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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100860	ENR	Yuki E Berry	1953-01-02	UHC-79256-52	9734468767	5752 Lincoln Way, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26728	PRV	Randy Gonzales	1963-06-10	—	7609111496	37 Forest Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103466	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	9765116367	5156 Forest Ave Apt 19, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115228	ENR	Peter Jenkins	1965-08-05	UHC-75612-43	2266226756	7246 Indian School Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114416	ENR	Jacqueline Gonzales	1959-12-25	UHC-81384-42	4447472885	7284 Union St, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-117902	ENR	Lisa Rivera	1938-10-09	UHC-02876-16	6105169168	4615 Apache Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28815	PRV	Jshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd # 828, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136593	ENR	Emam Q Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431080	CLM	Mei Vega	2008-01-22	—	4669632303	641 Highland Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61356	TPA	Albert Freeman	1967-11-21	—	5953976960	587 Willow Ct, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20835	PRV	James Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+3 more
ENR-115314	ENR	Aaron O Tucker	1954-06-28	UHC-15352-54	—	8932 Mountain View Dr, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428574	CLM	Nicholas Tran	2001-01-25	—	—	4942 Hillcrest Rd, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55331	TPA	Michael Mills	1943-11-05	—	6369358509	5025 Highland Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405273	CLM	Heather Meyer	1963-07-01	UHC-25788-86	2884500634	5511 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119709	ENR	Alan Z Wong	1972-08-15	UHC-15810-46	4606860412	5091 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427460	CLM	Lori U Ellis	1947-10-21	UHC-66036-03	6647841979	7470 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137020	ENR	Larry Henry	1963-06-01	UHC-20092-27	3428551938	8334 Highland Ave, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21926	PRV	Camila Santiago	1940-08-03	UHC-21140-26	5508216953	1728 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50377	TPA	Steve Armstroong	1947-09-03	—	8308514947	2077 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116090	ENR	Luis S Jensen	1964-02-21	UHC-54742-51	5986645995	7688 Jefferson Ave, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23773	PRV	Lawrence King	1953-12-26	—	2084035748	569 Ridge Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402938	CLM	Diaz Joshua	1988-04-04	UHC-17950-82	8385028773	693 Central Ave, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138851	ENR	Heather U Rodriguez	1942-02-16	UHC-31342-40	3008083557	460 Washington St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61514	TPA	Samuel Alen	1998-01-15	—	—	5766 Harbor Blvd, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108581	ENR	Elizabeth G Knight	1982-02-21	UHC-29520-95	3772235658	8604 Apache Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415661	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421309	CLM	Carol Rose	1975-01-26	—	7904889698	4217 Willow Ct, Tampa, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-105384	ENR	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410894	CLM	Julie B Perry	1941-11-10	UHC-61280-68	6024678671	7330 Canyon Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403547	CLM	Teresa Wilosn	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117031	ENR	Bryan Alvarez	1955-06-09	UHC-34162-31	9589694496	5263 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432427	CLM	Justin Cruz	1944-09-18	UHC-59406-30	4196778148	2917 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-112596	ENR	Arthur J Walsh	1946-08-12	UHC-28000-63	—	6786 Washington St, Denver, CO	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-137709	ENR	Sharon I Luna	1957-12-02	UHC-54310-48	5796902478	9300 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429711	CLM	Robert Walker	1988-05-09	UHC-76321-65	—	1063 Mesa Dr, San Antonio, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138368	ENR	Tyler Patel	1981-02-27	UHC-49734-09	9296273424	5621 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53907	TPA	Betty Lewis	1993-08-28	—	—	3459 River Rd, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-135437	ENR	Madison Dean	1972-12-12	UHC-34653-59	3164987718	4118 Ridge Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-402489	CLM	Charlotte Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120597	ENR	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131668	ENR	Aisha H Bishop	2006-05-23	UHC-47775-45	9702656384	2430 Maple Ave, Orlando, FL	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-400264	CLM	Charlotte Ortiz	2002-10-16	UHC-52389-49	4594479762	7944 Canyon Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54043	TPA	Anna Thompson	1973-04-05	—	6345069772	3663 Willow Ct, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432195	CLM	Alexis Hicks	1950-12-06	UHC-23659-31	9864133426	7538 Market St Apt 30, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-118481	ENR	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-123086	ENR	Jerry C Brown	1976-02-05	UHC-23768-79	3715568038	2285 Church St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,146 rows, page 60 of 143Previous Next