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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401989	CLM	Sean Alvarado	1974-11-08	UHC-95582-59	4724395793	3881 Palm Dr, Los Angeles, CA, 90000	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413060	CLM	Hannah B Simmons	1981-12-04	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-413925	CLM	Austin Y Patel	1972-10-22	UHC-18926-01	7562973581	1655 Baseline Rd, Atlanta, GA, 30387	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411326	CLM	Cheryl Andrews	1971-11-24	UHC-98602-23	5257626241	5022 Camelback Rd, Atlanta, GA, 30369	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430691	CLM	Jose Harvey	1970-03-26	—	4945313776	579 Apache Blvd # 340, Tempe, AZ, 85249	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-405510	CLM	Larry V Dean	1985-10-03	—	6533495722	2609 Spring St, Jacksonville, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-406864	CLM	Amanda Hicks	1972-10-09	—	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416763	CLM	Aisha Baley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX, 78703	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
CLM-410720	CLM	Diana K Hicks	1962-09-25	—	8103440784	3620 Hillcrest Rd, Seattle, WA, 98113	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424959	CLM	Jesse J Weaver	1958-11-12	UHC-76848-80	7494927515	4153 Valley View Dr, Fresno, CA, 93784	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425202	CLM	Vincent Lee	1989-04-10	—	6112882377	6997 River Rd, Glendale, AZ, 85338	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422708	CLM	Zachary Olson	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421119	CLM	Evelyn Maldonado	1948-06-11	—	6297406729	379 Spring St, Austin, TX, 78730	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421120	CLM	Evelyn Maldonado	1948-06-11	—	6297406729	379 Spring St, Austin, TX, 78730	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422903	CLM	Mary Long	1999-04-20	—	2525528324	6921 Sunset Blvd, Glendale, AZ, 85331	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419908	CLM	Jonathan Wong	2007-12-18	UHC-51013-50	7244141191	7647 Lincoln Way, Miami, FL, 33155	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404285	CLM	Helen McCoy	1999-07-23	—	3759522691	858 Market St, Tampa, FL, 33663	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407778	CLM	Jason Garnt	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd, Denver, CO, 80293	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425079	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417138	CLM	Edward Z Maldonado	2000-11-17	—	4923343802	9467 Oak St, Mesa, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414900	CLM	Wayne Aguilar	1998-01-22	—	3359284877	8546 Hillcrest Rd, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408703	CLM	Loi Butler	1981-02-20	UHC-75436-96	4306655702	405 Indian School Rd, Nashville, TN, 37270	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408168	CLM	Billy Welch	2008-02-08	UHC-84428-82	5888079051	1255 Spring St, Tucson, AZ, 85721	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419641	CLM	Andy Wilson	2007-05-24	UHC-56200-26	5893697622	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-429850	CLM	Marilyn Simmons	1973-12-07	UHC-99209-98	2787021808	9393 Harbor Blvd, Los Angeles, CA, 90020	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400988	CLM	Gloria Moore	1955-06-15	—	6825662001	3587 Spring St, San Diego, CA, 92136	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416306	CLM	Laura Dunn	1991-05-17	UHC-73734-03	4682295174	7113 Central Ave, Atlanta, GA, 30375	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410347	CLM	Diana Miills	1941-03-15	—	9715193934	3531 Market St, Austin, TX, 78771	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432663	CLM	Emily Stephens	1940-08-13	—	8006667095	7973 Mesa Dr, Scottsdale, AZ, 85204	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419403	CLM	Barbara Burton	1969-12-14	UHC-90454-50	4217133568	6083 Sage Ct, Glendale, AZ, 85320	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432308	CLM	Austin Morgan	2003-05-17	UHC-06303-50	2703934223	6020 Sunset Blvd, Dallas, TX, 75225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414381	CLM	Denise Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430515	CLM	Sara Hicks	2001-12-23	—	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411929	CLM	Lawrence Ramirez	1998-06-26	—	5586917924	5181 Desert Sky Blvd, Scottsdale, AZ, 85268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417013	CLM	Austin Chavez	1997-11-14	—	8028256967	2492 Spring St, Seattle, WA, 98110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404676	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403049	CLM	Ethan Vazquez	1990-01-23	—	2648335290	1776 Lake View Rd, Orlando, FL, 32853	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420286	CLM	Janet Brown	2006-05-26	—	5157272000	4416 Desert Sky Blvd, Austin, TX, 78726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421647	CLM	Kathryn Ford	1995-01-12	UHC-66109-47	3106383894	779 Valley View Dr, Seattle, WA, 98108	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417031	CLM	Frank Knight	1986-12-16	UHC-31257-06	9645119229	4119 Mesa Dr, Gilbert, AZ, 85201	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431314	CLM	Joshua Guerrero	1963-09-04	—	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417618	CLM	Julie Murphy	1984-05-04	UHC-68695-89	9393807920	9070 Ocean Ave, Las Vegas, NV, 89164	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406699	CLM	Donald Castillo	1942-07-26	UHC-10489-73	5183424288	2970 Market St, Phoenix, AZ, 85095	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424034	CLM	Megan Kim	2007-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-426552	CLM	Mason Palmer	2005-01-19	—	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418952	CLM	Omar Hunt	1938-05-20	—	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429883	CLM	Valentina Perry	1958-07-19	—	6945792409	4222 Maple Ave, Nashville, TN, 37234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404761	CLM	Robert Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404760	CLM	Robert Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416066	CLM	Jeffrey Cooper	1969-05-25	—	2899674606	4452 Elm St, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 113 of 240Previous Next