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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432333	CLM	Larry Fields	1966-04-23	UHC-55456-32	—	7205 Broadway, Miami, FL, 33100	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416874	CLM	Ralph Vega	1993-05-04	UHC-28916-39	9303055026	627 Ridge Rd, Phoenix, AZ, 85094	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-405855	CLM	Sandra Guzman	2006-03-20	UHC-67011-38	—	9335 Ocean Ave, Glendale, AZ, 85305	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403765	CLM	Alice Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401035	CLM	George Hunt	2004-05-18	UHC-97673-28	—	567 Central Ave, San Diego, CA, 92168	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-419232	CLM	Christina Morgan	2007-03-17	UHC-99715-06	—	5927 Cedar Ln, Phoenix, AZ, 85021	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419233	CLM	Christina Morgan	2007-03-17	UHC-99715-06	—	5927 Cedar Ln, Phoenix, AZ, 85021	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-405556	CLM	Brina Martn	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422645	CLM	Tim Rios	1974-03-18	UHC-68272-84	—	8728 Sage Ct, Miami, FL, 33123	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-428559	CLM	Nathan K Bryant	1962-12-05	UHC-71806-57	—	6883 Main St, Jacksonville, FL	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-419064	CLM	Emma Ortiz	1971-11-06	UHC-32667-67	—	3185 Park Pl, Houston, TX, 77054	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425017	CLM	Julia Wright	1995-05-15	UHC-22171-70	—	5217 Main St, Dallas, TX, 75241	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-426560	CLM	Jesse Silva	1992-11-10	UHC-15756-10	—	2776 Ridge Rd, San Antonio, TX, 78286	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426961	CLM	Ruth Little	1959-01-03	UHC-82691-02	7763988605	9184 Pine Dr, Miami, FL, 33137	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406089	CLM	Nathan G Hoffman	1949-01-13	—	9665742563	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416558	CLM	JackJunk	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ, 85205	0.80	Date of birth reformatted Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-432012	CLM	Doris Nunez	1959-06-20	—	—	4509 Jefferson Ave, Miami, FL, 33147	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403175	CLM	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-426234	CLM	Russell Holmes	1969-07-10	UHC-68851-64	—	6297 Sage Ct, Atlanta, GA, 30312	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411646	CLM	Jonathan O Ortega	1993-09-14	UHC-09877-57	7463874433	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-431960	CLM	Ralph Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423038	CLM	Kelly Silva	1965-06-28	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426689	CLM	Eric Foster	1953-07-26	—	—	4997 Elm St, Tempe, AZ, 85241	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412524	CLM	Janet Mason	1993-12-07	UHC-60080-69	—	5646 Highland Ave, Fresno, CA, 93769	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411573	CLM	Julie Chen	1981-10-26	UHC-35660-93	—	6058 Church St # 796, Dallas, TX, 75259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-427466	CLM	Bryan P Alvarez	1960-11-19	—	—	9255 Indian School Rd, Columbus, OH, 43259	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415877	CLM	Sharon Davis	1989-10-12	UHC-66321-60	4437119827	2280 Willow Ct, Tucson, AZ, 85774	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412938	CLM	Emma Dunn	1942-06-10	—	—	9660 Meadow Ln Apt 33, San Diego, CA, 92122	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-426577	CLM	Ralph Kelley	1975-09-22	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-412088	CLM	Mark Q Phillips	1982-04-25	UHC-03419-52	—	2552 Willow Ct, Minneapolis, MN, 55468	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404215	CLM	Janice Clark	1988-06-25	UHC-78491-23	5189904977	2719 River Rd, Orlando, FL, 32817	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413801	CLM	Nicole Fisher	1949-07-17	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400807	CLM	Debra Simmons	2005-06-27	UHC-13215-75	2443327255	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-419787	CLM	Kevin K Jordan	1973-02-04	—	—	4956 Spring St, Scottsdale, AZ, 85294	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426207	CLM	Anna Paye	1966-11-27	UHC-93456-64	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-418391	CLM	Mary Fuller	1963-10-05	UHC-43878-46	—	6246 Church St, Sacramento, CA, 95834	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432564	CLM	Charlotte Lynch	1978-11-05	—	—	9516 Cedar Ln, Las Vegas, NV, 89120	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412996	CLM	Bryan Soto	1986-10-28	UHC-66405-44	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424619	CLM	Theresa Wagner	1949-12-07	UHC-14843-25	—	3153 Lake View Rd, Tucson, AZ, 85785	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-432417	CLM	Jacob Rojsa	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-405546	CLM	Katehrine Ramos	1980-03-28	—	2018711929	6388 Union St, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-409324	CLM	Ryan Reynolds	1963-06-06	UHC-66475-43	2264958632	7232 Palm Dr, Plano, TX, 75088	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-405350	CLM	Ana Bailey	1989-07-21	—	—	3822 Lincoln Way Apt 9, Houston, TX, 77093	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-421610	CLM	Peter Z Ford	1991-10-23	UHC-45344-03	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-420678	CLM	Mary Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-402884	CLM	Emily Robertson	1947-08-02	UHC-80611-21	5042978872	5836 Union St, Minneapolis, MN, 55491	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-425360	CLM	Roy Morrison	1943-09-16	UHC-97010-53	—	2376 Baseline Rd, Phoenix, AZ, 85069	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408646	CLM	Ann Simpson	1961-11-04	UHC-94129-43	—	6392 Ridge Rd, Tampa, FL, 33606	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421554	CLM	Virginia N Schmidt	1967-09-09	UHC-83823-87	—	9250 Forest Ave, Seattle, WA, 98146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-408704	CLM	Amanda Larson	1948-12-20	—	6463650878	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

10,559 rows, page 130 of 212Previous Next