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-410128	CLM	Carolyn W Ruiz	1942-10-26	—	9782271582	3818 Forest Ave, San Antonio, TX, 78245	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420484	CLM	Fatima Scott	1942-06-24	UHC-88687-99	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419442	CLM	Brenda Lewis	1977-10-20	—	9142238628	4565 Church St, Las Vegas, NV, 89169	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401097	CLM	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-404087	CLM	Jonathan Read	1952-09-24	—	9467384338	1324 Camelback Rd, Tucson, AZ, 85799	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401313	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-403050	CLM	Ethan S Vazquez	1990-01-23	—	2648335290	1776 Lake View Rd, Orlando, FL, 32853	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404428	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-431399	CLM	Matthew Bailey	2003-08-08	UHC-60063-87	4689896051	8080 Desert Sky Blvd, Tempe, AZ, 85254	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410885	CLM	Bruce Perkins	1997-04-11	UHC-22797-74	9886056822	2502 Church St, Orlando, FL, 32874	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425801	CLM	Scott Wrad	2005-02-15	—	9224998836	6132 Mesa Dr, Sacramento, CA, 95877	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403390	CLM	Emily Stone	1960-03-28	UHC-89598-92	2579925071	2674 Baseline Rd, Los Angeles, CA, 90076	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416743	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416744	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417166	CLM	Randy Armstrng	1959-01-07	—	8285546185	5427 Harbor Blvd, San Antonio, TX, 78227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432584	CLM	Alan Harris	1945-08-05	—	6765925049	1221 Union St, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407699	CLM	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	4347 Lincoln Way, Columbus, OH, 43222	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408882	CLM	Mariana D Reynolds	1962-01-23	UHC-70487-07	2965616287	5259 Palm Dr, Phoenix, AZ, 85038	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408521	CLM	Julia Castro	1940-09-04	UHC-69783-77	7656097581	1770 Pine Dr, Sacramento, CA, 95842	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400692	CLM	Diana Wilson	1994-01-10	UHC-48406-31	4166723561	7574 Palm Dr, Denver, CO, 80222	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416117	CLM	Jack Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.78	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-404377	CLM	Noah Weber	1956-12-23	UHC-61800-97	2984654134	9454 Church St, Denver, CO, 80243	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-419646	CLM	Nicole Woods	1980-02-02	—	8952114696	1367 Apache Blvd, Phoenix, AZ, 85077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401813	CLM	Judy C Perez	1996-05-07	UHC-59915-18	2814323145	9661 Mesa Dr, Minneapolis, MN, 55456	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-412501	CLM	Denny Dunn	1985-02-25	UHC-21945-46	7884501406	4708 Valley View Dr, Tucson, AZ, 85718	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407080	CLM	Andrew R Fisher	1976-09-27	UHC-49611-17	6218418223	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420558	CLM	Ethan Rose	1971-11-14	—	8317886514	5284 Washington St, Tempe, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426197	CLM	Kathleen B Boyd	2005-02-18	—	6477208376	2553 Spring St, Orlando, FL, 32807	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404590	CLM	Lawrence Ray	2003-02-01	UHC-13779-44	3947482986	2388 Oak St, Houston, TX, 77047	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-420112	CLM	Daniel Grreene	2007-02-23	—	6649694175	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426823	CLM	Jerry Lane	1952-03-10	—	6806271274	549 Forest Ave, Minneapolis, MN, 55469	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409941	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-418238	CLM	Abigail Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-407142	CLM	Amanda Park	1958-12-24	UHC-32918-25	7239572569	6557 Forest Ave, Mesa, AZ, 85254	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400067	CLM	Lawrence H Kelly	2008-02-22	—	9817852571	7196 Oak St, Columbus, OH, 43276	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419529	CLM	Ashley Munzo	1962-02-26	UHC-16662-97	5102809704	776 Apache Blvd, Nashville, TN, 37282	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418434	CLM	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421105	CLM	Scott Hansen	1943-04-11	UHC-60245-29	3289783314	212 Meadow Ln Apt 8, Minneapolis, MN, 55401	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403745	CLM	Jennifer Perez	1948-07-18	UHC-64712-08	3596188177	9158 Highland Ave, Mesa, AZ, 85276	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-414078	CLM	Jesse U Ward	2002-03-04	UHC-08488-60	2216734126	1208 Elm St, Nashville, TN, 37290	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416672	CLM	Benjamin Yang	1944-10-04	UHC-43975-07	7059092295	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407012	CLM	Peter R Espinoza	1990-02-16	UHC-78282-10	5968422314	797 River Rd, San Diego, CA, 92101	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419657	CLM	Samuel Fields	1973-02-01	—	6908229153	2094 Desert Sky Blvd, Fresno, CA, 93725	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419439	CLM	Adam Henry	1946-11-28	—	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416427	CLM	Jen Vega	1994-10-10	UHC-31783-01	5129815459	276 Market St, Los Angeles, CA, 90082	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431691	CLM	Carolyn H Coleman	1983-04-25	UHC-26718-50	8044099216	9842 Mesa Dr, Miami, FL, 33199	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426242	CLM	Hannah Munoz	1942-11-28	—	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430136	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave Apt 8, Las Vegas, NV, 89142	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-411945	CLM	Elijah Wood	1989-07-06	UHC-50101-19	3808369832	2755 Sage Ct, Glendale, AZ, 85330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426217	CLM	Carol Freeman	1971-02-08	UHC-19344-36	2676608104	8098 Apache Blvd, Minneapolis, MN, 55445	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

11,960 rows, page 139 of 240Previous Next