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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112927	ENR	Priya Roberts	—	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-22566	PRV	Mariana Morrison	—	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105593	ENR	James Cunningham	—	UHC-68874-94	—	7014 Desert Sky Blvd, Denver, CO, 80253	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
TPA-56473	TPA	Wei Dunn	—	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-106924	ENR	Daniel Perkins	—	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ, 85772	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26417	PRV	Henry Allen	—	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-121681	ENR	Joan J Price	—	—	2766218860	390 Park Pl, Columbus, OH, 43262	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
PRV-22807	PRV	Sophia Taylor	—	UHC-53505-21	2156519022	9815 Washington St, Orlando, FL, 32842	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104793	ENR	Raymond N Armstrong	—	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429594	CLM	Martha Watkins	—	UHC-39674-45	7984442945	6223 Spring St, Seattle, WA, 98127	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419026	CLM	Jack Jenkins	—	UHC-75461-96	—	7076 Church St, Atlanta, GA, 30329	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-134471	ENR	Henry Jimenez	—	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106035	ENR	Kyle A Body	—	UHC-61947-79	7144915044	2932 Ocean Ave, Seattle, WA, 98191	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59682	TPA	Patrick Nichols	—	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109851	ENR	Lawrence Maldonado	—	UHC-97544-20	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-429393	CLM	Amber Bishop	—	UHC-03362-75	2052293003	5736 Sage Ct, Dallas, TX, 75236	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-417394	CLM	Aaorn M Flores	—	UHC-86224-78	5563133262	6857 Valley View Dr, Glendale, AZ, 85365	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-51393	TPA	Michael S Campbell	—	—	—	1057 Maple Ave, Austin, TX, 78731	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-64149	TPA	Bobby Bailey	—	—	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.62	Date of birth unreadable Phone reformatted City re-cased Gender normalised+3 more
ENR-126306	ENR	Judy U Ward	—	UHC-61206-39	2323941431	931 Sunset Blvd, San Antonio, TX, 78219	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-63982	TPA	Grace Le	—	—	—	7146 Central Ave, San Antonio, TX, 78244	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-117438	ENR	Andrew H Montgomery	—	UHC-31571-55	4409979938	4498 Sunset Blvd, Columbus, OH, 43296	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-25853	PRV	David Ward	—	—	4603592942	1937 Baseline Rd, Mesa, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-426138	CLM	Sharon P Burns	—	—	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106988	ENR	Edward Herrera	—	UHC-77083-56	7516314351	4961 Jefferson Ave, Plano, TX, 75098	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-411709	CLM	Anthony Carr	—	—	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430370	CLM	Kathryn Obrien	—	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-62431	TPA	Jack Bishop	—	UHC-95340-02	—	411 Washington St, San Antonio, TX, 78280	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-58604	TPA	Philip Ferguson	—	—	3482670324	8344 Park Pl, Houston, TX, 77036	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411359	CLM	Roger D Dixon	—	UHC-30886-87	9676553886	1715 Jefferson Ave, Dallas, TX, 75243	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
ENR-106359	ENR	Marcus U Hart	—	UHC-36017-42	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-104715	ENR	Yuki N McDonald	—	UHC-33344-40	—	8386 Spring St, Sacramento, CA, 95893	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-130096	ENR	Denise Williams	—	UHC-56251-29	7334825862	7599 Ridge Rd, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-60787	TPA	Douglas Yang	—	UHC-55719-11	—	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-412587	CLM	Denise Y Prce	—	—	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-412951	CLM	Jennifer Watson	—	—	—	9725 Harbor Blvd, Tucson, AZ, 85783	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-140460	ENR	Brittany Henderson	—	UHC-13878-53	5744364696	8332 Union St, Dallas, TX, 75214	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429657	CLM	Nancy Watkins	—	—	—	2027 Mesa Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more

2,274 rows, page 19 of 46Previous Next