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Seating Chart Creator

Seating Chart Creator is a Python desktop application that finds an optimal set of seating charts for a multi-day event, subject to multiple constraints. It can be run either from the command line or from a GUI.

Usage

Command Line

Run Seating Chart Creator from the command line via main.py. SCC requires two inputs: a 'people' file and a 'tables' file, both in CSV format (see below for examples).

cd /your/path/to/SCC
python main.py <input people file> <input tables file>

SCC outputs two CSV files - one organized by person, the other by table. By default, these files are called output-people.csv and output-tables.csv and are saved to the current directory. You can use the optional -p and -t command-line arguments to save them somewhere else:

python main.py input-ppl.csv input-tables.csv -p ~/file1.csv -t ~/file2.csv

GUI

Run the Seating Chart Creator GUI via SeatingChartCreator.py. SCC requires two inputs: a 'people' file and a 'tables' file, both in CSV format (see below for examples). You will be able to select these files from the GUI.

Expected File Formats

Seating Chart Creator takes in two separate CSV files: one containing the people attending the event, and another containing the tables they may sit at.

People file

The first file must have columns for individuals' first names and last names, for which category they are in, and for each day of the event. The cells in these columns are empty unless an individual is sitting at the head table that day, in which case the cell contains the word 'Head'. This prevents SCC from moving the person out of the head table by mistake.

# sample people csv.
Category,Last Name,First Name,Mon,Tue,Wed,Thu,Fri
Engineering,Johnson,Barbara,,,,,
Sales,James,Diana,,,,,Head
Management,Smith,Rose,,,,,

Tables file

The second must have columns for each table's name and for each day of the event. The day columns contain the capacity of each table on that day.

# sample tables csv
Table Name,Mon,Tue,Wed,Thu,Fri
Head,5,5,7,5,5
Table 1,10,10,10,10,10
Table 2,7,7,7,7,7

The name 'Head' is reserved; no one will ever be switched into or out of this table. This allows you to choose the specific individuals who will sit at the head table.

Output files

Seating Chart Creator outputs two CSV files: one sorted by person name, and one sorted by table number. These look similar to the input files, but contain seating assignments.

Constraints

Seating Chart Creator attempts to create a seating chart that satisfies the following constraints:

  1. No two people may sit together more than once.
  2. No person may sit at the same table more than once.
  3. If there are multiple categories of attendees, people from each category must be evenly distributed across the tables.
  4. Each table must be a specified size, which varies from table to table and from day to day.

Simulated annealing is used to search for a solution that best satisfies these constraints.

If you have a head table (or other special table), people may pulled from the group and seated there; they will not be switched to another table during the optimization process. The people sitting at the head table can vary from day to day. These arrangements are set in your people CSV file and not included in the optimization process.

Configuration Options

Warning! Depending on the input, SCC can take a significant amount of time (minutes to hours) to run.

The annealing parameters in seating/config.py can be modified to decrease the amount of time SCC takes (at the expense of settling for a less-optimal solution).

T = 1        # Do not change.
alpha = 0.99        # Decrease to speed running time. Must be between 0 and 1.
T_min = 0.001        # Increase to speed running time. Must be between 0 and 1.
max_acceptable_cost = 0        # Increase to speed running time.
iterations_per_temp = 500        # Decrease to speed running time.

The ideal settings vary depending on the input; for best results, you may want to spend some time playing around with them.

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