	Abbby J Andrews	—	UHC-48013-48	8794888751	499 Lincoln Way, Minneapolis, MN	0.70	Date of birth unreadable ZIP missing Whitespace trimmed
ENR-130603	ENR	Michelle Cook	1991-03-23	UHC-71012-93	—	7428 Church St, Mesa, AZ	0.70	SSN last four extracted ZIP missing Email lower-cased
ENR-132901	ENR	Timothy W Clark	1948-06-25	UHC-54796-17	7048975860	1128 Broadway, Phoenix, AZ	0.70	Middle initial moved out of first name Phone reformatted ZIP missing
CLM-410360	CLM	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL	0.70	State name converted to code ZIP missing Placeholder values cleared
TPA-52690	TPA	Laura Perkins	1956-09-28	—	—	5448 Baseline Rd # 300, Minneapolis, MN	0.70	Unit split from street ZIP missing Placeholder values cleared
TPA-64330	TPA	Laura Torres	1972-04-11	—	—	3253 Willow Ct, Columbus, OH	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-128919	ENR	Randy O Hlil	1960-06-02	UHC-78409-32	—	2962 Washington St, Columbus, OH	0.70	Phone missing area code ZIP missing Email lower-cased
ENR-139818	ENR	Charles X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.70	City re-cased ZIP missing Gender normalised
ENR-115908	ENR	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX	0.70	ZIP missing Gender normalised Whitespace trimmed
ENR-140136	ENR	Albert E Stephens	1990-04-16	UHC-75807-75	5686903294	5158 Valley View Dr, Seattle, WA	0.70	Street suffix standardised Address re-cased ZIP missing
CLM-416685	CLM	Nathan Reid	2008-12-27	UHC-64789-70	7248086884	7259 Mesa Dr, Glendale, AZ	0.70	Phone reformatted ZIP missing Gender normalised
ENR-141150	ENR	Keyla H Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA	0.70	Name split from “Last, First”ZIP missing Email lower-cased
ENR-105278	ENR	Patrick I Young	1938-04-20	UHC-68875-92	4995962742	9865 Church St, Plano, TX	0.70	Name re-cased ZIP missing Gender normalised
ENR-117782	ENR	Chris Willis	1971-11-03	UHC-00681-59	4898933241	6655 Cedar Ln, Miami, FL	0.70	Two-digit birth year ZIP missing Email lower-cased
CLM-412893	CLM	Joe Richards	1945-09-03	—	—	5655 Ridge Rd, Minneapolis, MN	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-142921	ENR	Helen Y Lucas	1975-08-16	UHC-75463-75	5867207471	9057 Elm St, Chandler, AZ	0.70	Street suffix standardised Address re-cased ZIP missing
CLM-421194	CLM	Omar Coleman	1979-12-02	UHC-91190-23	—	4576 Camelback Rd, Sacramento, CA	0.70	ZIP missing Email lower-cased Gender normalised
ENR-116351	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH	0.70	Phone reformatted ZIP missing Gender normalised
CLM-429102	CLM	Brenda Phillips	1961-06-05	—	8043537023	1876 Central Ave, Miami, FL	0.70	Two-digit birth year ZIP missing Placeholder values cleared
ENR-117302	ENR	Lisa Clark	1977-03-13	UHC-08004-40	9768768845	9555 Ridge Rd # 789, Las Vegas, NV	0.70	Phone reformatted Unit split from street ZIP missing
ENR-123002	ENR	Joyce G Ford	1937-01-02	UHC-98667-97	4718619953	5908 Central Ave, Glendale, AZ	0.70	ZIP missing Gender normalised Whitespace trimmed
CLM-415439	CLM	Aeron Fisher	1993-10-26	UHC-39898-77	—	1654 Ocean Ave, Jacksonville, FL	0.70	Phone missing area code ZIP missing Placeholder values cleared
CLM-428529	CLM	Marai Wagner	1975-03-09	—	—	5713 Indian School Rd, Columbus, OH	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-122723	ENR	Alexander N Cruz	1939-10-24	UHC-37791-88	6322530751	3701 Sage Ct, Plano, TX	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-134075	ENR	Danielle K Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA	0.70	Phone missing area code City re-cased ZIP missing
ENR-121160	ENR	Arjun Harris	1953-10-27	UHC-71965-17	5147573995	777 Lake View Rd, Eden Prairie, MN	0.70	SSN last four extracted ZIP missing Whitespace trimmed
CLM-430899	CLM	Richardson Grace	1979-11-01	UHC-05731-22	—	489 Ocean Ave, Scottsdale, AZ	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-120165	ENR	Alan X Cole	1941-01-04	UHC-30570-34	—	5628 Forest Ave, Austin, TX	0.70	Street suffix standardised Address re-cased ZIP missing
ENR-139719	ENR	Steven M Griffin	2008-09-14	UHC-95954-44	3052350920	1826 Central Ave, Sacramento, CA	0.70	Street suffix standardised Address re-cased ZIP missing
ENR-106687	ENR	Sofia Fuller	1956-08-14	UHC-83296-48	5945145848	9744 Cedar Ln # 698, Tucson, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-143055	ENR	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	970 Main St, Scottsdale, AZ	0.70	Date of birth reformatted SSN last four extracted ZIP missing
CLM-426501	CLM	Gregory Alvarez	1982-03-27	UHC-67391-14	—	1067 Oak St # 230, Tempe, AZ	0.70	Unit split from street ZIP missing Placeholder values cleared
TPA-51277	TPA	RonaldJunk	2003-05-26	UHC-91719-11	—	373 Oak St, Eden Prairie, MN	0.70	ZIP missing Placeholder values cleared No usable name (quarantined)
CLM-430806	CLM	Omar Peters	1952-12-22	—	—	6842 Cedar Ln, Gilbert, AZ	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-24538	PRV	Mariana R Valdez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX	0.70	State name converted to code ZIP missing Placeholder values cleared
ENR-139176	ENR	Kaith Rogers	1974-06-19	UHC-49630-51	2807122168	4103 Elm St, Tempe, AZ	0.70	State name converted to code ZIP missing Whitespace trimmed
CLM-421667	CLM	Richard Hamillton	2001-10-03	UHC-08968-49	2156053528	4119 Highland Ave, Columbus, OH	0.70	State name converted to code ZIP missing Placeholder values cleared

7,146 rows, page 115 of 143Previous Next