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-132977	ENR	Elijah Li	1942-01-05	UHC-84641-40	5463306592	6856 Mesa Dr, Las Vegas, NV, 89190	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-105942	ENR	Gary P Burke	1963-05-22	UHC-88412-98	5097344875	2576 Lake View Rd, Miami, FL, 33128	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114924	ENR	Billy K Hansen	1960-03-13	UHC-35061-76	8119283330	8826 Grand Ave, San Diego, CA, 92132	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-24518	PRV	Sara Scott	1958-06-18	—	8893540383	9443 Broadway # 751, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-400817	CLM	Nooah Yang	—	UHC-48251-04	8952513917	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-129676	ENR	Terry T Sanchez	2005-09-07	UHC-73763-36	7685747225	9327 Lake View Rd, Scottsdale, AZ, 85205	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413455	CLM	Hannha Ferguson	1991-12-11	UHC-39726-66	5204389894	3085 Jefferson Ave, Eden Prairie, MN, 55306	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416486	CLM	Olivia W Maldonado	1959-04-02	UHC-73748-47	—	3376 Washington St, Gilbert, AZ, 85285	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-109953	ENR	Charles Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-114804	ENR	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-25497	PRV	Ruth I Maldnoado	1989-07-03	—	—	1565 Lake View Rd, Plano, TX, 75097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-129895	ENR	Ryan T Morgan	2006-04-05	UHC-24598-44	2416691680	3435 Indian School Rd, Tucson, AZ, 85799	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-138684	ENR	Stephen Z King	1969-01-20	UHC-15796-58	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104903	ENR	Mariana G Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412463	CLM	Margaret Hoffman	1983-03-15	UHC-84121-26	8343114932	4553 Canyon Rd, Scottsdale, AZ, 85204	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430713	CLM	Brittany Banks	1948-07-03	UHC-86957-86	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-121301	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135648	ENR	Isabella Shaw	1941-12-25	UHC-39807-38	2362759428	9248 Park Pl, Las Vegas, NV, 89139	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119098	ENR	Arjun Chavez	1942-10-20	UHC-38523-83	9636803346	7988 Jefferson Ave, Glendale, AZ, 85344	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141778	ENR	Judy Patterson	1973-05-24	UHC-36614-66	6127024234	1625 Market St, Charlotte, NC, 28229	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416992	CLM	Jennifer Little	1954-06-06	UHC-31231-20	—	6996 Lincoln Way, Jacksonville, FL, 32230	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-106235	ENR	Edward B Bowman	1984-12-22	UHC-20406-75	—	402 Oak St, Fresno, CA, 93769	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-52905	TPA	Nency Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64252	TPA	Amy C Bowman	2001-08-19	UHC-43285-35	—	6542 Valley View Dr, Eden Prairie, MN, 55368	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-61239	TPA	Lauren Schmidt	1958-01-11	—	4944651390	6676 Central Ave, Austin, TX, 78741	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104270	ENR	Jake D Larson	1956-04-26	UHC-52805-48	4215827082	4106 Palm Dr Apt 32, Tampa, FL, 33608	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-126410	ENR	Isabella A Wallake	1955-09-12	UHC-49350-55	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-140115	ENR	Charlotte R Weaver	2007-02-20	UHC-70688-70	6557408206	3272 Market St, Minneapolis, MN, 55481	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406808	CLM	Amanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave, San Diego, CA, 92154	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-139815	ENR	Billy D Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
PRV-24612	PRV	Timothy Berry	1963-09-08	—	2184037704	3376 Spring St, Dallas, TX, 75284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420732	CLM	Jaack Ray	—	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128779	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128780	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-420355	CLM	Jessica McCoy	1952-01-10	UHC-14823-28	—	2580 Hillcrest Rd, Jacksonville, FL, 32287	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408056	CLM	Ruth Harper	1949-07-03	UHC-27779-17	9407456612	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-52064	TPA	Karen Walker	1965-08-19	—	—	8920 Grand Ave, Denver, CO, 80288	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407211	CLM	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422566	CLM	Ryan Harrison	1958-11-16	UHC-72506-79	5703612668	2325 Washington St, Atlanta, GA, 30353	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100844	ENR	Lauren N Spencer	1956-03-13	UHC-15892-51	2393257247	9516 Valley View Dr, Mesa, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-118315	ENR	Peter G Carr	1986-07-21	UHC-05640-19	6907018705	9746 Lake View Rd, Atlanta, GA, 30351	0.66	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-421097	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	—	8792 Elm St, Miami, FL, 33153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427432	CLM	Brittany Marquez	1964-12-27	—	—	4717 Spring St, Columbus, OH, 43249	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104189	ENR	Gabriel Welch	1959-07-06	UHC-11795-17	4316963094	9743 River Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-54227	TPA	Alan V Brown	1974-07-24	—	—	7523 Central Ave, Tempe, AZ, 85234	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-409354	CLM	Megan Lee	2001-01-08	UHC-95660-41	9516442188	153 Bayshore Dr, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407462	CLM	Ana Hunter	2008-10-04	UHC-68356-50	—	6740 Hillcrest Rd, Las Vegas, NV, 89121	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135452	ENR	Grace Kelly	2002-08-01	UHC-84253-82	—	5491 Lake View Rd, Nashville, TN, 37271	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417264	CLM	Scott N Gonzales	1994-01-25	—	—	7746 Pine Dr, Tampa, FL, 33642	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 192 of 337Previous Next