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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403740	CLM	Gerald Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd Apt 4, Nashville, TN, 37295	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-55953	TPA	Kenneth Contreras	1987-05-02	—	2785005180	9101 Ridge Rd # 840, Atlanta, GA	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-416065	CLM	Ralph Myers	1966-04-05	—	4093983582	3366 Hillcrest Rd Apt 38, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-420582	CLM	Cral Smith	1960-09-16	UHC-10143-60	—	1255 Jefferson Ave, Minneapolis, MN, 55461	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-421015	CLM	Adam Williamson	—	UHC-12020-33	—	2283 Valley View Dr, Miami, FL	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-403639	CLM	Dorothy Gonzalez	—	UHC-11908-79	7114479686	2871 Elm St, Tempe, AZ, 85251	0.34	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-138491	ENR	Carl Yang	1971-09-16	UHC-09711-54	5732709126	7828 Central Ave, Plano, TX, 75017	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427890	CLM	Emily Palmer	1961-07-18	—	4499492838	7132 Forest Ave Apt 21, Nashville, TN, 37224	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-22866	PRV	Gary L Burton	1963-10-18	—	9267624480	9473 Harbor Blvd, Tucson, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26412	PRV	Alan G Bradley	1971-09-10	UHC-99205-78	—	5458 Oak St, Tampa, FL, 33633	0.34	Name re-cased Two-digit birth year Member ID reformatted SSN last four extracted+5 more
CLM-423140	CLM	Virginia C Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-422779	CLM	Dylan Luna	1956-01-18	UHC-88278-15	5305540651	9845 Camelback Rd Apt 21, Plano, TX, 75073	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-28492	PRV	Shirley I Webb	1995-02-11	UHC-31639-64	2862984785	9083 Hillcrest Rd, Tempe, AZ, 85264	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-56143	TPA	Nancy Murray	1976-09-03	—	—	2773 Maple Ave, Scottsdale, AZ, 85243	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-141072	ENR	Kelly Foowler	—	UHC-70294-56	8219749261	4775 Washington St # 735, Mesa, AZ, 85242	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
PRV-27130	PRV	Jason Chavez	1954-06-07	—	6389763999	825 Forest Ave # 317, Tampa, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-64376	TPA	Evelyn H Hughes	—	—	—	1327 Sage Ct Apt 32, Las Vegas, NV, 89154	0.34	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
ENR-122897	ENR	Melissa K Edwards	1984-06-22	UHC-63985-13	3935653967	8770 River Rd, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-25959	PRV	Bryan King	1960-11-11	UHC-04101-99	4526498600	3073 Canyon Rd, Fresno, CA	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-22052	PRV	Emily Cooper	1987-04-08	—	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407867	CLM	Angela Park	2004-01-02	UHC-74100-67	4277292616	2773 River Rd, Columbus, OH	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427935	CLM	Amber Guerrero	1956-05-07	—	7755403052	5676 Jefferson Ave, Phoenix, AZ, 85053	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23435	PRV	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 17, San Antonio, TX, 78290	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-23007	PRV	Jeremy Cook	1948-08-19	UHC-20902-98	5055715690	9672 Baseline Rd, Gilbert, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-140127	ENR	Lori W Lewis	1982-02-04	UHC-97739-09	4509142015	7050 Willow Ct, Glendale, AZ	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-61517	TPA	Lauren Contreras	1976-01-15	—	—	2727 Forest Ave, Gilbert, AZ, 85257	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
ENR-125989	ENR	Tyler O Grant	1949-11-28	UHC-48953-93	3597067427	3984 Harbor Blvd, Charlotte, NC, 28289	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-431795	CLM	Amber Jordan	1987-03-10	—	—	6220 Cedar Ln, Tempe, AZ, 85208	0.34	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 more
PRV-26023	PRV	Sophia Russell	1999-02-02	—	3277122749	7724 Apache Blvd, Phoenix, AZ, 85020	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107052	ENR	Wayen Cunningham	1948-05-12	UHC-85486-78	7164198484	6837 Cedar Ln, San Antonio, TX	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-422802	CLM	Sharon T Sims	—	—	—	6678 Canyon Rd, Atlanta, GA, 30349	0.34	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+5 more
CLM-413846	CLM	Mei Lee	1978-11-25	—	7928350936	4010 Central Ave, Denver, CO, 80274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115244	ENR	Kevyn R Nguyen	1960-09-17	UHC-91720-45	8869816826	7436 Cedar Ln, Nashville, TN	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23780	PRV	Walter S Crar	1972-11-13	UHC-53046-17	3599465098	5262 Jefferson Ave, Houston, TX, 77055	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-26389	PRV	Arjun Lynch	—	UHC-91859-94	8962866870	1503 Spring St, Denver, CO, 80249	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-135156	ENR	Elijah L Montgomery	—	UHC-34909-33	2499077765	7134 Jefferson Ave Apt 24, Nashville, TN, 37234	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-137004	ENR	Jacqueline M Jackson	1952-07-07	UHC-10320-15	6553373931	593 Sunset Blvd Apt 34, Jacksonville, FL, 32219	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-413343	CLM	Joe R Rose	2000-03-27	UHC-80700-65	2139538087	3430 Hillcrest Rd Apt 29, Los Angeles, CA, 90087	0.34	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-128301	ENR	Sara G Howard	1967-04-09	UHC-97726-24	9702298746	4495 Union St, San Antonio, TX, 78244	0.34	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+5 more
CLM-414723	CLM	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave # 838, Nashville, TN, 37283	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-29064	PRV	Benjamin I Jones	—	UHC-75457-98	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-127316	ENR	Amanda K Boyd	—	UHC-66750-23	3933602109	5130 Desert Sky Blvd, Las Vegas, NV, 89193	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-140865	ENR	Maria V Ellis	1997-06-12	UHC-91873-48	8922391874	8403 Cedar Ln, Gilbert, AZ	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-61872	TPA	Stephanie Cunninham	1953-03-16	—	4024676799	5452 Lincoln Way # 983, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-423313	CLM	Elizabeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV	0.34	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
CLM-417949	CLM	Judy Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-413124	CLM	Frank Howard	1971-07-01	—	2546683803	5872 Jefferson Ave Apt 25, Nashville, TN, 37253	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-125217	ENR	Keith B Berry	2006-04-02	UHC-31227-73	5234439026	810 Valley View Dr, Mesa, AZ, 85262	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-53923	TPA	Brandon Hanson	1958-11-20	—	6632974563	5096 Mesa Dr, Los Angeles, CA	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more

71,257 rows, page 5 of 1,426Previous Next