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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106661	ENR	Maggie Q Elliott	1953-05-10	UHC-55958-59	6225780751	8763 Sage Ct, Eden Prairie, MN, 55308	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-115218	ENR	Omar Knight	1955-04-25	UHC-56897-85	8079873654	5259 Forest Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-28775	PRV	Ashley Marquez	1939-01-03	—	4835801301	384 Lake View Rd, Nashville, TN, 37279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426050	CLM	Sarah E Carlson	1943-02-20	—	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432002	CLM	Maark Johnson	1938-08-27	—	6626538832	3509 Main St, Fresno, CA, 93775	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-119713	ENR	Henry L Gray	1948-10-20	UHC-50017-78	6699985638	9612 Jefferson Ave, Charlotte, NC, 28254	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-52604	TPA	Emily Singh	1991-07-23	UHC-65155-15	—	4040 Jefferson Ave, Columbus, OH, 43230	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-58750	TPA	Eric Snyder	1971-01-27	—	6676803896	4671 Union St, Scottsdale, AZ, 85283	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-138330	ENR	Jeremy X Gilbert	1986-01-02	UHC-89474-15	6106299365	8011 Jefferson Ave, Tucson, AZ, 85748	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423136	CLM	Steven Gordon	1941-01-06	UHC-13949-67	4034659166	4531 Broadway, Seattle, WA, 98187	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-122251	ENR	Tuny N Sims	1943-03-18	UHC-91881-23	3758446222	4987 Maple Ave, Jacksonville, FL, 32259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122250	ENR	Tuny N Sims	1943-03-18	UHC-91881-23	3758446222	4987 Maple Ave, Jacksonville, FL, 32259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415131	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415130	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55036	TPA	Jean Ramos	1962-04-03	—	—	2365 Jefferson Ave, Seattle, WA, 98157	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-401584	CLM	Wayne Santiago	1999-03-04	—	6474340187	1288 Highland Ave, Charlotte, NC, 28253	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107385	ENR	Bradley N Palmer	1952-02-11	UHC-68445-57	2638619542	2004 Jefferson Ave, Seattle, WA, 98139	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22709	PRV	Brandon H Walker	1966-03-01	—	6258159431	5607 Cedar Ln, Mesa, AZ, 85238	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119503	ENR	Aaron Castro	1964-03-15	UHC-78946-81	8156440046	4010 Cedar Ln, Minneapolis, MN, 55478	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25865	PRV	William Garcia	1954-01-11	UHC-02353-22	2242930388	4474 Highland Ave, San Antonio, TX, 78234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27859	PRV	Larry A Evans	1973-09-28	—	8694780953	6969 Harbor Blvd, Mesa, AZ, 85265	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-136703	ENR	Evelyn Robinson	1941-09-14	UHC-32766-97	2334245704	8735 Market St, Dallas, TX, 75297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415711	CLM	George Weaver	1982-06-25	UHC-02449-55	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109244	ENR	Charlotte K Colmean	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50441	TPA	Paul Romero	1980-02-23	UHC-06985-27	—	3849 Baseline Rd, Los Angeles, CA, 90060	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403619	CLM	Brandon Lopez	1955-02-03	UHC-50184-15	3293167866	4254 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27804	PRV	Martha Q Soto	1987-07-21	UHC-39559-98	6494123942	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-117372	ENR	Dorothy Walker	1980-01-28	UHC-09439-74	7837925892	3726 Canyon Rd, Chandler, AZ, 85226	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135012	ENR	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108681	ENR	Laura X Gonzales	1962-09-03	UHC-04399-76	6732664540	6818 Camelback Rd, Las Vegas, NV, 89113	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419865	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	—	927 Church St, Phoenix, AZ, 85093	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110887	ENR	Raymond N Holmes	1972-02-10	UHC-55460-17	8964429771	1455 Sunset Blvd, Las Vegas, NV, 89124	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
PRV-25850	PRV	Virginia M Chapman	1962-03-20	UHC-48124-81	7904542493	5683 Forest Ave, Miami, FL, 33147	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-58905	TPA	Karen Ruiz	1943-08-01	UHC-25421-25	—	5995 Sage Ct, Austin, TX, 78782	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130570	ENR	Terry S Porter	1985-12-08	—	6735620045	6723 Indian School Rd, Tucson, AZ, 85768	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-423152	CLM	Jeremy Wong	1939-09-08	—	—	4708 Grand Ave, Seattle, WA, 98141	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60353	TPA	Raymmond Coleman	1973-12-01	—	—	3854 Elm St, Charlotte, NC, 28227	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-405562	CLM	Grace Kngiht	1976-05-11	—	—	7100 Camelback Rd, San Diego, CA, 92196	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431281	CLM	Hananh Ramos	1952-09-18	UHC-51097-46	5717159596	8140 Broadway, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-59705	TPA	Raymond Wonng	1994-04-14	—	—	6869 Union St, Los Angeles, CA, 90038	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120339	ENR	Theresa R Day	2003-04-11	UHC-77631-82	3798469309	2021 Meadow Ln, Glendale, AZ, 85359	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-427678	CLM	Ann Salazar	1960-10-10	—	—	288 Hillcrest Rd, Plano, TX, 75089	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-124043	ENR	Jose K Mendez	1990-12-20	UHC-00513-42	4155419100	9467 Spring St, San Diego, CA, 92142	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110814	ENR	Marilyn Moreno	1971-10-23	UHC-76547-83	2477672682	19 Baseline Rd, Miami, FL, 33171	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113432	ENR	Jesse T Hansen	1969-02-12	UHC-45513-19	9027970072	5053 Oak St, Sacramento, CA, 95815	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-62614	TPA	Natalie Phillips	1986-10-11	—	8554180423	1429 Cedar Ln, Gilbert, AZ, 85213	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62949	TPA	Alice Luna	1969-09-27	UHC-88465-55	—	158 Park Pl, Glendale, AZ, 85365	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126917	ENR	Alice A Morales	1980-09-03	UHC-00679-59	7629317844	431 Apache Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more

9,980 rows, page 119 of 200Previous Next