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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426076	CLM	Dorothy Peterson	1947-10-04	UHC-20813-41	7307123177	1631 Camelback Rd, Phoenix, AZ, 85062	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-128023	ENR	Diae G Nguyen	1961-03-10	UHC-60404-50	7093352459	3744 Ocean Ave, Orlando, FL, 32813	0.66	SSN last four extracted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130932	ENR	Noah Weaver	2004-03-09	UHC-88070-27	5544641485	3816 River Rd, Scottsdale, AZ, 85207	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108400	ENR	Lauren D Fisher	1997-07-20	UHC-67132-83	4735850194	5090 Mountain View Dr # 925, Minneapolis, MN, 55484	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
TPA-50714	TPA	Judy Schultz	1971-11-05	—	—	4311 Sage Ct # 928, Mesa, AZ, 85235	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422535	CLM	Steven Watkins	1956-06-02	UHC-18796-43	—	5142 Broadway # 231, Mesa, AZ, 85224	0.66	Name split from “Last, First”Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-115529	ENR	Gary V Espinoza	—	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ, 85265	0.66	Date of birth missing Phone reformatted State code upper-cased Gender normalised+1 more
ENR-102769	ENR	Diane Gardner	1960-04-20	UHC-64461-38	6106399614	6786 Sunset Blvd, Nashville, TN, 37299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-421385	CLM	Nguyen G Diane	1961-03-10	—	—	3744 Ocean Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424006	CLM	Jordan Stewart	1958-08-17	UHC-47141-73	4626014149	8097 Main St, Glendale, AZ, 85316	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-26797	PRV	Gerald Harris	1993-09-04	UHC-40919-46	—	5549 Market St, Las Vegas, NV, 89128	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
ENR-113961	ENR	Logan Myers	1982-04-28	UHC-72669-14	2996724058	7043 Pine Dr, Sacramento, CA, 95890	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-423175	CLM	Nathan Watkins	1974-08-06	UHC-86219-04	—	2794 Market St, Minneapolis, MN, 55461	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-421072	CLM	Mason K Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-419607	CLM	Isabella Wood	1988-12-17	UHC-09077-92	—	7613 Willow Ct Apt 5, Denver, CO, 80218	0.66	Unit split from street State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-28200	PRV	Lauren Howard	2005-04-18	UHC-54097-94	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
ENR-108947	ENR	Carol Ross	1954-12-21	UHC-83134-19	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
CLM-431361	CLM	Kimberly Delgado	1961-12-14	—	—	5493 River Rd, Dallas, TX, 75247	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-421151	CLM	Scott Rogers	—	—	—	1722 Canyon Rd, Fresno, CA, 93769	0.66	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113720	ENR	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-115348	ENR	Megan Bishop	1955-01-24	UHC-44146-84	2045376570	9082 Spring St # 860, Orlando, FL, 32854	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139013	ENR	Steven C Morgan	2008-03-28	UHC-62140-91	8146583799	622 Ocean Ave, Gilbert, AZ, 85220	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-415829	CLM	Heather Jones	1988-04-22	UHC-15154-41	—	7379 Broadway, Dallas, TX, 75291	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-123960	ENR	Jason J Murphy	1996-09-21	UHC-15372-66	—	239 Church St, Nashville, TN, 37253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50851	TPA	Matt Carpenter	1955-06-10	UHC-33751-82	2363703581	6282 Desert Sky Blvd, Orlando, FL, 32857	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-127069	ENR	Alice Y Tucker	1974-09-01	UHC-17436-51	7338388622	6349 River Rd, Charlotte, NC, 28248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-414413	CLM	Bobby Sandoval	1998-07-13	—	—	8161 Ocean Ave, Mesa, AZ, 85298	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-139372	ENR	Roger D Kelley	1969-01-26	UHC-99844-35	6528001976	8484 Canyon Rd, Mesa, AZ, 85248	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140943	ENR	Virginia Z Fernandez	1973-06-03	UHC-33328-14	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.66	Name re-cased SSN last four extracted State code upper-cased Gender normalised+1 more
CLM-407061	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-141505	ENR	Susan Scott	1990-06-06	UHC-56182-63	9037093785	3405 Spring St, Miami, FL, 33116	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-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-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
PRV-27871	PRV	Janice Duncan	2003-08-22	—	2125714493	1469 Central Ave # 758, Los Angeles, CA, 90099	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-107943	ENR	Emily Wong	1977-02-10	UHC-39469-33	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-114798	ENR	Kayla Wheeler	1950-02-20	UHC-07128-66	—	701 Baseline Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-416019	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416020	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-57483	TPA	Jacob Smith	1974-05-08	—	—	4760 Canyon Rd, Atlanta, GA, 30361	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57966	TPA	Jennifer Santos	1944-02-16	—	—	4465 Hillcrest Rd, Seattle, WA, 98130	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-127784	ENR	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54493	TPA	Omar Estrada	1956-07-13	—	3688103781	5347 Sunset Blvd, Minneapolis, MN, 55405	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124358	ENR	Isabella P McDonald	1967-08-02	UHC-60298-72	—	7667 Pine Dr, Columbus, OH, 43247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-140870	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-142954	ENR	Doris West	—	UHC-47060-88	8859966541	1429 Canyon Rd, San Diego, CA, 92179	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113157	ENR	Charlotte Gordon	1983-07-13	UHC-89715-25	2779909271	4034 Mountain View Dr, Orlando, FL, 32879	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406233	CLM	Victoria Schmidt	1988-06-12	UHC-00189-24	—	7090 Harbor Blvd, Tempe, AZ, 85278	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Email lower-cased+1 more

4,010 rows, page 29 of 81Previous Next