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-118454	ENR	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL, 33672	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-420144	CLM	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl, Eden Prairie, MN, 55347	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413980	CLM	Sam Padilla	1955-10-19	—	3052714392	6345 Jefferson Ave, Minneapolis, MN, 55470	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21918	PRV	Kevvin A Rice	1953-10-12	—	7408127885	7401 Pine Dr, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419133	CLM	Ashley Nugyen	1974-03-23	UHC-35779-06	8662598190	7992 Meadow Ln, Miami, FL, 33184	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-411095	CLM	Brittany Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64305	TPA	Teresa A Roberts	1955-11-12	—	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63584	TPA	Judith Knight	1991-09-15	UHC-83763-88	9876878180	9676 Sage Ct, Columbus, OH, 43269	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-101295	ENR	Amber N Greene	1942-05-19	UHC-79174-43	2484631948	7738 Market St, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114256	ENR	Hiroshi R Elliott	1970-05-26	UHC-09860-18	2019379785	9492 Maple Ave, Chandler, AZ, 85239	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60062	TPA	William Reyes	1940-08-06	—	2314369033	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24147	PRV	Diego Cole	2004-10-23	—	7548327846	2462 Sage Ct, Sacramento, CA, 95810	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128374	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128375	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27693	PRV	Donald O Washinggton	1999-02-07	—	7537451819	732 Church St, Glendale, AZ, 85315	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60720	TPA	Diane D Dominguez	1946-08-06	—	—	9605 Union St, Sacramento, CA, 95862	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412241	CLM	Victoria O Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408584	CLM	Mei N Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114519	ENR	Ana H Delgado	1953-02-25	UHC-67015-12	5876338278	1797 Oak St, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400150	CLM	Katherine James	1979-08-09	UHC-89876-40	8555580302	8854 Highland Ave, Tempe, AZ, 85251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23872	PRV	Edward Holmes	1960-12-14	UHC-55851-37	2157943393	1254 Jefferson Ave, Glendale, AZ, 85360	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54132	TPA	Bradley Fernandez	1946-08-11	—	—	660 Maple Ave, San Antonio, TX, 78285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123003	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404071	CLM	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100906	ENR	Melissa H Espinoza	1953-11-24	—	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-104646	ENR	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129591	ENR	George Z Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.62	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+3 more
TPA-52488	TPA	Grace Singh	1980-08-17	—	5928829805	3869 Central Ave, Miami, FL, 33192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122565	ENR	Douglas M Warren	1991-06-26	UHC-26450-16	—	3878 Ridge Rd, Fresno, CA, 93763	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60368	TPA	Hannah Brooks	1959-04-20	—	8419700136	6472 Washington St, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119392	ENR	Badley P Romero	1985-08-13	UHC-50584-68	4967671528	4722 Harbor Blvd, Minneapolis, MN, 55495	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113946	ENR	Adam Gonzales	1951-10-22	UHC-93372-22	3228815170	9870 Forest Ave, San Diego, CA, 92135	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133579	ENR	Alexis Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-124797	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-404730	CLM	Luis Jimenez	1980-12-13	UHC-81143-69	—	4600 Forest Ave, Tampa, FL, 33661	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115685	ENR	Adams Julia	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428945	CLM	Pamela Baker	1947-03-10	—	7973204641	8610 Baseline Rd, Dallas, TX, 75212	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-403268	CLM	Kenneth Coopar	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425841	CLM	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-406197	CLM	Ann Gonzalez	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128660	ENR	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139782	ENR	Laura G Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118128	ENR	Vincent N Berry	1966-04-10	UHC-61036-70	3575393670	8119 Market St, Miami, FL, 33187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409407	CLM	Mason Munoz	2007-02-11	—	3112621875	2110 Apache Blvd, Charlotte, NC, 28277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432720	CLM	Marcus Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119983	ENR	Ana Y Gutierrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

16,828 rows, page 121 of 337Previous Next