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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401927	CLM	Gary Huhes	1977-05-24	UHC-90567-68	—	1898 Pine Dr, Los Angeles, CA, 90000	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-412916	CLM	Robert Bradley	1977-07-08	UHC-63686-35	—	3063 Desert Sky Blvd, Fresno, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-426663	CLM	Larry Evans	1973-09-28	UHC-51691-53	—	6969 Harbor Blvd, Mesa, AZ, 85265	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-412048	CLM	Larry Lawson	1976-03-23	—	—	4261 Apache Blvd, Phoenix, AZ, 85063	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-421565	CLM	Julie M Singh	1975-08-19	UHC-47477-34	—	4749 Maple Ave # 384, Fresno, CA, 93721	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-421925	CLM	Brenda Henry	1982-05-17	UHC-49567-69	—	62 Ridge Rd, Los Angeles, CA, 90069	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
CLM-428575	CLM	Nicholas L Tran	2001-02-15	—	—	4942 Hillcrest Rd, Austin, TX, 78770	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-409232	CLM	Olivia Ramos	1998-07-18	UHC-74736-34	—	6004 Harbor Blvd, Los Angeles, CA, 90046	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-430057	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd, Gilbert, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
CLM-413315	CLM	Paul Garza	1996-02-09	UHC-07864-19	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-401208	CLM	Ana Knigth	1991-03-25	—	—	3627 Lincoln Way # 531, Gilbert, AZ, 85236	0.68	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed
CLM-429411	CLM	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
CLM-406011	CLM	Rachel Carroll	1956-11-10	UHC-07257-67	—	6558 Union St, Miami, FL, 33163	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-430837	CLM	Julia Reyes	1980-12-18	—	8485916382	4574 Harbor Blvd, San Antonio, TX, 78214	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-426635	CLM	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA, 90033	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-402630	CLM	Gregory Hudson	1972-10-10	UHC-64213-60	6077518762	4533 Camelback Rd, Eden Prairie, MN, 55353	0.68	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-404441	CLM	Gregory Ward	1981-01-22	UHC-42600-61	—	886 Bayshore Dr, Miami, FL, 33159	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-413438	CLM	Alan Sanchez	1966-11-25	—	—	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-411162	CLM	Becky George	1977-02-07	UHC-12353-35	—	7053 Maple Ave, Eden Prairie, MN, 55377	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-406924	CLM	Lauren Mason	1953-05-25	UHC-58084-93	2824956976	2872 Church St, Tempe, AZ, 85205	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-424087	CLM	Tyler Silva	1993-01-21	UHC-89750-63	—	3953 Maple Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-431598	CLM	Beverly Q Schultz	1981-07-09	UHC-83728-87	—	627 Highland Ave, Dallas, TX, 75261	0.70	Name re-cased Two-digit birth year ZIP+4 trimmed
CLM-408025	CLM	Sophia Petesr	1943-03-13	UHC-41273-98	5542457781	1565 Bayshore Dr, Scottsdale, AZ, 85283	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415720	CLM	Richard Riley	1989-01-11	UHC-00852-67	7702920735	4315 Pine Dr, Columbus, OH, 43292	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-425231	CLM	Bradley Cole	1966-12-02	UHC-02912-63	3476095712	802 Canyon Rd, Scottsdale, AZ, 85213	0.70	Name re-cased Two-digit birth year Gender normalised
CLM-432690	CLM	Susan U Hart	1938-10-02	UHC-24309-19	3556006318	3896 Baseline Rd, Charlotte, NC, 28296	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-415885	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln, Tempe, AZ, 85265	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-426628	CLM	Abigail X Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408256	CLM	Kayla Chen	1967-01-25	—	2378351439	8289 Main St, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412929	CLM	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr, Columbus, OH, 43238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428742	CLM	Gregory V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410568	CLM	Marilyn I Patterson	1997-01-05	UHC-43471-66	5688744256	9305 Meadow Ln, Orlando, FL, 32888	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-417732	CLM	Abigail S Harris	1956-03-04	UHC-15281-60	9179663308	5186 Washington St, Tucson, AZ, 85723	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431478	CLM	Richard Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405607	CLM	Josh T Johnston	2000-11-19	UHC-20659-99	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-431467	CLM	Heather Kim	2006-01-04	UHC-33481-45	6318587406	4203 Harbor Blvd, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-411099	CLM	Catherine Cunningham	1972-06-16	—	2168886127	615 River Rd, Sacramento, CA, 95837	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419982	CLM	Joseph S Carroll	1970-10-05	UHC-92686-44	3109269965	56 River Rd, Scottsdale, AZ, 85218	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418661	CLM	Sean Montgomery	1939-06-25	UHC-97339-65	7949253606	284 Jefferson Ave, Charlotte, NC, 28298	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402417	CLM	Kayla Hart	1950-06-27	UHC-56881-49	—	7021 Highland Ave, Mesa, AZ, 85211	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420353	CLM	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430172	CLM	Lucia Ryees	1967-05-26	—	9887346573	7826 Mountain View Dr, Fresno, CA, 93757	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431786	CLM	Philip F Castro	1977-04-13	UHC-67143-84	4479213897	6768 Bayshore Dr, Columbus, OH, 43217	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431813	CLM	Alexis McCoy	1984-03-02	—	6277050590	4642 Forest Ave, Las Vegas, NV, 89104	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419724	CLM	Aisha Russell	1961-08-03	—	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428596	CLM	Dylan Payne	1958-11-11	UHC-58863-01	5616588443	3721 Sunset Blvd, Los Angeles, CA, 90098	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420972	CLM	Brittany J Hduson	1966-07-21	UHC-45710-24	8086786462	1462 Canyon Rd, Minneapolis, MN, 55447	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408208	CLM	Madison Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

13,120 rows, page 80 of 263Previous Next