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-102758	ENR	Samantha Hanson	—	UHC-22982-65	5997631210	3319 Elm St, Miami, FL, 33136	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-134038	ENR	Larry V Dean	—	UHC-17540-16	5278877114	2474 Grand Ave, Chandler, AZ	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
TPA-63971	TPA	Santiago Hoffman	—	—	7245016599	2511 Harbor Blvd, Orlando, FL, 32877	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-137344	ENR	Luis M Gardner	—	UHC-12498-22	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-421777	CLM	Dennis Y Morris	—	UHC-83204-10	5093429408	1592 Cedar Ln, Seattle, WA, 98162	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-114144	ENR	Evelyn F Aguilar	—	UHC-92536-58	2296264278	3760 Sage Ct, Chandler, AZ, 85234	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-403594	CLM	Harold Adams	—	—	9489153694	2472 Spring St, Atlanta, GA, 30396	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109763	ENR	Elijah Aguilar	—	UHC-11836-39	2339318889	1294 Sage Ct, Jacksonville, FL, 32292	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26691	PRV	Megan Hanson	—	UHC-19714-34	6966467182	416 Meadow Ln, Los Angeles, CA, 90095	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63751	TPA	Joe Vargas	—	—	—	4634 Lake View Rd, Dallas, TX, 75214	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-109679	ENR	Dinaa Griffin	—	UHC-20806-76	—	8389 Valley View Dr, Fresno, CA, 93727	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-109678	ENR	Dinaa Griffin	—	UHC-20806-76	—	8389 Valley View Dr, Fresno, CA, 93727	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-135205	ENR	Marilyn J Sandoval	—	UHC-97540-47	3028624606	7421 Ocean Ave, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-20884	PRV	Wei X Bailey	—	—	3469124284	8300 Park Pl, Mesa, AZ, 85214	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431884	CLM	Goria Richardson	—	UHC-52235-63	—	1011 Indian School Rd, Tempe, AZ, 85227	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-430842	CLM	Katherine Gonzalez	—	—	—	3627 Highland Ave, Tampa, FL, 33637	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-140097	ENR	Lauran X Ryan	—	UHC-80172-58	9672371450	4827 Hillcrest Rd, Mesa, AZ, 85239	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-421473	CLM	Cheryl Knight	—	UHC-48893-14	—	7882 Lake View Rd, San Diego, CA, 92128	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-126905	ENR	Patricia Vazquez	—	UHC-82404-02	2269004875	4205 Market St, Houston, TX, 77098	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142881	ENR	Jean I Baker	—	UHC-12325-45	6469342499	4537 Spring St, Minneapolis, MN, 55420	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55820	TPA	Weyne Y Murray	—	—	4357999217	4458 Lincoln Way, Las Vegas, NV, 89181	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-103759	ENR	Kathy A Duncan	—	—	—	5680 Maple Ave, Nashville, TN, 37295	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more
ENR-103562	ENR	Judith Ramirez	—	UHC-78656-78	—	1023 Canyon Rd, Mesa, AZ, 85283	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-126288	ENR	Donna D Foster	—	UHC-43301-73	2597611730	8255 Apache Blvd Apt 37, Dallas, TX, 75279	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-426113	CLM	Emily Lucas	—	UHC-93210-78	5197220647	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-20551	PRV	Pauul Lopez	—	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
CLM-426985	CLM	Christine Hunter	—	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429758	CLM	Betty Henderson	—	—	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104738	ENR	Ruth Estrada	—	UHC-89288-72	8694119128	5219 Hillcrest Rd, Atlanta, GA, 30386	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-114831	ENR	Stephanie Hayes	—	UHC-35079-82	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-136142	ENR	Randy W Thomas	—	UHC-12233-10	3413584918	8387 Church St, Fresno, CA, 93740	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134569	ENR	Lucia T Olson	—	UHC-29957-26	8966968406	4774 Apache Blvd, Los Angeles, CA, 90013	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-105598	ENR	Benjamin Berry	—	UHC-61429-87	6222550739	7126 Grand Ave, Tucson, AZ, 85756	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56064	TPA	Alexander V Williamson	—	—	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-113758	ENR	Victoria Ramirez	—	UHC-01322-01	8917815866	635 Forest Ave, Sacramento, CA, 95807	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117309	ENR	Alexander L Richards	—	UHC-09285-22	8842327436	4381 Pine Dr, Mesa, AZ, 85232	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-102226	ENR	Jeremy Harper	—	UHC-46303-79	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-26775	PRV	Elijah Rodriguez	—	—	8889313453	5994 Union St, Charlotte, NC, 28280	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-21755	PRV	Mei White	—	—	3536760790	8916 River Rd, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142971	ENR	Bradley P Lane	—	UHC-76599-51	6775352307	5048 Hillcrest Rd, Sacramento, CA, 95874	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-417426	CLM	Donna A Evans	—	—	5206216393	4193 Forest Ave, Denver, CO, 80216	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407282	CLM	James Price	—	UHC-64093-04	—	4016 Maple Ave, Charlotte, NC, 28210	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-138006	ENR	Albert Wallace	—	UHC-61755-91	6804742954	553 Park Pl, Chandler, AZ, 85209	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-120575	ENR	Lori V Hunt	—	UHC-01871-59	—	6594 Maple Ave, Atlanta, GA, 30365	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-125336	ENR	Debra B Lewis	—	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114484	ENR	Nicholas J Little	—	UHC-39095-13	3814392435	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more

2,274 rows, page 21 of 46Previous Next