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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132557	ENR	Philip R Lawson	1987-09-26	UHC-27829-92	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-103319	ENR	Mary Johnston	1950-06-19	UHC-79819-75	2632233036	612 Desert Sky Blvd, Nashville, TN, 37291	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-112445	ENR	Aisha Price	1939-08-27	UHC-23862-75	4062283541	2027 Ocean Ave, Miami, FL, 33124	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108127	ENR	Mason R Harris	2004-01-22	UHC-66482-78	3637256262	838 River Rd, Tampa, FL, 33678	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-413251	CLM	Ben Carpenter	1988-11-08	UHC-14500-07	5583911446	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-134987	ENR	Paul Coleman	1939-09-22	UHC-62015-28	7418146580	8638 Main St, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-134988	ENR	Paul Coleman	1939-09-22	UHC-62015-28	7418146580	8638 Main St, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-415703	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415704	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-136346	ENR	Debra U Riley	1972-01-01	UHC-50659-18	4483737672	6684 Broadway, Houston, TX, 77005	0.78	Name split from “Last, First”Phone reformatted Address re-cased Email lower-cased+1 more
PRV-24755	PRV	Doris M Anderson	1940-06-16	—	4764683227	5796 Broadway, Sacramento, CA, 95828	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400059	CLM	Jeremy G Franklin	1974-09-25	—	7618885265	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-55632	TPA	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-54174	TPA	William Cook	1987-08-04	—	2865790529	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-410507	CLM	Benjamin Carr	1953-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108179	ENR	Christian Burns	1958-04-19	UHC-79964-34	5352175969	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415664	CLM	Logan Yng	1968-12-06	UHC-63190-60	5575170109	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-130361	ENR	Billy Q Sullivan	1963-12-09	UHC-72479-31	9255276300	9320 Meadow Ln, Seattle, WA, 98103	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108718	ENR	Charles P Larson	2003-10-06	UHC-12794-92	6864622790	1567 River Rd, Austin, TX, 78791	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-419093	CLM	Vyncent S Gilbert	2005-03-11	UHC-99716-09	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-109061	ENR	Rebecca Harrison	1997-11-28	UHC-22861-84	9826424169	1084 Church St, Scottsdale, AZ, 85232	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-109637	ENR	Catherine U Gonzaes	1991-08-25	UHC-94180-96	6002165564	8898 Ocean Ave, Gilbert, AZ, 85251	0.78	Name split from “Last, First”Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-413146	CLM	Ann M McCoy	1972-11-10	—	5182481203	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-142688	ENR	Sara Nunez	1940-06-09	UHC-01441-42	8917198125	3337 Market St, Los Angeles, CA, 90049	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-63140	TPA	Lauren Franklin	1954-12-22	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-416219	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416220	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-123332	ENR	Joseph Wheeler	1991-05-12	UHC-73218-61	6936081788	3173 Willow Ct, Sacramento, CA, 95892	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407541	CLM	Mari Cooper	1963-02-22	UHC-53767-89	8275767030	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402912	CLM	Kate Duncan	1958-06-19	—	8222004053	5680 Maple Ave, Nashville, TN, 37295	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24095	PRV	Fatima Y Nunez	1947-06-14	UHC-68443-71	9732322916	9002 Maple Ave, Glendale, AZ, 85307	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-121364	ENR	Ronald Grant	1953-12-14	UHC-05873-46	8935689909	4249 Central Ave, Fresno, CA, 93732	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-23432	PRV	Julia Adams	1962-04-13	UHC-29398-05	6208274753	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27765	PRV	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419901	CLM	Kathryn Y Robinson	1968-05-13	UHC-69124-67	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-419902	CLM	Kathryn Y Robinson	1968-05-13	UHC-69124-67	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-20151	PRV	Bobby Rios	1977-09-18	—	8625484940	6800 Mesa Dr, San Antonio, TX, 78216	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-142953	ENR	Doris X West	1998-12-22	UHC-47060-88	8859966541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-61371	TPA	James Parekr	2002-05-11	—	2253883390	8408 Canyon Rd, Phoenix, AZ, 85040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27034	PRV	Kevvin Fowler	1963-10-01	UHC-05853-80	8745722321	5151 Valley View Dr, Chandler, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-117989	ENR	Christina Walsh	1985-08-19	UHC-65890-94	2929989327	6662 Lake View Rd, Minneapolis, MN, 55487	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117990	ENR	Christina Walsh	1985-08-19	UHC-65890-94	2929989327	6662 Lake View Rd, Minneapolis, MN, 55487	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108305	ENR	Donna Larson	1939-10-27	UHC-17183-32	2456662754	9649 Apache Blvd, Atlanta, GA, 30362	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-111997	ENR	Jordan Williams	1941-08-11	UHC-60590-75	6993025122	8683 Willow Ct, Jacksonville, FL, 32231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-137297	ENR	Amber E Obrien	1986-01-02	UHC-23418-47	6093746320	8267 Spring St, Houston, TX, 77031	0.78	Name split from “Last, First”Name re-cased Phone reformatted Email lower-cased+1 more
CLM-417533	CLM	Walteer Salazar	1984-12-04	UHC-43435-44	7329258370	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423196	CLM	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419381	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419380	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427079	CLM	Sofia U Anndrews	1996-02-17	UHC-65628-97	6905613448	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more

9,980 rows, page 158 of 200Previous Next