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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53929	TPA	Cheryl Dunn	1987-12-14	—	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.54	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+1 more
ENR-111122	ENR	Jason Davis	2008-11-02	—	8886258419	8435 Pine Dr Apt 15, Gilbert, AZ, 85288	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120741	ENR	Emily T Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-420047	CLM	Samuel Alvarez	1939-10-18	UHC-86926-43	5675411557	7856 Highland Ave # 429, Columbus, OH, 43282	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62377	TPA	Drew James	1939-01-24	—	—	7426 Forest Ave, Jacksonville, FL, 32221	0.54	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Gender normalised+1 more
ENR-118814	ENR	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	1398 Spring St, Eden Prairie, MN, 55382	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102942	ENR	Amber P Espinoza	1948-01-22	UHC-65231-24	7003070359	1009 Mountain View Dr, Los Angeles, CA, 90062	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-100027	ENR	Austin Henry	2008-03-02	UHC-53911-82	7104069848	4483 Hillcrest Rd, Atlanta, GA, 30327	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53255	TPA	Sarah Vazquez	1982-04-20	—	2192558280	7529 Grand Ave, Tucson, AZ, 85732	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402456	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-138597	ENR	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-120842	ENR	Ronald Cox	1942-12-27	—	2752598119	6366 Spring St, Plano, TX, 75002	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55603	TPA	Nicole Weber	2008-04-01	—	—	8660 Broadway, Glendale, AZ, 85354	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-112297	ENR	Brittany T Gardner	1986-05-11	—	7698887452	1215 Cedar Ln, Plano, TX, 75058	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123091	ENR	Arjun M Carr	1967-04-15	UHC-90273-77	9177705440	1500 Desert Sky Blvd, Fresno, CA, 93767	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110845	ENR	Barbara H Bishop	1979-04-22	UHC-14889-83	9538847826	4698 Willow Ct # 585, Mesa, AZ, 85207	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-130751	ENR	Roy Ross	1976-06-23	UHC-03594-93	—	2156 Main St, Sacramento, CA, 95896	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-110633	ENR	Kelly Evans	1967-07-23	UHC-44014-05	3234903918	4597 Sunset Blvd, Houston, TX, 77093	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-131587	ENR	Mark G Reyes	1985-09-11	UHC-44839-36	6262832217	5171 Sage Ct Apt 18, Gilbert, AZ, 85204	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
PRV-27624	PRV	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404707	CLM	Yuki X Espinoza	1951-06-16	—	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-139192	ENR	Montgomery Judith	1999-11-01	UHC-20121-60	9218615735	3781 Bayshore Dr, Charlotte, NC, 28253	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138415	ENR	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-136361	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln Apt 28, Plano, TX, 75095	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-400694	CLM	Wlson Elizabeth	1957-02-10	UHC-61515-34	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121644	ENR	Jean P Lynch	1996-12-23	UHC-03327-17	7358644371	5840 Spring St, Sacramento, CA, 95860	0.54	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-58652	TPA	Shirley Rogers	1944-05-12	—	—	6321 Harbor Blvd, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422672	CLM	Wayne Parker	1969-04-18	—	—	1698 Sage Ct, Tempe, AZ, 85257	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425222	CLM	Jacqueline Hayes	1983-05-03	—	—	—	0.54	Name split from “Last, First”Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-416247	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	6192 Canyon Rd, Mesa, AZ, 85282	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133926	ENR	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135524	ENR	James S Banks	1999-03-22	UHC-39366-98	8353343174	2151 Ocean Ave Apt 1, Nashville, TN, 37280	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-127419	ENR	Stephen M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56809	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423817	CLM	Yuki T Johnson	—	UHC-34539-08	—	—	0.54	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
ENR-133328	ENR	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4205 Indian School Rd, Plano, TX, 75053	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-139232	ENR	Terry G Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111235	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122957	ENR	Maria H Baker	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419843	CLM	Luis Holmes	1967-11-14	UHC-39290-46	—	6193 Mesa Dr # 433, Dallas, TX, 75238	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403854	CLM	Margaret Torres	1995-06-22	UHC-34210-05	—	1549 Ridge Rd, Jacksonville, FL, 32292	0.54	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-131785	ENR	Heather Z Medina	—	UHC-25268-76	—	7546 Baseline Rd, Charlotte, NC, 28257	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+1 more
ENR-121241	ENR	Eugene Q Turneer	1999-11-14	UHC-36409-32	4528502747	5304 Apache Blvd, Las Vegas, NV, 89113	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60399	TPA	Eric Simposn	1998-10-18	—	—	8776 Canyon Rd, Columbus, OH, 43289	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26528	PRV	Emily Bennett	1981-02-04	—	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57216	TPA	Benjamin Lee	2006-09-23	—	—	5582 Valley View Dr, Houston, TX, 77095	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415427	CLM	Cheryl Q Walker	1944-07-15	UHC-28401-80	7362081269	7688 Valley View Dr, San Antonio, TX, 78256	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-416432	CLM	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA, 93786	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134949	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more

9,980 rows, page 58 of 200Previous Next