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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414761	CLM	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100792	ENR	Isabella A Herrera	1994-01-06	UHC-23502-35	—	3105 Highland Ave, San Antonio, TX, 78207	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101235	ENR	Carolyn Lewis	1996-08-27	UHC-83255-14	7738625543	5024 Spring St, Charlotte, NC, 28254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139015	ENR	Lauren Harrison	1939-06-04	UHC-42762-07	5346917206	3981 Grand Ave, Tempe, AZ, 85253	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427279	CLM	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115928	ENR	Judith Q Stephens	1965-01-01	UHC-37396-05	7492547758	250 Lincoln Way, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408212	CLM	Blily Olson	1974-06-21	—	7064463924	8096 River Rd, Mesa, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429697	CLM	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-20440	PRV	Larry Ortega	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412125	CLM	Janice Davis	1974-01-24	UHC-78960-88	9632876901	6350 Grand Ave, Gilbert, AZ, 85293	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115632	ENR	Nathan Fox	1968-01-26	UHC-69999-99	6797759415	4909 Mountain View Dr, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417637	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-132806	ENR	Kayla E Padilla	2008-11-26	UHC-70209-49	6276291174	7096 Lake View Rd, Gilbert, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20049	PRV	Janet Reynolds	2006-01-25	—	4838155220	2291 Central Ave, Dallas, TX, 75275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-424667	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29098	PRV	Ahmed O Coleman	1975-03-03	—	5126065971	4581 Forest Ave, Columbus, OH, 43255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124651	ENR	Dennis B Mitchell	1993-04-03	UHC-59416-92	6122587459	9110 Mountain View Dr, Austin, TX, 78738	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106607	ENR	Charlotte Payne	1943-09-07	UHC-66273-80	3037776461	5422 Oak St, Las Vegas, NV, 89121	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142422	ENR	Justin Chapman	1967-03-13	UHC-61066-97	9317053642	3608 Sage Ct # 377, Charlotte, NC, 28216	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408689	CLM	Eugene Watkins	1997-10-17	UHC-86450-26	7018293443	9178 Park Pl, Scottsdale, AZ, 85294	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412036	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59133	TPA	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100267	ENR	Kathryn J Kelly	1955-01-24	UHC-61592-30	6586513640	6310 Cedar Ln, Mesa, AZ, 85255	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414375	CLM	Amber Wlch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25103	PRV	Arthur T Burke	1969-01-09	UHC-65754-38	3563516373	9271 Desert Sky Blvd, Dallas, TX, 75216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118210	ENR	Jesssica G Perez	1997-02-15	UHC-75199-96	8917133214	9284 Willow Ct, Dallas, TX, 75277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425378	CLM	Tucker Philip	1982-02-21	—	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432726	CLM	Sarah Fuller	1958-03-06	UHC-44743-03	—	5274 Maple Ave, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107078	ENR	Andrew U Gutierrez	1981-04-13	UHC-30348-83	3406524371	7873 Cedar Ln, Los Angeles, CA, 90061	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123062	ENR	Emily Johnson	1975-09-13	UHC-34879-85	4289981778	7510 Meadow Ln, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414805	CLM	Annna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123300	ENR	Jack F Lawson	1992-03-07	UHC-45514-20	2059405754	5849 Cedar Ln, Columbus, OH, 43207	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142603	ENR	Patricia S Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120674	ENR	Astin H Kennedy	1996-05-24	UHC-71747-72	6596026380	9136 Willow Ct, Atlanta, GA, 30341	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-135081	ENR	Jennifer Gray	1977-08-21	UHC-61559-04	3082645014	1201 Maple Ave, Atlanta, GA, 30345	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409257	CLM	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428156	CLM	Kimberly Henderson	1942-10-18	UHC-39645-38	7657307466	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125835	ENR	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-26246	PRV	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116201	ENR	Alice L Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25838	PRV	Jen Guerrero	1942-11-07	UHC-50155-20	9665290172	8528 Washington St, Fresno, CA, 93701	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121647	ENR	Olivia Maldonado	1959-04-02	UHC-73748-47	8716659768	3376 Washington St, Gilbert, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133194	ENR	Linda H Willis	1997-05-06	UHC-42566-34	8094645504	4422 Union St, Denver, CO, 80260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110634	ENR	Mary Hunter	1948-03-07	UHC-79113-04	7572556514	9548 Palm Dr, Plano, TX, 75001	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

9,084 rows, page 74 of 182Previous Next