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-426863	CLM	Eugene Crawford	1954-05-05	UHC-66706-90	9867989533	6267 Broadway # 435, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-421127	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406389	CLM	Wei Mejia	1960-05-08	UHC-25353-07	4585152998	7400 Apache Blvd, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-424838	CLM	James Tran	1948-05-04	—	—	5674 Meadow Ln, Tampa, FL, 33621	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421958	CLM	Donald Griffin	1954-05-14	UHC-74616-95	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401459	CLM	Albert Castro	1982-05-10	UHC-91693-71	3903443809	3576 Desert Sky Blvd, Sacramento, CA, 95809	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430985	CLM	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422390	CLM	Gloria Peters	1997-06-28	—	5442874018	925 Mesa Dr, Seattle, WA, 98110	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402925	CLM	Logan Bradley	1919-02-14	UHC-10378-53	8337289041	4382 Jefferson Ave, Plano, TX, 75086	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413230	CLM	Omar Greene	1983-10-05	UHC-20535-09	—	1583 Mountain View Dr, Los Angeles, CA, 90045	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421762	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	—	1887 Central Ave, Charlotte, NC, 28209	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423172	CLM	Kenneth James	1941-08-01	—	9755603423	2485 Baseline Rd Apt 31, Gilbert, AZ, 85229	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-431616	CLM	Daniel Hlomes	1953-11-18	UHC-72010-71	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-416872	CLM	Brenda Ortiz	1973-05-20	UHC-96228-35	6006619747	4107 Palm Dr, Fresno, CA, 93701	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431731	CLM	Elizabeth Pierce	1970-02-24	—	8745917377	1754 Union St, Atlanta, GA, 30337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423916	CLM	Janice Kelly	1956-11-05	UHC-98691-32	—	5664 Willow Ct, San Diego, CA, 92123	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417283	CLM	Robert Jacobs	1957-03-14	—	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
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-413295	CLM	Andrew H Montgomery	1944-07-27	UHC-31571-55	—	4498 Sunset Blvd, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431103	CLM	Stephanie F Lopez	1943-10-18	UHC-95228-95	—	1921 Washington St, Gilbert, AZ, 85201	0.76	Name re-cased Member ID reformatted Street suffix standardised Address 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-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-401513	CLM	Kathryn Contreras	1973-06-05	UHC-93092-01	—	1935 Church St, Glendale, AZ, 85310	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-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-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-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-406608	CLM	Ralph Torres	1945-09-17	UHC-44307-15	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419647	CLM	Stephanie Ross	1990-12-11	UHC-04168-70	—	1376 Ridge Rd, Jacksonville, FL, 32239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423713	CLM	Steven Carroll	1948-01-03	UHC-89841-95	—	7881 Highland Ave, Houston, TX, 77080	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408659	CLM	Roger Y Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.76	Name re-cased Date of birth 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-401030	CLM	Susan Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-422591	CLM	Julie C Ryan	2001-03-26	—	—	9125 Bayshore Dr, Gilbert, AZ, 85295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-413169	CLM	Bryan Silva	1955-11-05	UHC-56626-27	—	612 Church St, San Antonio, TX, 78223	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+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-406112	CLM	Daniel Thomas	1968-10-19	UHC-78647-56	—	6862 Apache Blvd, Nashville, TN, 37254	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417001	CLM	Daniel Jimenez	1959-01-18	—	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-425796	CLM	Debra Spencer	2002-07-17	—	—	1364 Willow Ct, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 172 of 376Previous Next