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
CLM-416833	CLM	Katherine Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116010	ENR	Luis Jimenez	1975-03-10	UHC-59962-81	3503400558	8141 Meadow Ln, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414371	CLM	Saa Harper	1994-03-15	UHC-71898-36	—	9413 Meadow Ln, San Diego, CA, 92122	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-136250	ENR	Priya R Carroll	1970-12-06	UHC-18639-53	2935803894	6382 Lake View Rd, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403569	CLM	Dennis Larson	1965-09-05	—	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133944	ENR	Stephanie S Collins	1959-12-06	UHC-83864-87	8162159665	195 Main St, Dallas, TX, 75253	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140509	ENR	Victoria O Santos	1943-12-21	UHC-03713-87	9063378592	2394 Baseline Rd, San Diego, CA, 92171	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129872	ENR	Dylan Z Perry	1956-03-25	UHC-04097-97	8559664614	1210 Canyon Rd, Mesa, AZ	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-430434	CLM	Kathleen Moore	1989-12-27	UHC-75963-29	4339976390	6354 Sage Ct, San Diego, CA, 92109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-104478	ENR	Mateo R Johnson	1986-09-05	UHC-24566-34	9848169043	9534 Spring St, San Diego, CA, 92184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109366	ENR	Joyce Garrett	2008-12-28	UHC-90365-28	6349210712	7709 Grand Ave, Eden Prairie, MN, 55363	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-112842	ENR	Sean C Vasquez	1954-02-14	UHC-88370-25	4007860249	1366 Bayshore Dr, Columbus, OH, 43272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123424	ENR	Gregory O Lynch	1968-08-02	UHC-18272-61	7727890288	4885 Lincoln Way, Atlanta, GA, 30395	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430448	CLM	Anna Rice	1944-03-24	UHC-25879-12	6525028438	8413 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-104050	ENR	Charlotte C Gray	1975-04-20	UHC-06707-24	4348672948	9319 Central Ave, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429151	CLM	Michelle Lucas	1976-03-21	UHC-38152-13	—	6230 Valley View Dr, Sacramento, CA, 95843	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417338	CLM	Jerry Rmaos	1974-10-07	—	3894092273	5136 Elm St Apt 36, Sacramento, CA, 95880	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
PRV-25705	PRV	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-432823	CLM	Maggie Z Patel	1991-06-28	UHC-64158-82	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23985	PRV	Catherine Robertson	1941-07-02	—	4203820793	4634 Desert Sky Blvd, Fresno, CA, 93766	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114756	ENR	Isabella C Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106451	ENR	Marcus Y Payne	1962-12-06	UHC-10387-43	5854635926	8525 Main St, Austin, TX, 78749	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22378	PRV	Logan Walsh	1984-05-12	UHC-23715-26	—	1129 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-135681	ENR	Arthur Rice	2005-03-06	UHC-46288-64	2665327781	8405 Mesa Dr, Dallas, TX, 75257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112638	ENR	Isabella M Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118957	ENR	Amanda Olson	1996-07-06	UHC-71463-79	6925434781	4130 Hillcrest Rd, Columbus, OH, 43220	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23241	PRV	Gabriel Castillo	1990-10-01	—	3968841043	1163 Church St, Plano, TX, 75066	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138460	ENR	Mary Baker	1975-09-19	UHC-44395-57	4565386532	5840 Desert Sky Blvd, San Diego, CA, 92117	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-410265	CLM	Shirley N James	1958-03-17	UHC-50985-20	—	4874 Canyon Rd, Tempe, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
CLM-432150	CLM	Benjamin Cooper	1968-06-14	UHC-69545-33	—	2277 Maple Ave, Sacramento, CA, 95820	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-100810	ENR	Ray Guerrero	1938-04-14	UHC-76611-91	—	1035 Meadow Ln, Charlotte, NC, 28252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-134141	ENR	Hannah Vega	1981-07-15	UHC-67004-11	2776576095	3709 Sage Ct, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-141956	ENR	Samuel I Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100578	ENR	Camila Y Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56569	TPA	Wayne Aguilar	1998-01-22	—	—	8546 Hillcrest Rd, Columbus, OH, 43204	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-113783	ENR	Benjamin Carr	1954-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115900	ENR	Arthur G Warren	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-129088	ENR	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134890	ENR	Christopher O Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24862	PRV	Lori Walsh	1995-11-06	—	8303002309	3222 Meadow Ln, Dallas, TX, 75264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126276	ENR	Mateo Guzman	1969-11-18	UHC-81858-58	6985248265	341 Church St, Dallas, TX, 75228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62139	TPA	Virginia Chaevz	1973-09-22	—	—	4032 Meadow Ln, Miami, FL, 33150	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-420594	CLM	Barbara Z Fields	2004-03-07	UHC-16430-39	—	5933 Oak St, Glendale, AZ, 85325	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 179 of 337Previous Next