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-100695	ENR	Bryan Peterson	—	UHC-76984-96	—	71 Willow Ct # 737, Mesa, AZ, 85234	0.54	Date of birth unreadable Unit split from street ZIP+4 trimmed Whitespace trimmed+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-108652	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108653	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118382	ENR	Virginia Q Butler	1998-05-09	UHC-27368-95	6345362306	4254 Valley View Dr # 367, Atlanta, GA, 30304	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120842	ENR	Ronald Cox	1942-12-27	—	2752598119	6366 Spring St, Plano, TX, 75002	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111578	ENR	Bruce Fowler	1938-05-08	UHC-81149-56	—	7225 Lincoln Way, Columbus, OH, 43213	0.54	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+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-123091	ENR	Arjun M Carr	1967-04-15	UHC-90273-77	9177705440	1500 Desert Sky Blvd, Fresno, CA, 93767	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101141	ENR	Joan IJunk	1949-03-16	—	—	573 Willow Ct, Plano, TX, 75001	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed 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
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-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-133116	ENR	Arthur P Carter	1953-09-20	UHC-46569-38	5048582651	7582 Washington St, Chandler, AZ, 85272	0.54	Two-digit birth year Phone reformatted 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
TPA-58652	TPA	Shirley Rogers	1944-05-12	—	—	6321 Harbor Blvd, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416247	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	6192 Canyon Rd, Mesa, AZ, 85282	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+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
ENR-130456	ENR	Cynthia H Jensen	1989-10-18	UHC-41535-21	4394817992	1517 Ridge Rd # 408, Denver, CO, 80225	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-110692	ENR	Elijah Brown	1957-07-13	UHC-79098-85	7633106802	9090 Palm Dr, Miami, FL, 33161	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143078	ENR	Andrew Holmes	1963-06-16	UHC-90169-76	4154791674	4855 Mountain View Dr, Gilbert, AZ, 85291	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-403854	CLM	Margaret Torres	1995-06-22	UHC-34210-05	—	1549 Ridge Rd, Jacksonville, FL, 32292	0.54	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-131785	ENR	Heather Z Medina	—	UHC-25268-76	—	7546 Baseline Rd, Charlotte, NC, 28257	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+1 more
ENR-125876	ENR	Saarh Nelson	1981-10-23	UHC-87307-40	3745424688	2553 Canyon Rd # 780, Eden Prairie, MN, 55345	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-115466	ENR	William T Brooks	1982-01-07	UHC-41838-11	—	2313 Canyon Rd, Chandler, AZ, 85286	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26528	PRV	Emily Bennett	1981-02-04	—	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103167	ENR	Wei Ford	2008-01-21	UHC-99083-21	9804036820	4584 Washington St, Jacksonville, FL, 32257	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100048	ENR	Eric James	2006-07-22	UHC-28042-53	2344837556	6336 Hillcrest Rd, San Diego, CA, 92145	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-26059	PRV	Mason V Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-136639	ENR	Gregory Nelson	1958-10-28	UHC-18210-17	2075677525	5556 Desert Sky Blvd, Glendale, AZ, 85382	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-140521	ENR	Terry Arnold	1941-04-23	UHC-90021-63	7987158366	6184 Pine Dr, San Antonio, TX, 78235	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135488	ENR	Steven S Perez	1970-08-25	UHC-15579-31	9522388404	8280 Union St, San Antonio, TX, 78218	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28764	PRV	Weaver Danielle	1971-06-27	UHC-98676-06	—	724 Palm Dr, Atlanta, GA, 30341	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112797	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53366	TPA	Brittany Knight	1950-10-10	—	—	3394 Mesa Dr, Columbus, OH, 43281	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60026	TPA	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-139756	ENR	Austin H Li	1943-07-11	UHC-37537-13	—	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26919	PRV	Jean Holmes	1977-09-23	—	8085728724	5649 Oak St # 929, Los Angeles, CA, 90066	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-114108	ENR	Hannah R Rivera	1967-09-15	UHC-32282-46	—	3233 Central Ave, Atlanta, GA, 30309	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428498	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-120382	ENR	Bryan S Cunningham	2003-12-01	UHC-70418-31	8759961578	3596 Desert Sky Blvd, Miami, FL, 33115	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-102001	ENR	Kayla Medina	1953-05-27	UHC-08933-32	—	8044 Forest Ave, Mesa, AZ, 85206	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56223	TPA	Fatima Y Nunez	—	—	—	9002 Maple Ave, Glendale, AZ, 85307	0.54	Date of birth missing State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116023	ENR	Saraah O Sulivan	1968-10-17	UHC-55633-98	—	4140 Highland Ave, San Diego, CA, 92155	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130128	ENR	Cheryl C Harrison	1954-12-16	UHC-63017-89	3993084124	3389 Meadow Ln, Los Angeles, CA, 90037	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-101297	ENR	Kenneth I Wong	1994-06-21	UHC-77202-56	—	6751 Central Ave, Chandler, AZ, 85250	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Email lower-cased+1 more
PRV-24482	PRV	Douglas Q Hunt	1965-02-04	UHC-18462-40	6002316071	7565 Canyon Rd, Tucson, AZ, 85771	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
PRV-24174	PRV	Stephanie Graham	1961-05-16	—	4886602903	5498 Spring St, Austin, TX, 78740	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417401	CLM	Kyle Lynch	1947-10-15	UHC-65995-18	—	7672 Washington St, Phoenix, AZ, 85018	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,263 rows, page 49 of 166Previous Next