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
CLM-404464	CLM	Bruce Stephens	1938-03-04	—	4106070075	6482 Union St Apt 5, Orlando, FL, 32844	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408623	CLM	Kyle Vega	1943-01-08	UHC-33957-43	—	7308 Harbor Blvd, Miami, FL, 33134	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139615	ENR	Jennifer X Young	1969-04-01	UHC-35867-87	6323518064	5859 Meadow Ln, Denver, CO, 80268	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52344	TPA	Luis W Hill	1942-10-27	—	—	7828 Meadow Ln, Gilbert, AZ, 85271	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20502	PRV	Austin Torres	1970-06-15	—	3243602250	6803 Canyon Rd, Jacksonville, FL, 32268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120473	ENR	Raymond Martinez	1964-07-23	UHC-76339-68	—	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124536	ENR	Peter E Gray	1964-10-26	UHC-04342-32	3376079810	3465 Church St, Glendale, AZ, 85332	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422938	CLM	George Kennedy	1953-06-02	UHC-87028-23	8164573278	8012 Camelback Rd, Sacramento, CA, 95865	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50738	TPA	Sean Nunez	1997-10-03	—	4425150403	4431 Forest Ave, Fresno, CA, 93704	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105399	ENR	Margaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr, Denver, CO, 80260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416482	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416483	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108124	ENR	Christian Hudson	1983-04-04	UHC-25514-58	4258402247	4425 Mountain View Dr, Plano, TX, 75034	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51795	TPA	Amber Colemman	1948-07-20	—	—	1524 Market St, Dallas, TX, 75203	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406870	CLM	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX, 75283	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114394	ENR	Carolyn Thompson	1979-08-16	UHC-60957-28	4393234090	1671 Indian School Rd, Eden Prairie, MN, 55350	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103408	ENR	Yuki T Wagner	1975-12-10	UHC-48477-20	—	2516 Maple Ave, Los Angeles, CA, 90069	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62330	TPA	Kevin Fernandez	1971-05-07	—	—	1111 River Rd, Tempe, AZ, 85222	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128013	ENR	Virginia Z Black	1938-01-07	UHC-71337-20	7998416456	8709 Union St, Chandler, AZ, 85274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129084	ENR	Alexander Wlels	1997-01-06	UHC-49517-10	8596896809	5592 Broadway, Los Angeles, CA, 90067	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-58346	TPA	Carolyn Pierce	1990-11-13	—	—	2381 Mountain View Dr, Jacksonville, FL, 32296	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111043	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl Apt 37, Jacksonville, FL, 32235	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-105785	ENR	Noah N Weber	1956-12-23	UHC-61800-97	2984654134	9454 Church St, Denver, CO, 80243	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27127	PRV	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422667	CLM	Sean I Watkins	1967-09-15	UHC-94342-84	2677671121	9284 Ridge Rd, Seattle, WA, 98191	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50715	TPA	Judy Schultz	1971-11-05	—	6744583506	3200 Ridge Rd, Minneapolis, MN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-423977	CLM	Chuck Couk	1940-12-17	—	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132515	ENR	Danielle Allen	2000-07-14	UHC-15955-57	3523106593	3050 Desert Sky Blvd, Sacramento, CA, 95837	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22660	PRV	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400589	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	5394291294	7196 Bayshore Dr, Tampa, FL, 33627	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118207	ENR	Diane R Taylor	1976-05-21	UHC-64723-69	2062494213	7365 Palm Dr, Plano, TX, 75079	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111482	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL, 33190	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136146	ENR	Fatima C Warren	1943-01-18	UHC-57298-39	5983363300	9247 Oak St, Minneapolis, MN, 55453	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-64287	TPA	Ana N Mendoza	1983-03-07	—	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108532	ENR	Barbara R Lynch	1958-02-01	UHC-29653-61	2557232605	8824 Maple Ave, Austin, TX, 78742	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414624	CLM	Kathy Andrws	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112413	ENR	Gabriel I Scott	1981-01-17	UHC-48883-22	—	8310 Main St, San Antonio, TX, 78235	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100788	ENR	Andrew H Mejia	2002-11-14	UHC-52603-70	4499926692	3353 Central Ave, Tampa, FL, 33675	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111583	ENR	Russell Delgado	1982-08-10	UHC-11581-57	3697111327	8347 Harbor Blvd, Atlanta, GA, 30379	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123030	ENR	Hannah Peena	1992-02-17	UHC-25753-76	3119754984	6473 Camelback Rd, Scottsdale, AZ, 85265	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118022	ENR	Tyler L Vargas	1952-02-02	UHC-56719-66	8997938447	3827 Main St, Columbus, OH, 43218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111707	ENR	Gregory H Webb	1990-05-28	UHC-44136-24	8152341384	3507 Camelback Rd, Sacramento, CA, 95859	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118286	ENR	Sharn F Gonzalez	1962-09-23	UHC-13906-07	3818221448	2451 Ocean Ave, Houston, TX, 77047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56062	TPA	Sara Butler	1957-12-03	—	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107304	ENR	Sharon S Schultz	1984-02-23	UHC-49210-50	5962541537	9108 Desert Sky Blvd, Mesa, AZ, 85216	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115729	ENR	Janet E Sullivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430170	CLM	Ryan Campbell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59886	TPA	Marilyn Hlal	1963-03-04	—	7954216511	1501 Valley View Dr, Eden Prairie, MN, 55304	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27616	PRV	Richard Alvarez	1952-08-20	UHC-56524-96	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131346	ENR	Kathernie D Wilson	1969-09-03	UHC-57213-48	7063474187	2813 Market St, Eden Prairie, MN, 55330	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 163 of 357Previous Next