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
CLM-401597	CLM	Brandon E Porter	—	—	7575976324	7764 Pine Dr, Miami, FL	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+1 more
CLM-424720	CLM	Joan Weber	—	UHC-41593-57	—	2151 Canyon Rd, Los Angeles, CA	0.54	Date of birth unreadable ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-109733	ENR	Priya Ortiz	—	UHC-99723-31	—	3345 Baseline Rd # 550, Tucson, AZ, 85783	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124125	ENR	Brian Parker	—	UHC-66930-27	3728737916	1902 Desert Sky Blvd # 676, Eden Prairie, MN, 55321	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416403	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416402	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
TPA-55323	TPA	Grace Sandoval	—	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430168	CLM	Lawrence I Ray	—	UHC-62884-26	—	475 Pine Dr, Jacksonville, FL, 32213	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100422	ENR	Alexis Bell	—	UHC-40956-10	7825112024	8121 Meadow Ln, Houston, TX, 77012	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-423584	CLM	Haroold O Howell	—	UHC-51378-74	4844312628	2564 Valley View Dr, Tucson, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133891	ENR	Ashley H Castro	—	UHC-29387-63	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135840	ENR	Karen T Lopez	—	UHC-99332-07	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-424593	CLM	Paul D Estrada	—	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-415181	CLM	Bradley Oliver	—	UHC-67161-27	—	5188 Union St, Tampa, FL, 33656	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-113561	ENR	Jesse Herrera	—	UHC-64854-83	5576593124	2531 Grand Ave, Miami, FL, 33186	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
ENR-142181	ENR	Jesse Vasquez	—	UHC-78649-54	5498968259	6969 Indian School Rd, Atlanta, GA, 30331	0.54	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-142632	ENR	Willie Bennett	—	UHC-41101-83	—	1924 Highland Ave, Columbus, OH, 43225	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-142631	ENR	Willie Bennett	—	UHC-41101-83	—	1924 Highland Ave, Columbus, OH, 43225	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25242	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-25241	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-21600	PRV	Larry W Spencer	—	UHC-16960-57	—	5830 Lake View Rd # 488, Miami, FL, 33139	0.54	Date of birth unreadable Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-108329	ENR	Virginia G Carter	—	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-118667	ENR	Kelly Wells	—	UHC-80354-48	8359704070	8309 Lake View Rd, Scottsdale, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24918	PRV	Stephen Harper	—	—	7394339917	4259 Pine Dr, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113996	ENR	Joan J Simpson	—	UHC-14290-09	4723357261	1841 Palm Dr, Glendale, AZ, 85345	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412791	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-412790	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-114455	ENR	Nancy J Day	—	UHC-45854-21	2124888570	7061 Jefferson Ave, Columbus, OH, 43295	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118468	ENR	Carol I Gardner	—	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109103	ENR	Nicole S Daniels	—	UHC-40675-56	4783734718	1019 Bayshore Dr, Nashville, TN, 37258	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-134321	ENR	Barbara E Dunn	—	UHC-34994-98	4253954487	8620 Cedar Ln, Miami, FL, 33198	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114355	ENR	Sarah Fernandez	—	UHC-46404-59	7394265314	3509 Willow Ct, Denver, CO	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54273	TPA	Hiroshi Rice	—	—	—	5783 Oak St, Jacksonville, FL, 32271	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114156	ENR	Bryan West	—	UHC-06733-87	9818814683	5578 Main St, Minneapolis, MN, 55420	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-423053	CLM	Dennis G Ward	—	—	—	9793 Harbor Blvd, Plano, TX, 75067	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21529	PRV	Carolyn Barnes	—	UHC-31715-59	3452563870	8801 Broadway # 849, Plano, TX, 75034	0.54	Date of birth unreadable Phone reformatted Unit split from street Gender normalised+1 more
ENR-109412	ENR	Sara L Fields	—	UHC-44926-42	—	1134 Union St, Austin, TX, 78707	0.54	Name re-cased Date of birth unreadable Phone missing area code Gender normalised+1 more
TPA-63133	TPA	Timothy Simmons	—	—	—	4725 Ocean Ave # 843, Orlando, FL, 32872	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423185	CLM	Stephen Henry	—	—	—	5848 Forest Ave, Plano, TX, 75003	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
PRV-24569	PRV	Jacob Greene	—	UHC-35926-22	3149657945	9893 Meadow Ln # 312, Jacksonville, FL, 32211	0.54	Date of birth unreadable Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
TPA-51202	TPA	Luis W Wallace	—	—	—	6713 Main St, Columbus, OH, 43232	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420102	CLM	Luis Cooper	—	UHC-43368-79	—	3847 Maple Ave # 829, San Diego, CA, 92139	0.54	Date of birth unreadable Unit split from street City re-cased State name converted to code+1 more

2,274 rows, page 15 of 46Previous Next