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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137263	ENR	Richard Rice	1977-10-05	UHC-29214-90	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62888	TPA	Susan Hanson	1982-10-01	—	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403025	CLM	Jordan F Gardner	1969-10-17	UHC-58120-60	5216098775	9683 Forest Ave Apt 7, Fresno, CA, 93741	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142257	ENR	Logan M Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-22880	PRV	Jessica Fox	1991-05-08	UHC-31731-49	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415054	CLM	Angela Sullivan	2002-10-25	—	—	2017 Desert Sky Blvd, Tucson, AZ, 85783	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-427022	CLM	Natalie Cruz	2001-08-03	—	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
CLM-421877	CLM	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	6926 Union St, Tempe, AZ, 85228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27401	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27402	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118969	ENR	Philip U Rivera	1993-06-03	UHC-89285-29	7729574457	9740 Sunset Blvd, Charlotte, NC, 28252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104872	ENR	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22682	PRV	Emma Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430267	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408790	CLM	Bobby Robinson	1943-11-27	UHC-17176-34	3865667626	9401 Highland Ave, Atlanta, GA, 30309	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403201	CLM	Joyce Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57113	TPA	Amanda Washington	2000-07-01	—	—	2909 Spring St, Charlotte, NC, 28257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404637	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133923	ENR	Abigail Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61378	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126859	ENR	Janice Brery	1944-07-19	UHC-42017-54	9445800027	7319 Oak St, Miami, FL, 33179	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417616	CLM	Bobby Campbell	1954-09-06	—	6952744565	2686 Church St, Phoenix, AZ, 85054	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117836	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-422913	CLM	Kayla Mills	2007-04-02	—	8867856919	3905 Apache Blvd Apt 23, Miami, FL, 33131	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-405076	CLM	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ, 85264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29082	PRV	Sharun Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54741	TPA	Ashley Gibson	2005-08-12	—	7703697222	8818 Maple Ave, Phoenix, AZ, 85045	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137269	ENR	Emma X Lewis	1972-04-19	UHC-60704-58	2295430951	1188 Ridge Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-106105	ENR	Philip O Carpenter	1952-03-23	UHC-95540-90	7835940628	3207 Oak St, Tucson, AZ, 85777	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62014	TPA	Pat Howell	1979-04-14	—	—	7085 Pine Dr, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414195	CLM	Santiago Aguilar	1970-06-16	UHC-15363-06	8814811936	7696 Bayshore Dr, San Antonio, TX, 78241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429232	CLM	Soia J Alvarez	1970-01-10	—	4097160451	3305 Mesa Dr, Orlando, FL, 32802	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23563	PRV	Edward Coleman	1971-11-17	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-400783	CLM	Fatima Cook	1975-03-18	—	—	3264 Lake View Rd, Sacramento, CA, 95812	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404458	CLM	Kelly Baker	2006-08-28	—	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130992	ENR	Sofia J Romero	1967-03-07	UHC-33423-69	8384194682	4041 Apache Blvd, Plano, TX, 75044	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112234	ENR	Ann X Castro	1951-07-07	—	9063170933	3733 Washington St, Las Vegas, NV, 89114	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409762	CLM	Alexander Bryant	1972-10-17	UHC-16087-50	3076636225	8443 Indian School Rd, Seattle, WA, 98124	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432507	CLM	Kevin Johnston	1956-06-01	UHC-81285-76	3885379182	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-122008	ENR	Elijah Smith	1976-05-04	UHC-23137-21	7994291390	1889 Apache Blvd, Plano, TX, 75085	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-101128	ENR	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
PRV-26189	PRV	Kathleen U Clark	1981-08-17	UHC-96127-46	—	3451 Sunset Blvd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419030	CLM	Natalie Ramos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-122174	ENR	Abby L Lane	1963-02-21	UHC-97196-37	5844209746	2794 Main St, Minneapolis, MN, 55491	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54969	TPA	Patrick Jones	2003-05-09	—	—	3171 Cedar Ln, Plano, TX, 75021	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

16,828 rows, page 142 of 337Previous Next