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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431733	CLM	Henry Lopez	1968-10-24	UHC-84906-58	2183561751	1854 Central Ave, Minneapolis, MN, 55471	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404092	CLM	Jeremy Richards	1990-07-11	—	5412552374	9885 Union St, Atlanta, GA, 30394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402019	CLM	Janice T Adams	1960-10-20	UHC-49605-18	2598933633	6917 Forest Ave, Gilbert, AZ, 85242	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417804	CLM	Saan F Wright	2002-05-23	UHC-54869-17	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-426991	CLM	Martha Jenkins	1987-01-15	—	2944769082	8650 Apache Blvd, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424211	CLM	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416593	CLM	John Larson	1979-08-14	UHC-27245-80	—	6872 Palm Dr, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421463	CLM	Denise Arnold	1939-08-26	—	7235139519	1440 Ridge Rd, Fresno, CA, 93747	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402749	CLM	Fuller Serah	1989-03-28	UHC-79653-16	4578390304	5473 Hillcrest Rd, Plano, TX, 75076	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-409831	CLM	Mei A Tuurner	1965-10-04	UHC-09846-26	7789672297	7497 Spring St Apt 22, Tempe, AZ, 85225	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-410686	CLM	Myers Thomas	1988-01-26	—	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406592	CLM	Mateo B Castro	1969-09-04	UHC-93344-27	—	9205 Apache Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422916	CLM	Justin Hamilton	1945-09-22	—	—	9352 Church St # 770, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-409471	CLM	Betty Mendez	1998-09-03	UHC-07773-92	—	5766 Spring St, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-403645	CLM	Julie Carr	1968-10-10	UHC-32531-56	—	8954 Ridge Rd # 189, Los Angeles, CA, 90044	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-421946	CLM	Emma Castillo	1946-04-21	UHC-53809-28	8907032515	2824 Park Pl, Glendale, AZ, 85351	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403383	CLM	Jacob Guerrero	2004-01-18	UHC-78856-87	3317366422	1954 Grand Ave, Plano, TX, 75079	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409816	CLM	Hiroshi Rice	1947-09-04	—	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411933	CLM	Ana Mejia	1990-02-18	UHC-35659-03	—	8489 River Rd, San Diego, CA, 92143	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-426485	CLM	Jesse Freeman	2001-09-26	UHC-54492-80	—	3400 Grand Ave, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429016	CLM	Brenda P Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407039	CLM	Judith Mendez	1952-03-15	—	8339806245	4935 Pine Dr, Austin, TX, 78774	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416901	CLM	Michelle Andrews	1993-08-24	UHC-95441-15	2377871199	6315 Highland Ave, Orlando, FL, 32874	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428908	CLM	Janice Rose	1962-07-21	—	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426147	CLM	Diana R Mills	1989-02-06	UHC-78735-87	9605742578	5029 Union St, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424994	CLM	Alice Gomez	1939-01-07	—	6478136003	5999 Sage Ct, Fresno, CA, 93711	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431781	CLM	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr Apt 19, Plano, TX, 75045	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411623	CLM	Wei Schmidt	1999-03-17	UHC-77674-75	3355331128	4870 Pine Dr, Tempe, AZ, 85210	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417295	CLM	Brittany Aguilar	2000-11-16	—	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415667	CLM	Mei Hunt	1946-12-20	—	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-407295	CLM	Debra Rojas	1989-11-06	UHC-98536-76	—	1359 Desert Sky Blvd Apt 25, Atlanta, GA, 30359	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-422368	CLM	Diane Evans	1960-08-13	UHC-63208-52	3978918720	3144 Church St, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415633	CLM	Mei Wallace	2005-01-01	—	5749701826	4583 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418820	CLM	Marilyn Garrett	1941-06-07	—	2395611866	2901 Cedar Ln, San Diego, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414864	CLM	Sctot Gibson	1966-11-03	—	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424357	CLM	Julie Alexander	1996-01-22	UHC-03560-02	7983554718	6091 Highland Ave, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422998	CLM	Pat Marshell	1981-06-08	—	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432735	CLM	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430290	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr Apt 20, Chandler, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423765	CLM	Margaret Stevens	1981-12-12	—	5066262864	7419 Baseline Rd, Atlanta, GA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410141	CLM	Kayla Jenkins	1941-11-12	—	9663585153	8645 Hillcrest Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427279	CLM	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408212	CLM	Blily Olson	1974-06-21	—	7064463924	8096 River Rd, Mesa, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403910	CLM	Sofia Jones	2001-11-04	—	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429697	CLM	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419335	CLM	Gregory F James	1971-03-22	UHC-64701-90	2062741907	8867 Hillcrest Rd, Charlotte, NC, 28249	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426807	CLM	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405884	CLM	Ethan Robertson	1965-10-29	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417890	CLM	Ryan Wright	1953-03-20	UHC-72160-97	7902801373	2436 Maple Ave, San Diego, CA, 92120	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-418112	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

10,559 rows, page 20 of 212Previous Next