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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26203	PRV	Jose J Chapman	1947-03-16	—	9713265250	3582 Pine Dr Apt 40, Sacramento, CA	0.20	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-111270	ENR	Lori Griffin	1993-03-23	UHC-85108-34	—	6431 Harbor Blvd Apt 22, Las Vegas, NV, 89122	0.20	Date of birth reformatted Phone missing area code SSN last four extracted Unit split from street+6 more
CLM-405399	CLM	Virginia Smith	2001-07-22	UHC-62024-73	—	9017 Palm Dr Apt 40, Atlanta, GA	0.20	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
ENR-121816	ENR	Gloria L Jenkins	1969-01-04	UHC-95347-85	—	7685 Church St, Houston, TX	0.22	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-124503	ENR	Cynthia Allen	—	UHC-40368-02	6302111076	9695 Sunset Blvd # 892, Eden Prairie, MN, 55397	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-411453	CLM	Ethan Vasquez	1973-06-11	—	3345595001	9113 Washington St # 595, Las Vegas, NV, 89122	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-131718	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	—	4712 Hillcrest Rd Apt 1, Glendale, AZ	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
TPA-62417	TPA	Steven Cole	1982-09-07	—	8198040252	5310 Sunset Blvd Apt 36, Glendale, AZ	0.22	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-121353	ENR	Randy Valdez	—	UHC-41794-23	3289551444	3970 Desert Sky Blvd, Austin, TX, 78744	0.22	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-115164	ENR	Scott Hudson	—	UHC-30149-67	—	6943 Park Pl # 215, Gilbert, AZ, 85290	0.22	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
TPA-57407	TPA	Michelle P Reed	1962-08-23	UHC-33270-80	—	8956 Central Ave, San Diego, CA, 92173	0.22	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-430404	CLM	Bobby Jones	1990-10-25	UHC-20647-08	—	8156 Lake View Rd Apt 37, Austin, TX, 78778	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-20228	PRV	Anna S Fisher	—	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.22	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-403902	CLM	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ, 85205	0.22	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105878	ENR	Sandra Dion	1944-11-07	UHC-26166-24	8144795431	282 Willow Ct, Scottsdale, AZ, 85244	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108109	ENR	Nicole H Walker	1973-11-07	UHC-98415-20	8777034317	1256 Indian School Rd # 357, Austin, TX, 78715	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Unit split from street+5 more
ENR-115676	ENR	Brittany Bennett	—	UHC-10516-42	6175309848	9679 Union St Apt 28, Fresno, CA	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-129556	ENR	Margaret C Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+5 more
ENR-117221	ENR	Sophia H Ferguson	—	UHC-38535-74	6188715819	5698 Baseline Rd # 435, San Antonio, TX, 78225	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+5 more
CLM-405849	CLM	Willie Y Coleman	—	UHC-87140-40	3299363193	1964 Lake View Rd, Scottsdale, AZ, 85261	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-124620	ENR	Michelle J Carpenter	—	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-405377	CLM	Mary Ramirez	1960-03-28	—	—	1794 Cedar Ln, Jacksonville, FL	0.22	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+5 more
PRV-20487	PRV	Arjun Brown	1998-12-18	UHC-10496-36	5637054767	1914 Union St # 667, Plano, TX, 75036	0.22	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-64342	TPA	Austin George	1943-06-14	—	—	8288 Apache Blvd # 908, Eden Prairie, MN	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
ENR-141200	ENR	Denny E Nelson	1961-03-27	UHC-29756-86	4592318902	4709 Ridge Rd, Tampa, FL	0.22	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127184	ENR	Madison Z Daniels	—	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ	0.22	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-428653	CLM	Charlie Williams	1971-09-12	UHC-34565-98	—	6059 Washington St # 200, Atlanta, GA, 30381	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-110882	ENR	Joan E Hughes	1989-03-07	UHC-74801-99	8585875770	5017 Bayshore Dr # 514, Glendale, AZ, 85364	0.22	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-122026	ENR	Adam Gray	1986-09-23	UHC-01432-91	9278302313	6378 Hillcrest Rd Apt 22, Plano, TX, 75077	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115195	ENR	Heather W Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St # 506, Seattle, WA, 98188	0.22	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139625	ENR	Austin Singh	1955-12-07	UHC-58954-14	8804436920	8652 Indian School Rd, Phoenix, AZ	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419620	CLM	Debra Ray	1970-06-16	UHC-95973-52	7129549165	9349 Meadow Ln # 709, San Diego, CA, 92106	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-403623	CLM	Jack Knight	1955-10-20	UHC-49193-58	—	252 Sage Ct Apt 17, Nashville, TN, 37219	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
CLM-405946	CLM	Harold Carr	—	UHC-73917-09	2926201081	7475 Pine Dr, Denver, CO, 80247	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-118924	ENR	Megan B Sims	1954-12-24	UHC-08660-21	6754320626	3383 Sunset Blvd, Orlando, FL, 32800	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-112935	ENR	KatherineJunk	1946-03-12	UHC-45309-24	2379044984	8488 Ridge Rd # 511, Orlando, FL	0.22	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
TPA-63890	TPA	Shirley Jenkins	1973-05-17	—	9095921322	7004 Washington St Apt 11, Nashville, TN, 37207	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
ENR-104447	ENR	Jessica Bennett	1957-09-24	—	4998457419	41 Indian School Rd # 527, Mesa, AZ, 85227	0.22	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-51272	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51271	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-104308	ENR	Madison L Carlson	—	UHC-83035-31	9263537422	789 Willow Ct, Denver, CO, 80287	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Phone reformatted+5 more
PRV-20511	PRV	Andrew Thomas	1938-06-26	—	6132471757	3126 Indian School Rd Apt 17, Tampa, FL, 33694	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-52817	TPA	Jack Contreras	1981-12-13	—	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.22	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-57753	TPA	Sara Allen	2001-11-27	—	—	5893 Indian School Rd, Tucson, AZ	0.22	Two-digit birth year Street suffix standardised Address re-cased City re-cased+5 more
CLM-425440	CLM	Donald Y Lane	1974-01-25	—	9223675811	4221 Cedar Ln # 242, Denver, CO, 80291	0.22	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127117	ENR	Logan E Dominguez	1955-08-15	UHC-56133-86	2712191081	7287 Pine Dr, Gilbert, AZ	0.22	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-404976	CLM	Jack Marshall	—	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
TPA-51700	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave # 671, Las Vegas, NV, 89138	0.22	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+5 more
ENR-106645	ENR	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl # 260, Las Vegas, NV	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
ENR-109289	ENR	Hannah Q Tuckre	1957-11-08	UHC-11072-98	7217963172	7083 Market St, San Diego, CA, 92120	0.22	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more

56,490 rows, page 2 of 1,130Previous Next