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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431882	CLM	Singh Victoria	1941-04-18	UHC-82237-08	—	3955 Grand Ave Apt 8, Chandler, AZ, 85255	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421967	CLM	Jeffrey Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV, 89189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406920	CLM	Robert Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427183	CLM	Jacob J Pattersun	1994-09-20	—	4379098406	3426 Maple Ave, Dallas, TX, 75278	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409009	CLM	Jacqueline V Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414704	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414703	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414873	CLM	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL, 33664	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-417361	CLM	Emily Harris	—	UHC-11654-18	9854768765	5568 Apache Blvd, Orlando, FL, 32860	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401020	CLM	Frances Williamson	1987-05-23	UHC-65634-96	—	128 Desert Sky Blvd, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-429055	CLM	JoeJunk	2003-03-10	UHC-01942-36	—	8568 Ocean Ave, Phoenix, AZ, 85071	0.64	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+2 more
CLM-400442	CLM	Sean Evans	1958-08-01	UHC-66436-57	—	5226 Oak St, Los Angeles, CA, 90009	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414298	CLM	Margaret Rice	2001-03-12	UHC-28781-31	—	1283 Church St, Eden Prairie, MN, 55387	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432489	CLM	Daniel J Sanders	1954-08-15	—	9524203403	9364 Washington St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-425293	CLM	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410118	CLM	Mei Fisher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401123	CLM	Alexsi Haarper	1954-04-02	UHC-57014-87	9049731226	1582 Sage Ct, Eden Prairie, MN, 55310	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429481	CLM	Denise Obrien	1947-05-13	UHC-16406-79	—	9137 Indian School Rd, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410640	CLM	Eugene Peterson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-400341	CLM	Danielle Turner	2001-03-28	UHC-41679-22	4216491332	9206 Pine Dr Apt 21, Columbus, OH, 43226	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414504	CLM	Julia Vasquez	1956-12-05	UHC-90179-25	—	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411149	CLM	Noah Burns	2000-03-03	—	5035800367	7504 Broadway, Tampa, FL	0.64	Name split from “Last, First”Phone reformatted Address re-cased ZIP missing+2 more
CLM-412651	CLM	Evelyn Stewart	1997-03-04	—	—	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-432396	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	6463949096	4939 Grand Ave, Phoenix, AZ, 85083	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-415012	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-424925	CLM	Doris T Ford	1958-02-28	—	9162660020	1242 Lake View Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427429	CLM	Mariana Rios	1939-03-01	—	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404636	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429254	CLM	Mei Miller	1981-04-16	—	—	8901 Indian School Rd, Austin, TX, 78766	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-415042	CLM	Yuki Russell	1942-02-14	—	—	4736 Ridge Rd, Mesa, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403517	CLM	Luis Richards	1960-12-26	UHC-82338-95	4119719559	810 Jefferson Ave # 824, Orlando, FL, 32859	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419433	CLM	Singh Jennifer	1962-11-02	UHC-83847-54	—	4343 River Rd, Minneapolis, MN, 55413	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428960	CLM	Yuki Vazquez	1960-04-08	UHC-48005-22	—	6603 Camelback Rd, Miami, FL, 33192	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417000	CLM	Daniel X Jimenez	1959-01-18	—	—	5471 Sage Ct, Eden Prairie, MN, 55340	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400327	CLM	Rebecca F Little	1942-01-15	UHC-55146-08	—	7903 Desert Sky Blvd, Austin, TX, 78722	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413147	CLM	Ann McCoy	1972-11-10	UHC-89695-64	—	1589 Mesa Dr, Columbus, OH, 43235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407782	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431461	CLM	Jesse Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402988	CLM	Joan Masno	1986-06-01	—	2026648412	3372 Hillcrest Rd, Gilbert, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419687	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-409086	CLM	Kathryn Knight	1952-12-09	—	6099650648	8540 Lake View Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415482	CLM	Catherine Lawrnce	1957-05-18	—	3707043729	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422108	CLM	Megan Park	1948-12-04	—	—	3187 Maple Ave, Seattle, WA, 98184	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420866	CLM	Steephen Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401658	CLM	Fatima T Taylor	1979-11-28	—	—	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431884	CLM	Goria Richardson	—	UHC-52235-63	—	1011 Indian School Rd, Tempe, AZ, 85227	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-418338	CLM	Dorothy Griffin	—	UHC-53734-03	—	3855 Spring St, Orlando, FL, 32886	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-418337	CLM	Dorothy Griffin	—	UHC-53734-03	—	3855 Spring St, Orlando, FL, 32886	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more

18,771 rows, page 74 of 376Previous Next