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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409716	CLM	Chheryl Grraham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St Apt 25, Minneapolis, MN, 55411	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-131666	ENR	Debra Howell	—	UHC-76247-63	2018947966	9725 Mesa Dr, Austin, TX, 78743	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-114579	ENR	Jordan W Morles	1952-08-11	UHC-10237-84	6153410818	9688 Forest Ave, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134873	ENR	Samuel W Fisher	1963-12-19	UHC-86502-09	2214006909	1226 Palm Dr, Denver, CO, 80298	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-124123	ENR	Carol Kelly	—	UHC-09522-48	3018346050	1796 Maple Ave, Seattle, WA, 98114	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424844	CLM	Aaron X Payne	1996-08-06	UHC-08039-35	—	8093 Pine Dr, Tucson, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
CLM-422792	CLM	Julie M Guzman	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+4 more
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132279	ENR	Diane P Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-107676	ENR	Marina X Vega	1952-12-03	UHC-12595-74	4653251232	5684 Church St Apt 6, Tucson, AZ, 85749	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-102690	ENR	Brittany J Reyes	2005-12-07	UHC-09394-82	6403240460	2192 Maple Ave, Austin, TX, 78737	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134164	ENR	Scott Gardner	—	UHC-41805-67	2747519604	7087 Ridge Rd, Glendale, AZ, 85312	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-119095	ENR	Brandon A Toorres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd, Chandler, AZ, 85267	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124590	ENR	Eric D McDonald	1977-06-16	UHC-28490-61	—	712 Elm St, Tempe, AZ, 85227	0.48	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Street suffix standardised+4 more
ENR-129618	ENR	Teresa H West	1965-11-01	UHC-07289-33	2392612857	5088 Main St Apt 8, Mesa, AZ, 85245	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-121802	ENR	Madison Young	2002-07-11	UHC-76655-99	8318636431	1027 Harbor Blvd # 193, Charlotte, NC, 28209	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123358	ENR	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422561	CLM	Keith Foster	1973-01-10	UHC-88227-23	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-103209	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	3588 Canyon Rd, Plano, TX	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127700	ENR	Joyce S Perez	1958-08-13	UHC-34295-45	6864413846	8692 Hillcrest Rd, Miami, FL, 33106	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
PRV-25003	PRV	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd # 499, Scottsdale, AZ, 85288	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-102535	ENR	Lisa L Thompson	1939-05-26	UHC-64914-64	9324547658	6126 Ridge Rd # 441, Houston, TX, 77096	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125753	ENR	Laura OJunk	1969-02-08	UHC-98868-67	3154633883	2369 Bayshore Dr, Dallas, TX, 75253	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142146	ENR	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123326	ENR	Elizabeth Pierce	1956-05-17	UHC-85478-50	7536361557	1579 Union St, Gilbert, AZ, 85267	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123382	ENR	Brandon Harper	1987-08-21	UHC-68742-37	2909477843	6786 Willow Ct, Gilbert, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135183	ENR	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111553	ENR	Larry Murphy	—	UHC-56832-36	6239891647	5457 Harbor Blvd, Tempe, AZ, 85211	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111542	ENR	Austin X Bryant	1982-03-20	UHC-43474-78	5275559875	3056 Willow Ct, Houston, TX, 77008	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56209	TPA	Madison Lopez	1945-02-18	UHC-54424-31	2767735983	673 Grand Ave, Las Vegas, NV, 89177	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402888	CLM	Mark Cole	1958-09-01	UHC-08276-88	—	9515 Sunset Blvd, Nashville, TN, 37286	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-141329	ENR	Becky Q Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 9, Seattle, WA, 98182	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116879	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431403	CLM	Gary Matthews	1945-11-13	UHC-27209-51	6818665792	4842 Pine Dr, Charlotte, NC, 28266	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102978	ENR	Joshua Johnson	—	UHC-72422-30	6657950588	7815 Maple Ave, Tucson, AZ, 85726	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-117076	ENR	Lauren S Valdez	1944-06-21	UHC-73108-23	7699924425	1720 Market St # 963, Tucson, AZ, 85766	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-123698	ENR	Paul M Robertson	—	UHC-98133-86	7868963192	1361 Maple Ave, Jacksonville, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-111732	ENR	LoganJunk	1994-07-22	UHC-07950-97	4009736982	9605 Canyon Rd, Mesa, AZ, 85203	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425714	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115996	ENR	Joshua H Jensen	2002-08-16	UHC-44883-71	8132217562	5857 Cedar Ln, Dallas, TX, 75252	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100717	ENR	Dorothy N Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119006	ENR	Justin Snyder	1941-02-25	UHC-15556-78	8637442511	6092 Ocean Ave, Scottsdale, AZ	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417285	CLM	Aaron Ramos	1994-06-24	UHC-51082-43	3589880622	1086 Desert Sky Blvd, Orlando, FL, 32854	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136144	ENR	Isabella Z Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St, Gilbert, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415017	CLM	Arthur Harvey	1976-03-14	UHC-78370-21	9046983922	5334 Elm St # 811, Seattle, WA, 98104	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more

7,723 rows, page 10 of 155Previous Next