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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64348	TPA	Joe Martin	2008-02-18	—	—	9024 Bayshore Dr, Minneapolis, MN, 55483	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22280	PRV	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ, 85270	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424085	CLM	Jean Owenns	1956-07-14	UHC-67566-52	—	4511 Cedar Ln, San Diego, CA, 92156	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-403937	CLM	Jerry W Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct # 888, Fresno, CA, 93701	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128567	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126629	ENR	Joe Moreno	1979-11-20	UHC-55158-75	—	8522 Main St, Austin, TX, 78796	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428451	CLM	Heather Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-425512	CLM	Arthur Contreras	1948-04-08	UHC-49476-50	3034521490	1470 Canyon Rd, Charlotte, NC, 28299	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100263	ENR	Laura Y Collins	2005-01-11	UHC-99538-22	3023994266	5094 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112831	ENR	Aaron Lee	1997-12-14	UHC-61672-34	—	9253 Spring St, Tucson, AZ, 85748	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-415937	CLM	Ralph Lynch	1951-05-27	—	—	7455 Cedar Ln, Chandler, AZ, 85246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27581	PRV	Anthony P Foster	1987-01-06	—	8388749143	7589 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405550	CLM	Lawrence Warren	1961-05-03	UHC-31399-31	—	7599 Indian School Rd, Miami, FL, 33150	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410751	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427607	CLM	Richard A Lawrence	1953-06-20	UHC-05636-56	—	7375 Sage Ct # 614, Eden Prairie, MN, 55371	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414657	CLM	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139892	ENR	Douglas B Phillips	1976-03-27	UHC-74719-65	2856625725	4302 Sage Ct, Glendale, AZ, 85309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411536	CLM	Kenneth Santos	1944-04-09	UHC-35521-44	5226564984	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419486	CLM	Raymond Sullivan	1989-08-22	—	4874231313	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-432339	CLM	Christian Moreno	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-58789	TPA	Wayne Davis	1956-05-25	—	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102492	ENR	Glora Q Meyer	1988-01-23	UHC-25460-17	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-406579	CLM	Alexis Schultz	1942-08-23	UHC-14389-28	—	4330 Sage Ct, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125778	ENR	Gerald Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-112684	ENR	Mei G Contreras	2001-10-16	UHC-28691-14	7694944660	2768 Valley View Dr, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412022	CLM	Patricia G Munoz	1947-10-21	—	9294153586	3866 Union St, Tucson, AZ, 85757	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116728	ENR	Jeffrey L Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402663	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-415056	CLM	Raymond Kim	2002-05-10	—	7678130137	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20660	PRV	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd # 201, Chandler, AZ, 85263	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128530	ENR	Anthony B Mendoza	1990-10-27	UHC-61241-32	—	205 Church St, Tucson, AZ, 85768	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431464	CLM	Laryr Hunt	2006-04-09	—	—	7696 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more
CLM-424581	CLM	Amy Collins	1970-09-28	UHC-11297-50	—	4997 Maple Ave, Minneapolis, MN, 55493	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124451	ENR	Keith U Hicks	1951-08-22	UHC-44307-53	6464051005	3052 Canyon Rd, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117834	ENR	Amanda Spencer	1981-09-04	UHC-64608-65	7504508448	3959 Main St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123842	ENR	Walter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115217	ENR	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-426603	CLM	Christopher Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102409	ENR	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-143062	ENR	Albert F Perry	2007-01-07	UHC-04979-01	4066071744	80 Jefferson Ave, Chandler, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54377	TPA	Cynthia OJunk	1978-03-06	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114831	ENR	Stephanie Hayes	—	UHC-35079-82	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-408372	CLM	Annna Coleman	2006-03-20	—	—	9158 Washington St, Austin, TX, 78747	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59230	TPA	Peter Fowler	1990-09-28	—	—	1031 Central Ave, Mesa, AZ, 85243	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427603	CLM	Joseph Day	1948-02-19	UHC-72292-79	—	6135 Apache Blvd, Miami, FL, 33133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128558	ENR	Ralph R Romero	1992-11-24	UHC-38184-87	—	2926 Central Ave, Atlanta, GA, 30322	0.64	Name re-cased Phone missing area code Gender normalised Plan code upper-cased+2 more
PRV-27046	PRV	Betty Rose	1945-03-03	—	6003562475	8135 Central Ave, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

39,996 rows, page 178 of 800Previous Next