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-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-424497	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH, 43230	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-409959	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	—	8390 Market St, Tampa, FL, 33671	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-431738	CLM	Arthur Valdze	1996-08-18	UHC-18114-77	—	8255 Ocean Ave, Columbus, OH, 43201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427348	CLM	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412645	CLM	Maria Carr	1943-07-21	UHC-71401-03	—	5483 Church St, Phoenix, AZ, 85002	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400979	CLM	Camila J Rogers	2004-02-15	—	—	811 Hillcrest Rd, Miami, FL, 33103	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431053	CLM	Dean Andrew	1946-06-15	UHC-73405-81	—	1670 Mesa Dr, Tucson, AZ	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-412089	CLM	Patricia Kim	1998-05-23	UHC-30627-19	—	3503 Elm St, Columbus, OH, 43251	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406659	CLM	Joyce P Perry	1972-09-08	UHC-51288-35	—	6984 Pine Dr, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424006	CLM	Jordan Stewart	1958-08-17	UHC-47141-73	4626014149	8097 Main St, Glendale, AZ, 85316	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-410083	CLM	Priya Aguilar	2000-10-24	UHC-54958-14	6652304159	6298 Pine Dr, San Diego, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403355	CLM	Wayne Sims	1991-12-07	UHC-57695-21	—	4120 Pine Dr, Columbus, OH, 43223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414300	CLM	Maria A Kim	1946-06-22	UHC-55425-51	—	1529 Market St, Tempe, AZ, 85233	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-406210	CLM	Kathryn Ramirez	1944-05-02	—	—	9294 Park Pl # 734, Gilbert, AZ, 85281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423499	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr # 970, Los Angeles, CA, 90060	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-410138	CLM	Samuel Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-401223	CLM	Karen Morgan	1965-04-19	UHC-24048-52	—	5824 Highland Ave, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416172	CLM	Arjun Torres	1986-04-21	UHC-50680-83	—	4920 Cedar Ln, Orlando, FL, 32805	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420101	CLM	Douglas Perry	1943-05-20	UHC-88700-98	—	9386 Mesa Dr, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402112	CLM	Daniel W Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
CLM-410970	CLM	Bryan Reynolds	1958-08-23	UHC-54408-06	—	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-432273	CLM	Richard Bishoop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-402395	CLM	Randy Harrison	1985-11-20	—	—	5559 Sage Ct, Chandler, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412134	CLM	Bryan O Flores	1969-04-28	UHC-43147-53	—	8493 Market St, San Antonio, TX, 78273	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401675	CLM	Donald Hudson	1990-02-28	—	—	6575 Elm St, Miami, FL, 33175	0.66	SSN last four extracted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-417056	CLM	Scott Edwards	1971-04-11	UHC-59117-62	—	7568 Valley View Dr, Gilbert, AZ, 85285	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418172	CLM	Rachel Maldonado	1992-09-16	UHC-21658-41	—	7516 Meadow Ln, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-409863	CLM	Terry Hall	2007-01-15	—	—	6584 Harbor Blvd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423498	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr, Los Angeles, CA, 90060	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-401984	CLM	Walter Allen	—	—	—	6101 Hillcrest Rd, Nashville, TN, 37294	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417710	CLM	Noah James	1957-09-12	UHC-65636-63	—	7565 Meadow Ln, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417711	CLM	Noah James	1957-09-12	UHC-65636-63	—	7565 Meadow Ln, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403040	CLM	Amber Woods	2002-02-01	—	—	7758 Sunset Blvd, Minneapolis, MN, 55494	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421675	CLM	Justin Barnes	1994-06-25	—	7834906567	2955 Elm St, Mesa, AZ, 85228	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-408156	CLM	Amy Freeman	1944-10-01	UHC-93204-01	4677603920	2009 Elm St, Mesa, AZ, 85237	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409356	CLM	Carol Csatro	1957-07-18	UHC-89014-71	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420283	CLM	Evelyn Vega	1982-12-09	UHC-27495-63	—	9814 River Rd # 145, Scottsdale, AZ, 85234	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426538	CLM	Graham Evelyn	1974-05-13	UHC-11403-48	—	8861 Mountain View Dr, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410650	CLM	Hiroshi Lynch	—	UHC-75411-44	—	581 Cedar Ln, Tampa, FL, 33626	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413802	CLM	Charlotte Kelly	—	—	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-431049	CLM	Janet Adams	—	—	—	9268 Church St, Denver, CO, 80254	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415568	CLM	Ben P Singh	1948-11-04	—	—	747 Ocean Ave, San Antonio, TX, 78286	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-415613	CLM	Beverly Hunter	1996-11-15	—	—	121 Desert Sky Blvd, Plano, TX, 75041	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430960	CLM	Amber C Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave Apt 16, Dallas, TX, 75273	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403154	CLM	Austn Diaz	1938-06-26	UHC-30613-63	5347610919	4682 Lake View Rd, Seattle, WA, 98114	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400192	CLM	Albert Z Montgomery	1971-02-03	UHC-48037-67	—	7534 Cedar Ln, Glendale, AZ, 85384	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411495	CLM	Edwrd Ward	1939-08-01	—	—	4128 Washington St, Atlanta, GA, 30301	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403270	CLM	Julai J Simpson	1946-02-27	UHC-55962-37	—	4726 Mesa Dr, Nashville, TN, 37231	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416991	CLM	Rachel Fisher	1949-12-18	UHC-38689-22	—	3418 Palm Dr, Seattle, WA, 98120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 112 of 376Previous Next