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

Claims, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408672	CLM	Willie Webb	2006-09-24	UHC-15119-47	—	7251 Willow Ct, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432768	CLM	Margaret Hall	2004-11-13	—	6145442274	548 Canyon Rd, Gilbert, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413848	CLM	Evelyn A Coleman	1996-03-11	—	6764871565	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-424906	CLM	Diego R Knight	1952-03-13	UHC-29007-63	—	6387 Indian School Rd, Dallas, TX, 75233	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-419618	CLM	Aaron Berry	1972-03-04	—	—	3935 Market St, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417282	CLM	Mateo I James	2008-01-13	UHC-62158-56	6355004806	4536 Canyon Rd, Orlando, FL, 32863	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423696	CLM	Ronald West	2007-07-24	UHC-21226-69	3499013255	1699 Union St, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
CLM-411786	CLM	Ethan Kennedy	2000-09-12	UHC-94235-35	—	2663 Hillcrest Rd, Mesa, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405970	CLM	Larry Bowman	1973-10-22	—	—	1972 Valley View Dr, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-406645	CLM	Denise King	1989-06-10	—	9644256435	1882 Forest Ave, Mesa, AZ, 85234	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423208	CLM	Willie Munoz	1960-01-08	—	—	1335 Willow Ct, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413426	CLM	Elizabeth Nichols	1954-10-10	—	7487712935	5521 River Rd, Nashville, TN, 37203	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403712	CLM	Joshua Rse	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410474	CLM	Cheryl Moore	1945-05-15	UHC-22464-21	—	861 Ocean Ave, Scottsdale, AZ, 85210	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-422034	CLM	Angela Cox	1944-04-26	UHC-63260-82	—	1497 Elm St, Plano, TX, 75014	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-404069	CLM	Abigail Hnut	1979-11-28	UHC-64284-36	—	8501 Park Pl, Houston, TX, 77002	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-422702	CLM	JJunk	1991-09-09	UHC-86266-54	—	7229 Harbor Blvd, Dallas, TX, 75289	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-403378	CLM	Roy W Vazquez	1941-01-06	—	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410142	CLM	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA, 98116	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402551	CLM	Russell Walker	1990-03-18	UHC-74532-97	4372865571	3949 Main St, Orlando, FL, 32835	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401572	CLM	Jeffrey Q Myers	1950-09-19	UHC-03305-03	—	7510 Hillcrest Rd, Austin, TX, 78777	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423851	CLM	Madison Bennett	1987-08-09	UHC-18742-54	—	8827 Highland Ave, Las Vegas, NV, 89113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418845	CLM	David Masn	1938-07-25	—	7909647933	4860 Mountain View Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431621	CLM	Virginia Medina	2005-07-18	UHC-77003-34	7252852932	8811 Camelback Rd Apt 7, Chandler, AZ, 85258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422128	CLM	Mayr Walker	1979-11-20	UHC-48770-09	5475197660	8097 Hillcrest Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410974	CLM	Nicholas Aguilar	1977-02-10	—	5384671894	4295 Park Pl, Austin, TX, 78773	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432568	CLM	Willie Reyse	1967-07-18	UHC-22077-99	—	9120 Mountain View Dr, Nashville, TN, 37225	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428262	CLM	Bryan Perry	1991-09-11	UHC-39713-31	—	3050 Ocean Ave, Austin, TX, 78733	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409870	CLM	Addam Owens	1968-12-11	—	6608132403	1894 Lake View Rd, Fresno, CA, 93711	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-426494	CLM	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426439	CLM	Christopher Burke	1960-05-08	UHC-49095-58	—	9054 Cedar Ln # 783, Denver, CO, 80243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425736	CLM	Shaaron Stevens	1948-08-04	—	—	5794 Jefferson Ave, Los Angeles, CA, 90084	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-408337	CLM	Gary Q West	1998-01-17	UHC-19798-12	—	6358 Ocean Ave, Columbus, OH, 43278	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-407282	CLM	James Price	—	UHC-64093-04	—	4016 Maple Ave, Charlotte, NC, 28210	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-417320	CLM	Alexis Walker	1962-07-15	—	—	2604 Highland Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407523	CLM	Jeffrey Jensen	1965-08-17	UHC-12236-91	2764621789	6869 Willow Ct, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410316	CLM	Debra G Green	2007-10-20	UHC-25289-02	—	4502 Spring St, Miami, FL, 33199	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411530	CLM	Beverly Herrera	1980-11-28	UHC-28703-46	6635678952	7783 Elm St, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407018	CLM	DavdJunk	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-411724	CLM	Julia Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414362	CLM	Barbara Oliver	—	UHC-71536-77	—	2343 Sunset Blvd, Austin, TX, 78778	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-404560	CLM	David Daniels	2001-05-25	UHC-45682-55	—	9352 Maple Ave, Houston, TX, 77043	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405626	CLM	Timothy Howell	1953-09-28	UHC-30686-19	—	5103 Oak St, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432146	CLM	Dunna Lawson	1938-12-06	—	—	789 Mesa Dr, Dallas, TX, 75204	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419892	CLM	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX, 78223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

18,771 rows, page 78 of 376Previous Next