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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109389	ENR	Edward K Watkins	2001-10-19	UHC-04151-64	9705959792	7181 Baseline Rd, Atlanta, GA, 30391	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407619	CLM	Timothy Kim	1949-12-24	—	—	5736 Grand Ave, San Antonio, TX, 78214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412242	CLM	Victoria Ross	1978-06-16	UHC-40023-82	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400902	CLM	Alan Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-53168	TPA	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63142	TPA	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124800	ENR	Jen Martinez	1972-10-26	UHC-89803-35	3965959532	7039 Elm St, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
TPA-60320	TPA	Justin Shaw	1942-04-02	—	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426736	CLM	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St Apt 24, Chandler, AZ, 85219	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-123682	ENR	Betty Y Martinnez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63066	TPA	Olivia Gutierrez	1971-06-02	—	—	2108 Ocean Ave, Denver, CO, 80237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406761	CLM	Alexis Fernandez	1944-09-25	UHC-19671-72	8329421719	4367 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115618	ENR	Jeffrey H Lucas	1951-10-20	UHC-80548-18	—	5238 Church St, Atlanta, GA, 30312	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-121774	ENR	Price Deborah	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124035	ENR	Jacob Vazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134752	ENR	Wayne Rodriguez	1962-01-02	UHC-24236-32	6057011645	1949 Lake View Rd, Denver, CO, 80276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431011	CLM	Melissa Garratt	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431010	CLM	Melissa Garratt	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126340	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 267, Orlando, FL, 32834	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-115990	ENR	Camila M Morgan	1992-07-21	UHC-73268-26	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29214	PRV	Ana Wilson	—	—	9572687427	6492 Jefferson Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-61244	TPA	Kelly A Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54880	TPA	Cynthia Chapman	1998-12-22	UHC-71505-92	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431434	CLM	Susan Welch	1983-01-10	UHC-59072-43	9638151044	6930 Cedar Ln Apt 40, Minneapolis, MN, 55464	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21699	PRV	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54708	TPA	Henry Mejia	1952-07-19	—	7222379746	2554 Union St, Jacksonville, FL, 32237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410700	CLM	Brandon Q Armstrong	1959-11-13	—	—	2641 Apache Blvd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426627	CLM	Jennifer Cox	1939-01-08	UHC-06372-33	—	9324 Baseline Rd, Glendale, AZ, 85374	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-129828	ENR	Russell U Gutierrez	1986-01-15	UHC-80985-59	5149410432	1669 Market St Apt 3, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116386	ENR	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402760	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50792	TPA	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-117260	ENR	Christina V Carter	1943-10-03	UHC-20494-29	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415610	CLM	Sam Y Boyd	1976-11-27	UHC-62289-20	3934440946	9801 Jefferson Ave, Tucson, AZ, 85791	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423709	CLM	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122490	ENR	Arujn Ramos	1999-09-18	UHC-10915-71	9077918224	5493 Apache Blvd, Dallas, TX, 75280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139750	ENR	Ryan T Hansen	1974-02-25	UHC-08451-93	4616908946	871 Meadow Ln, San Antonio, TX, 78250	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102756	ENR	Sphia Pna	1952-07-16	UHC-35707-30	2364343588	2122 Main St, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125370	ENR	Katherine C McDonald	1980-03-05	UHC-60208-49	2197977577	5130 Sage Ct, Tempe, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127219	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60119	TPA	Christine N Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100692	ENR	Andrea Phillips	1943-10-13	UHC-08772-87	8242972651	1722 Hillcrest Rd, Austin, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134982	ENR	Janet R Owens	1981-08-15	UHC-62051-86	7685641982	4116 Sunset Blvd # 285, Orlando, FL, 32884	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422274	CLM	James Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418996	CLM	Anthuny Weber	1986-11-02	—	4307245735	1777 River Rd, Mesa, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54272	TPA	Matthew Jones	2002-04-11	—	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-106933	ENR	Roy B Price	1940-05-28	UHC-37121-77	4459856213	267 Hillcrest Rd Apt 11, Tucson, AZ, 85775	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

17,850 rows, page 98 of 357Previous Next