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

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20744	PRV	Joshua Lane	2008-08-05	—	7074910819	3732 Maple Ave, Sacramento, CA, 95899	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21534	PRV	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
PRV-28888	PRV	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24635	PRV	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26300	PRV	Donald M Palmer	1991-01-10	—	—	1789 Valley View Dr, Sacramento, CA, 95857	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24725	PRV	Chuck Brooks	—	UHC-36973-25	7382606017	4048 River Rd # 874, Orlando, FL, 32874	0.66	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
PRV-20448	PRV	Becky Jacobs	1993-02-24	—	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
PRV-20466	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20465	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-27333	PRV	Aaron Alexander	—	—	4943129111	6261 Highland Ave, Denver, CO	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26320	PRV	Keith Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-27851	PRV	Lawrence Wallace	1975-10-13	—	8466865142	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-23361	PRV	Amy Woods	1998-06-08	UHC-57366-89	2328896648	5269 Canyon Rd, Plano, TX, 75013	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28970	PRV	Edward Boyd	2003-11-09	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27795	PRV	Sofia S Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA, 30340	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21282	PRV	Gabriel Campbell	1941-09-14	—	—	1460 Pine Dr, Plano, TX, 75001	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-28901	PRV	Christina V Mills	1968-09-02	—	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22233	PRV	Melissa Valdez	1954-02-10	—	—	962 Valley View Dr, Dallas, TX, 75228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-24575	PRV	Alexander Barnes	1958-02-19	—	6844514517	5295 Main St, Charlotte, NC, 28236	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26337	PRV	Megan A Berry	1943-10-26	UHC-79894-32	—	6422 Highland Ave, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27392	PRV	Sofia Ortiz	1995-11-04	UHC-16134-88	—	3988 Lincoln Way, Jacksonville, FL, 32242	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-23308	PRV	Joe O Adams	2008-05-04	UHC-31330-62	5666361327	2370 Canyon Rd, Atlanta, GA, 30326	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28317	PRV	Frances Berry	1968-02-08	UHC-64195-37	—	384 Highland Ave, Minneapolis, MN, 55406	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29594	PRV	Eugene V Daniels	1994-02-05	—	6908189684	9891 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22875	PRV	Mariana Le	1997-11-10	—	3095152774	733 Lake View Rd, Dallas, TX, 75243	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22577	PRV	Gary Stone	1939-03-24	UHC-26978-96	—	7116 Camelback Rd, Nashville, TN, 37294	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22389	PRV	Shirley H Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25466	PRV	Megan Ford	2008-05-18	UHC-44478-63	—	1688 Bayshore Dr # 942, Columbus, OH, 43231	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-27588	PRV	Jason Ruiz	2000-12-27	—	5813823891	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21417	PRV	Jerry Hawkins	1982-08-16	UHC-79567-63	—	2004 Sunset Blvd, Dallas, TX, 75280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20222	PRV	Pena O Janet	1944-10-07	—	—	3537 Valley View Dr, Minneapolis, MN, 55462	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
PRV-26585	PRV	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27173	PRV	Helen Hudson	1992-12-26	—	4452204883	3802 Elm St, Jacksonville, FL, 32233	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29570	PRV	Linda Bishop	1942-05-16	UHC-76949-11	4547007895	1478 Maple Ave # 884, Jacksonville, FL	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
PRV-23142	PRV	Jacqueline F Flores	1939-12-16	UHC-03070-53	4285278069	4401 Union St, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24823	PRV	Ronald Q Brown	1964-02-24	—	—	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
PRV-24202	PRV	Tyler M Woods	1982-04-20	UHC-14817-37	—	7877 Ridge Rd, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-29498	PRV	Hiroshi Williams	1950-01-04	—	8202222304	232 Mountain View Dr, Denver, CO, 80275	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24135	PRV	Bryant Cynthia	1971-11-16	—	3774682174	5310 Washington St, Los Angeles, CA, 90011	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21736	PRV	Michael Wells	1953-10-18	—	6285783924	4425 Mesa Dr, Charlotte, NC, 28254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

9,344 rows, page 65 of 187Previous Next