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

Enrollment, 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-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
ENR-109822	ENR	Nicole H Woods	1966-05-16	UHC-33636-44	8003368493	3333 Lake View Rd, Orlando, FL, 32897	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117183	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111937	ENR	Terry B Fuller	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109484	ENR	Lucia E Butler	1997-12-24	UHC-64949-99	7572629085	3810 River Rd, Denver, CO, 80210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132425	ENR	Lauren K James	1978-08-05	UHC-83197-90	4453468381	2435 Ocean Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted City re-cased Gender normalised+3 more
ENR-107330	ENR	Mariana Graham	1963-05-27	UHC-39527-55	5576576272	2047 Sage Ct, Charlotte, NC, 28243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138821	ENR	Julia Cooper	2002-07-03	UHC-07117-43	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134524	ENR	Maria R Jordan	1979-04-01	UHC-32080-45	4012827857	7536 Central Ave, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140099	ENR	Jonathan H Watkins	1950-08-27	UHC-92788-42	6053217094	9412 Maple Ave, Gilbert, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102403	ENR	Ana P Garcia	2003-05-13	UHC-21471-68	6282918564	7115 Ocean Ave, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-127925	ENR	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-103440	ENR	Kenneth Perkins	1996-07-07	UHC-46973-89	9846081911	6141 Maple Ave, Glendale, AZ, 85301	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110336	ENR	Gerald V Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.74	Date of birth reformatted Phone 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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-107748	ENR	Aisha I Grant	1988-08-19	UHC-55008-70	5674201497	627 River Rd, Denver, CO, 80285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114283	ENR	Charlotte Valdez	1991-05-01	UHC-15624-35	8302217698	1375 Canyon Rd, Columbus, OH, 43288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109429	ENR	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-140196	ENR	Timothy Simmons	1970-01-17	UHC-23080-10	2297565731	1641 Washington St, Glendale, AZ, 85362	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108852	ENR	Andrew Crawford	1945-10-27	—	—	5392 Grand Ave, Tempe, AZ, 85297	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129845	ENR	Michael Q Simpson	1954-08-26	UHC-64894-03	2356808576	8696 Oak St, Scottsdale, AZ, 85265	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101596	ENR	Sara W Stone	1964-02-27	UHC-23544-97	—	7258 Hillcrest Rd, Seattle, WA, 98154	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140542	ENR	John G Allen	1966-07-19	UHC-13241-71	6447531765	4795 Maple Ave, Fresno, CA, 93713	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,423 rows, page 80 of 169Previous Next