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Akshay
commited on
Commit
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c0e582d
1
Parent(s):
706bd5b
Added all input files and gradio app.py 2
Browse files
app.py
CHANGED
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import pickle as pkl
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import plotly.express as px
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import gradio as gr
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# Load the job stack count data
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with open("job_stack_count.pkl", "rb") as f:
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job_stack_count = pkl.load(f)
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# Load the user's stack data
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with open("all_my_stacks.pkl", "rb") as f:
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mynew_stacks = pkl.load(f)
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def generate_treemap(category: str):
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"""Generate a treemap visualization for the selected category."""
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if category not in job_stack_count:
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return "Category not found"
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stat_dict = job_stack_count[category]
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stat_dict_keys = list(stat_dict.keys())
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stat_dict_values = list(stat_dict.values())
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total = len(mynew_stacks)
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stat_dict_perc = [val / total * 100 for val in stat_dict_values]
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hover_text = [f"{label}: Covers {p:.0f}% of Job Descriptions" for label, p in zip(stat_dict_keys, stat_dict_perc)]
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fig = px.treemap(
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names=stat_dict_keys,
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parents=[""] * len(stat_dict_keys), # No parent categories
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values=stat_dict_values,
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hover_name=hover_text
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)
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fig.update_layout(title=category)
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return fig
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# Create a Gradio interface
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categories = list(job_stack_count.keys())
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demo = gr.Interface(
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fn=generate_treemap,
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inputs=gr.Dropdown(choices=categories, label="Select Category"),
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outputs=gr.Plot(),
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title="Tech Stack Treemap Visualization",
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description="Select a category to visualize the distribution of job tech stacks."
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)
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# Launch the app
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demo.launch(share=True)
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