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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135846	ENR	Keith T Gonzalez	1960-12-05	UHC-62035-80	6979515669	6402 Union St, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115387	ENR	Linda Y Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417489	CLM	Gloria Nelson	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-139072	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-24545	PRV	Angela Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114162	ENR	Justin Y Castro	1943-10-26	UHC-41901-62	3366027995	5655 Bayshore Dr, Tucson, AZ, 85719	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-119035	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	3372614470	8135 Jefferson Ave, Fresno, CA, 93767	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-413201	CLM	Jacqueline Little	1987-12-24	UHC-07892-65	—	8051 Camelback Rd, Eden Prairie, MN, 55303	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-113777	ENR	Isabella Ramirez	2003-06-23	UHC-93692-17	—	3355 Elm St, Minneapolis, MN, 55479	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24036	PRV	Doris Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22314	PRV	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416211	CLM	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-421576	CLM	Michael Hanson	1983-07-01	UHC-75772-33	2112705171	3342 Sage Ct, Fresno, CA, 93738	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118881	ENR	Henry L Jenkins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134228	ENR	Mike H Thomas	1962-02-23	UHC-85355-01	—	3630 Highland Ave, Jacksonville, FL, 32220	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101746	ENR	Brittany U Cook	1982-05-21	—	2096167941	1407 Elm St, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413443	CLM	Helen Luna	1977-05-07	—	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121271	ENR	George L McDonald	1964-02-21	UHC-58005-15	3299464262	1075 Cedar Ln, Los Angeles, CA, 90054	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23518	PRV	Carlos Alvarez	1977-10-26	—	7704001467	4812 River Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116157	ENR	Justin Padilla	1991-01-05	UHC-89279-40	8173599085	822 Highland Ave, Jacksonville, FL, 32282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418785	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	3856457617	1909 Canyon Rd, Denver, CO, 80250	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124711	ENR	Pamela Morrison	1996-05-10	UHC-90122-97	8297454688	9111 Mountain View Dr, Scottsdale, AZ, 85247	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55777	TPA	Ann P Dunn	1947-09-05	—	9558007751	8837 Harbor Blvd, Eden Prairie, MN, 55380	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131641	ENR	Laura Z Le	2000-07-01	UHC-06151-92	7165467535	7993 Forest Ave, Charlotte, NC, 28293	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115794	ENR	Aam Jacobs	1956-07-03	—	7529918001	2921 Mesa Dr, Phoenix, AZ, 85010	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-423169	CLM	Brandon B Long	1963-11-17	UHC-49927-34	—	6600 Ocean Ave, Tampa, FL, 33649	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53954	TPA	Diane Phillips	2007-01-16	—	—	6808 Willow Ct, Fresno, CA, 93747	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57026	TPA	Judith Mills	1943-05-28	—	—	7674 Pine Dr, Denver, CO, 80205	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28804	PRV	Don Freeman	1947-02-17	—	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135835	ENR	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21735	PRV	Steven Y Ortega	1941-03-27	UHC-06063-03	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-409190	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	—	4528 Maple Ave, Mesa, AZ, 85293	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-139971	ENR	Arthur X Hall	2003-11-19	UHC-60721-03	—	8579 Camelback Rd, Chandler, AZ, 85245	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54715	TPA	Ashley N Hayyes	1970-03-20	—	4842802916	2850 Valley View Dr, Chandler, AZ, 85230	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132048	ENR	Santiago R Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59233	TPA	Jesse Perkins	1985-04-16	—	7329691671	6341 Willow Ct, Nashville, TN, 37225	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139351	ENR	Logan Schmidt	1996-11-06	UHC-72980-69	2317385984	2821 Ridge Rd, Orlando, FL, 32853	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117311	ENR	Edward L Stone	2004-04-26	UHC-54649-51	4042954823	6461 Grand Ave, Columbus, OH, 43213	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-401533	CLM	Dona Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX, 77020	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-128672	ENR	Elijah Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr, Columbus, OH, 43267	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26197	PRV	Justin G Griffin	1966-09-20	UHC-52595-90	4024591325	5035 Mesa Dr, Jacksonville, FL, 32285	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50801	TPA	Carollyn Jimenez	1942-02-17	—	4418228348	7201 Meadow Ln, Houston, TX, 77054	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55881	TPA	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416773	CLM	Melissa Guzman	1939-11-15	UHC-18796-23	—	998 Broadway, Minneapolis, MN, 55459	0.64	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more

6,661 rows, page 62 of 134Previous Next