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-105581	ENR	Arjun Stephens	1978-12-06	UHC-35562-38	3999441594	7955 Mesa Dr, Austin, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Email lower-cased
ENR-117862	ENR	Justin H Franklin	1985-09-14	UHC-39521-81	8747210120	1730 Sage Ct, Atlanta, GA	0.68	Name re-cased Date of birth reformatted ZIP missing Gender normalised
PRV-25347	PRV	Jordan Z Perry	1955-11-17	—	6209529652	6145 Sunset Blvd Apt 15, Phoenix, AZ	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
ENR-135229	ENR	Aaron Scott	1982-12-27	UHC-25529-53	7855170650	4438 Lincoln Way, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-129105	ENR	Luis V Freeman	1999-10-21	UHC-92466-19	—	7776 Indian School Rd, Chandler, AZ	0.68	ZIP missing Email lower-cased Gender normalised Placeholder values cleared
ENR-126796	ENR	Joyce V Morrison	—	UHC-12150-71	8293765765	1476 Forest Ave, Jacksonville, FL	0.68	Date of birth missing City re-cased ZIP missing Whitespace trimmed
ENR-102754	ENR	Richard Barnes	1980-12-12	UHC-54463-75	—	7756 Highland Ave, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
CLM-422501	CLM	Ryan Brooks	1985-04-09	UHC-19949-87	—	9135 Hillcrest Rd, Jacksonville, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-135499	ENR	Santiago Garcia	1962-01-10	UHC-07974-07	—	203 Park Pl, Nashville, TN	0.68	State code upper-cased ZIP missing Gender normalised Whitespace trimmed
ENR-118470	ENR	Collins T Natalie	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
CLM-427753	CLM	Nancy Myers	1999-06-15	UHC-26902-60	—	1604 Sunset Blvd, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-133476	ENR	Paul Yang	1955-08-02	UHC-89647-40	—	4233 Forest Ave, Houston, TX	0.68	Phone missing area code City re-cased ZIP missing Email lower-cased
PRV-29107	PRV	Kevin Hoffman	2006-10-27	UHC-32542-84	8928082700	3210 Park Pl, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-141351	ENR	Keith T Black	1995-06-07	UHC-03770-61	—	6161 Church St, Miami, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-424489	CLM	Eugene Aguilar	1957-12-24	—	—	869 Lincoln Way, Orlando, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401455	CLM	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
ENR-120665	ENR	Jordan Willis	—	UHC-82878-88	5558248088	6683 Desert Sky Blvd, Fresno, CA	0.68	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed
TPA-55309	TPA	Amy Dunn	1946-10-02	UHC-41815-99	—	2622 Camelback Rd, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-414168	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	5652 Meadow Ln, Sacramento, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
ENR-117625	ENR	Stephen Dixon	1996-11-03	UHC-22852-98	4517046694	7848 Lake View Rd, Dallas, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-135249	ENR	Jordan Ferguson	1942-06-09	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-119831	ENR	Martha Rogers	1942-10-09	UHC-97687-25	7048212313	7733 Jefferson Ave, San Antonio, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-118526	ENR	Andrea Z Hunt	1980-01-21	UHC-49474-85	7233311893	354 Lincoln Way, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-106799	ENR	Jeremy Garrett	1996-11-08	UHC-85404-26	—	2455 Pine Dr, Nashville, TN	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-109904	ENR	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-108527	ENR	Mateo A Vazquez	1964-10-05	UHC-94454-99	5975894714	5141 Church St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-108917	ENR	Grace C Kelly	1992-06-04	UHC-21222-79	7665060494	5725 Maple Ave, San Diego, CA	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing
ENR-117517	ENR	Dennis Boyd	1990-02-09	UHC-62213-03	3976135821	614 Hillcrest Rd, Plano, TX	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-107384	ENR	Jordan M Li	2001-04-14	UHC-59491-82	—	4365 Sage Ct, Glendale, AZ	0.68	Name re-cased Phone missing area code City re-cased ZIP missing
CLM-421774	CLM	Luis McDonald	1940-06-07	UHC-12314-12	8712962148	4096 Main St, Glendale, AZ	0.68	Phone reformatted Member ID reformatted SSN last four extracted ZIP missing
CLM-420310	CLM	Sophia Kennedy	1978-12-02	—	—	2158 Main St, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-105072	ENR	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-406614	CLM	Jose Roberts	1942-07-12	UHC-90725-16	—	1301 Elm St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
PRV-26951	PRV	Pamela Johnston	1979-07-12	UHC-19171-30	—	4813 Oak St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-141642	ENR	Henry N Rojas	1974-05-02	UHC-08771-38	—	7604 Hillcrest Rd, Tempe, AZ	0.68	Middle initial moved out of first name ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126000	ENR	Teresa Lawrence	1988-05-24	UHC-66781-07	—	6964 Maple Ave, Seattle, WA	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
CLM-403153	CLM	Patrick Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-422019	CLM	Cynthia Kelley	1951-10-26	—	3355513245	2490 Meadow Ln Apt 28, Sacramento, CA	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
TPA-53417	TPA	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-121807	ENR	Jennifer F Fernandez	1960-01-01	UHC-20507-63	6786363887	4576 Main St, Tempe, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-126674	ENR	Dixon L Camila	1981-03-08	UHC-81895-02	2975993413	666 Hillcrest Rd, San Diego, CA	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
PRV-23185	PRV	Pameela Simpson	1941-05-06	—	6952214174	3913 Baseline Rd, Scottsdale, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
CLM-416167	CLM	Priya Gonzalz	1965-07-20	UHC-98742-51	—	12 Main St, Mesa, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28183	PRV	Kye L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-127236	ENR	Gregory Pena	1998-08-02	UHC-97760-95	6476280949	8328 Bayshore Dr, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-102411	ENR	Lori Johnston	1986-10-11	UHC-99516-45	8433789916	567 Elm St, Jacksonville, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-405091	CLM	PJunk	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA	0.68	ZIP missing Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-416789	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	4766 Main St, Minneapolis, MN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54455	TPA	Gabriel N Evaans	1964-09-06	UHC-98530-62	—	9838 Indian School Rd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-401135	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared

7,146 rows, page 108 of 143Previous Next