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-405674	CLM	Vincent Schmidt	2007-12-17	UHC-62293-18	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423849	CLM	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd, Mesa, AZ, 85227	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414878	CLM	Carolyn Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr # 572, Tucson, AZ, 85732	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-427967	CLM	Nency James	1956-09-17	—	3142689346	8005 River Rd, Orlando, FL, 32828	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415687	CLM	JordanJunk	2001-06-16	—	—	3494 Elm St, San Diego, CA, 92135	0.80	Name re-cased Date of birth reformatted Placeholder values cleared No usable name (quarantined)
CLM-421628	CLM	Mei Mills	1981-06-18	—	—	3240 Mountain View Dr, Phoenix, AZ, 85091	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415397	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr, Dallas, TX, 75254	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
CLM-429872	CLM	Amber James	1942-02-27	UHC-46412-55	—	3347 Forest Ave, Sacramento, CA, 95892	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420336	CLM	Christian Armsttrong	1980-05-16	UHC-92644-64	—	1291 Jefferson Ave, Tampa, FL, 33668	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411101	CLM	Emma Aguilar	1953-07-16	UHC-61199-06	—	4352 Baseline Rd, Chandler, AZ, 85270	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415467	CLM	Zachary Munoz	1971-06-21	—	—	6721 Broadway, Los Angeles, CA, 90014	0.80	Date of birth reformatted Address re-cased State name converted to code Placeholder values cleared
CLM-417948	CLM	Judy B Hart	2006-05-28	—	8769378652	2376 Meadow Ln Apt 7, Scottsdale, AZ, 85263	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-427931	CLM	Jack J Taylor	1971-03-07	UHC-47608-49	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-425092	CLM	Grace Dominguez	1971-10-11	UHC-38982-72	—	1991 Broadway, San Diego, CA, 92156	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-423880	CLM	Diane Austin	1955-11-21	UHC-03189-68	8644446894	2127 Maple Ave, Eden Prairie, MN, 55302	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-410812	CLM	Arjun Russell	1979-03-14	UHC-27441-79	3103085135	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416785	CLM	Vinent Santiago	1945-10-20	—	—	7380 Ocean Ave, Atlanta, GA, 30392	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401378	CLM	Kathryn Gonzalez	1946-10-27	UHC-37963-95	—	450 Baseline Rd, Phoenix, AZ, 85083	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428790	CLM	Christina Gonzalez	1968-01-23	—	2084431625	87 Sage Ct, Jacksonville, FL, 32218	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-422378	CLM	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-418675	CLM	Carl Burke	1952-04-12	UHC-45011-11	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-411376	CLM	Denise Williams	1975-02-09	UHC-19471-09	—	2317 Baseline Rd, Houston, TX, 77035	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411001	CLM	Debra Fernandez	1977-09-23	UHC-61165-26	6043178586	3489 Ridge Rd, Jacksonville, FL, 32236	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414180	CLM	Dorothy Boyd	1945-09-27	—	—	7813 Lincoln Way, Sacramento, CA, 95894	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422678	CLM	Hnanah White	1953-06-08	UHC-97230-82	8913079627	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-425557	CLM	Kally Wallace	2001-09-05	—	—	9436 Oak St, Scottsdale, AZ, 85287	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430137	CLM	Ronald U Butler	1971-07-18	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419866	CLM	Beenjamin Cruz	1995-12-13	—	7045882662	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422426	CLM	Lawrence Soto	1974-08-02	UHC-60682-84	—	6232 Willow Ct, Tempe, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-400395	CLM	Yuki Alvarez	1968-03-25	UHC-52693-23	6543006021	2679 Oak St, Phoenix, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-417608	CLM	Ashley Montgomery	1948-10-22	—	9675824786	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427248	CLM	Bruke Vega	1971-04-17	—	4652547967	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-413621	CLM	Carlos Le	1944-10-15	UHC-07359-80	—	7655 Lake View Rd, Charlotte, NC, 28252	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-411986	CLM	Christine Elliott	2001-08-27	—	—	6246 Church St, Austin, TX, 78704	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430982	CLM	Ann Castro	1979-07-15	UHC-18413-61	—	8768 Washington St, Charlotte, NC, 28237	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416799	CLM	Frank Weber	1956-03-02	UHC-60254-75	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413904	CLM	Sarah Yang	1986-04-09	—	—	6429 Jefferson Ave, Nashville, TN, 37283	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432335	CLM	Jonathan O Schultz	1945-06-08	—	—	3118 Pine Dr, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-411721	CLM	Denise H Ross	1975-07-10	UHC-51808-48	3056469510	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-427007	CLM	Adam Mendoza	1956-02-27	—	8238225670	430 Market St, Tucson, AZ, 85758	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-421328	CLM	Rebecca Mitchell	1963-12-03	UHC-70908-34	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413345	CLM	Lawrence Anderson	2001-08-07	UHC-75461-19	5843569567	6884 Meadow Ln, San Diego, CA, 92130	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404440	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-421750	CLM	Lori Soto	1956-09-26	UHC-93373-56	—	9248 Harbor Blvd, Tampa, FL, 33669	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410959	CLM	Valentina Yang	1943-08-22	UHC-72593-31	—	2679 Sunset Blvd, Seattle, WA, 98131	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405522	CLM	Cheryl Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
CLM-417730	CLM	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-416713	CLM	Elijah Torres	1968-03-21	—	9883370211	7315 Church St, Eden Prairie, MN, 55333	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418648	CLM	Biilly Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr, Sacramento, CA, 95874	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430870	CLM	Cheryl Chavez	1952-01-05	UHC-41463-71	—	988 Camelback Rd, Sacramento, CA, 95889	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

10,559 rows, page 134 of 212Previous Next