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-427140	CLM	Julia Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-418995	CLM	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423480	CLM	Bradley R Castillo	1952-01-27	UHC-47513-77	—	8189 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-421584	CLM	Heln Williams	1996-06-22	—	—	6789 Canyon Rd, Houston, TX, 77046	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414479	CLM	Edward Ford	—	UHC-01186-58	4777968781	3257 Broadway, Tampa, FL, 33647	0.66	Name re-cased Date of birth unreadable Address re-cased Gender normalised+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-407865	CLM	Denise M Cooper	—	—	—	974 Washington St, Tampa, FL, 33612	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411649	CLM	Cynthia Baker	1940-05-26	UHC-09215-77	—	2238 Grand Ave # 807, Nashville, TN, 37263	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-432098	CLM	Jesse Coleman	1983-02-04	UHC-37560-46	—	8018 Camelback Rd, Phoenix, AZ, 85043	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406659	CLM	Joyce P Perry	1972-09-08	UHC-51288-35	—	6984 Pine Dr, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404552	CLM	Frank Green	1974-04-24	UHC-08081-74	—	7013 Desert Sky Blvd, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413409	CLM	Bradley Martinez	1998-05-14	—	—	7736 Pine Dr, Columbus, OH, 43237	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-418217	CLM	Jason Mrphy	1996-09-21	—	—	239 Church St, Nashville, TN, 37253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-419418	CLM	Pat Padilla	—	—	—	4600 Ridge Rd, Tampa, FL, 33631	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-413157	CLM	Zachary Morales	1995-08-08	—	—	9060 Washington St Apt 24, Tampa, FL, 33656	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414300	CLM	Maria A Kim	1946-06-22	UHC-55425-51	—	1529 Market St, Tempe, AZ, 85233	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-423499	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr # 970, Los Angeles, CA, 90060	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-418150	CLM	Santiago Q Warren	1976-10-01	UHC-97597-12	—	542 Harbor Blvd, Mesa, AZ, 85248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414043	CLM	Stephen Lawson	1974-09-03	—	—	5405 Valley View Dr, Denver, CO, 80244	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417743	CLM	Bryyan Simmons	—	—	—	67 Bayshore Dr, Atlanta, GA, 30364	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-418379	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432273	CLM	Richard Bishoop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-426259	CLM	Russell C Mitchell	1999-04-06	UHC-20750-76	—	9101 Canyon Rd, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417056	CLM	Scott Edwards	1971-04-11	UHC-59117-62	—	7568 Valley View Dr, Gilbert, AZ, 85285	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-423498	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr, Los Angeles, CA, 90060	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-426349	CLM	Maria Jordan	1979-04-01	UHC-32080-45	—	7536 Central Ave, Atlanta, GA, 30385	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405305	CLM	Sophia Schultz	—	UHC-23034-25	—	2062 Jefferson Ave, Phoenix, AZ, 85019	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-404561	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422824	CLM	William Kelly	2007-10-22	UHC-90416-44	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-421551	CLM	King Kevin	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428586	CLM	Arjun Gonzalez	1947-02-08	UHC-75702-24	—	3951 Park Pl, Atlanta, GA, 30369	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
CLM-416594	CLM	Jennifer Fernandez	1960-01-01	UHC-20507-63	—	4576 Main St, Tempe, AZ, 85238	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431541	CLM	Patricia Parker	—	UHC-37191-05	—	2919 Lake View Rd, Tucson, AZ, 85743	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-415995	CLM	Lawrence Padilla	2007-01-14	—	—	5342 Lake View Rd Apt 6, Tucson, AZ, 85749	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416031	CLM	Melissa Rodriguez	1943-03-11	—	—	2585 Ocean Ave, Charlotte, NC, 28287	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-427588	CLM	Bruce Vazquez	1951-05-17	UHC-72856-87	—	8774 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404043	CLM	Rubert Wang	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-432389	CLM	Christian Vargas	1962-12-25	UHC-00336-95	—	827 Sage Ct, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414691	CLM	Megan Burke	1980-12-16	UHC-39787-28	2963527592	7111 Ocean Ave Apt 35, Seattle, WA, 98128	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414483	CLM	Joan Torers	1963-04-07	—	—	7239 Ridge Rd, Orlando, FL, 32894	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402342	CLM	Aisha Simmons	1944-04-21	UHC-46654-44	—	774 Lincoln Way, Phoenix, AZ, 85014	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-417273	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	—	2275 Hillcrest Rd, Sacramento, CA, 95836	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409534	CLM	Virginia Medina	1989-10-20	—	—	6473 Bayshore Dr # 655, Austin, TX, 78700	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415405	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
CLM-430035	CLM	Billly E Adams	2006-06-17	UHC-87978-84	—	1516 Highland Ave, Chandler, AZ, 85287	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-413318	CLM	Hannah Nelson	1960-11-08	UHC-47037-05	—	8044 Grand Ave, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-400907	CLM	Mason Reynolds	1978-09-19	UHC-75443-65	—	4261 Ocean Ave, Dallas, TX, 75209	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430139	CLM	Adam Vega	1974-12-27	UHC-75377-52	—	3130 Cedar Ln, San Diego, CA, 92181	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421075	CLM	Adams Madisun	1984-01-18	UHC-70742-05	4836334700	5739 Oak St, Gilbert, AZ, 85258	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more

13,120 rows, page 72 of 263Previous Next