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
TPA-61936	TPA	Marilyn Guerrero	1997-05-12	—	9315663424	3267 Mesa Dr, Orlando, FL	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29593	PRV	Eugene V Daniels	1994-02-05	—	—	9891 Oak St, Mesa, AZ, 85232	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-60054	TPA	Dorothy C Price	2007-01-05	—	—	1418 Sunset Blvd, San Diego, CA, 92153	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-140734	ENR	Joshua X Diaz	1953-03-05	UHC-25720-29	—	1005 Market St, Columbus, OH, 43276	0.38	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+3 more
CLM-409898	CLM	Ethan Maldonado	1948-10-25	—	—	6746 Central Ave, Glendale, AZ	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23334	PRV	Julie Chen	1981-10-26	UHC-35660-93	6966381928	6058 Church St # 437, Dallas, TX, 75259	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138530	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.38	Name split from “Last, First”Middle initial moved out of first name ZIP+4 trimmed Email lower-cased+3 more
ENR-140592	ENR	Benjamin Williams	1947-06-24	UHC-98822-50	2653956142	6053 Broadway, Tucson, AZ, 85739	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-142090	ENR	Priya C Hanson	1940-05-01	UHC-32350-15	2124906575	3596 Bayshore Dr, Glendale, AZ, 85375	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133918	ENR	Stephanie F Martinez	1978-06-25	UHC-10286-63	3042425372	4964 Church St, Sacramento, CA	0.38	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
CLM-428297	CLM	Michael Carpenter	1995-07-11	—	—	8019 Market St, Plano, TX	0.38	Two-digit birth year City re-cased State name converted to code ZIP missing+3 more
ENR-123891	ENR	Julia S Tran	1973-07-16	UHC-57015-51	9165387193	7521 Meadow Ln Apt 5, Sacramento, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403215	CLM	Priya West	2006-07-03	UHC-15513-78	2154121453	7070 Oak St, Charlotte, NC, 28252	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139333	ENR	Paaul I Hernandez	1972-07-11	UHC-62047-51	6918692696	3778 Sage Ct Apt 14, Chandler, AZ, 85286	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125880	ENR	Carolyn H Carslon	1963-03-23	UHC-63760-02	—	4704 Bayshore Dr, Columbus, OH, 43214	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112200	ENR	Nicole O Graham	1942-05-22	UHC-66344-34	9459917254	876 Pine Dr # 102, Charlotte, NC, 28240	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-418909	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408673	CLM	Mariana Z Morrison	—	UHC-48094-21	—	8632 Mesa Dr, Chandler, AZ	0.38	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+3 more
ENR-125146	ENR	Gary E Ortiz	2006-09-25	UHC-32126-66	3104012418	9373 Pine Dr, Sacramento, CA, 95801	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404095	CLM	Joshua Mendoza	1954-10-27	—	9532876576	650 Valley View Dr Apt 15, Houston, TX, 77067	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410548	CLM	Danielle Ford	—	—	—	9012 Central Ave # 138, Plano, TX, 75081	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403642	CLM	Emily V Le	1997-12-09	UHC-71304-15	9219277847	9284 Meadow Ln, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424237	CLM	Becky Myers	—	—	—	2515 Palm Dr, Tucson, AZ	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP missing+3 more
CLM-405212	CLM	Katherine Lucas	2000-07-16	—	8872470565	9123 Bayshore Dr, Plano, TX, 75047	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101938	ENR	Doris R Black	1957-02-20	UHC-33201-57	7223618617	4505 Ridge Rd, Denver, CO, 80277	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115621	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	—	1480 Main St, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414689	CLM	Olivia Franklin	1955-09-28	—	2213349739	6531 Hillcrest Rd, San Diego, CA, 92125	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410911	CLM	Russell Gutierrez	1963-10-20	—	6777497359	3087 Apache Blvd, Mesa, AZ, 85252	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63603	TPA	Douglas Sanders	—	UHC-15375-20	—	7638 Bayshore Dr, Atlanta, GA, 30371	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
CLM-417893	CLM	Justin P Tran	1941-03-07	—	4994592312	3195 Market St, Mesa, AZ, 85232	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106552	ENR	Janice V Tran	1977-08-21	UHC-34246-57	7909389444	5132 Jefferson Ave, San Antonio, TX, 78239	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429629	CLM	Amber Banks	1975-11-16	—	—	2815 Lincoln Way, Fresno, CA, 93792	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-408164	CLM	Philip Black	1955-02-06	UHC-68692-47	—	1873 Forest Ave, Houston, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109600	ENR	Patricya M Rivera	1967-02-21	UHC-78624-58	4578657635	9792 Ridge Rd, Gilbert, AZ, 85229	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56818	TPA	Jack Wallace	—	—	—	3117 River Rd Apt 28, Plano, TX, 75045	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20834	PRV	Gloria Knight	1987-09-01	UHC-56784-27	5006471272	4703 Lake View Rd, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22820	PRV	Jonathan M Patel	1961-12-21	—	2478348380	4336 Desert Sky Blvd Apt 33, Glendale, AZ, 85381	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106203	ENR	Charles F Rice	—	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106204	ENR	Charles F Rice	—	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123428	ENR	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd # 791, Miami, FL, 33143	0.38	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-419974	CLM	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL, 33157	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52459	TPA	Brittany Simpson	1979-05-16	—	2507418190	1635 Spring St, San Diego, CA	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-119036	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	—	8135 Jefferson Ave, Fresno, CA, 93767	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-130647	ENR	Jake C Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St, San Diego, CA, 92168	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402079	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-402080	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-418227	CLM	Terry Medina	1965-02-08	UHC-89474-97	5184330047	9633 Sage Ct Apt 4, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29215	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	6939 Broadway, Minneapolis, MN, 55480	0.38	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-139456	ENR	Betty Anderson	1953-07-18	UHC-04639-90	3706853205	1802 Palm Dr, Charlotte, NC, 28285	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 15 of 337Previous Next