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-404720	CLM	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414506	CLM	Wei T Willis	1998-11-23	UHC-55764-27	8846613508	107 Meadow Ln, Dallas, TX, 75249	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405920	CLM	James Hamilton	1994-09-27	—	—	2485 Mountain View Dr, Los Angeles, CA, 90040	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404143	CLM	Camila Alvarado	1977-07-19	UHC-49908-53	—	2575 Park Pl, Charlotte, NC, 28201	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-409706	CLM	Brian V Reid	1972-04-13	UHC-22030-18	—	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422728	CLM	Benjamin Fuller	1964-03-15	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-430020	CLM	Madison H Pyne	1995-11-13	—	—	4122 Market St, Eden Prairie, MN, 55344	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403817	CLM	Jesse Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402184	CLM	Billy Cunningham	1973-08-24	UHC-53069-58	9044642670	7671 Jefferson Ave, Miami, FL, 33140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401604	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431090	CLM	Diana Dixon	1999-02-21	—	7065056555	6630 Washington St, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-425194	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425193	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-417469	CLM	Amber Hicks	2002-12-04	—	8785815836	737 Sunset Blvd, Houston, TX, 77001	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404927	CLM	Vincent H Hart	1976-04-05	—	8609390189	3166 Oak St, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-429985	CLM	Theresa McDonald	1967-09-28	UHC-35139-46	—	3477 Jefferson Ave, Mesa, AZ, 85242	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432083	CLM	Jeffrey Warren	2001-02-27	—	6464297828	7249 Lincoln Way, Tucson, AZ, 85709	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-411564	CLM	Thomas Dean	1982-06-08	UHC-65674-50	9642354029	8694 Ocean Ave, Miami, FL, 33163	0.76	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+2 more
CLM-410063	CLM	Steven Nelson	1964-01-11	UHC-42830-85	5655606138	960 Apache Blvd, Chandler, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423305	CLM	Richard Boyd	1960-01-03	UHC-17428-14	2893718455	3990 Oak St, Tucson, AZ, 85789	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425684	CLM	Scott B Moreno	1943-03-17	—	9416264149	2645 Park Pl, Sacramento, CA, 95841	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400599	CLM	Kayla I McDonald	2002-09-02	—	—	256 Jefferson Ave, Las Vegas, NV, 89134	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430274	CLM	Sofia McCoy	1945-07-01	—	—	2722 Willow Ct, Scottsdale, AZ, 85289	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430639	CLM	Beverly Davis	1975-07-12	—	—	3508 Grand Ave, Dallas, TX, 75295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411957	CLM	Henry Alvarez	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL, 33643	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418090	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-408831	CLM	Gregory Parker	1961-05-05	UHC-82884-11	—	2142 Mountain View Dr, Glendale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-408165	CLM	Philip W Black	1955-02-06	UHC-68692-47	8183431032	1873 Forest Ave, Houston, TX, 77015	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404813	CLM	Denise Davis	1990-08-20	UHC-10523-05	8646063712	5468 Bayshore Dr, Atlanta, GA, 30340	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428954	CLM	Susan T Richardson	1946-05-15	UHC-99604-61	—	1926 Pine Dr, Tampa, FL, 33604	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417980	CLM	Scott Scott	1943-01-14	—	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414099	CLM	Chris Evans	1960-05-09	UHC-90954-06	—	6340 Cedar Ln, San Diego, CA, 92107	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427914	CLM	Sarah Y Perkins	1949-06-25	—	9575198479	2882 Indian School Rd, Sacramento, CA, 95822	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414303	CLM	Kathleen Knight	1981-08-22	—	—	3149 Park Pl, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418481	CLM	Shirley V Thompson	1953-08-09	UHC-90994-28	—	9564 Washington St, Columbus, OH, 43265	0.76	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-432623	CLM	Elizabeth Santos	1954-09-06	UHC-22491-86	—	596 Elm St, Scottsdale, AZ, 85222	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423618	CLM	Harvey Austin	1988-02-02	UHC-73934-26	6203014517	8260 Main St, Denver, CO, 80245	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406368	CLM	Carls Austin	1990-08-02	—	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406375	CLM	Arjun Contreras	1953-10-11	—	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-404723	CLM	Arthru Howell	1970-08-15	—	—	5457 Meadow Ln, Los Angeles, CA, 90003	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-427757	CLM	Dennis Kelly	2005-03-19	—	5688398896	5781 Elm St, Nashville, TN, 37270	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426674	CLM	Carlos Stewart	1988-03-11	—	—	1899 Desert Sky Blvd Apt 17, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-412701	CLM	Abigail Alexander	1940-03-04	—	5822914748	6190 Indian School Rd, Atlanta, GA, 30392	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411905	CLM	Jean Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416755	CLM	Mark Y Sandoval	2006-03-22	UHC-24042-47	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406385	CLM	Ralph Gutierrez	1950-11-24	UHC-07884-13	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414174	CLM	Henry Foster	1990-02-24	—	2919267600	4824 Mountain View Dr, Dallas, TX, 75285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412388	CLM	Linda Perkins	2004-01-21	—	—	2599 Indian School Rd, Eden Prairie, MN, 55342	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422585	CLM	Heather Brown	1970-10-02	UHC-40975-16	—	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more

10,559 rows, page 90 of 212Previous Next