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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133717	ENR	Jonathan M Reed	2006-09-05	UHC-76563-94	—	1453 Valley View Dr, Dallas, TX, 75208	0.24	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+4 more
PRV-26752	PRV	Benjamin H Brooks	2008-12-09	UHC-58222-55	—	9416 Desert Sky Blvd Apt 17, San Diego, CA, 92148	0.24	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+4 more
PRV-22591	PRV	Michelle Sullivan	1950-10-26	UHC-09307-18	—	2442 Market St # 859, Dallas, TX, 75255	0.24	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
PRV-22154	PRV	Amber Green	1981-11-20	UHC-91347-12	—	6965 Baseline Rd, Charlotte, NC, 28269	0.24	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-124066	ENR	Billy K Gardner	1991-12-14	UHC-78599-36	3958816545	4565 Ocean Ave, San Antonio, TX, 78286	0.24	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-409449	CLM	Bobby Hernandez	1974-07-03	—	—	6500 Harbor Blvd, Orlando, FL, 32849	0.24	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-109232	ENR	Brenda Wells	1997-08-04	UHC-29827-19	3667773249	3625 Willow Ct, Scottsdale, AZ, 85213	0.24	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-61532	TPA	Stpehen Warren	1955-06-13	—	—	5076 Apache Blvd, Scottsdale, AZ, 85267	0.24	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107514	ENR	Luis K Richardson	1990-06-10	UHC-29830-20	8767752384	7253 Elm St # 531, Los Angeles, CA, 90080	0.24	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130028	ENR	Laura Anderson	—	UHC-17588-71	6426907616	3129 Sage Ct # 297, Nashville, TN, 37292	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
CLM-407596	CLM	Beverly Phillips	1945-08-19	UHC-74481-70	—	996 River Rd, Nashville, TN, 37214	0.24	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+4 more
ENR-134720	ENR	Gloria E Burtton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd # 865, Glendale, AZ, 85362	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-421529	CLM	Omar Webb	1939-05-23	—	—	127 Church St Apt 11, San Antonio, TX, 78272	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-418864	CLM	Alice Sims	1996-12-15	UHC-33070-12	—	3652 Washington St, Dallas, TX, 75282	0.24	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-401040	CLM	Denise Riley	1981-02-13	—	—	7963 Baseline Rd # 185, Denver, CO, 80228	0.24	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107430	ENR	James E Rivera	—	UHC-90965-61	6896869435	1090 Spring St Apt 4, Glendale, AZ, 85375	0.24	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-114554	ENR	Mei N Gibson	1977-07-16	UHC-57095-09	5373260077	8772 Union St # 605, Seattle, WA, 98121	0.24	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-125754	ENR	Vicky X Howard	1961-09-20	UHC-87606-64	5888107099	8016 Washington St, Atlanta, GA, 30351	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-103598	ENR	Donna R Hughes	1964-06-17	UHC-43833-95	—	4246 Desert Sky Blvd, Minneapolis, MN, 55420	0.24	Phone missing area code Street suffix standardised Address re-cased State name converted to code+4 more
ENR-131483	ENR	Sharon W Day	1951-03-25	—	—	2905 Church St, Plano, TX, 75072	0.24	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-110442	ENR	Ann P Howell	1972-04-19	UHC-08372-88	—	8998 Lake View Rd # 958, San Antonio, TX, 78218	0.24	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-128204	ENR	Julie Hoffman	1940-03-12	UHC-83320-02	6476584349	5665 Park Pl, Eden Prairie, MN, 55392	0.26	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127067	ENR	Roy X Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr Apt 22, Jacksonville, FL, 32273	0.26	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-138814	ENR	Grace U Collins	1955-07-24	UHC-00939-39	8474804969	2978 Elm St, Los Angeles, CA, 90040	0.26	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138815	ENR	Grace U Collins	1955-07-24	UHC-00939-39	8474804969	2978 Elm St, Los Angeles, CA, 90040	0.26	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111203	ENR	Andrew W Moore	1945-01-15	UHC-75711-01	—	5526 Camelback Rd, Columbus, OH, 43215	0.26	Name split from “Last, First”Phone missing area code SSN last four extracted ZIP+4 trimmed+3 more
CLM-428827	CLM	Brandon Bryant	1975-05-24	—	—	5593 Oak St Apt 13, Chandler, AZ, 85242	0.26	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111898	ENR	Paul Moore	1987-03-21	—	—	9444 Lincoln Way, Tempe, AZ, 85231	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code State name converted to code+3 more
ENR-124647	ENR	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	8456 Ocean Ave # 272, Dallas, TX, 75211	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105523	ENR	Marcus T Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.26	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420018	CLM	Megan Guerrero	—	UHC-90598-75	—	370 Forest Ave, Austin, TX, 78756	0.26	Name split from “Last, First”Date of birth unreadable State name converted to code ZIP+4 trimmed+3 more
CLM-411356	CLM	Mary Fields	1941-09-09	UHC-14826-97	8967475152	6672 Elm St Apt 1, Denver, CO, 80238	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129746	ENR	Jennifer G Fiher	1979-08-18	UHC-09837-45	8452341485	3962 Spring St, Fresno, CA, 93795	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-131207	ENR	Cynthia S Austin	1981-11-24	UHC-47971-21	6069567141	2962 Washington St, San Antonio, TX, 78289	0.26	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-105900	ENR	Donald Daniels	2002-05-16	UHC-31510-08	3487790198	40 Ridge Rd # 377, Sacramento, CA, 95817	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Unit split from street+3 more
ENR-112104	ENR	Lawrence D Adams	1971-01-08	UHC-57017-42	—	529 Sunset Blvd, Charlotte, NC, 28238	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140075	ENR	Susan K Wheeler	1947-05-28	UHC-05761-35	—	6416 Forest Ave, Denver, CO, 80252	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-114795	ENR	Julie Wright	1956-04-09	UHC-83791-96	4454068073	1200 Meadow Ln, San Diego, CA, 92131	0.26	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141297	ENR	Joe S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.26	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414643	CLM	Willie Wang	1938-03-27	UHC-91164-38	9459675744	8139 Park Pl, Scottsdale, AZ, 85263	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120582	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.26	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428939	CLM	Victoria Nunez	1991-02-24	UHC-10473-09	—	5348 Central Ave, Houston, TX, 77087	0.28	Name split from “Last, First”Two-digit birth year SSN last four extracted State name converted to code+2 more
ENR-136876	ENR	Roy U Alexander	1975-11-15	UHC-29043-03	—	2232 Harbor Blvd Apt 32, Plano, TX, 75060	0.28	Phone missing area code Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-421112	CLM	Douglas Warren	—	UHC-53814-57	—	9292 Broadway, Orlando, FL, 32808	0.28	Name split from “Last, First”Date of birth unreadable Phone missing area code ZIP+4 trimmed+2 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
CLM-408727	CLM	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.30	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
CLM-413538	CLM	Walter Howard	1989-11-06	UHC-62014-90	4646130211	9868 Cedar Ln Apt 6, Dallas, TX, 75216	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-138840	ENR	Grace Q Fisher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd # 470, Las Vegas, NV, 89102	0.30	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+7 more
ENR-122153	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-122152	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more

8,263 rows, page 2 of 166Previous Next