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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430604	CLM	Elizabeth Lane	1984-04-14	—	3724998421	8892 Apache Blvd # 967, Minneapolis, MN, 55483	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-407744	CLM	Rebecca Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413914	CLM	Arthur Marshall	1979-02-09	—	4489207391	9593 Ocean Ave, Los Angeles, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-419833	CLM	Albert E Jacobs	1994-07-04	—	7032001297	1538 Lake View Rd, Seattle, WA, 98175	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-409915	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402196	CLM	Susan Morris	1958-03-10	—	8002943029	6814 Baseline Rd, Jacksonville, FL, 32291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412446	CLM	Rachl V Gibon	2008-01-16	UHC-55095-33	5839797916	6950 Elm St, Glendale, AZ, 85357	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420616	CLM	Jonathan Z Snyder	—	—	9414694853	8015 Oak St, Tampa, FL, 33683	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403084	CLM	Tyler S Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-425492	CLM	Kathleen Jordan	—	UHC-29134-81	4562653540	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-413546	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-413547	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-410743	CLM	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403226	CLM	Yuki M Richardson	1982-02-08	—	6144330688	2434 Forest Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-404435	CLM	CharlotteJunk	1981-10-02	UHC-46549-70	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-418555	CLM	Sara Owens	1958-12-28	—	2113760288	6873 Market St, Phoenix, AZ, 85085	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418554	CLM	Sara Owens	1958-12-28	—	2113760288	6873 Market St, Phoenix, AZ, 85085	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414625	CLM	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421763	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428120	CLM	Sandrra Mendoza	1964-03-11	UHC-30072-32	3094317094	2553 Apache Blvd, Sacramento, CA, 95813	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400832	CLM	Hannah Burke	2008-11-14	—	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414398	CLM	Santiago I Miller	—	UHC-35055-55	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403007	CLM	Joshua Andrews	1958-05-24	UHC-80667-74	8866862802	2045 Market St, Los Angeles, CA, 90098	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411404	CLM	Emma Harrison	1939-12-13	—	3898486336	1925 Mountain View Dr, Miami, FL, 33123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421096	CLM	Michelle Jacobs	1956-04-06	UHC-37499-83	3344490345	8321 Mountain View Dr, Chandler, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415159	CLM	Edward Garcia	1942-12-09	—	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401501	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	7779774847	5497 Main St, Columbus, OH, 43277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407537	CLM	Virginia Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave Apt 37, Mesa, AZ, 85287	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
CLM-413479	CLM	Carol Gonzalez	1989-12-08	—	5494614146	6677 Cedar Ln, Phoenix, AZ, 85098	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403301	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St # 466, Denver, CO, 80248	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-422781	CLM	Judy Wang	1985-04-05	UHC-93720-28	3718682486	6688 Washington St, Houston, TX	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-400817	CLM	Nooah Yang	—	UHC-48251-04	8952513917	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-408900	CLM	Alexis A Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-407907	CLM	Heather Guzman	1994-03-07	—	8756394925	8989 Pine Dr Apt 12, Minneapolis, MN, 55479	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413037	CLM	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd # 916, Sacramento, CA, 95866	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-430713	CLM	Brittany Banks	1948-07-03	UHC-86957-86	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407801	CLM	Eric Lane	—	—	5356684609	9899 Central Ave, Tampa, FL, 33630	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432101	CLM	Jason Rogers	1955-10-21	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414151	CLM	Ralph Cole	1964-06-11	UHC-07842-57	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408056	CLM	Ruth Harper	1949-07-03	UHC-27779-17	9407456612	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419756	CLM	Greene Noah	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409354	CLM	Megan Lee	2001-01-08	UHC-95660-41	9516442188	153 Bayshore Dr, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-411627	CLM	Sntiago Henry	1995-11-06	UHC-14707-79	3157058390	226 Canyon Rd, Mesa, AZ, 85255	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410234	CLM	Janice W Lopez	1947-05-11	—	7883163428	2564 Lincoln Way Apt 1, San Antonio, TX, 78293	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-423951	CLM	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424134	CLM	Marilyn P Ross	1968-11-15	UHC-88869-42	4714716124	4816 Mesa Dr, Charlotte, NC, 28298	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430063	CLM	Benjamni Taylor	1965-12-19	—	9028345991	8247 Lake View Rd, Gilbert, AZ, 85217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

11,960 rows, page 68 of 240Previous Next