Upload 96 files

.env

@@ -0,0 +1,3 @@
+# Add your OpenAI API key for AI insights
+OPENAI_API_KEY=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
+

.gitattributes

@@ -1,35 +1,35 @@
-*.7z filter=lfs diff=lfs merge=lfs -text
-*.arrow filter=lfs diff=lfs merge=lfs -text
-*.bin filter=lfs diff=lfs merge=lfs -text
-*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ckpt filter=lfs diff=lfs merge=lfs -text
-*.ftz filter=lfs diff=lfs merge=lfs -text
-*.gz filter=lfs diff=lfs merge=lfs -text
-*.h5 filter=lfs diff=lfs merge=lfs -text
-*.joblib filter=lfs diff=lfs merge=lfs -text
-*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.mlmodel filter=lfs diff=lfs merge=lfs -text
-*.model filter=lfs diff=lfs merge=lfs -text
-*.msgpack filter=lfs diff=lfs merge=lfs -text
-*.npy filter=lfs diff=lfs merge=lfs -text
-*.npz filter=lfs diff=lfs merge=lfs -text
-*.onnx filter=lfs diff=lfs merge=lfs -text
-*.ot filter=lfs diff=lfs merge=lfs -text
-*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
-*.pickle filter=lfs diff=lfs merge=lfs -text
-*.pkl filter=lfs diff=lfs merge=lfs -text
-*.pt filter=lfs diff=lfs merge=lfs -text
-*.pth filter=lfs diff=lfs merge=lfs -text
-*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
-*.tar filter=lfs diff=lfs merge=lfs -text
-*.tflite filter=lfs diff=lfs merge=lfs -text
-*.tgz filter=lfs diff=lfs merge=lfs -text
-*.wasm filter=lfs diff=lfs merge=lfs -text
-*.xz filter=lfs diff=lfs merge=lfs -text
-*.zip filter=lfs diff=lfs merge=lfs -text
-*.zst filter=lfs diff=lfs merge=lfs -text
-*tfevents* filter=lfs diff=lfs merge=lfs -text
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,12 +1 @@
----
-title: StockMarketOptionAnalyzer
-emoji: 🐨
-colorFrom: yellow
-colorTo: red
-sdk: gradio
-sdk_version: 6.0.1
-app_file: app.py
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+"# StockMarket" 

app.py

@@ -0,0 +1,173 @@
+"""
+NSE F&O Analyzer Application
+"""
+
+import gradio as gr
+import logging
+import traceback
+import os
+import sys
+
+# Add nse_modules to path
+sys.path.append(os.path.join(os.path.dirname(__file__), 'nse_modules'))
+
+# Configure logging
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(levelname)s - %(message)s'
+)
+logger = logging.getLogger(__name__)
+
+class NSEAnalyzerApp:
+    def __init__(self):
+        print("🟡 Starting NSE Analyzer App init...")
+        
+        try:
+            # Import NSE modules
+            print("🟡 Importing NSE modules...")
+            from nse_modules.single_day_download import SingleDayDownload
+            from nse_modules.batch_download import BatchDownload
+            from nse_modules.data_summary import DataSummary
+            from nse_modules.ai_analysis import AIAnalysis, run_ai_analysis
+            
+            # Initialize NSE modules
+            self.single_day_download = SingleDayDownload()
+            self.batch_download = BatchDownload()
+            self.data_summary = DataSummary()
+            self.AIAnalysis = AIAnalysis  # Store class reference
+            self.run_ai_analysis = run_ai_analysis  # Store function reference
+
+            print("🟡 Creating interface...")
+            self.interface = self.create_interface()
+            print("🟢 Interface created successfully")
+            
+        except Exception as e:
+            print(f"🔴 Error during initialization: {e}")
+            print(f"🔴 Traceback: {traceback.format_exc()}")
+            self.interface = self.create_fallback_interface()
+    
+    def create_fallback_interface(self):
+        """Create fallback interface"""
+        with gr.Blocks(title="NSE Analyzer - Fallback") as interface:
+            gr.Markdown("# ⚠️ NSE F&O Analyzer - Fallback Mode")
+            gr.Markdown("There was an error initializing the application. Please check the logs.")
+        return interface
+    
+    def create_interface(self):
+        """Create main Gradio interface"""
+        with gr.Blocks(
+            title="Divya Shah - AI Strategies for Option Sellers", 
+            theme=gr.themes.Soft(),
+            css="""
+            .gradio-container {max-width: 1200px !important}
+            .brand-header {
+                background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+                padding: 25px;
+                border-radius: 15px;
+                color: white;
+                text-align: center;
+                margin-bottom: 20px;
+            }
+            """
+        ) as interface:
+            
+            # Your branded header
+            gr.Markdown("""
+            <div class="brand-header">
+            <h1 style="margin: 0 0 10px 0; font-size: 2.8em;">🤖 NSE F&O AI ANALYZER</h1>
+            <h2 style="margin: 0 0 8px 0; color: #ffd700;">Divya Shah</h2>
+            <h3 style="margin: 0; opacity: 0.9;">AI Strategies for Option Sellers</h3>
+            <p style="margin: 15px 0 0 0; font-size: 16px; opacity: 0.8;">
+            Professional Options Trading Analysis Platform
+            </p>
+            </div>
+            """)
+            
+            gr.Markdown("### Download and analyze NSE Futures & Options data")
+            
+            # NSE Single Day Download Tab
+            with gr.Tab("📥 Single Day Download"):
+                self.single_day_download.create_interface()
+            
+            # NSE Batch Download Tab
+            with gr.Tab("📈 Batch Download"):
+                self.batch_download.create_interface()
+            
+            # NSE Data Summary Tab
+            with gr.Tab("📊 Data Summary"):
+                self.data_summary.create_interface()
+            
+            # NSE AI Analysis Tab
+            with gr.Tab("🤖 AI Analysis"):
+                gr.Markdown("# 🤖 Enhanced AI Analysis - NIFTY Strategies")
+                gr.Markdown("Advanced analysis with historical data and AI-powered recommendations")
+                
+                with gr.Row():
+                    analysis_type = gr.Dropdown(
+                        label="Analysis Type",
+                        choices=[
+                            "comprehensive", 
+                            "option_selling", 
+                            "historical", 
+                            "basic"
+                        ],
+                        value="comprehensive",
+                        info="Comprehensive includes all analyses"
+                    )
+                    risk_level = gr.Dropdown(
+                        label="Risk Level",
+                        choices=["conservative", "moderate", "aggressive"],
+                        value="moderate"
+                    )
+                
+                with gr.Row():
+                    analyze_btn = gr.Button("🚀 Run Enhanced Analysis", variant="primary")
+                    ai_analyze_btn = gr.Button("🧠 Get AI Recommendations", variant="secondary")
+                
+                output = gr.Textbox(
+                    label="Analysis Results",
+                    lines=30,
+                    max_lines=100,
+                    show_copy_button=True
+                )
+                
+                def analyze_enhanced_strategy(analysis_type, risk_level):
+                    try:
+                        return self.run_ai_analysis(risk_level, analysis_type)
+                    except Exception as e:
+                        return f"❌ Error during analysis: {str(e)}\n\n{traceback.format_exc()}"
+                
+                def get_ai_recommendations():
+                    try:
+                        analyzer = self.AIAnalysis()
+                        analyzer.load_data()
+                        return analyzer.get_openai_strategy_recommendation(analyzer.nifty_data)
+                    except Exception as e:
+                        return f"❌ Error getting AI recommendations: {str(e)}"
+                
+                analyze_btn.click(
+                    fn=analyze_enhanced_strategy,
+                    inputs=[analysis_type, risk_level],
+                    outputs=output
+                )
+                
+                ai_analyze_btn.click(
+                    fn=get_ai_recommendations,
+                    inputs=[],
+                    outputs=output
+                )
+                    
+        return interface
+    
+    def launch(self, **kwargs):
+        """Launch the application"""
+        logger.info("🚀 Starting NSE F&O Analyzer...")
+        return self.interface.launch(**kwargs)
+
+if __name__ == "__main__":
+    app = NSEAnalyzerApp()
+    app.launch(
+        server_name="127.0.0.1",
+        server_port=7861,
+        share=False
+    )

nse_derivatives_data/BhavCopy_NSE_FO_20251001.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1246b202fd462e3f45d24733e240c3f924aaadfb889e5ed6f383607fa8d41f1c
+size 1019940

nse_derivatives_data/BhavCopy_NSE_FO_20251003.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb71ed06647c7d2f9ebe36bcc3e76c7cf6d145fddf5a4072b4247a48816af9f6
+size 975855

nse_derivatives_data/BhavCopy_NSE_FO_20251006.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc9b201cad915c32ff5b9a83345ac73e0db8c95e48356c330c46921d73d6d00d
+size 1003156

nse_derivatives_data/BhavCopy_NSE_FO_20251007.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c78039f4858b2af109b4dba075cc91b901db51c119cac7af348a5b9f0b2a3124
+size 1028638

nse_derivatives_data/BhavCopy_NSE_FO_20251008.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f7b50773e2d56f97c1ab9c372784b7100e9619c9b0cadfff822f2337e89d271
+size 1039786

nse_derivatives_data/BhavCopy_NSE_FO_20251009.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29273622b8d4c00b5b7b1b035ca7d8f86934f4c5a7c833aefa67e05538334442
+size 1050803

nse_derivatives_data/BhavCopy_NSE_FO_20251010.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10d26189620b6bb16b6cf0856ec5641295d398fded6a1333b5e4231b0bebfcf4
+size 1069558

nse_derivatives_data/BhavCopy_NSE_FO_20251013.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c35fbd6f84e2c183e1cfc05ac22d941cc3dd9e45c41db039cdb17706f8b1a0dd
+size 1064539

nse_derivatives_data/BhavCopy_NSE_FO_20251014.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:62e42b0b9623d9846cdf92d3c863ac992c1c3a02dfbb8bfddb5ddf2b89da736f
+size 1080981

nse_derivatives_data/BhavCopy_NSE_FO_20251015.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1793961edfd7ecd9fed005ee4ad95fd036714987af34b518335b11641b1521a3
+size 1093050

nse_derivatives_data/BhavCopy_NSE_FO_20251016.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ed5f73851129b6877b090ba636f24ea8b99f8ffd87b60869b29e6f9dcd64f19
+size 1119161

nse_derivatives_data/BhavCopy_NSE_FO_20251017.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c388d7bd90c904c79bcdbf81180bc96cf9cc841b1045f70a70e576a396f72d18
+size 1152606

nse_derivatives_data/BhavCopy_NSE_FO_20251020.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d58fd0a9862645210f58c35d604daef4f56e638149741077996f0de07e4c1ba
+size 1171970

nse_derivatives_data/BhavCopy_NSE_FO_20251021.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c76fef276dfd53ec645f56d75b5a6f6eb2120cefdfd85192b0f20e549c9eeac9
+size 1050303

nse_derivatives_data/BhavCopy_NSE_FO_20251023.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8e4757d7d4ae3cf5157298e00a8b041022509d682773453aa08ce3154620925
+size 1209085

nse_derivatives_data/BhavCopy_NSE_FO_20251024.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32181ffb2a468ca2c2632bd7afac1722357fa220acd91a111a8d3bcc590343d1
+size 1223443

nse_derivatives_data/BhavCopy_NSE_FO_20251027.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae3750b4e3f172809ee2672663461db253d3c1e2ed63e3bf0eb51436943d9550
+size 1233829

nse_derivatives_data/BhavCopy_NSE_FO_20251028.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a955e6a6e4d2a3c656f60fd98d4403013b230d9a0852a630e05dbfeb38f1d675
+size 1214719

nse_derivatives_data/BhavCopy_NSE_FO_20251029.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:79afa594672d1e4e1d5c2793cc953f45afd1cd0e4c78592b0067551ffbe98b33
+size 1021758

nse_derivatives_data/BhavCopy_NSE_FO_20251030.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbdc3beb3575cf53ee2e71215f69420272112673bd50f1dc1541f80859d948ad
+size 975523

nse_derivatives_data/BhavCopy_NSE_FO_20251031.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f02acaeaad3f0d4b02050e76de9232332713c251e945291f035d33b88888b44
+size 999896

nse_derivatives_data/BhavCopy_NSE_FO_20251103.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0ebbb7167c56e7e0b71fbb48d7413fe5465b6e71e0fc501c762b5dc40d236e7
+size 1023252

nse_derivatives_data/BhavCopy_NSE_FO_20251104.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff0567db34a5556a855c512abba6f8ecdb1c87100334325a521706c841f715d7
+size 1037088

nse_derivatives_data/BhavCopy_NSE_FO_20251106.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:333677c52e7f6b55b6c45033b72ba97d768ec4a32cb1a82d2f4f1731103e683c
+size 1068974

nse_derivatives_data/BhavCopy_NSE_FO_20251107.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29c0ccf098354dcad704861b60bb3fb92d911ff980745d95c2f5ebec9c139b4e
+size 1100388

nse_derivatives_data/BhavCopy_NSE_FO_20251110.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52e0f3a88af3be2282eee4bc11f24fd86de6b99cb60cc369b714f6e1b64f0bcc
+size 1116510

nse_derivatives_data/BhavCopy_NSE_FO_20251111.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e90a2510be486e3df4896438af1c4aaa2f08985a1c667e952eea254b16b7f4e9
+size 1132785

nse_derivatives_data/BhavCopy_NSE_FO_20251112.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:711ff2fe3692f27970720f0de7de0de1be6bb58100e3ed3a556e76c712ef7012
+size 1155535

nse_derivatives_data/BhavCopy_NSE_FO_20251113.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e10318ae2eb0a7fdb06b1fd97cfcb33ffd326c053511d248c917b6c53d2e7b4
+size 1164983

nse_derivatives_data/BhavCopy_NSE_FO_20251114.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1aae20bbe4fc0c945e841b193b84c237bf7707572eef06c7ff8568cdd62a3a6e
+size 1178270

nse_derivatives_data/BhavCopy_NSE_FO_20251117.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3fcbe3c660ca4d06bdce89be2d74e2c7283f4aea610af316378bb93ad147668d
+size 1202970

nse_derivatives_data/BhavCopy_NSE_FO_20251118.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab5788a58bfe13a4999e2c1a0a4ec9d56a6ddd197b6fb6b253e63d4b4e7da5e5
+size 1229529

nse_derivatives_data/BhavCopy_NSE_FO_20251119.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:030f9bd458de385a017459d48c384d3f2d808b4613ed84541f19983d0ccf8af4
+size 1256117

nse_derivatives_data/BhavCopy_NSE_FO_20251120.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1a2a53922b80ed1929702daa84d7b2beeaf542916406cc30eb0e6f4807df561
+size 1272714

nse_derivatives_data/BhavCopy_NSE_FO_20251121.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46c0b28cf5cea3fbbdc360e6a78e0d1e5b0d62d753b2962142c6632feccf1351
+size 1281657

nse_derivatives_data/BhavCopy_NSE_FO_20251124.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fae5091f7ec9fcb01909dc40dfcde6b00e75adcd4cf91f11ad15bfd128b3a995
+size 1290345

nse_derivatives_data/BhavCopy_NSE_FO_20251125.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8d52569433a0436db08f8f76e7a6e040a1913b6f66480cfa9d725dffe57f6888
+size 1270706

nse_derivatives_data/BhavCopy_NSE_FO_20251126.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80e47f6a005a2d8d81d23d3de74d924115d8701a30f3eb4dbbb5e281c2d6fb31
+size 1029155

nse_derivatives_data/BhavCopy_NSE_FO_20251127.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80823ce40c3c9772d46c821e95fefaff371115f2f01535a4757dec1d2f525fa5
+size 979842

nse_derivatives_data/BhavCopy_NSE_FO_20251128.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e501e3d32dde33c00ae953395361c49fb12f9cc3e428bfe123645676a4cac57
+size 987864

nse_modules/__init__.py

@@ -0,0 +1,27 @@
+"""
+NSE Modules Package
+NSE Futures & Options Data Analysis Modules
+"""
+
+from .single_day_download import SingleDayDownload
+from .batch_download import BatchDownload
+from .data_summary import DataSummary
+from .ai_analysis import AIAnalysis
+
+__version__ = "1.1.0"
+__author__ = "NSE Analyzer"
+__description__ = "NSE F&O Data Download and Analysis Modules"
+
+__all__ = [
+    'SingleDayDownload',
+    'BatchDownload', 
+    'DataSummary',
+    'AIAnalysis'
+]
+
+# Package initialization message
+print("📊 NSE F&O Analyzer Modules Loaded")
+print("✅ Single Day Download")
+print("✅ Batch Download") 
+print("✅ Data Summary (with Stock Filter & Nifty Table)")
+print("✅ AI Analysis")