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

Provider network, 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
PRV-22229	PRV	Abigail Kelley	—	—	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-24521	PRV	Timothy Weber	—	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21577	PRV	John Snyder	—	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-24577	PRV	Sean Stephens	—	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21224	PRV	Laura McDonald	—	—	9449547043	8089 Pine Dr, Atlanta, GA, 30382	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-26493	PRV	Philip Olson	—	—	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-25786	PRV	Jose Yang	—	—	9695708235	3298 River Rd, Tucson, AZ, 85737	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21159	PRV	Carol Stevens	—	UHC-34223-83	7206056203	8254 Spring St, Nashville, TN, 37250	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20623	PRV	Lori G Mejia	—	—	4804659925	8436 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25950	PRV	Henry Roberts	—	—	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
PRV-21763	PRV	John V Richards	—	UHC-96441-75	9347378156	—	0.64	Middle initial moved out of first name Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-22345	PRV	Jeremy Reyes	—	UHC-87372-54	9305131662	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29551	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29550	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-20579	PRV	Nathan Brooks	—	—	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
PRV-27886	PRV	Rebecca Stevens	—	—	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
PRV-28969	PRV	Edward Boyd	—	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26487	PRV	Gary V Hill	—	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-25958	PRV	Madison C Flores	—	UHC-58663-08	4069253912	4481 Mountain View Dr, Gilbert, AZ, 85252	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26512	PRV	Priya Allen	—	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-24752	PRV	Mark Hart	—	—	8049933833	9124 Park Pl, Atlanta, GA, 30313	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26636	PRV	Sean Gardner	—	UHC-33476-72	—	9447 Lake View Rd, Seattle, WA, 98112	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-23760	PRV	Bobby T Rojas	—	UHC-80225-05	7908295407	1537 Market St, Denver, CO, 80295	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24673	PRV	Brandon Hicks	—	UHC-36394-59	5655433767	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-20906	PRV	Joyce Hunt	—	—	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26217	PRV	David G Butler	—	UHC-58798-14	8576147972	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-28691	PRV	Charles McDonald	—	UHC-75613-83	—	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
PRV-27888	PRV	Lori R Guzman	—	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
PRV-20991	PRV	Tiler W Jackson	—	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
PRV-24936	PRV	Madison W Lee	—	—	8755515132	7266 Sage Ct, Houston, TX, 77098	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-28299	PRV	Maria Little	—	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20087	PRV	Eugene Rose	—	—	7816941665	4245 Maple Ave, Orlando, FL, 32846	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21457	PRV	Santiago Torres	—	—	2596244074	5968 Park Pl, Tucson, AZ	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26952	PRV	Bruce Hart	—	—	8842144282	2479 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth unreadable City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22796	PRV	Bradley Austin	—	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25024	PRV	Sharon A Little	—	—	—	8702 Pine Dr, Houston, TX, 77080	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-28693	PRV	Gerald Wood	—	—	5035742089	5108 Maple Ave, Las Vegas, NV, 89180	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22298	PRV	Albert Ortiz	—	UHC-43635-68	—	5853 Union St, Phoenix, AZ, 85051	0.66	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+1 more
PRV-20825	PRV	Cynthia Gibson	—	—	2595105991	7483 Church St, San Diego, CA, 92144	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25214	PRV	Jason Garrett	—	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-28975	PRV	Betty Griffin	—	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV, 89163	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27232	PRV	Marilyn Jones	—	UHC-57668-65	—	9289 Main St, Fresno, CA, 93780	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
PRV-27121	PRV	Russell Hudson	—	UHC-77582-79	8539230202	2756 Washington St, San Antonio, TX, 78297	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25974	PRV	Christine Jimenez	—	UHC-90658-11	4772797465	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24725	PRV	Chuck Brooks	—	UHC-36973-25	7382606017	4048 River Rd # 874, Orlando, FL, 32874	0.66	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27333	PRV	Aaron Alexander	—	—	4943129111	6261 Highland Ave, Denver, CO	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more

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