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
PRV-21965	PRV	Nunez Jacqueline	1947-06-14	UHC-70312-06	4592746367	2269 Sage Ct, Glendale, AZ, 85342	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28667	PRV	Austin I Parker	1952-07-03	UHC-47167-07	3268066971	3166 Spring St, Miami, FL, 33123	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110942	ENR	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-118077	ENR	Vincent H Mills	1977-06-11	UHC-69802-96	4602437886	2548 Market St, Glendale, AZ, 85309	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
TPA-63577	TPA	Janice West	1955-07-13	—	—	6528 Main St, Scottsdale, AZ, 85235	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103964	ENR	Terry D Lane	1969-03-27	UHC-59619-27	7423245453	2703 Hillcrest Rd, Los Angeles, CA, 90071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125912	ENR	Jack A Wallace	1997-11-15	UHC-74691-10	8824500777	2153 Elm St, Gilbert, AZ, 85290	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407063	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	8705889502	5806 Oak St, Dallas, TX, 75223	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121485	ENR	Barbara R Diaz	1981-12-13	UHC-33594-96	3624880523	8743 Oak St, Gilbert, AZ, 85299	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107167	ENR	Cheryl M Hill	1949-12-23	UHC-69418-07	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419195	CLM	Bruce Santos	1996-02-23	—	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102472	ENR	Pamela Ruiz	—	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ, 85256	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-53408	TPA	Ronald Harrison	2004-05-22	UHC-33242-35	—	8077 Maple Ave, Denver, CO, 80267	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113031	ENR	Elijah Hanson	2003-03-04	UHC-11708-39	2764045252	119 Indian School Rd Apt 8, Jacksonville, FL, 32200	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419359	CLM	Samantha Burns	1993-07-27	—	4936707621	9661 Main St, Nashville, TN, 37248	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142417	ENR	Ann L Reid	1952-10-15	UHC-19399-44	3273429297	5406 Jefferson Ave, Tucson, AZ, 85748	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50273	TPA	Jacqueline Lawwrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133091	ENR	Patrick S Parker	1986-09-01	UHC-14708-32	—	5982 Bayshore Dr, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-410406	CLM	Mei Rose	1951-02-06	UHC-33521-18	—	6585 Forest Ave, Atlanta, GA, 30314	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136358	ENR	Elizabeth D Watson	1978-02-03	UHC-04911-99	6197549338	6379 Washington St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-127926	ENR	Chris U Ferguson	2003-09-16	UHC-41567-67	7735311242	541 Sage Ct, Fresno, CA, 93728	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426032	CLM	Danielle Palmre	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130310	ENR	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139110	ENR	Scott Martin	2006-07-10	UHC-42759-81	7247411792	3618 Cedar Ln, Dallas, TX, 75214	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431778	CLM	Ashley Carter	1951-02-25	—	—	970 Mesa Dr Apt 36, Dallas, TX, 75260	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-109216	ENR	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418017	CLM	Gray Rodriguez	1987-10-28	—	—	1022 Park Pl # 477, Fresno, CA, 93751	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50650	TPA	Kimberly Russell	1995-05-06	—	—	454 Jefferson Ave, Tempe, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106766	ENR	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX, 78256	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134222	ENR	Janet Arnold	—	UHC-22906-03	9389239146	1157 Main St, Tempe, AZ, 85227	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114041	ENR	Jordan Thomas	1963-10-14	UHC-44081-33	—	5087 Ridge Rd Apt 28, Denver, CO, 80258	0.50	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-54099	TPA	Teresa Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-136773	ENR	Roger R Arnold	1998-06-21	UHC-95060-50	7818441030	1890 Meadow Ln, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115709	ENR	Lawrence Q Ramirez	1998-06-26	UHC-12458-11	5586917924	5181 Desert Sky Blvd, Scottsdale, AZ, 85268	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412835	CLM	William Black	1967-03-21	—	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28866	PRV	Maria Reed	1944-03-19	—	8777327613	7228 Ridge Rd, Jacksonville, FL, 32257	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111532	ENR	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409918	CLM	Gerald Cllins	2008-05-28	—	4663358492	4668 Oak St, Glendale, AZ, 85381	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103048	ENR	Karen C Silva	1950-07-12	UHC-48582-84	9803326567	1395 Maple Ave, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23633	PRV	Kathleen Lane	2001-01-26	—	4949725027	7643 Highland Ave Apt 13, Miami, FL, 33193	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417440	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	—	9608 Meadow Ln, Plano, TX, 75018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27410	PRV	Gloria Watkins	1974-11-18	UHC-01940-80	5713683133	7662 Church St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52987	TPA	Thomas F Freeman	2006-04-07	—	—	1119 Pine Dr, Charlotte, NC	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131867	ENR	Steven U Campbell	1987-11-27	UHC-83825-17	7257192835	4595 Union St, Plano, TX, 75099	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

9,980 rows, page 31 of 200Previous Next