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-130770	ENR	Amber Maldonado	—	UHC-88498-87	4688044047	4316 River Rd, Tampa, FL, 33697	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28903	PRV	Luis Watson	—	UHC-67075-45	4788053781	844 Washington St, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-56572	TPA	Emma Weaver	—	—	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-122308	ENR	Walter C Robinson	—	—	9549888327	9442 Jefferson Ave, Tampa, FL, 33652	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52216	TPA	Mark Palmer	—	—	5308339497	1818 Main St Apt 10, Jacksonville, FL, 32208	0.62	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-420597	CLM	Jennifer Griffin	—	UHC-36930-80	7429375619	4234 Market St, Chandler, AZ, 85204	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29214	PRV	Ana Wilson	—	—	9572687427	6492 Jefferson Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-63125	TPA	Denny Burton	—	UHC-59639-21	8615993246	9222 Maple Ave, Denver, CO, 80209	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131914	ENR	Isabella V Adams	—	—	5678714566	5521 Church St, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-130620	ENR	Ralph U Montgomery	—	UHC-96182-31	5347781514	887 Washington St, Minneapolis, MN, 55430	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431948	CLM	Kimberly Ferguson	—	UHC-50163-50	2729343576	9024 Mesa Dr, Scottsdale, AZ, 85247	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425227	CLM	Benjamin O Martin	—	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142533	ENR	Ronald Cox	—	UHC-07390-48	5279622987	1782 Camelback Rd, Scottsdale, AZ, 85231	0.64	Date of birth unreadable Phone reformatted State name converted to code Email lower-cased+2 more
ENR-115042	ENR	Joan V Flores	—	UHC-12786-17	9176037194	3225 River Rd, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-112673	ENR	Ann P Kelley	—	UHC-38082-71	2458416955	2306 Union St, Scottsdale, AZ, 85236	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
CLM-413879	CLM	Eugene B Evans	—	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62192	TPA	William Cook	—	—	—	221 Baseline Rd, Seattle, WA, 98135	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
TPA-58027	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-58026	TPA	Ahmed I Adams	—	—	—	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-20824	PRV	Alexander V Contreras	—	UHC-84406-53	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112961	ENR	Russell I Wagnner	—	UHC-45718-66	4143228396	1814 Grand Ave, Tampa, FL, 33650	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-116487	ENR	Yuki O Stevens	—	UHC-99868-56	5702922046	8690 Mesa Dr, Nashville, TN, 37273	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
CLM-423311	CLM	Juan Graham	—	—	—	8033 Jefferson Ave, Jacksonville, FL, 32207	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-430316	CLM	Ethan Weber	—	—	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55975	TPA	Samuel Cook	—	—	—	6529 Sunset Blvd, Atlanta, GA, 30330	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
ENR-127077	ENR	Arthur King	—	UHC-68214-60	4125668377	8411 Central Ave, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-124324	ENR	Shirley Thompson	—	UHC-90994-28	6889959351	9564 Washington St, Columbus, OH, 43265	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116556	ENR	Cheryl K Crawford	—	—	3855974144	1039 Willow Ct, Los Angeles, CA, 90015	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135284	ENR	Ethan M Rogers	—	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21262	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21263	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22207	PRV	Christian Reynolds	—	UHC-02582-56	5332542224	—	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
CLM-405989	CLM	Joshua B Marshall	—	—	—	8078 Canyon Rd, Mesa, AZ, 85266	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-139801	ENR	Hannah B Bowman	—	UHC-55159-69	8235094395	3657 Central Ave, Charlotte, NC, 28227	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-136188	ENR	Timothy J Rios	—	UHC-27057-19	2285992592	2391 Desert Sky Blvd, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-130772	ENR	Eric Lawrence	—	UHC-14851-25	5152902021	9404 Baseline Rd, Atlanta, GA, 30304	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112161	ENR	Joe Castillo	—	UHC-28152-67	6245948061	4630 Church St, Tampa, FL, 33600	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-417571	CLM	Lucia Hernandez	—	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26935	PRV	Laura Tran	—	—	4104394952	8093 Baseline Rd, Jacksonville, FL, 32263	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-138281	ENR	Robert A Porter	—	UHC-64616-58	4028565946	806 Jefferson Ave, Austin, TX, 78748	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-56017	TPA	Nicholas Powell	—	UHC-23532-82	2213006935	8378 Church St, Miami, FL, 33153	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-118277	ENR	Maatt Smith	—	UHC-06789-82	5815156902	8352 Ridge Rd, Sacramento, CA, 95867	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-115555	ENR	Gloria George	—	—	3166667497	9610 Jefferson Ave, Minneapolis, MN, 55413	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129407	ENR	Martha I Hayes	—	UHC-66309-25	2317348464	873 Bayshore Dr, Plano, TX, 75002	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more

2,274 rows, page 20 of 46Previous Next