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-419201	CLM	Kyle Carroll	1954-06-25	—	5273683776	3655 Indian School Rd, Chandler, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408949	CLM	Isabella U Kyng	1952-06-10	UHC-11199-17	—	6375 Desert Sky Blvd, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-402844	CLM	Will L Chavez	2002-04-28	UHC-79231-34	—	8109 Valley View Dr, Minneapolis, MN, 55491	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401570	CLM	David X Graham	2003-09-12	—	—	2470 Lincoln Way, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410327	CLM	Brian Robets	1986-09-26	—	—	750 Highland Ave, Tempe, AZ, 85297	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422988	CLM	Arthur J Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave, Austin, TX, 78796	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424638	CLM	Charles Griffin	2003-10-08	UHC-79368-12	—	6431 Oak St, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424966	CLM	Joseph R Contreras	—	UHC-21100-34	—	5165 Lincoln Way, Tampa, FL, 33637	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403539	CLM	Ahmed Moore	1988-10-26	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427139	CLM	Julia E Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427145	CLM	Priya D Coleman	1979-02-22	UHC-29997-83	—	8189 Canyon Rd, Phoenix, AZ, 85027	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428822	CLM	Carlos Bryant	1954-09-18	UHC-52690-27	—	6753 Hillcrest Rd, Tampa, FL, 33609	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408486	CLM	Philip Carlson	1949-02-09	—	—	7382 Highland Ave, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431288	CLM	Nicholas B Perkins	1956-11-05	UHC-71520-80	—	1304 Meadow Ln, Plano, TX, 75099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-432323	CLM	Kathleen Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd, Dallas, TX, 75298	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422747	CLM	Elizabeth S Reeyes	1944-11-12	—	—	6171 Spring St, Fresno, CA, 93733	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-413855	CLM	Cruz Sandra	1939-07-06	—	2958452158	649 Elm St, San Diego, CA, 92101	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-424605	CLM	Boyd Frrances	1980-05-19	—	—	1016 Mesa Dr, Seattle, WA, 98113	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-401018	CLM	Harold Lawson	2007-10-22	UHC-63818-42	—	4766 Bayshore Dr, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409270	CLM	Sam Hernandez	1980-10-22	UHC-94074-24	7997228805	6839 Jefferson Ave, Orlando, FL, 32889	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411032	CLM	Adam Mendez	1974-12-26	UHC-06210-34	—	2377 Ridge Rd # 194, Orlando, FL, 32864	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415053	CLM	Julia T Garcia	1989-03-14	UHC-18000-24	3863688391	5786 Elm St, Glendale, AZ, 85387	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408731	CLM	Kathleen Harris	1996-05-02	—	—	7651 Ocean Ave, Charlotte, NC, 28297	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426076	CLM	Dorothy Peterson	1947-10-04	UHC-20813-41	7307123177	1631 Camelback Rd, Phoenix, AZ, 85062	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-416712	CLM	Elijah Torres	1968-03-21	UHC-90396-64	9883370211	6944 Spring St, Jacksonville, FL, 32290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412723	CLM	Steven Schmidt	1986-09-25	UHC-10816-62	6286739037	2572 Ridge Rd, Plano, TX, 75059	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428023	CLM	Saron S Day	1962-01-26	—	—	4771 Indian School Rd, Charlotte, NC, 28232	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424030	CLM	Nicole Weber	1973-04-22	—	—	9692 Indian School Rd, Jacksonville, FL, 32270	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430935	CLM	Kenneth Garrett	1999-04-11	UHC-93400-76	—	4405 Willow Ct # 235, Chandler, AZ, 85277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402155	CLM	Rachel C Espinoza	1955-09-10	—	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425768	CLM	Adam K Veag	1992-02-01	UHC-59055-13	—	3499 Canyon Rd, Chandler, AZ, 85205	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430237	CLM	Joan Meyer	1992-11-20	UHC-56059-70	—	483 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-400066	CLM	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406723	CLM	Kathleen Bailey	1983-04-15	UHC-81568-33	—	6841 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-415978	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427339	CLM	Brian Adams	1954-04-02	UHC-63493-18	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403923	CLM	Margaret Kelley	1961-12-02	UHC-54895-40	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412092	CLM	Billy Miller	1959-04-28	UHC-85481-64	—	3528 Baseline Rd, Scottsdale, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432232	CLM	Danielle Herrera	1964-01-22	UHC-21597-01	8323954101	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409729	CLM	Samantha U Patterson	1974-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-428614	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413430	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406508	CLM	Jordan V Garcia	1983-04-26	—	—	8139 Harbor Blvd, Chandler, AZ, 85267	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408099	CLM	Bryan Sanders	1976-04-21	UHC-11135-76	—	1169 Market St, Orlando, FL, 32817	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406662	CLM	Pamela Q Black	1969-01-06	UHC-33930-18	—	8059 Park Pl, Denver, CO, 80257	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404790	CLM	Roy Q Bennett	1950-11-23	UHC-17845-80	—	4687 Central Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429351	CLM	Jeremy Dunn	1989-07-21	UHC-55421-50	8174769707	8291 Maple Ave, Houston, TX, 77080	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423270	CLM	Brittany O Sandoval	1970-02-25	UHC-22787-33	9126413441	9784 Jefferson Ave, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418723	CLM	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405953	CLM	Carlos Salazar	1992-08-07	—	4079702887	2954 Canyon Rd, Phoenix, AZ, 85017	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

16,411 rows, page 152 of 329Previous Next