import os
import json
import pandas as pd
from mdvtools.mdvproject import MDVProject
from mdvtools.charts.stacked_row_plot import StackedRowChart
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def create_stacked_row_plot(title, params, size, position, legend_display, xaxis_properties, yaxis_properties):
"""Create and configure a StackedRowChart instance with the given parameters."""
plot = StackedRowChart(
title=title,
params=params,
size=size,
position=position
)
plot.set_color_legend(legend_display)
plot.set_axis_properties("x", xaxis_properties)
plot.set_axis_properties("y", yaxis_properties)
return plot
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def load_data(path):
"""Load data from the specified CSV file."""
return pd.read_csv(path, low_memory=False)
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def convert_plot_to_json(plot):
"""Convert plot data to JSON format."""
return json.loads(json.dumps(plot.plot_data, indent=2).replace("\\\\", ""))
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def main():
"""Main function to create the project and serve it."""
# Constants
project_path = os.path.expanduser('~/mdv/project')
data_path = "path_to_data"
view_name = "default"
# Create project
project = MDVProject(project_path, delete_existing=True)
# Load data
data_frame = load_data(data_path)
# Set the correct data type to the "leiden" data source (imports as integer but it should be str to appear as a category)
data_frame['leiden'] = data_frame['leiden'].apply(str)
# Add datasource
project.add_datasource(data_path, data_frame)
# StackedRowChart parameters
title = "Stacked Row Plot Example"
params = ["leiden", "leiden"]
size = [792, 472]
position = [10, 10]
#bandwith = 0.1
#intervals = 40
#scale = "0.001"
legend_display = True
#legend_position = [375,1]
xaxis_properties = {"label": "n_genes_by_counts",
"textSize": 13,
"tickfont": 10
}
yaxis_properties = {"label": "density",
"textSize": 13,
"tickfont": 10
}
# Create plot
stacked_row_plot = create_stacked_row_plot(title, params, size, position, legend_display, xaxis_properties, yaxis_properties)
# Convert plot to JSON and set view
stacked_row_plot_json = convert_plot_to_json(stacked_row_plot)
stackedrowchart_view = {'initialCharts': {data_path: [stacked_row_plot_json]}}
project.set_view(view_name, stackedrowchart_view)
project.set_editable(True)
project.serve()
if __name__ == "__main__":
main()