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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105256	ENR	Elijah J Reynolds	1951-07-24	UHC-25944-12	3802925421	2737 Baseline Rd, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109673	ENR	Mark R Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125288	ENR	Benjamin K Rogers	2002-02-03	UHC-34196-45	8713699659	8980 Bayshore Dr, Los Angeles, CA, 90050	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135526	ENR	Kathleen O Fox	1975-03-13	UHC-30454-85	3574216903	7887 Hillcrest Rd, Gilbert, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115228	ENR	Peter Jenkins	1965-08-05	UHC-75612-43	2266226756	7246 Indian School Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121669	ENR	Aisha X Gibson	1941-12-19	UHC-35385-80	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101278	ENR	Carol J Howard	1947-01-19	UHC-10532-70	9495369996	8380 Central Ave # 270, Sacramento, CA, 95843	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105650	ENR	Beverly X Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120974	ENR	Tyler Padilla	1974-03-25	UHC-67281-64	9269980496	7057 Mesa Dr, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114286	ENR	Natalie Palmer	1960-04-18	UHC-57368-32	4897955710	3397 Oak St, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136001	ENR	Marilyn T Banks	1979-08-12	UHC-52334-80	7796295501	8798 Church St, Dallas, TX, 75210	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129796	ENR	Paul L King	1938-01-15	UHC-40438-30	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114416	ENR	Jacqueline Gonzales	1959-12-25	UHC-81384-42	4447472885	7284 Union St, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136888	ENR	Grace W Garza	—	UHC-12711-90	6422970299	1577 Apache Blvd, Glendale, AZ, 85384	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142375	ENR	Valentina Mitchell	1974-03-03	UHC-16459-16	9333637871	7778 Jefferson Ave, Glendale, AZ, 85337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115173	ENR	Ken Santos	—	UHC-35521-44	5226564984	8325 Forest Ave, Atlanta, GA, 30393	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124250	ENR	Kevin Turner	1952-04-04	UHC-45401-60	6223678928	5027 Ocean Ave, Columbus, OH, 43240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131101	ENR	Lisa M Knenedy	1957-11-10	UHC-13149-63	6519345047	5138 Harbor Blvd, Mesa, AZ, 85204	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118966	ENR	Denise Jackson	1955-09-27	UHC-51000-90	6538728958	6184 Union St # 847, Charlotte, NC, 28282	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-117902	ENR	Lisa Rivera	1938-10-09	UHC-02876-16	6105169168	4615 Apache Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129580	ENR	David S Jenkins	1989-07-15	UHC-74186-15	3838413658	2280 Union St, Los Angeles, CA, 90094	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125509	ENR	Barbara C Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX, 78257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136593	ENR	Emam Q Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115307	ENR	Jordan D Rice	1998-12-20	UHC-86786-63	5839810513	8735 Valley View Dr Apt 33, Las Vegas, NV, 89190	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129813	ENR	Kim U Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-102415	ENR	Justin Harper	1971-11-19	UHC-04030-46	5755065357	9486 Spring St, Charlotte, NC, 28291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107368	ENR	Adam Vasquez	1978-12-15	UHC-91157-09	3974287745	9625 Hillcrest Rd, Charlotte, NC, 28263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-125292	ENR	Sophia Butler	—	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-118664	ENR	Terry B Griffin	1990-01-10	UHC-30346-05	5068396868	3061 Jefferson Ave, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125607	ENR	Arjun Mejia	1988-03-04	UHC-51233-72	3388788437	5346 Maple Ave, Tucson, AZ, 85761	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-123416	ENR	Justin Powell	1970-06-01	UHC-79975-14	8683069410	1377 Baseline Rd, Tucson, AZ, 85740	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127256	ENR	Logan I Griffin	2008-08-07	UHC-21233-88	8079732102	9614 Palm Dr, Columbus, OH, 43213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122178	ENR	Julia X Powell	2005-04-04	UHC-59905-63	7674276461	6540 Sunset Blvd, Glendale, AZ, 85355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114937	ENR	Mariana B Edwards	1962-05-15	UHC-92193-98	6193700629	5454 Camelback Rd, Jacksonville, FL, 32242	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125463	ENR	Jose Young	1984-02-23	UHC-85645-22	7606514825	4304 Canyon Rd, Tucson, AZ, 85702	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130605	ENR	David D Barnes	1972-09-09	UHC-38781-88	3847053053	8997 Pine Dr, Charlotte, NC, 28203	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108472	ENR	Laura Ray	1945-08-08	UHC-44783-15	8794298326	6445 Lake View Rd, Denver, CO, 80222	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119815	ENR	Rachel Z Stone	1956-06-26	—	4474610540	6213 Washington St, Houston, TX, 77088	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121767	ENR	Julia T Hansen	1986-07-22	UHC-54398-04	6624891593	2065 Mountain View Dr, Phoenix, AZ, 85019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127946	ENR	Mateo V Mendez	1939-09-12	UHC-78940-63	4788862683	1972 Baseline Rd, Eden Prairie, MN, 55335	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126140	ENR	Doris Z Huffman	1938-11-04	UHC-67405-53	7649783433	3017 Indian School Rd, Gilbert, AZ, 85218	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

28,181 rows, page 100 of 564Previous Next