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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129549	ENR	Benjamin V Payne	1991-12-09	UHC-66516-34	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140790	ENR	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln Apt 3, San Antonio, TX, 78295	0.50	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-24661	PRV	Tyler Banks	2001-05-24	—	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431632	CLM	Austin Henderson	1941-12-22	—	—	4815 Mesa Dr, Charlotte, NC, 28250	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120386	ENR	Arjun Chavez	1979-07-17	UHC-26292-82	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108645	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	—	4208 Palm Dr # 288, Eden Prairie, MN, 55334	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134413	ENR	Tom O Ortiz	2003-10-15	UHC-63591-98	4166854456	2226 Lincoln Way, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-113130	ENR	Heather T Cox	1991-04-26	UHC-00078-47	5762936904	5992 Apache Blvd, Las Vegas, NV, 89143	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104885	ENR	Alexander J Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132198	ENR	Arthur Wright	1982-02-07	UHC-04266-22	—	8322 Main St, Tampa, FL, 33655	0.50	Name re-cased Two-digit birth year SSN last four extracted City re-cased+3 more
CLM-409643	CLM	Gerald Nichols	1956-12-02	—	2252722408	592 Broadway, Los Angeles, CA, 90092	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-51792	TPA	Camila D Alvarado	—	—	5385579046	2575 Park Pl, Charlotte, NC, 28201	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136027	ENR	Jessica Snyder	1947-04-25	UHC-52061-50	2045991278	7810 Ocean Ave, Glendale, AZ, 85357	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-142417	ENR	Ann L Reid	1952-10-15	UHC-19399-44	3273429297	5406 Jefferson Ave, Tucson, AZ, 85748	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108697	ENR	Gerrald Banks	2008-05-13	UHC-39464-74	2188807953	8023 Oak St, Chandler, AZ	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50638	TPA	Kayla Sims	1987-05-14	—	3276288051	7655 Washington St, Atlanta, GA, 30371	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
ENR-137514	ENR	Ana F Jimenez	1958-09-01	UHC-89148-48	—	3228 Mountain View Dr, Charlotte, NC, 28278	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-114045	ENR	Justin Y Wright	1949-03-15	UHC-64046-67	9878617076	1629 Main St, Nashville, TN, 37204	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-130429	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130430	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412835	CLM	William Black	1967-03-21	—	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136838	ENR	William M Hughes	1978-01-02	UHC-08089-69	8224563791	9230 Canyon Rd, Minneapolis, MN, 55426	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421951	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	—	2380 Highland Ave, Seattle, WA	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-429373	CLM	Jennifer Parker	1977-11-09	UHC-33407-88	4946594255	241 Forest Ave, Austin, TX, 78716	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135959	ENR	Julie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429143	CLM	Heather Nelson	—	—	—	3480 Main St, Plano, TX, 75059	0.50	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+3 more
PRV-25351	PRV	Linda Lucas	1951-03-06	—	4002711136	592 Jefferson Ave, Tucson, AZ, 85761	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110477	ENR	Deborah E Black	1952-07-11	UHC-14123-88	2727844995	6026 Palm Dr # 297, Sacramento, CA, 95886	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133465	ENR	Mark Hernandez	2000-11-13	UHC-59408-49	9227518837	6600 Elm St, Gilbert, AZ, 85256	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-108463	ENR	Judith Olsoon	1966-04-11	UHC-31184-68	3516861068	4157 Hillcrest Rd # 811, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-118387	ENR	Michelle Fileds	1963-05-19	UHC-78616-92	5967565808	981 Main St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
PRV-20207	PRV	Brandon Carlson	1988-11-07	UHC-05200-44	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136439	ENR	Carlos Hayes	1970-05-15	UHC-95618-98	6406864308	3353 Main St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-106869	ENR	Dorothy Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133562	ENR	Jack Kennedy	1955-03-14	UHC-82804-57	8119803553	1930 Valley View Dr, Orlando, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112270	ENR	Randy J Lewis	2008-07-27	UHC-17476-87	7005268608	4551 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-135369	ENR	Sophia Rojas	1998-05-10	UHC-55388-52	3722518134	7059 Mesa Dr, Tempe, AZ, 85239	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-105258	ENR	Jack P Munoz	1991-10-14	UHC-15695-15	3212263400	6160 Forest Ave, Minneapolis, MN, 55496	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-134514	ENR	Bradley T Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-104020	ENR	Stephanie D Wells	1982-03-03	UHC-88362-40	9569168260	961 Pine Dr, Sacramento, CA, 95895	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62471	TPA	Kenneth Medina	1967-10-03	UHC-58954-97	8256422353	817 Hillcrest Rd, Houston, TX, 77090	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117404	ENR	Keren Morrison	2000-06-28	UHC-23765-47	4764116775	5196 Cedar Ln, Miami, FL, 33141	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

2,817 rows, page 12 of 57Previous Next