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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402592	CLM	Olivia Hughes	1985-02-19	UHC-11245-96	—	6459 Lake View Rd, Denver, CO, 80228	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-431602	CLM	Bradley U Carpenter	1948-08-08	UHC-06430-16	—	9271 Mountain View Dr, Fresno, CA, 93739	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-104473	ENR	Kathelen Baker	1943-04-12	UHC-40436-49	7135346339	9748 Washington St, Atlanta, GA, 30329	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418274	CLM	Jacob Vazquez	1971-07-14	—	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-56736	TPA	Bobby J Daniels	1959-10-15	UHC-88164-37	8419843081	2303 Desert Sky Blvd, Chandler, AZ, 85256	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51512	TPA	Samuel Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51185	TPA	Maria Kim	1998-12-22	—	—	322 Mountain View Dr, Columbus, OH, 43202	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106054	ENR	Stephanie Reed	1994-02-26	UHC-72165-55	8794793904	7279 Bayshore Dr, Seattle, WA, 98103	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403593	CLM	Marilyn Hart	1953-09-01	—	7133791846	689 Spring St, Denver, CO, 80212	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111974	ENR	Naoh O Moore	1987-04-28	UHC-57675-74	5248929032	2448 Lincoln Way, Phoenix, AZ, 85084	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135819	ENR	Harold Herrera	1958-11-09	—	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416397	CLM	Aisha Chapman	1961-09-18	UHC-86057-39	2254697944	4462 Cedar Ln # 123, Miami, FL, 33191	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123648	ENR	Carlyn D Coleman	1985-08-11	UHC-68786-20	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139226	ENR	Susan Perry	1946-01-03	UHC-00025-27	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-130990	ENR	Priya Fernandez	1961-09-06	UHC-54311-92	2232494186	9179 Spring St, Tucson, AZ, 85785	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-111591	ENR	Jacob D Hoffman	1997-03-25	UHC-51039-01	6847649540	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404931	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	—	8451 Willow Ct, Dallas, TX, 75209	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111619	ENR	Theresa Wheeler	1953-07-08	UHC-04306-87	3283542633	8531 Camelback Rd, San Diego, CA, 92187	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56544	TPA	Sara Jimenez	1986-08-07	—	—	7674 Spring St, Nashville, TN, 37252	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56509	TPA	Jacob K Carr	1995-12-25	—	—	473 Grand Ave Apt 3, San Antonio, TX, 78203	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109642	ENR	Sofia Henderson	1998-04-15	UHC-82416-11	3994538678	6222 Cedar Ln, Eden Prairie, MN, 55314	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410260	CLM	Danielle Jenkins	1949-07-28	UHC-41018-56	—	5059 Oak St, Nashville, TN, 37215	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-100341	ENR	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24422	PRV	Thersea Harris	1958-09-18	UHC-49222-72	—	7303 Valley View Dr, Miami, FL, 33145	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418200	CLM	Laura Guzman	1971-04-20	—	8847683138	3197 Ridge Rd Apt 3, Plano, TX, 75022	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138383	ENR	Virginia U Rose	1996-07-26	UHC-18993-70	2893171464	6726 Market St, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126627	ENR	Sandra X Powell	1996-04-25	—	9758505545	9548 Main St, Los Angeles, CA, 90026	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-28861	PRV	Karen Alexander	1975-02-26	—	—	6849 Cedar Ln, Nashville, TN, 37254	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-117649	ENR	Jason Johnston	1987-07-21	UHC-86002-96	9655655802	5392 Highland Ave, San Diego, CA, 92102	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426591	CLM	Gary Fields	1988-08-24	UHC-65382-80	—	8600 Willow Ct, Fresno, CA, 93736	0.52	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-142015	ENR	Samuel P Kim	—	UHC-44901-57	6246447393	3839 Park Pl, Columbus, OH, 43216	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61796	TPA	Mills Sophia	1991-10-20	—	—	1708 Union St, Los Angeles, CA, 90085	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60761	TPA	Roy Gilbert	1957-01-25	—	—	5220 Market St, San Antonio, TX, 78221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59061	TPA	Aisha Nichols	1996-07-14	—	—	9422 Baseline Rd, Orlando, FL, 32826	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51249	TPA	Grace V Salazar	1946-06-19	—	6559964275	6117 Mountain View Dr, Glendale, AZ, 85394	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428624	CLM	Amber Wheeler	2008-03-05	UHC-82210-35	—	638 Forest Ave, Mesa, AZ, 85250	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425675	CLM	Bryan Ray	1958-11-20	UHC-15231-85	—	9671 Indian School Rd, Tucson, AZ, 85765	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431452	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431453	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52057	TPA	Ronald Broooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130367	ENR	Grace Montgomery	1984-02-21	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428284	CLM	Richard Bailey	—	UHC-89724-56	—	735 Jefferson Ave, Miami, FL, 33100	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52306	TPA	Dylan Hill	1962-01-21	UHC-19089-37	—	5307 Valley View Dr, Charlotte, NC, 28251	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113108	ENR	Lori T Ward	1965-06-23	UHC-57208-30	—	5185 Maple Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-127855	ENR	Betsy Parker	1941-06-22	UHC-00177-45	—	1852 Cedar Ln, Seattle, WA, 98141	0.52	Member ID reformatted State name converted to code ZIP+4 trimmed Gender normalised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428670	CLM	Douglas Patterson	2000-08-26	UHC-20741-40	—	4786 Sage Ct, Los Angeles, CA, 90052	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 47 of 166Previous Next