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-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405470	CLM	Nathan Obrien	—	UHC-35857-33	—	9887 Apache Blvd, Tempe, AZ, 85200	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-112822	ENR	Juaan I Patterson	—	UHC-85494-38	—	6790 Lake View Rd, Dallas, TX, 75208	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-106913	ENR	Judith M Harris	—	UHC-25584-49	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-29220	PRV	Lauren Ryan	—	UHC-05185-18	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413010	CLM	Mary Y Powell	—	UHC-10162-80	3326072968	2667 Indian School Rd Apt 37, Atlanta, GA, 30336	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-425972	CLM	Natalie Johnston	—	—	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-102575	ENR	Alan Moreno	—	UHC-82912-03	—	5285 Ocean Ave, San Diego, CA, 92140	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-403966	CLM	Mark Crawford	—	UHC-80518-14	—	9452 Mesa Dr, Eden Prairie, MN, 55398	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111624	ENR	Alice Fox	—	UHC-49138-69	7556918267	4968 Mountain View Dr, Charlotte, NC	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29315	PRV	Doris Espinoza	—	—	—	5805 Meadow Ln, Scottsdale, AZ, 85244	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408807	CLM	Wilson Beverly	—	UHC-39470-08	—	6056 Forest Ave, Jacksonville, FL, 32289	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142725	ENR	Santiago W McDonald	—	UHC-59608-33	6896673729	6607 Jefferson Ave, Miami, FL, 33176	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-140372	ENR	Larry W Hudson	—	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-420482	CLM	Dorothy Hall	—	UHC-15763-54	—	6357 Highland Ave, Las Vegas, NV, 89131	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-122321	ENR	Sara C Burton	—	UHC-23295-30	4926145177	9018 Bayshore Dr, Gilbert, AZ, 85285	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-427464	CLM	Jacqueline Bennett	—	UHC-63718-39	—	5967 Washington St, Tempe, AZ, 85271	0.52	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-102311	ENR	Kenneth Marshall	—	UHC-85421-07	6645396274	7655 Camelback Rd # 370, Las Vegas, NV, 89190	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400574	CLM	Kyle Williams	—	UHC-29313-67	8139807261	4352 Indian School Rd, Tampa, FL, 33682	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-431573	CLM	Catherine Wright	—	—	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409656	CLM	Dylan Berry	—	UHC-73876-98	—	7702 Harbor Blvd, Plano, TX, 75059	0.52	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-413190	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413191	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142495	ENR	Ana N Mendoza	—	UHC-36196-33	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.52	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-414320	CLM	Angela E Woods	—	UHC-24555-87	—	3702 Central Ave, Los Angeles, CA, 90047	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125074	ENR	Gerald Little	—	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129309	ENR	Betty J Dunn	—	UHC-03470-30	4485232416	1582 Bayshore Dr, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-424783	CLM	Carolyn Price	—	UHC-44884-39	—	524 Broadway, Nashville, TN, 37252	0.52	Date of birth unreadable Address re-cased State name converted to code Gender normalised+2 more
CLM-429211	CLM	Ronald Henry	—	UHC-15188-94	6573050700	8751 Park Pl, Chandler, AZ	0.52	Date of birth unreadable Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-26229	PRV	Doris Bell	—	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412591	CLM	Jordan Wheeer	—	UHC-68353-50	—	7792 Sage Ct, Dallas, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-112124	ENR	Jack W Delgado	—	UHC-17106-67	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-403375	CLM	Emma Castillo	—	UHC-27180-71	—	382 Highland Ave, San Diego, CA, 92131	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-408845	CLM	Aaron Andrews	—	—	5338795238	6597 Church St, San Diego, CA, 92170	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
CLM-415452	CLM	Lawrence O Richards	—	—	—	6040 Main St, Columbus, OH, 43236	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-125738	ENR	Justin Q Murphy	—	UHC-52723-74	3747576957	8829 Pine Dr, Dallas, TX, 75279	0.52	Date of birth reformatted Date of birth unreadable Phone reformatted SSN last four extracted+2 more
CLM-405413	CLM	Hannah Garrett	—	UHC-32176-42	—	478 Sunset Blvd, Minneapolis, MN	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-422713	CLM	Larry Daniels	—	—	—	5621 Market St, Glendale, AZ, 85343	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-138146	ENR	Catherine T Harrison	—	UHC-57587-41	7015702116	8631 Bayshore Dr, Plano, TX, 75031	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-122731	ENR	Luis C Payne	—	UHC-99621-94	7542827422	9208 Baseline Rd Apt 19, Houston, TX, 77057	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
CLM-410867	CLM	Megan Carpenter	—	UHC-78670-63	—	3675 Willow Ct, Nashville, TN, 37231	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130365	ENR	Robert M Sanchez	—	UHC-14192-84	4728319605	3138 Meadow Ln, Jacksonville, FL, 32254	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-61700	TPA	Jordan Greene	—	—	2329202495	2298 Camelback Rd # 808, Scottsdale, AZ, 85255	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-126932	ENR	Kathleen B Rice	—	UHC-07246-94	6175107121	9857 Main St, Tampa, FL, 33653	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-432772	CLM	Dan Webb	—	UHC-96158-05	—	7729 Union St, Atlanta, GA, 30309	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61511	TPA	Kayla Brooks	—	—	—	9810 Forest Ave, Miami, FL, 33105	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430513	CLM	Lauren H Rice	—	—	4772388834	7069 Sage Ct, Los Angeles, CA, 90095	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

2,274 rows, page 12 of 46Previous Next