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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432126	CLM	Raymond Richardson	1987-01-13	—	—	5745 Pine Dr, Gilbert, AZ, 85231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411302	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428705	CLM	Kathryn Carlson	1939-12-07	—	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405094	CLM	Valentina Alvarado	1953-06-20	UHC-32928-11	—	2353 Palm Dr, Orlando, FL, 32831	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426298	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426297	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420623	CLM	Willie X Yang	1982-02-18	UHC-84264-29	7384718551	3924 Jefferson Ave, Miami, FL	0.66	Street suffix standardised Address re-cased ZIP missing 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-417535	CLM	Jose Santos	1992-05-20	UHC-88954-57	9496731068	4497 Mountain View Dr, Gilbert, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430787	CLM	Brittany Henderson	1992-12-05	—	—	8332 Union St, Dallas, TX, 75214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+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-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-406796	CLM	Glorya Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408020	CLM	Black Diana	1987-07-10	UHC-19098-18	—	1397 Ridge Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+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-420117	CLM	Jose Mejia	1978-12-13	UHC-36493-03	—	4197 Indian School Rd, Fresno, CA, 93711	0.66	SSN last four extracted Street suffix standardised Address re-cased City 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-424292	CLM	Nicole L Hamiltton	1984-12-11	UHC-96718-86	5777997311	2794 Bayshore Dr, Nashville, TN, 37271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-406084	CLM	Santiago Phillips	1962-11-01	—	5493025584	9067 Forest Ave, San Antonio, TX, 78242	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427361	CLM	Nathan Gilbert	2008-01-10	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405749	CLM	Rebecac Burton	1945-09-24	—	2059014534	4816 Central Ave, Orlando, FL, 32873	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-428102	CLM	Cole Steven	1982-09-07	UHC-97690-65	—	5310 Sunset Blvd, Glendale, AZ, 85378	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412836	CLM	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln Apt 21, Austin, TX, 78727	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431337	CLM	Brian Z Fox	1969-01-20	UHC-56910-92	3014308839	4879 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421480	CLM	Bradley R Armstrong	1989-03-14	—	8627684911	7832 Baseline Rd, Mesa, AZ, 85235	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414305	CLM	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417900	CLM	Mariana Ray	1981-12-14	UHC-30337-69	—	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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-431361	CLM	Kimberly Delgado	1961-12-14	—	—	5493 River Rd, Dallas, TX, 75247	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+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-400367	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave # 552, Columbus, OH, 43279	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411538	CLM	Linda L Burns	1949-04-04	—	4928863686	982 Forest Ave Apt 19, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429715	CLM	Gloriia Martin	1989-09-15	—	—	6216 Canyon Rd, Miami, FL, 33155	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403217	CLM	Priya West	2006-07-03	—	—	7070 Oak St, Charlotte, NC, 28252	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+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-425704	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd, Tampa, FL, 33616	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-432593	CLM	Mateo I Williamson	1940-08-16	UHC-09947-95	—	4707 Central Ave, Denver, CO	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+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-412337	CLM	Andrew Crawford	1995-08-27	UHC-58070-13	3979071087	6472 Apache Blvd, Phoenix, AZ, 85080	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400925	CLM	Peter Carter	1999-02-24	UHC-21483-29	—	8215 Market St, Fresno, CA, 93755	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-422493	CLM	Christian Peterson	1969-06-14	UHC-46520-71	—	2683 Indian School Rd, Eden Prairie, MN, 55358	0.66	Name split from “Last, First”Street suffix standardised Address re-cased 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-432790	CLM	Nancy Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-427549	CLM	Dorothy George	1955-03-04	UHC-73922-65	—	2036 Camelback Rd, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404328	CLM	Ana R Banks	1968-10-12	—	5547536159	5264 Elm St # 832, Minneapolis, MN, 55474	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404530	CLM	Heathr Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432207	CLM	Michelle Ramos	1976-07-08	UHC-95677-22	—	7537 Park Pl, Charlotte, NC, 28246	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-405337	CLM	Henry Mitchell	1992-03-03	UHC-74665-73	—	3105 Mountain View Dr, Columbus, OH, 43223	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407774	CLM	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

16,411 rows, page 155 of 329Previous Next