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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429829	CLM	Nancy Porter	1940-07-15	UHC-71964-53	—	6331 Ocean Ave, Dallas, TX, 75291	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-405130	CLM	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106851	ENR	Catherine U Kelly	1960-03-04	UHC-17734-12	—	4121 Mesa Dr, Las Vegas, NV, 89111	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126984	ENR	Carlos Romero	1943-09-23	UHC-75490-39	2945297620	5637 Market St, Tampa, FL, 33647	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-142492	ENR	Rebecca E Morrison	1959-09-24	UHC-30681-21	—	4518 Forest Ave, Tucson, AZ, 85786	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429734	CLM	Ralph Reyes	2001-05-26	—	7286496804	9795 Union St, Fresno, CA, 93719	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138382	ENR	Jennifer H Fisher	2007-10-13	UHC-19102-39	—	3860 Ocean Ave, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21125	PRV	Virginia Singh	1957-04-27	UHC-78289-57	—	1609 Valley View Dr, Charlotte, NC	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-122210	ENR	Christina P Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55605	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-134567	ENR	Carlos Clark	1975-12-08	UHC-35686-87	6917465857	3497 Church St, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426583	CLM	Stephen QJunk	1990-04-08	UHC-69270-12	—	580 Grand Ave, Scottsdale, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-29073	PRV	Brittany W Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-127869	ENR	Gary Peters	1954-08-17	—	5129654132	355 Mesa Dr, Plano, TX, 75001	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105940	ENR	Randy T Schultz	1945-01-18	UHC-67392-09	—	5172 Cedar Ln, Plano, TX, 75049	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414502	CLM	Brandon Torres	1955-11-27	—	2868874840	4878 Canyon Rd Apt 9, Chandler, AZ, 85267	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413820	CLM	Nicholas Wells	1972-01-06	—	—	8075 Indian School Rd, Glendale, AZ, 85384	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
PRV-22308	PRV	Carol Garrett	1971-02-27	UHC-98913-03	4409755259	5161 Valley View Dr, Fresno, CA, 93785	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429099	CLM	Benjamin Thompson	1990-07-25	UHC-19802-15	8269830599	6913 Park Pl, Las Vegas, NV, 89103	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128099	ENR	Ralph A Jimenez	1989-07-12	UHC-36480-49	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24069	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105215	ENR	Arjun Ray	1963-03-12	UHC-68947-52	7157705127	5602 Camelback Rd Apt 8, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102180	ENR	Donald G Ross	1997-12-09	UHC-84152-83	—	223 Indian School Rd, Charlotte, NC, 28201	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-102257	ENR	Alex R Marquez	1969-06-04	UHC-60235-82	7552837449	5581 Lincoln Way, Minneapolis, MN, 55413	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130510	ENR	Ahmed I Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr Apt 38, Plano, TX, 75056	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128771	ENR	Jeffrey W Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141061	ENR	Margaret T Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St # 807, Orlando, FL, 32883	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134762	ENR	Nathan S Kennedy	1971-07-24	UHC-94717-31	9524210645	1676 Spring St, Mesa, AZ, 85244	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-63628	TPA	Julie C Walsh	1980-09-08	—	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-139273	ENR	Lawrence D Rojas	1948-07-10	UHC-94431-48	4986509324	856 Church St, Orlando, FL, 32849	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135944	ENR	Christian Holmes	1951-08-01	UHC-55279-98	5494875285	4067 Highland Ave Apt 4, Minneapolis, MN, 55474	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128320	ENR	Emily A Wagner	1940-01-05	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59855	TPA	Wayne Thmas	1954-02-10	UHC-60306-66	—	4016 Jefferson Ave, Seattle, WA, 98168	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-429937	CLM	Noah Franklin	1960-09-27	UHC-74947-71	—	1629 Grand Ave, Denver, CO, 80249	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115741	ENR	Sophia S Vasquez	1947-12-15	UHC-21463-60	—	5478 Canyon Rd Apt 20, Tucson, AZ, 85761	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23712	PRV	Harold Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd Apt 24, Sacramento, CA, 95808	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423982	CLM	Jerry Dominguez	—	UHC-34607-27	9319780105	8695 Indian School Rd, Austin, TX, 78784	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137061	ENR	Henry N Peters	1977-01-18	UHC-77157-46	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25428	PRV	Teressa Yang	2006-01-17	—	—	3126 Bayshore Dr, Nashville, TN, 37242	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-22927	PRV	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX, 78220	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21759	PRV	Scott Santos	1961-01-22	—	4492652066	9274 Maple Ave, Chandler, AZ, 85287	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-123733	ENR	Jess Morris	1978-02-12	UHC-05205-94	7479409565	9584 Apache Blvd, Charlotte, NC, 28233	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-424445	CLM	Charles Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417835	CLM	Hannah Z Porter	1991-06-15	UHC-63800-64	3564612216	5730 Palm Dr, Miami, FL, 33199	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 40 of 182Previous Next