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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430005	CLM	Yuki F Vasquez	1976-10-23	UHC-11306-08	5813635194	6384 Willow Ct, Denver, CO, 80217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-131015	ENR	Jackie Daniels	1999-10-28	UHC-36475-82	7157428226	5622 Valley View Dr, Miami, FL, 33129	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106322	ENR	Billy C Gibosn	2008-04-13	UHC-06894-24	5717274213	3004 Sunset Blvd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118069	ENR	Ashley Peters	1973-02-21	UHC-18032-45	3443505449	2317 Mountain View Dr, Chandler, AZ, 85267	0.64	Name split from “Last, First”City re-cased State name converted to code Email lower-cased+2 more
ENR-137655	ENR	Angela Chapman	2005-12-21	UHC-61148-24	2188197066	4051 Valley View Dr, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110094	ENR	Arthur D Espinoza	2003-07-16	UHC-87366-53	4533570846	9292 Indian School Rd, Tampa, FL, 33690	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
ENR-134996	ENR	Danielle J Hoffmen	1941-11-17	UHC-34761-94	6633641113	2951 Mountain View Dr, Phoenix, AZ, 85015	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118085	ENR	Pamela A Tucker	1974-08-08	UHC-05887-27	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-111650	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St, Phoenix, AZ, 85061	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-413898	CLM	Mason Vasquez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-124278	ENR	Timothy Tran	1992-05-05	UHC-72026-20	4966220535	619 Baseline Rd, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401363	CLM	Cheryl Chen	1997-10-27	—	3213310797	3073 Park Pl, Plano, TX, 75093	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140056	ENR	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St # 892, Tampa, FL, 33693	0.64	Phone reformatted Unit split from street ZIP+4 trimmed Plan code upper-cased+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22698	PRV	Nicholas Patterson	1974-12-05	—	—	9852 Washington St Apt 34, Tempe, AZ, 85259	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more
ENR-118410	ENR	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave, Mesa, AZ, 85223	0.64	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+2 more
ENR-105804	ENR	Julie N Brown	—	UHC-38980-89	6146910058	7670 Indian School Rd, San Antonio, TX, 78265	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120995	ENR	Nicholas Grant	1998-11-06	UHC-26220-94	7867267946	7769 Lake View Rd, Fresno, CA, 93715	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412009	CLM	Gerald Jones	1943-06-01	—	—	6618 Church St, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104655	ENR	Andrew Padilla	1984-08-21	UHC-80718-14	7452519577	902 Market St, Dallas, TX, 75267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428380	CLM	Stephanie N Evans	2005-06-17	UHC-34729-41	—	8831 Baseline Rd, Houston, TX, 77092	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+2 more
ENR-125941	ENR	Tyler O Cole	2004-09-07	UHC-10594-20	4453013486	1535 Jefferson Ave, Phoenix, AZ, 85051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125287	ENR	Valentina Thomas	1947-05-25	UHC-79702-25	3246979666	5538 Cedar Ln, Gilbert, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127411	ENR	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429758	CLM	Betty Henderson	—	—	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126629	ENR	Joe Moreno	1979-11-20	UHC-55158-75	—	8522 Main St, Austin, TX, 78796	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60971	TPA	Jeff Lewis	1986-09-17	—	2329633658	6230 Hillcrest Rd, Dallas, TX, 75268	0.64	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
ENR-128558	ENR	Ralph R Romero	1992-11-24	UHC-38184-87	—	2926 Central Ave, Atlanta, GA, 30322	0.64	Name re-cased Phone missing area code Gender normalised Plan code upper-cased+2 more
ENR-140424	ENR	Willie K Matthews	1992-03-09	UHC-07255-40	7069708466	5707 Palm Dr, Miami, FL, 33192	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130042	ENR	Lawrence Snyder	2007-03-28	UHC-47696-50	8643689815	2275 Harbor Blvd, Miami, FL	0.64	Phone reformatted Member ID reformatted ZIP missing Gender normalised+2 more
ENR-137562	ENR	Washinngton B Martha	2001-09-04	UHC-25585-33	7369486454	8987 Grand Ave, Denver, CO, 80200	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135333	ENR	Catherine S Johnson	1947-05-23	—	6359917157	9299 Palm Dr, Seattle, WA, 98170	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58941	TPA	Mason Foster	1975-03-14	UHC-91690-75	—	3701 Harbor Blvd, Nashville, TN, 37229	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
TPA-54635	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54634	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-428995	CLM	Alert Reed	1989-09-14	—	—	1113 Bayshore Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120932	ENR	Natalie Q Murphy	1958-12-02	UHC-11747-32	2326704718	9355 Meadow Ln, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131032	ENR	Terry G Bishop	1994-02-15	UHC-02714-33	6156223904	6872 Church St, Austin, TX, 78741	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400436	CLM	Emma Cox	1996-05-09	UHC-99349-98	—	4137 Canyon Rd, Jacksonville, FL, 32211	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425736	CLM	Shaaron Stevens	1948-08-04	—	—	5794 Jefferson Ave, Los Angeles, CA, 90084	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-23708	PRV	Megan R Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.64	Name re-cased Two-digit birth year State name converted to code Plan code upper-cased+2 more
ENR-138350	ENR	Martha Wood	1989-02-23	UHC-19861-21	6307626643	9595 Bayshore Dr, Seattle, WA, 98166	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more

3,278 rows, page 20 of 66Previous Next