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-413196	CLM	Susan Matthews	1979-01-19	UHC-95229-19	—	9469 Ocean Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400844	CLM	Ryan Kelly	1969-12-07	UHC-98387-34	—	9059 Maple Ave, Austin, TX, 78780	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-432675	CLM	Wei Mason	1982-09-01	UHC-68321-28	—	9839 Palm Dr, Seattle, WA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-430909	CLM	Jose Pena	1972-04-18	UHC-68169-21	—	1513 Indian School Rd, Los Angeles, CA, 90056	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-404722	CLM	Benjamin Morgan	1941-05-03	UHC-99637-20	—	8904 Main St Apt 24, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426084	CLM	Amy N Austin	1990-06-06	—	—	8232 Mountain View Dr, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-418963	CLM	Yuki Boyd	1947-07-04	—	—	4553 Oak St, Eden Prairie, MN, 55367	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413044	CLM	Brandon Kim	1962-06-04	—	—	4843 Meadow Ln, Fresno, CA, 93719	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-413292	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-413291	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-407579	CLM	Alice Murphy	1967-09-28	—	—	6768 Baseline Rd, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410246	CLM	Bradley Hall	1978-05-24	—	—	1877 Lincoln Way Apt 39, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-431904	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431905	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426450	CLM	Evelyn Palmer	1997-04-03	UHC-50583-39	—	8011 Church St, Tucson, AZ, 85758	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-412001	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-412482	CLM	Wayne Sanchez	1962-10-15	UHC-45559-54	—	8639 Cedar Ln, Las Vegas, NV, 89126	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420565	CLM	Frances Guerrero	1961-08-23	UHC-33432-90	—	3108 Pine Dr, San Diego, CA, 92123	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408949	CLM	Isabella U Kyng	1952-06-10	UHC-11199-17	—	6375 Desert Sky Blvd, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-402844	CLM	Will L Chavez	2002-04-28	UHC-79231-34	—	8109 Valley View Dr, Minneapolis, MN, 55491	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424966	CLM	Joseph R Contreras	—	UHC-21100-34	—	5165 Lincoln Way, Tampa, FL, 33637	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-428822	CLM	Carlos Bryant	1954-09-18	UHC-52690-27	—	6753 Hillcrest Rd, Tampa, FL, 33609	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408486	CLM	Philip Carlson	1949-02-09	—	—	7382 Highland Ave, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432323	CLM	Kathleen Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd, Dallas, TX, 75298	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424605	CLM	Boyd Frrances	1980-05-19	—	—	1016 Mesa Dr, Seattle, WA, 98113	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-420960	CLM	Billy Freeman	—	—	8858555367	765 Highland Ave, Plano, TX	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416548	CLM	Valentina Cooper	1984-09-18	UHC-46542-88	—	5188 Main St, Fresno, CA, 93762	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411032	CLM	Adam Mendez	1974-12-26	UHC-06210-34	—	2377 Ridge Rd # 194, Orlando, FL, 32864	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416712	CLM	Elijah Torres	1968-03-21	UHC-90396-64	9883370211	6944 Spring St, Jacksonville, FL, 32290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424030	CLM	Nicole Weber	1973-04-22	—	—	9692 Indian School Rd, Jacksonville, FL, 32270	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425768	CLM	Adam K Veag	1992-02-01	UHC-59055-13	—	3499 Canyon Rd, Chandler, AZ, 85205	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431138	CLM	Julia Chavez	—	UHC-90166-60	6835403604	—	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432171	CLM	Betty Carter	1951-10-06	UHC-07539-83	5744818192	5996 Broadway, Tucson, AZ, 85712	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-400066	CLM	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-415978	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427339	CLM	Brian Adams	1954-04-02	UHC-63493-18	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432232	CLM	Danielle Herrera	1964-01-22	UHC-21597-01	8323954101	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413430	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408099	CLM	Bryan Sanders	1976-04-21	UHC-11135-76	—	1169 Market St, Orlando, FL, 32817	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-422535	CLM	Steven Watkins	1956-06-02	UHC-18796-43	—	5142 Broadway # 231, Mesa, AZ, 85224	0.66	Name split from “Last, First”Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-423270	CLM	Brittany O Sandoval	1970-02-25	UHC-22787-33	9126413441	9784 Jefferson Ave, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427140	CLM	Julia Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-407183	CLM	Helen N Kelley	—	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418995	CLM	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423480	CLM	Bradley R Castillo	1952-01-27	UHC-47513-77	—	8189 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-416994	CLM	William Gonzales	1977-08-17	UHC-92544-37	—	2689 Market St, Minneapolis, MN, 55475	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-424636	CLM	Austin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 111 of 376Previous Next