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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125332	ENR	Charlotte Burns	1970-12-25	UHC-74235-33	—	1008 River Rd, Glendale, AZ, 85368	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111003	ENR	Heather D Cooper	1970-06-07	UHC-68190-18	7862097832	3206 Spring St, Miami, FL, 33141	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123246	ENR	Jordan Duncan	1994-04-05	UHC-98291-52	6474868687	3252 Ridge Rd, Houston, TX, 77060	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-425133	CLM	Nicole Riley	2000-12-27	UHC-46627-03	—	4814 Main St, Nashville, TN, 37295	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-59792	TPA	Amber Ward	2008-04-19	—	—	1260 Willow Ct, Austin, TX	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
ENR-107053	ENR	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-125709	ENR	Jose G Yang	1939-04-03	UHC-63980-93	9695708235	6985 Church St, Tucson, AZ, 85792	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411560	CLM	Samantha Simmons	1997-02-10	UHC-59590-89	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-122806	ENR	Charles T Williamson	1975-07-12	UHC-92484-92	4218802017	2922 River Rd, Fresno, CA, 93765	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23471	PRV	Josh Sanders	1952-06-07	—	4738258178	9202 Hillcrest Rd, Tempe, AZ, 85217	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-60496	TPA	Heather Fuller	1938-09-04	—	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51018	TPA	Larry S Washington	1982-12-10	UHC-42860-77	—	475 Spring St, Glendale, AZ, 85372	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-141760	ENR	Charles Burke	1944-01-12	UHC-65217-11	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141761	ENR	Charles Burke	1944-01-12	UHC-65217-11	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
PRV-21306	PRV	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX, 75249	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-132583	ENR	Jeffrey G Jenkins	1992-05-11	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-54035	TPA	Emma Q Estrada	1978-03-01	—	4696908266	7700 Sage Ct, Charlotte, NC, 28269	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-27825	PRV	Adam T Singh	1948-02-03	—	—	—	0.66	Middle initial moved out of first name Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-26079	PRV	Terry Ford	1994-10-01	—	7027235915	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425249	CLM	Ethan S Sims	1969-05-08	UHC-64045-26	—	6288 Elm St, Plano, TX, 75005	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60838	TPA	Diana Castro	1977-10-11	—	—	2172 Ocean Ave, Orlando, FL, 32838	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-417203	CLM	Carlos Torres	1970-09-14	UHC-33962-64	—	1314 Hillcrest Rd, Mesa, AZ, 85220	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-63243	TPA	Jack Pierce	1996-01-01	—	3499282769	8375 Spring St, Eden Prairie, MN, 55337	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-422348	CLM	Barbara Howard	1979-03-23	UHC-25098-80	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more
CLM-417818	CLM	Ralph Gibson	1987-03-21	—	5698447571	2194 Baseline Rd Apt 31, Miami, FL, 33143	0.66	Two-digit birth year Unit split from street City re-cased State code upper-cased+1 more
TPA-51682	TPA	Andrea U Brown	1977-01-22	—	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23046	PRV	Jsesica Y Matthews	1962-01-06	—	7459959603	938 Park Pl, Chandler, AZ, 85206	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400322	CLM	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St, Fresno, CA, 93783	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129182	ENR	Timothy Crawford	2008-10-17	UHC-93072-02	6983297596	3992 Market St, Austin, TX, 78771	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
CLM-416074	CLM	Elijah R Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ, 85024	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-420087	CLM	Betty Vega	1946-04-04	UHC-40806-34	2937539021	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133850	ENR	Linda F Murray	1981-01-19	UHC-28136-04	8829828245	5901 Mesa Dr, Tucson, AZ, 85755	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53031	TPA	Emily Greene	1972-11-07	—	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431742	CLM	Jason Brown	1949-07-18	UHC-16548-66	—	1334 Palm Dr, Nashville, TN, 37205	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120453	ENR	Kyala C Allen	1943-07-01	UHC-42496-43	9817019238	6027 Elm St, Las Vegas, NV, 89124	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134582	ENR	Judith Robinson	2005-10-03	UHC-43378-50	7774022508	9430 Baseline Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-402138	CLM	Bruce B Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62965	TPA	Katherine Porter	1998-09-10	—	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22178	PRV	Jordan Harris	1951-12-25	UHC-98759-35	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-57508	TPA	Cheryl D Thomas	1997-04-20	—	—	8372 Cedar Ln, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-24280	PRV	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406162	CLM	Jordna Harvey	1943-08-22	UHC-83802-55	6152207830	8555 Jefferson Ave, Las Vegas, NV, 89183	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418245	CLM	Amy McCoy	1971-10-19	—	6462114900	7151 Broadway, Chandler, AZ	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-132507	ENR	Mason Price	1971-09-26	UHC-45042-06	7124701790	5150 Washington St, Eden Prairie, MN, 55384	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22512	PRV	Madison Patel	2000-01-10	UHC-54352-44	8457345964	4495 Union St, Glendale, AZ, 85390	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 71 of 134Previous Next