Data cleaning · Duluth, GA
Duluth data cleaning, including ranges that spreadsheets turn into dates
Duluth's Gwinnett Chamber runs small business awards for firms with 0-5, 6-24 and 25 or more employees. Type a range like that into a spreadsheet and some programs turn it into a date. We repair those cells along with the rest.
Cleaning ranges that spreadsheets mistake for dates
The Gwinnett Chamber is based on Sugarloaf Pkwy in Duluth, and its awards group firms by headcount: 0-5, 6-24 and 25 or more. A spreadsheet can read 6-24 as June 24 and quietly store a date. A column of company sizes then sorts in a way that looks random.
We find the converted cells, restore the ranges you meant, and list each repair next to the cell as it stood.
Duluth Fall Festival and downtown event logs
The Duluth Fall Festival is held downtown on the last weekend of September, with its Festival Center at 3142 Hill St NW, and its 43rd annual edition was listed for 2026. Its proceeds go toward improving Historic Downtown Duluth and supporting local nonprofits. The city also promotes Art Month, Fridays-N-Duluth and Howl on the Green.
A vendor who sells at several of these has event names typed in every way. We give each event one label and every price a numeric form.
Cleaning for firms that sell to AGCO-sized buyers
AGCO, an agricultural equipment maker, is based in Duluth. Small suppliers and service firms that sell to large companies keep contact lists with the same company under a brand name, a division and a person's name. A revenue total by company splits three ways.
You tell us which names are one company. We merge them and give you the list of every merge.
Duluth cleaning for railroad-museum visitors, one count
Duluth was renamed from Howell's Crossing in 1871 after a railroad reached it, and the Southeastern Railway Museum, described as Georgia's official transportation museum, is here. A shop or guide who serves visitors may record where each came from, with entries for a state, a town or a loose note. We settle the spellings so a count by origin stays accurate.
Questions from Duluth owners
Why does a spreadsheet turn 6-24 into a date?
Some programs read a pair of numbers around a hyphen as a month and a day. The original text is lost on entry, which is why we repair it from your source where we can.
Can you find every converted cell?
We look for values that fit a date pattern in columns that should hold ranges, and we list each one. Cells we cannot decide for ourselves get flagged for you.
Is this only for firms with many employees?
No. The same method applies to any column of ranges, such as age bands or order sizes, and to any small business that records them.
Sources for the facts on this page: Gwinnett Chamber · Duluth Fall Festival · City of Duluth · Duluth, Georgia, Wikipedia
Send us the Duluth sheet that sorts strangely
Pick a free 15 or 30 minute call on the contact page and tell us what looks wrong.