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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64148	TPA	Bobyb Bailey	1943-08-01	—	—	2275 Baseline Rd Apt 37, Plano, TX, 75032	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-121156	ENR	Danielle G Fosetr	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL, 32804	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-135993	ENR	Maria Z Patterson	1984-10-12	UHC-97217-21	7977509352	2117 Lake View Rd, San Antonio, TX, 78236	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101370	ENR	Sndra C Burtun	1954-10-04	UHC-31035-23	4115275035	6978 Willow Ct # 374, Tucson, AZ, 85790	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-109320	ENR	Linda Torres	1990-08-06	UHC-86330-69	—	6469 Palm Dr, Dallas, TX, 75200	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28265	PRV	Rebecca Campbell	1938-06-11	—	5877750928	7151 Church St, Austin, TX, 78776	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-430179	CLM	Carolyn I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-419905	CLM	Christine K Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102895	ENR	Dnenis C Sanders	—	UHC-72206-49	—	4095 Meadow Ln, Nashville, TN, 37259	0.48	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-428672	CLM	Jordan Wood	2004-05-05	—	—	7709 Park Pl, Dallas, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-420290	CLM	Sarah Adams	2006-06-09	UHC-57106-30	—	2699 Canyon Rd # 140, Fresno, CA, 93784	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
PRV-21278	PRV	Russell D Davis	1962-06-08	—	—	1029 Spring St, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-55063	TPA	Lucia Bailey	1938-08-26	—	—	5146 Meadow Ln, Plano, TX, 75054	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-58929	TPA	Gerald Gardner	1952-06-01	—	3414882720	2245 Meadow Ln, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406181	CLM	Arjun Wang	1953-11-17	—	3453024263	8871 Lincoln Way, Las Vegas, NV, 89161	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411371	CLM	Olivia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-53474	TPA	Jennifer Moore	1994-12-06	—	4163901772	3483 Church St, San Diego, CA, 92152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56548	TPA	Peeter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd Apt 33, Tucson, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103410	ENR	Danieelle Mendez	1958-05-25	UHC-12593-59	5943795180	9769 Palm Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142487	ENR	Kayla Z Maldondao	1992-01-10	UHC-94753-42	4539296460	4114 Ridge Rd, Austin, TX, 78798	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105516	ENR	Joyce I Ferguson	1979-11-03	UHC-67185-92	—	7688 Park Pl, Orlando, FL, 32809	0.48	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-418649	CLM	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr Apt 6, Sacramento, CA, 95874	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55447	TPA	Bobby A Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-409612	CLM	Virginia Martin	1953-05-18	—	—	5201 Apache Blvd, Orlando, FL, 32875	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128369	ENR	Kathleen Riley	1959-03-10	UHC-28508-54	5344058268	6739 Central Ave, Las Vegas, NV, 89160	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107555	ENR	Nathan D Yang	1987-01-17	UHC-14113-01	4376206718	7782 Oak St, Minneapolis, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133060	ENR	Howell Michael	1990-10-17	UHC-61004-06	3392235079	7155 Palm Dr, Tempe, AZ, 85207	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112752	ENR	Kelly E Flores	1971-04-25	UHC-51326-64	3232449263	4492 Park Pl, Scottsdale, AZ, 85258	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100298	ENR	Kelly U Rodriguez	1976-02-12	UHC-32227-18	8068634436	1765 Cedar Ln Apt 21, Jacksonville, FL, 32298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-416424	CLM	Melissa Anderson	—	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-421283	CLM	Shirley L Morris	1985-03-17	UHC-89888-33	—	7543 Canyon Rd, Atlanta, GA, 30375	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24613	PRV	Aisha G Anderson	1978-10-20	UHC-70821-83	—	2830 Indian School Rd, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106742	ENR	James Henderson	1975-12-19	UHC-00613-90	4786508381	6458 Meadow Ln # 469, Glendale, AZ, 85305	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-102545	ENR	Omar X Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln Apt 29, Tempe, AZ, 85280	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132602	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-132603	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-113375	ENR	Carol S Kim	2007-10-18	UHC-04642-40	3627918851	565 Meadow Ln # 962, Tucson, AZ, 85728	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21295	PRV	Jose Jackson	1981-11-23	—	7586541092	2459 Ridge Rd # 269, Dallas, TX, 75244	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-125374	ENR	Richard Stevens	1971-02-15	UHC-64127-22	—	885 Indian School Rd, Houston, TX, 77072	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
PRV-20799	PRV	Hiroshi S Richards	1983-02-20	UHC-72946-18	5832347104	7384 Valley View Dr # 899, Glendale, AZ, 85353	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-100365	ENR	Angela Bryant	1938-04-06	UHC-22165-57	6315043114	9768 Spring St, Mesa, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted State name converted to code+4 more
ENR-121719	ENR	Russell C Cunningham	1965-09-03	UHC-36791-67	9266008714	4129 Valley View Dr, Miami, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103954	ENR	Hannah Q Peterson	—	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more

39,996 rows, page 34 of 800Previous Next