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 “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
TPA-51709	TPA	Bobby Cooper	1998-12-01	—	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129487	ENR	Judy Z Foster	2002-03-24	UHC-43426-86	3396578993	638 Harbor Blvd, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-432509	CLM	Kevin Johnston	1956-06-01	—	3885379182	8262 Maple Ave # 382, Fresno, CA, 93752	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132685	ENR	Mason O Bradley	1986-07-19	UHC-43681-03	5299320007	2852 Apache Blvd, Minneapolis, MN, 55414	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110759	ENR	Roy Sandoval	1991-08-11	UHC-79513-08	—	1003 Church St, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54945	TPA	Laura Coleman	1977-10-16	—	7277426152	8086 Washington St # 220, Houston, TX, 77027	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416714	CLM	Elijah Torres	1968-03-21	UHC-90396-64	—	7315 Church St Apt 32, Eden Prairie, MN, 55333	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-112139	ENR	Dennis T Bryant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-422095	CLM	—Junk	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407594	CLM	Betty X Tucker	1958-07-15	—	8299452131	3595 Central Ave, Tucson, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415480	CLM	Catherine Lawrence	—	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-126202	ENR	Joan Le	1962-09-25	UHC-35979-49	8633354878	2959 Maple Ave, San Diego, CA, 92121	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100353	ENR	Sara G Obrien	1909-10-09	UHC-90658-18	—	8262 Elm St, Minneapolis, MN, 55408	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-100182	ENR	Margaret Reyes	1990-05-04	UHC-72818-46	6852922624	2556 Lake View Rd Apt 12, Tampa, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-55599	TPA	Mei Jackson	2005-12-15	UHC-50141-31	—	2468 Willow Ct, Gilbert, AZ, 85288	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-417575	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	—	9587 Park Pl, San Antonio, TX, 78237	0.48	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-110350	ENR	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL, 33635	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410638	CLM	Eugene Petrson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58292	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59067	TPA	Julie Kelly	1984-06-24	—	—	2150 Park Pl, Glendale, AZ, 85313	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403186	CLM	Yuki A Herrera	2004-09-05	—	—	1268 Palm Dr, Minneapolis, MN, 55469	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-27681	PRV	Lauren Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-133537	ENR	Jean Brooks	2004-02-06	UHC-50329-04	7979598087	9313 Meadow Ln, Tampa, FL, 33671	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-103778	ENR	Kayla Thompson	1999-03-06	UHC-07497-43	4325795083	7048 Cedar Ln, Tucson, AZ, 85709	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428430	CLM	John Lewis	1949-04-11	—	—	2158 Sunset Blvd, Las Vegas, NV, 89121	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-127977	ENR	Patricia Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-403967	CLM	Ahmed Bowman	1944-07-28	UHC-82494-64	—	666 Ridge Rd, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136059	ENR	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave # 795, Seattle, WA, 98126	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103675	ENR	Martha G Sanchez	—	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-24892	PRV	Alan Scott	1949-04-18	—	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-125627	ENR	Carolyn W Ortiz	1983-01-27	UHC-39963-23	3958241399	4744 Cedar Ln, Miami, FL, 33179	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100070	ENR	Karen A Green	1978-04-13	UHC-50857-06	9763288295	6560 Ocean Ave, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141819	ENR	Lawrence U Scott	1993-10-27	UHC-71983-42	3176523314	9111 Pine Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104393	ENR	Ben Stewart	1945-06-25	UHC-28478-43	3314713960	2391 Willow Ct, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428222	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	—	3420 Baseline Rd, Nashville, TN, 37213	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-136662	ENR	Jeffrey B Hunter	1974-07-13	UHC-42787-34	3704064362	3234 Sage Ct, San Diego, CA, 92176	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123609	ENR	Sophia Q Robertson	1962-08-17	UHC-54909-88	2744978695	7990 Church St, Atlanta, GA, 30395	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132323	ENR	Scott M Singh	—	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26886	PRV	Madisn D Kelly	1952-05-25	—	4278003659	5238 Sage Ct, Nashville, TN, 37275	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-129787	ENR	Evelyn J Marshall	1991-07-27	UHC-36370-75	—	2509 Spring St, Atlanta, GA, 30321	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-140185	ENR	Mateo Schultz	1941-01-21	UHC-87360-26	6732600593	7638 Ocean Ave, Denver, CO, 80286	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123966	ENR	Noah Gutierrez	2005-12-01	UHC-54159-41	2576707157	179 Meadow Ln, Miami, FL, 33101	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101511	ENR	Harold P Austin	1959-09-14	UHC-07743-27	5329737801	2299 Main St Apt 31, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-20641	PRV	Mateo Tran	1990-12-01	—	4139778715	849 Elm St, San Antonio, TX, 78207	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21875	PRV	Tyler Dean	2004-08-17	—	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more

55,824 rows, page 62 of 1,117Previous Next