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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28495	PRV	Joe Burns	1984-01-14	UHC-76864-14	6398077273	3433 Indian School Rd, Houston, TX, 77076	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
PRV-24264	PRV	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-140278	ENR	Mason D Jimenez	1984-07-20	UHC-12368-64	5326649655	5361 Union St, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131618	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-131619	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
PRV-27342	PRV	Sofia Smith	1988-05-13	UHC-24303-04	3829382876	6410 Oak St, Tempe, AZ, 85257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132190	ENR	Carlos M Kelley	1953-04-04	UHC-04610-58	9643278543	3081 Pine Dr, Houston, TX, 77077	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402185	CLM	Maria Ryan	1938-07-25	UHC-27360-11	—	367 Baseline Rd, Nashville, TN, 37284	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407103	CLM	Mark Fisher	1991-05-05	UHC-49886-81	5787790779	585 Spring St, Chandler, AZ, 85258	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103025	ENR	Michelle Hart	1968-01-18	UHC-23159-40	2959161993	96 Willow Ct, Orlando, FL, 32899	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-27249	PRV	Peter Fisher	1973-04-19	UHC-49647-84	5053643227	9503 Broadway Apt 37, Dallas, TX, 75252	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-416473	CLM	Ruth Mills	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN, 37205	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136450	ENR	Debra Q Singh	1993-07-11	UHC-43089-48	4242360970	1303 Maple Ave, Mesa, AZ, 85264	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103619	ENR	Katherine K Turner	1953-12-05	UHC-72280-81	8676985424	7485 Lake View Rd, Seattle, WA, 98138	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134304	ENR	Elizabeth X Adams	2008-05-23	UHC-26479-98	5267908827	6965 Pine Dr, Orlando, FL, 32814	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106507	ENR	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415156	CLM	Jean Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133041	ENR	Mariana Campbell	2008-05-15	UHC-28563-63	7312895058	2470 Palm Dr, Minneapolis, MN, 55400	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-125149	ENR	Nicholas M Williams	1971-03-10	UHC-71075-39	4594974434	9666 Pine Dr, Nashville, TN, 37293	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26333	PRV	Marcus Howell	1997-01-01	UHC-94996-60	8419915857	337 Mesa Dr, San Antonio, TX, 78216	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
ENR-114360	ENR	Martha U Ford	1961-02-21	UHC-56717-41	9767378504	5939 Palm Dr, Las Vegas, NV, 89155	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-115435	ENR	Gabriel Lucsa	2006-11-13	UHC-55887-30	4243176665	702 Valley View Dr, Tampa, FL, 33622	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131030	ENR	Dot M Walker	1977-01-10	UHC-49183-67	6146452238	7010 Harbor Blvd, Denver, CO, 80231	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116960	ENR	Ryan D Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139896	ENR	Magaret I Jordan	1985-06-26	UHC-43705-52	6437042374	4851 Harbor Blvd, Denver, CO	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104272	ENR	Arthur M Hall	1938-11-24	UHC-87611-37	2655323170	6568 Cedar Ln, Chandler, AZ, 85245	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-107782	ENR	Elijah Gutierrez	1956-03-07	UHC-30192-34	9134951749	4457 Sunset Blvd, Mesa, AZ, 85227	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141888	ENR	Logan U Flores	1967-12-06	UHC-41865-47	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105507	ENR	Brandon Wheeler	1991-04-27	UHC-86735-24	5237307219	1886 Lake View Rd, Atlanta, GA, 30395	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132544	ENR	Susan T Lane	1960-03-01	UHC-73756-54	9684148455	2400 Hillcrest Rd, San Diego, CA, 92144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129147	ENR	Samuel Perkins	1969-08-26	UHC-03433-45	6179691045	514 Meadow Ln Apt 30, Los Angeles, CA, 90033	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-129400	ENR	Sara M Matthews	2006-12-07	UHC-87077-35	8944280578	3547 Highland Ave, Tucson, AZ, 85724	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-413445	CLM	Emily Sandes	1943-06-20	UHC-15252-88	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-405302	CLM	Roger V Jensen	1977-04-21	UHC-86142-77	9604369931	8290 Indian School Rd, Jacksonville, FL, 32293	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56453	TPA	Grace Sandoval	1994-07-17	UHC-09986-75	—	3704 Canyon Rd, Glendale, AZ, 85331	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420223	CLM	Maria E Wells	1945-03-19	UHC-02332-78	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138458	ENR	Keith V Gibson	1941-10-01	UHC-42791-01	2168270438	5528 Broadway, Scottsdale, AZ, 85286	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-111824	ENR	Kayla I Robinson	1991-12-08	UHC-55004-98	7306244131	3503 Broadway, Las Vegas, NV, 89198	0.74	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+3 more
CLM-413349	CLM	Frances Carpenter	1989-07-13	UHC-94353-46	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429788	CLM	Nanyc Q Marshall	1961-03-10	UHC-91729-28	2635545355	9776 Main St, Phoenix, AZ, 85073	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25735	PRV	Diaen N Yang	2001-09-09	UHC-11444-52	2616069814	77 Main St, San Antonio, TX, 78208	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429895	CLM	Ralph T Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St, Miami, FL, 33166	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131540	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-107051	ENR	Jeffrey B Valdez	1952-04-27	UHC-35111-20	3433751230	8667 Baseline Rd, Nashville, TN, 37240	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430209	CLM	Alan Gilbert	1965-01-14	UHC-63930-87	—	7071 Union St, Columbus, OH, 43298	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122344	ENR	Denise Alvarez	1973-01-17	UHC-07613-89	3057418928	4972 Mesa Dr, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 68 of 155Previous Next