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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131084	ENR	Margaret P Stevens	1981-12-12	UHC-74068-29	5066262864	7419 Baseline Rd, Atlanta, GA, 30383	0.84	Name split from “Last, First”Phone reformatted
CLM-410591	CLM	Tyler Russell	1958-12-09	UHC-38785-33	3676726496	596 Hillcrest Rd, Orlando, FL, 32866	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423110	CLM	Emily X Little	1996-04-14	—	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.84	Name split from “Last, First”Placeholder values cleared
ENR-107284	ENR	Jesse Tucker	1983-05-04	UHC-97921-18	5977329854	6063 Forest Ave, Glendale, AZ, 85393	0.84	Name split from “Last, First”Phone reformatted
CLM-422565	CLM	Dylan Raid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.84	Name split from “Last, First”Phone reformatted
ENR-133758	ENR	Jean Day	1943-03-26	UHC-32810-59	—	7726 Church St, Denver, CO, 80220	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414177	CLM	Matthew F Lewis	1980-08-11	UHC-42467-38	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-126252	ENR	Maria F Morrison	1954-06-02	UHC-51251-52	8502693144	2606 Apache Blvd, Minneapolis, MN, 55436	0.84	Name split from “Last, First”Placeholder values cleared
ENR-126253	ENR	Maria F Morrison	1954-06-02	UHC-51251-52	8502693144	2606 Apache Blvd, Minneapolis, MN, 55436	0.84	Name split from “Last, First”Placeholder values cleared
ENR-116336	ENR	Ethan Stone	2001-09-01	UHC-67874-86	5526111376	7123 Washington St, Austin, TX, 78758	0.84	Name split from “Last, First”Phone reformatted
TPA-53479	TPA	Scott Santos	1961-03-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414798	CLM	Billy Little	2002-08-12	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-432153	CLM	Dennise Morales	1952-09-16	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57376	TPA	Amber Hudson	1994-05-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
PRV-27556	PRV	Wayne Perkins	1943-09-07	UHC-83686-34	9098771961	5373 Highland Ave, Mesa, AZ, 85212	0.84	Name split from “Last, First”Placeholder values cleared
PRV-28768	PRV	Janice Smith	1961-08-04	—	—	7340 Desert Sky Blvd, Tucson, AZ, 85721	0.84	Name split from “Last, First”Placeholder values cleared
CLM-419149	CLM	Laura Morris	1955-05-12	—	—	6637 Washington St, San Antonio, TX, 78233	0.84	Name split from “Last, First”Placeholder values cleared
CLM-411309	CLM	Sophia Perkins	1993-03-16	UHC-83559-61	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428781	CLM	Diego Willis	1945-11-19	UHC-55353-42	2887902287	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425219	CLM	Martha Hernandez	1984-01-07	UHC-57008-52	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-101674	ENR	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV, 89111	0.84	Name split from “Last, First”Phone reformatted
TPA-55441	TPA	Jeffrey C Cruz	1953-02-14	—	—	6155 Ocean Ave, Nashville, TN, 37211	0.84	Name split from “Last, First”Placeholder values cleared
ENR-118588	ENR	Robert Z Vazquez	1938-09-03	UHC-38074-11	3113139072	7126 Church St, Tempe, AZ, 85230	0.84	Name split from “Last, First”Phone reformatted
ENR-116576	ENR	Christina C Tucker	1977-01-18	UHC-67711-06	6299387316	138 Cedar Ln, Sacramento, CA, 95845	0.84	Name split from “Last, First”Email lower-cased
TPA-62921	TPA	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ, 85202	0.84	Name split from “Last, First”Placeholder values cleared
ENR-126842	ENR	Jason Espinoza	1959-09-06	UHC-11220-61	7525778242	7502 Central Ave, Miami, FL, 33109	0.84	Name split from “Last, First”Phone reformatted
ENR-138567	ENR	Christina Barnes	1951-03-05	UHC-08509-96	3615003436	5121 Meadow Ln, Tempe, AZ, 85265	0.84	Name split from “Last, First”Phone reformatted
CLM-412227	CLM	Megan Rios	2008-01-21	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-128285	ENR	Marilyn W Turner	1942-11-25	UHC-19491-81	—	8486 Maple Ave, Jacksonville, FL, 32283	0.84	Name split from “Last, First”Placeholder values cleared
CLM-432457	CLM	Katherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425178	CLM	Linda Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ, 85282	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425793	CLM	Sarah Medina	1971-12-14	UHC-08978-41	8102627525	6277 Elm St, Gilbert, AZ, 85250	0.84	Name split from “Last, First”Date of birth reformatted
CLM-424815	CLM	Zachary S Wright	2006-12-17	UHC-82374-48	—	1489 Broadway, Gilbert, AZ, 85278	0.84	Name split from “Last, First”Whitespace trimmed
ENR-110868	ENR	Vincent V Wood	1955-11-02	UHC-85308-41	5997044390	3500 Camelback Rd, San Diego, CA, 92162	0.84	Name split from “Last, First”Whitespace trimmed
ENR-134496	ENR	Gloria B Guzman	1939-05-23	UHC-99703-83	7725014783	5838 Pine Dr, Glendale, AZ, 85394	0.84	Name split from “Last, First”Phone reformatted
CLM-412775	CLM	Christina Z Larson	1955-07-09	UHC-90485-90	—	2725 Mountain View Dr, Tampa, FL, 33668	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431760	CLM	Omar O Vasquez	1948-02-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428889	CLM	Madison Flores	1998-03-13	UHC-36145-14	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-58606	TPA	Kathryn Owens	1998-02-24	—	8044125741	9096 Elm St, Jacksonville, FL, 32220	0.84	Name split from “Last, First”Placeholder values cleared
CLM-419436	CLM	Arthur Washington	1978-04-20	UHC-16202-78	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60437	TPA	John Maldonado	1952-09-17	—	—	5314 Ridge Rd, Minneapolis, MN, 55481	0.84	Name split from “Last, First”Placeholder values cleared
CLM-409404	CLM	Walter Mrrison	1994-06-23	UHC-11655-25	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431463	CLM	Jesse Bennett	1940-12-16	UHC-57219-23	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-404189	CLM	Ryan Mendez	1969-06-26	—	—	2216 Lake View Rd, Fresno, CA, 93714	0.84	Name split from “Last, First”Placeholder values cleared
CLM-411442	CLM	Betty Gomez	1938-05-13	UHC-89031-12	3959550673	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-429731	CLM	Karen Nichols	1995-12-25	UHC-95356-40	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-407872	CLM	Russell Jenkins	1981-01-19	UHC-53169-39	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423400	CLM	Carolyn J Martin	1986-03-17	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-418580	CLM	Samuel Santiago	1960-07-21	—	3638449228	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405418	CLM	Roger E Carroll	1972-03-04	—	—	8894 Pine Dr, Plano, TX, 75047	0.84	Name split from “Last, First”Placeholder values cleared

9,980 rows, page 198 of 200Previous Next