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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109460	ENR	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134947	ENR	Jordan G Weaver	1947-11-19	UHC-41990-34	—	4916 Sunset Blvd, Phoenix, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136293	ENR	Billy A Washington	1996-02-02	UHC-77163-13	—	1371 Desert Sky Blvd, Glendale, AZ, 85336	0.54	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-427532	CLM	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd # 324, Dallas, TX, 75216	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-137634	ENR	Andrew J Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
CLM-432502	CLM	Lori Roberts	1948-04-24	—	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-138055	ENR	John T Salazar	1982-02-06	UHC-74782-26	8209265605	5809 Palm Dr, Gilbert, AZ, 85232	0.54	Phone reformatted SSN last four extracted State name converted to code Email lower-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
ENR-131841	ENR	Charlotte T Turner	1961-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132441	ENR	Jeremy V McDonald	1940-06-12	UHC-67446-94	—	5567 Willow Ct, Fresno, CA, 93729	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-119904	ENR	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ, 85267	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412063	CLM	Bradley Armstrong	1938-01-22	—	—	9526 Park Pl, Minneapolis, MN, 55429	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-131003	ENR	Elijah Grant	1940-05-21	UHC-75378-87	—	587 Church St, Eden Prairie, MN, 55377	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116103	ENR	Scott Wilson	1954-03-26	UHC-00397-82	3785725892	9053 Lincoln Way Apt 28, Sacramento, CA, 95879	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113992	ENR	Willie Gibson	1994-04-23	UHC-28593-69	3512575155	3603 Harbor Blvd, Tampa, FL, 33695	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-141534	ENR	Ed Y Carter	2004-12-18	UHC-08519-82	8344287864	5858 Lake View Rd # 256, Minneapolis, MN, 55486	0.54	Date of birth reformatted Unit split from street State name converted to code Gender normalised+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-102147	ENR	Nathan M Armstrong	1942-02-06	UHC-15778-11	—	5140 Highland Ave, Orlando, FL	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+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
CLM-401049	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401048	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-114815	ENR	Debbie P Schultz	1954-10-18	UHC-70429-41	2169276479	944 Lake View Rd, Glendale, AZ, 85330	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-414217	CLM	Helen Graham	1985-11-14	—	9308134417	7493 Park Pl, Miami, FL, 33137	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102774	ENR	Ahmed Gutierrez	—	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404232	CLM	BillyJunk	1956-08-02	UHC-22233-15	—	9181 Mountain View Dr, Phoenix, AZ, 85054	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+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-136903	ENR	Steven Z Banks	1996-02-04	UHC-07451-51	3894330654	3470 Bayshore Dr, Eden Prairie, MN, 55348	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-431186	CLM	Evelyn Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL	0.54	Two-digit birth year City re-cased ZIP missing Gender normalised+1 more
CLM-409273	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-409272	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+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-102390	ENR	Anthony V Hernandez	2003-01-03	UHC-96290-74	6682370943	8512 Mesa Dr, Scottsdale, AZ, 85269	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-123681	ENR	YJunk	—	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.54	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+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
ENR-120142	ENR	Janice U Edwards	1951-03-03	UHC-49570-05	2073584379	207 Park Pl Apt 30, Dallas, TX, 75239	0.54	Date of birth reformatted Unit split from street 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
ENR-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
TPA-63328	TPA	Nancy B Gilbert	1976-03-20	—	—	4914 Forest Ave, San Antonio, TX, 78206	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104173	ENR	Alice Black	1953-05-07	UHC-76795-83	—	2038 Camelback Rd, Atlanta, GA, 30391	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+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
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
PRV-24013	PRV	Paul Millls	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX	0.54	Two-digit birth year Phone reformatted ZIP missing Gender normalised+1 more
CLM-417596	CLM	Eugenne Henderson	1993-09-17	UHC-33659-08	—	4184 Jefferson Ave, Chandler, AZ, 85202	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more

16,828 rows, page 94 of 337Previous Next