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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400128	CLM	William Den	—	UHC-57472-02	2206901779	8983 Spring St, Austin, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-412489	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-426125	CLM	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd Apt 2, Plano, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423402	CLM	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428365	CLM	Jonathan Brooks	1999-03-20	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-414712	CLM	Emily Matthews	1969-03-01	UHC-29986-98	—	7506 Indian School Rd # 467, Houston, TX	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412124	CLM	Jeffrey Gonzalez	1980-02-24	—	—	4581 Meadow Ln, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-422216	CLM	Yuki Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-429116	CLM	Brian Dixon	—	UHC-02163-23	—	8209 Maple Ave, Gilbert, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-410930	CLM	Alice Armstrong	—	—	3442920712	7640 Forest Ave, Columbus, OH	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409987	CLM	Nicole Hayes	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-416377	CLM	Bruce T Torres	1958-06-07	UHC-04706-64	2874096040	974 Forest Ave, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403696	CLM	Christina Burke	1976-06-13	—	—	5791 Cedar Ln, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
CLM-400293	CLM	Valentina Austin	1980-11-05	UHC-16705-36	4258931839	6663 Highland Ave, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405255	CLM	Alexis Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413560	CLM	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407292	CLM	Joyce Thompson	1952-02-17	—	—	2819 Pine Dr, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412224	CLM	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425964	CLM	Ashley Bryant	2006-10-04	UHC-46537-83	5536107150	7372 Pine Dr Apt 13, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431016	CLM	Randy Bishop	1982-05-13	UHC-81792-57	—	7863 Oak St, Tempe, AZ	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-431038	CLM	Jeremy Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409201	CLM	Evelyn Kelley	1980-04-19	UHC-08989-78	—	7191 Park Pl, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414828	CLM	Henry V Perkins	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430950	CLM	Timothy Robinson	1984-01-20	—	6092418586	2406 Maple Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405135	CLM	Sara Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400896	CLM	Lori C Dixon	—	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-412055	CLM	Priya Miller	1996-01-07	UHC-98912-36	3388282300	9293 Valley View Dr, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430704	CLM	Ahmmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA	0.50	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
CLM-407391	CLM	Dylan Stone	1968-07-11	—	—	4962 Market St # 463, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405935	CLM	Peter Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way Apt 4, Fresno, CA	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-423022	CLM	Carl N Barnes	1952-12-04	UHC-59895-58	6492358260	6835 River Rd # 953, San Antonio, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413947	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422107	CLM	Olivia Davis	1995-11-18	—	—	5346 Elm St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412200	CLM	Karen Y Jackson	1949-11-02	—	—	1976 Main St, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409431	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St # 228, Las Vegas, NV	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414674	CLM	Rachel Ray	1956-09-26	—	—	4441 Palm Dr, Fresno, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400842	CLM	Nancy Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424868	CLM	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
CLM-407023	CLM	Ruth Weaver	1986-01-08	UHC-27012-03	—	7988 Mesa Dr Apt 4, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405155	CLM	Gregory Hunt	1978-09-14	UHC-84710-60	—	4621 Sage Ct, Scottsdale, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+3 more
CLM-407003	CLM	Grace Lawrence	1990-02-28	UHC-55097-42	—	5929 Central Ave, Glendale, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402399	CLM	Beth Jimenez	1945-05-25	UHC-65211-83	—	8362 Hillcrest Rd # 155, Columbus, OH	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432163	CLM	Jordan Thoomas	1948-03-05	UHC-00688-86	—	5317 Jefferson Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-416985	CLM	Kenneth Henry	2001-05-17	UHC-27427-73	—	4427 Forest Ave, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more

2,072 rows, page 9 of 42Previous Next