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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26743	PRV	Tyler Davis	1980-07-28	—	3612890257	3924 Bayshore Dr, Nashville, TN, 37267	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-105556	ENR	Ann Lewis	1948-08-14	UHC-60179-60	3322258479	6901 Palm Dr, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105555	ENR	Ann Lewis	1948-08-14	UHC-60179-60	3322258479	6901 Palm Dr, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55314	TPA	Martha Cole	1964-12-06	—	—	7007 Central Ave, Gilbert, AZ, 85258	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-134626	ENR	Sophia Greene	1999-10-04	UHC-49435-56	4365680637	6045 Highland Ave, Glendale, AZ, 85315	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53583	TPA	Kyle Jackson	1990-08-01	—	—	1123 Willow Ct, Atlanta, GA, 30325	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-105702	ENR	Brenda Y Walsh	1988-04-20	UHC-09527-12	5647345428	8975 Cedar Ln, Sacramento, CA, 95805	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-111490	ENR	Judith U Roberts	2008-06-03	UHC-23840-12	6588340136	3639 Elm St, Jacksonville, FL, 32205	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63070	TPA	Jonathan Gutieerrez	2004-02-09	—	—	2956 Market St, Scottsdale, AZ, 85200	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
CLM-428043	CLM	Austin B Santos	1979-06-09	UHC-34443-43	—	457 Oak St, Chandler, AZ, 85237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428044	CLM	Austin B Santos	1979-06-09	UHC-34443-43	—	457 Oak St, Chandler, AZ, 85237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118956	ENR	Julie W Ellis	1997-11-19	UHC-11000-88	8825647612	444 Baseline Rd, Charlotte, NC, 28247	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-135717	ENR	Russell V King	1964-12-11	UHC-80971-11	7872580235	9139 Willow Ct, Fresno, CA, 93734	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415858	CLM	Brittany I Knight	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-401415	CLM	Doonald Butler	1960-09-20	UHC-55767-80	2833782540	321 Jefferson Ave, Tampa, FL, 33648	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127415	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA, 30356	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427695	CLM	Billy Henderson	1995-12-27	UHC-53069-38	6126603099	1253 Lake View Rd, Eden Prairie, MN, 55342	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-110342	ENR	Keith P West	2003-12-22	UHC-45978-28	3428078814	7579 Camelback Rd Apt 23, Orlando, FL, 32860	0.66	Name re-cased Member ID reformatted Unit split from street Gender normalised+1 more
PRV-21437	PRV	Natalie Hicks	2004-09-04	UHC-35559-15	6384444698	3013 Palm Dr # 677, San Antonio, TX, 78246	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-407409	CLM	Amber Z Moreno	1975-03-12	UHC-42609-25	—	7167 Elm St, Chandler, AZ, 85240	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406550	CLM	Roneld Mason	2007-07-18	UHC-00287-86	—	8350 Desert Sky Blvd, Charlotte, NC, 28280	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401003	CLM	Charles Kelly	1969-05-21	—	—	7308 Park Pl, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-120749	ENR	Ahmed G Lee	2000-04-26	UHC-13172-99	7472577129	1909 Ocean Ave, Houston, TX, 77082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409660	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430732	CLM	Sharon M Banks	1989-05-03	—	9523485720	3155 Grand Ave, Charlotte, NC, 28226	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402943	CLM	Ralph F Little	1971-04-28	—	—	8807 Jefferson Ave, Plano, TX, 75035	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113216	ENR	Scott T Castillo	1945-07-07	UHC-06779-38	3985523872	7586 Valley View Dr, Sacramento, CA, 95814	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115521	ENR	Billy U Adams	1990-11-21	UHC-27707-78	8613826438	1666 Park Pl, Phoenix, AZ, 85013	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120986	ENR	Lucia Q Hawkins	2008-01-14	UHC-18251-37	4345373950	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51005	TPA	Matt Allen	1989-07-11	—	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-124463	ENR	Daniel N Hicks	1940-01-23	UHC-51325-01	5734849808	5325 Highland Ave, Tampa, FL, 33672	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420633	CLM	Camila Hart	1953-08-18	UHC-37443-96	—	4743 Camelback Rd, Fresno, CA, 93734	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403055	CLM	Alexander V Bell	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-405573	CLM	Ethan Ramos	1939-01-13	UHC-13536-91	7226777185	6459 Willow Ct, Tampa, FL, 33603	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422110	CLM	Emily Bennett	1981-02-04	—	—	5579 Lake View Rd, Fresno, CA	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-101810	ENR	Joyce M Oliver	1983-05-10	UHC-53916-48	—	1062 Indian School Rd, Gilbert, AZ, 85292	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404400	CLM	Gregory Jensen	2005-08-16	UHC-11923-03	—	3096 Pine Dr, Scottsdale, AZ, 85285	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106693	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106694	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-127176	ENR	Maria Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111921	ENR	Maria Kim	1995-11-26	UHC-78972-88	5455342079	6098 Baseline Rd, Atlanta, GA, 30302	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405429	CLM	Betty S Wallace	1952-03-11	—	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430649	CLM	Sharon Davis	1995-09-05	—	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-129495	ENR	Deborah X Bradley	1947-05-26	UHC-01314-76	6507087722	6099 Bayshore Dr, Charlotte, NC, 28273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52166	TPA	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-54499	TPA	Daniel D Alvarez	1943-05-25	—	4276742153	6848 Grand Ave, Austin, TX, 78790	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-112304	ENR	Jesse Martinez	1995-06-06	UHC-96971-36	7814438649	5938 Canyon Rd, Dallas, TX, 75224	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-423033	CLM	Christne Graham	1955-05-24	UHC-76301-38	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-109660	ENR	Jeremy Nichols	1978-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more

16,828 rows, page 188 of 337Previous Next