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Update app.py
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app.py
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import gradio as gr
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import pandas as pd
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import plotly.
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def
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df = pd.read_csv(csv_file.name)
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numeric_cols = df.select_dtypes(include=['number']).columns.tolist()
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return gr.Dropdown(choices=numeric_cols), gr.Dropdown(choices=numeric_cols)
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def
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if
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return
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y=y_col,
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tooltip=df.columns.tolist(),
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title="Interactive Scatter Plot",
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color_legend_title="Values",
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interactive=True,
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brush_radius=5
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),
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df
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)
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def get_selected_points(evt: gr.SelectData, df):
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if evt is None or df is None:
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return pd.DataFrame()
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selected_indices = [i["index"] for i in evt.selected]
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return df.iloc[selected_indices]
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inputs=csv_upload,
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outputs=[x_dropdown, y_dropdown]
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)
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outputs=[scatter_plot, df_state]
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)
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outputs=[scatter_plot, df_state]
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)
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)
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if __name__ == "__main__":
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import gradio as gr
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import numpy as np
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import pandas as pd
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import plotly.graph_objects as go
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from fcsparser import parse
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from matplotlib.path import Path
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def parse_fcs(file):
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_, data = parse(file.name, reformat_meta=True)
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return data
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def update_params(data):
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if data is None:
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return [gr.Dropdown.update(choices=[])] * 2
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return [gr.Dropdown.update(choices=data.columns.tolist())] * 2
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def create_plot(data, x_param, y_param):
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if data is None or not x_param or not y_param:
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return None
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fig = go.Figure(data=go.Scattergl(
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x=data[x_param],
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y=data[y_param],
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mode='markers',
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marker=dict(size=2, opacity=0.5)
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))
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fig.update_layout(
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title=f"{x_param} vs {y_param}",
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dragmode='drawclosedpath',
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width=800,
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height=600
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return fig
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def apply_gate(data, x_param, y_param, fig):
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if data is None or fig is None:
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return "Önce veri yükleyin ve grafik oluşturun", None
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# Plotly şekil verisini çıkar
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shapes = fig.get('layout', {}).get('shapes', [])
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if not shapes:
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return "Lütfen önce polygon çizin", None
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# Son çizilen şekli al
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last_shape = shapes[-1]
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path = last_shape.get('path', '')
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# Path verisini işle (M=move, L=line, Z=close)
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vertices = []
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for part in path.split(' '):
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if part.startswith('M') or part.startswith('L'):
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x, y = part[1:].split(',')
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vertices.append((float(x), float(y)))
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if len(vertices) < 3:
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return "Geçerli bir polygon çizilmedi", None
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# Matplotlib Path oluştur
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polygon = Path(vertices)
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points = np.vstack([data[x_param], data[y_param]]).T
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# İçerde kalan noktaları bul
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mask = polygon.contains_points(points)
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gated_data = data[mask]
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# Sonuçları hazırla
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stats = f"""
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Toplam Hücre: {len(data):,}
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Geçitlenen Hücre: {len(gated_data):,} (%{len(gated_data)/len(data)*100:.1f})
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İlk 10 Hücre İndeksi: {gated_data.index[:10].tolist()}
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"""
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return stats, gated_data
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with gr.Blocks(title="FCS Analiz Uygulaması") as demo:
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gr.Markdown("## FCS Dosya Analizi ve Hücre Geçitleme")
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with gr.Row():
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with gr.Column():
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file_input = gr.File(label="FCS Dosyası Yükle", type="file")
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x_param = gr.Dropdown(label="X Parametresi")
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y_param = gr.Dropdown(label="Y Parametresi")
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plot_btn = gr.Button("Grafik Oluştur")
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with gr.Column():
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plot_output = gr.Plot(label="Dağılım Grafiği")
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gate_btn = gr.Button("Geçitlemeyi Uygula")
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result_output = gr.Textbox(label="Sonuçlar")
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data_output = gr.DataFrame(label="Geçitlenen Veriler", visible=False)
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# State management
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data_state = gr.State()
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fig_state = gr.State()
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# Event handlers
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file_input.change(
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fn=parse_fcs,
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inputs=file_input,
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outputs=data_state
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).then(
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fn=update_params,
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inputs=data_state,
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outputs=[x_param, y_param]
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)
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plot_btn.click(
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fn=create_plot,
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inputs=[data_state, x_param, y_param],
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outputs=[plot_output]
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).then(
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lambda fig: fig,
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inputs=plot_output,
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outputs=fig_state
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)
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gate_btn.click(
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fn=apply_gate,
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inputs=[data_state, x_param, y_param, fig_state],
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outputs=[result_output, data_output]
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)
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if __name__ == "__main__":
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demo.launch()
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