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-132447	ENR	Gerald Burns	—	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.70	Date of birth unreadable Phone reformatted Gender normalised
ENR-140630	ENR	Kimberly Y Wright	—	UHC-39402-30	9296241168	4002 Market St, Nashville, TN, 37271	0.70	Date of birth unreadable Phone reformatted State name converted to code
CLM-402242	CLM	Jesse Stewart	—	—	—	6125 Oak St, Gilbert, AZ, 85258	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-418467	CLM	Brittany Rios	—	—	2496124145	—	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
CLM-406851	CLM	Diego H Gonzales	—	UHC-87150-98	—	3904 Market St, Minneapolis, MN, 55408	0.70	Date of birth unreadable Gender normalised Whitespace trimmed
ENR-131754	ENR	Daniel G Coleman	—	UHC-12741-89	—	2517 Bayshore Dr, Eden Prairie, MN, 55320	0.70	Date of birth unreadable SSN last four extracted Placeholder values cleared
ENR-105157	ENR	Virginia F Howard	—	UHC-72367-06	7043075351	9844 Sunset Blvd, Glendale, AZ, 85383	0.70	Name re-cased Date of birth unreadable State name converted to code
ENR-100945	ENR	Matthew Y Johnston	—	UHC-88998-48	4784779787	5468 Market St, Columbus, OH, 43268	0.70	Date of birth unreadable Street suffix standardised Address re-cased
ENR-138300	ENR	Rachel B Morrison	—	UHC-19461-26	7465932620	9587 Elm St, Columbus, OH, 43284	0.70	Date of birth unreadable Phone reformatted SSN last four extracted
PRV-22312	PRV	Denise Q Lane	—	—	3863616140	8532 Sage Ct, Houston, TX, 77041	0.70	Middle initial moved out of first name Date of birth unreadable Placeholder values cleared
CLM-431966	CLM	Carlos Weber	—	UHC-41704-07	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
ENR-133120	ENR	Ryan S Ruiz	—	UHC-53770-84	6706144707	1962 Central Ave, Minneapolis, MN, 55469	0.70	Date of birth unreadable Street suffix standardised Address re-cased
CLM-431219	CLM	Amanda George	—	UHC-69524-04	—	742 Oak St, Orlando, FL, 32856	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
PRV-25750	PRV	Jeremy H Gomez	—	UHC-62554-77	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
ENR-116785	ENR	Eric K Bell	—	UHC-12364-05	—	5298 Highland Ave, Los Angeles, CA, 90027	0.72	Date of birth unreadable Gender normalised
ENR-106052	ENR	Mei O Morales	—	UHC-43731-01	—	3223 Mountain View Dr, Fresno, CA, 93797	0.72	Date of birth unreadable Phone missing area code
ENR-120345	ENR	Brittany F Moore	—	UHC-56786-04	4563141279	8616 Union St, Charlotte, NC	0.72	Date of birth unreadable ZIP missing
PRV-21757	PRV	Josse Ruiz	—	—	9006602747	1145 Mountain View Dr, Sacramento, CA, 95899	0.72	Name split from “Last, First”Date of birth unreadable
ENR-142546	ENR	Marcus Roberts	—	UHC-50888-88	6663924690	8092 Oak St, Charlotte, NC, 28233	0.72	Date of birth unreadable ZIP+4 trimmed
PRV-28472	PRV	Keith Millre	—	UHC-21541-75	—	—	0.72	Date of birth unreadable SSN last four extracted
ENR-121190	ENR	Jon Oliver	—	UHC-44697-32	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-136335	ENR	Danielle J Hoffman	—	UHC-71342-86	5836526880	4187 Highland Ave, Los Angeles, CA, 90098	0.74	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-110636	ENR	Patricia X Hart	—	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-21133	PRV	Judy Gomez	—	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-139483	ENR	Dylan Munoz	—	UHC-31425-45	4687999981	4449 Camelback Rd, Nashville, TN, 37274	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-102603	ENR	Linda Crawford	—	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-113635	ENR	Austin Lopez	—	UHC-86703-24	4909447386	7836 Harbor Blvd, San Diego, CA, 92168	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
TPA-61367	TPA	Sara Webar	—	—	6756163224	4638 Lincoln Way, San Antonio, TX, 78206	0.76	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased+2 more
ENR-104231	ENR	Tyler I Palmer	—	UHC-12717-61	2926686026	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-406212	CLM	Angela Nichols	—	UHC-66882-67	—	4796 Washington St, Sacramento, CA, 95863	0.76	Date of birth reformatted Date of birth unreadable Member ID reformatted City re-cased+2 more
ENR-135565	ENR	Nathan Cunningham	—	UHC-50761-20	—	3407 Sunset Blvd, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+2 more
CLM-419378	CLM	Albert Ellis	—	—	—	—	0.76	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+2 more
ENR-142670	ENR	Thomas M Marshall	—	UHC-57129-71	5044031070	5207 Central Ave, Houston, TX, 77057	0.76	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-123579	ENR	Sarah Wilson	—	UHC-82292-39	8743505694	5348 Park Pl, Mesa, AZ, 85292	0.76	Date of birth reformatted Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-423237	CLM	Logan Greenne	—	UHC-51467-56	2165107683	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-108068	ENR	Joyce Griffin	—	UHC-02702-65	3723388322	6425 Ocean Ave, Tampa, FL, 33676	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-114873	ENR	Mary V Ferguson	—	—	9188065515	1945 Meadow Ln, Seattle, WA, 98197	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-428468	CLM	Lius Gardner	—	—	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-111230	ENR	Frank Diaz	—	UHC-16569-25	5268341032	7982 Sage Ct, Columbus, OH, 43212	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-136906	ENR	Jerry A Williamson	—	UHC-31382-25	3624722123	4925 Jefferson Ave, Chandler, AZ, 85233	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
TPA-56181	TPA	Mariana G Dixon	—	UHC-58745-51	6062608105	9177 Main St, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-118124	ENR	Raymond Sullivan	—	UHC-50650-92	8446308632	9095 Bayshore Dr, Orlando, FL, 32810	0.78	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+1 more
CLM-410276	CLM	Martha Wood	—	—	—	7640 Spring St, Scottsdale, AZ, 85290	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-141285	ENR	Bruce Thomas	—	UHC-90350-48	8173210215	3679 Oak St, Chandler, AZ, 85235	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
PRV-25674	PRV	Pat I Howard	—	UHC-28807-93	9308686400	7671 Sunset Blvd, Minneapolis, MN, 55499	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-426484	CLM	Jennifer Z Williamson	—	UHC-04711-37	—	5587 Apache Blvd, Denver, CO, 80290	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
ENR-106623	ENR	Christopher X Cunningham	—	UHC-92637-64	2956630065	3285 River Rd, Charlotte, NC, 28253	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-54484	TPA	Mtaeo Harris	—	—	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
ENR-121493	ENR	Betty Soto	—	UHC-28968-52	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
CLM-417259	CLM	Patrick Ellis	—	—	7134396493	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more

2,274 rows, page 36 of 46Previous Next