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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413386	CLM	Elijah Boyd	—	UHC-80648-57	6663958132	5611 Hillcrest Rd, San Diego, CA	0.20	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+6 more
ENR-131882	ENR	Amanda Morgan	—	UHC-66379-93	5745696902	3949 Jefferson Ave, Miami, FL, 33179	0.20	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+6 more
CLM-426274	CLM	Stephen Morrison	—	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV	0.20	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-132849	ENR	Amanda Richards	—	UHC-51387-40	6545023050	7205 Cedar Ln # 712, Tempe, AZ, 85228	0.20	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-124503	ENR	Cynthia Allen	—	UHC-40368-02	6302111076	9695 Sunset Blvd # 892, Eden Prairie, MN, 55397	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-115164	ENR	Scott Hudson	—	UHC-30149-67	—	6943 Park Pl # 215, Gilbert, AZ, 85290	0.22	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
PRV-20228	PRV	Anna S Fisher	—	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.22	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-115676	ENR	Brittany Bennett	—	UHC-10516-42	6175309848	9679 Union St Apt 28, Fresno, CA	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-117221	ENR	Sophia H Ferguson	—	UHC-38535-74	6188715819	5698 Baseline Rd # 435, San Antonio, TX, 78225	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-124620	ENR	Michelle J Carpenter	—	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-405946	CLM	Harold Carr	—	UHC-73917-09	2926201081	7475 Pine Dr, Denver, CO, 80247	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-104308	ENR	Madison L Carlson	—	UHC-83035-31	9263537422	789 Willow Ct, Denver, CO, 80287	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Phone reformatted+5 more
ENR-107235	ENR	Barbara M Morrison	—	UHC-50934-44	2536635827	8780 Sage Ct, Eden Prairie, MN, 55342	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-405762	CLM	Peter Mendoza	—	UHC-10519-63	7336488244	4978 Valley View Dr Apt 11, Austin, TX, 78766	0.22	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-100512	ENR	Alan N Richards	—	UHC-85240-22	—	7100 Spring St, Houston, TX, 77031	0.22	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
ENR-110008	ENR	Mei X Moreno	—	UHC-80082-09	—	7435 Church St, Houston, TX, 77034	0.24	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-111215	ENR	Samuel A Payne	—	UHC-26523-27	—	3658 Highland Ave, Plano, TX, 75059	0.24	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
PRV-22079	PRV	Judy Elliott	—	UHC-82303-32	6653081200	3769 Sage Ct Apt 28, Jacksonville, FL, 32293	0.24	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-102375	ENR	Andrea Bishop	—	UHC-70074-36	3456168315	7664 Sunset Blvd # 515, Eden Prairie, MN, 55350	0.26	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112380	ENR	Amy Schultz	—	UHC-39965-34	9464795485	7749 Jefferson Ave, Glendale, AZ	0.26	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420018	CLM	Megan Guerrero	—	UHC-90598-75	—	370 Forest Ave, Austin, TX, 78756	0.26	Name split from “Last, First”Date of birth unreadable State name converted to code ZIP+4 trimmed+3 more
CLM-414264	CLM	Lucas Carlos	—	UHC-26021-69	—	7146 Market St, Chandler, AZ	0.26	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-57465	TPA	Doris Richards	—	—	—	9764 Cedar Ln, Houston, TX	0.26	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421112	CLM	Douglas Warren	—	UHC-53814-57	—	9292 Broadway, Orlando, FL, 32808	0.28	Name split from “Last, First”Date of birth unreadable Phone missing area code ZIP+4 trimmed+2 more
ENR-104614	ENR	Ahmed Moore	—	UHC-96359-72	4727963380	376 Palm Dr # 943, Las Vegas, NV, 89164	0.32	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-121222	ENR	Ryan V Weaver	—	UHC-71697-38	8933865925	4467 Mesa Dr # 496, Phoenix, AZ, 85039	0.32	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-121720	ENR	Joan P Allen	—	UHC-43523-68	6904581662	6847 Main St, Scottsdale, AZ, 85231	0.32	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+6 more
TPA-62084	TPA	Wayne Brown	—	—	5959486877	4147 Market St, Sacramento, CA, 95885	0.32	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-126189	ENR	Judith Rodriguez	—	—	2368689933	3081 Sage Ct, Scottsdale, AZ, 85279	0.32	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-112597	ENR	Priya Weest	—	UHC-77568-76	2489756166	1090 Broadway # 683, Eden Prairie, MN, 55382	0.32	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+6 more
CLM-423139	CLM	Dylan Martin	—	UHC-41516-35	—	3591 Lake View Rd, Tampa, FL, 33622	0.32	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+6 more
TPA-63147	TPA	Michael S Romero	—	—	9586948183	118 Washington St Apt 8, Tucson, AZ, 85772	0.32	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
CLM-421015	CLM	Adam Williamson	—	UHC-12020-33	—	2283 Valley View Dr, Miami, FL	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-115626	ENR	Natalie Z Garza	—	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.34	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-141072	ENR	Kelly Foowler	—	UHC-70294-56	8219749261	4775 Washington St # 735, Mesa, AZ, 85242	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
TPA-64376	TPA	Evelyn H Hughes	—	—	—	1327 Sage Ct Apt 32, Las Vegas, NV, 89154	0.34	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
PRV-26389	PRV	Arjun Lynch	—	UHC-91859-94	8962866870	1503 Spring St, Denver, CO, 80249	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-127316	ENR	Amanda K Boyd	—	UHC-66750-23	3933602109	5130 Desert Sky Blvd, Las Vegas, NV, 89193	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-112665	ENR	Joseph V Williams	—	UHC-89119-13	5599403013	6312 Hillcrest Rd, Mesa, AZ, 85220	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22221	PRV	Jeff Jensen	—	—	2764621789	6869 Willow Ct, Tempe, AZ, 85287	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-411279	CLM	Patricia Kennedy	—	UHC-91915-41	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.34	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
TPA-63630	TPA	Julia Reyes	—	—	—	4574 Harbor Blvd, San Antonio, TX, 78214	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-118837	ENR	Wayne James	—	UHC-68623-27	9867199525	75 Willow Ct, Gilbert, AZ	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-425242	CLM	Megan M Butler	—	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-119374	ENR	Jose R Carlson	—	UHC-41726-72	3623464579	2996 Elm St, Fresno, CA, 93744	0.34	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-20449	PRV	Sam Hayes	—	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401433	CLM	Sophia Pierce	—	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
ENR-130891	ENR	Christian L McCoy	—	UHC-69126-94	4142540815	3749 Park Pl, Los Angeles, CA, 90076	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-136329	ENR	Lori X Hayes	—	—	9358116096	4548 Lincoln Way, Sacramento, CA	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more

2,274 rows, page 1 of 46Previous Next