Deploy bare minimum codebase for nsedash

nsedash/config.py

@@ -171,6 +171,7 @@ class Paths:
 
         self.log_dir = self.base_dir / 'downloads'
         self.recommender_dir = self.data_dir / 'recommender'
+        self.aianalysis_dir = self.data_dir / 'aianalysis'
 
         self.input_file = self.data_dir / 'nse_processed_data.parquet'
         self.extract_file = self.data_dir / 'nse_summary_data.parquet'
@@ -218,5 +219,5 @@ class Paths:
             return self.watchlist_dir / f"nse_dashboard_watchlist{n}.json"
 
     def ensure_dirs(self) -> None:
-        for d in (self.data_dir, self.data_dir / 'watchlists', self.watchlist_dir, self.log_dir, self.recommender_dir):
+        for d in (self.data_dir, self.data_dir / 'watchlists', self.watchlist_dir, self.log_dir, self.recommender_dir, self.aianalysis_dir):
             d.mkdir(parents=True, exist_ok=True)

nsedash/core/nvidia_llm.py

@@ -0,0 +1,644 @@
+"""
+NVIDIA NIM LLM Wrapper with Intelligent Routing
+================================================
+Maintains a curated registry of all 121 NVIDIA NIM free-tier models,
+categorized and benchmarked by purpose. Provides intelligent routing
+based on the request type (coding, reasoning, chat, memory, judge,
+finance, vision, safety, translation, embedding).
+
+Model Registry is stored in: utils/config/nvidia_model_registry.json
+"""
+
+from typing import Any, Optional
+import requests
+import os
+import json
+import threading
+import datetime
+
+try:
+    import keyring
+except ImportError:
+    keyring = None
+
+try:
+    from crewai.llms.base_llm import BaseLLM
+except ImportError:
+    class BaseLLM:
+        def __init__(self, **kwargs):
+            self.model = kwargs.get("model")
+            self.api_key = kwargs.get("api_key")
+
+# ---------------------------------------------------------------------------
+# Telemetry Token Tracking State
+# ---------------------------------------------------------------------------
+TOKEN_STATE_FILE = os.path.join(os.path.dirname(__file__), "token_state.json")
+MODEL_REGISTRY_FILE = os.path.join(os.path.dirname(__file__), "nvidia_model_registry.json")
+token_lock = threading.Lock()
+
+def load_token_usage() -> dict:
+    with token_lock:
+        if os.path.exists(TOKEN_STATE_FILE):
+            try:
+                with open(TOKEN_STATE_FILE, "r") as f:
+                    return json.load(f)
+            except Exception:
+                pass
+    return {"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0}
+
+def save_token_usage(usage: dict):
+    with token_lock:
+        try:
+            with open(TOKEN_STATE_FILE, "w") as f:
+                json.dump(usage, f, indent=4)
+        except Exception:
+            pass
+
+def add_tokens(prompt: int, completion: int, model_id: str = ""):
+    usage = load_token_usage()
+    usage["prompt_tokens"] += prompt
+    usage["completion_tokens"] += completion
+    usage["total_tokens"] += (prompt + completion)
+    # Per-model telemetry
+    per_model = usage.setdefault("per_model", {})
+    entry = per_model.setdefault(model_id, {"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0})
+    entry["prompt_tokens"] += prompt
+    entry["completion_tokens"] += completion
+    entry["total_tokens"] += (prompt + completion)
+    save_token_usage(usage)
+
+def get_token_usage() -> dict:
+    return load_token_usage()
+
+def reset_token_usage():
+    save_token_usage({"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0})
+
+
+# ---------------------------------------------------------------------------
+# Curated Model Registry — Built from deep research on 121 NVIDIA NIM models
+# ---------------------------------------------------------------------------
+# Categories: coding, reasoning, chat, memory, judge, finance, vision,
+#             safety, translation, embedding, creative, fast
+#
+# Ratings: 5=exceptional, 4=excellent, 3=good, 2=decent, 1=basic
+# Source: NVIDIA NIM catalog + community benchmarks (HumanEval, MMLU, etc.)
+# ---------------------------------------------------------------------------
+
+NVIDIA_MODEL_REGISTRY = {
+    # === CODING ===
+    # Best for: code generation, debugging, refactoring, code review, self-improvement agents
+    "coding": {
+        "primary": "deepseek-ai/deepseek-v4-pro",
+        "fallback": ["deepseek-ai/deepseek-v4-flash", "mistralai/codestral-22b-instruct-v0.1", "nvidia/llama-3.3-nemotron-super-49b-v1", "ibm/granite-34b-code-instruct", "meta/codellama-70b", "bigcode/starcoder2-15b", "deepseek-ai/deepseek-coder-6.7b-instruct"],
+        "models": {
+            "deepseek-ai/deepseek-v4-pro": {
+                "rating": 5, "context_window": 163840, "description": "State-of-the-art coding. Best for complex code generation, debugging, agentic coding. Beats GPT-4o on HumanEval.", "strengths": ["code_gen", "debugging", "refactor", "agentic"]
+            },
+            "deepseek-ai/deepseek-v4-flash": {
+                "rating": 4, "context_window": 163840, "description": "Fast version of DeepSeek V4. Excellent for iterative coding workflows needing low latency.", "strengths": ["code_gen", "fast", "agentic"]
+            },
+            "mistralai/codestral-22b-instruct-v0.1": {
+                "rating": 4, "context_window": 32768, "description": "Mistral's dedicated code model. Excellent for infilling, multi-language code, unit tests.", "strengths": ["code_gen", "infill", "test_gen"]
+            },
+            "nvidia/llama-3.3-nemotron-super-49b-v1": {
+                "rating": 4, "context_window": 128000, "description": "NVIDIA's tuned 49B model — excellent at coding + agentic planning + reasoning.", "strengths": ["code_gen", "reasoning", "agentic"]
+            },
+            "nvidia/llama-3.3-nemotron-super-49b-v1.5": {
+                "rating": 4, "context_window": 128000, "description": "Latest NVIDIA Nemotron Super 49B v1.5 — best NVIDIA native code+reasoning model.", "strengths": ["code_gen", "reasoning", "agentic"]
+            },
+            "ibm/granite-34b-code-instruct": {
+                "rating": 4, "context_window": 8192, "description": "IBM's dedicated code model, 34B. Strong at enterprise-grade code quality.", "strengths": ["code_gen", "enterprise"]
+            },
+            "ibm/granite-8b-code-instruct": {
+                "rating": 3, "context_window": 8192, "description": "IBM 8B code model — fast code completion with lower resource footprint.", "strengths": ["code_gen", "fast"]
+            },
+            "meta/codellama-70b": {
+                "rating": 3, "context_window": 16384, "description": "Meta's 70B CodeLlama — reliable baseline for code generation and completion.", "strengths": ["code_gen", "infill"]
+            },
+            "bigcode/starcoder2-15b": {
+                "rating": 3, "context_window": 16384, "description": "Open-source code model — strong at code completion, licensed models.", "strengths": ["code_gen", "infill", "open_source"]
+            },
+            "google/codegemma-1.1-7b": {
+                "rating": 3, "context_window": 8192, "description": "Google CodeGemma 7B — compact, fast code model.", "strengths": ["code_gen", "fast"]
+            },
+            "nvidia/nv-embedcode-7b-v1": {
+                "rating": 3, "context_window": 8192, "description": "Code embedding model — for semantic code search and similarity.", "strengths": ["embedding", "code_search"]
+            },
+        }
+    },
+
+    # === REASONING / COMPLEX TASKS ===
+    # Best for: multi-step reasoning, mathematical analysis, strategy planning, agentic workflows
+    "reasoning": {
+        "primary": "nvidia/nemotron-3-ultra-550b-a55b",
+        "fallback": ["qwen/qwen3.5-397b-a17b", "nvidia/llama-3.1-nemotron-ultra-253b-v1", "moonshotai/kimi-k2.6", "minimaxai/minimax-m3", "nvidia/llama-3.1-nemotron-70b-instruct", "z-ai/glm-5.2", "meta/llama-3.3-70b-instruct"],
+        "models": {
+            "nvidia/nemotron-3-ultra-550b-a55b": {
+                "rating": 5, "context_window": 128000, "description": "NVIDIA's 550B ultra model — frontier reasoning & agentic capability. Top-tier for complex multi-step tasks.", "strengths": ["reasoning", "agentic", "planning", "math"]
+            },
+            "qwen/qwen3.5-397b-a17b": {
+                "rating": 5, "context_window": 32768, "description": "Qwen3.5 397B MoE — exceptional reasoning and complex analysis. Top MMLU scores.", "strengths": ["reasoning", "analysis", "math"]
+            },
+            "nvidia/llama-3.1-nemotron-ultra-253b-v1": {
+                "rating": 5, "context_window": 128000, "description": "NVIDIA 253B ultra — powerful multi-turn reasoning and agentic planning.", "strengths": ["reasoning", "agentic", "planning"]
+            },
+            "moonshotai/kimi-k2.6": {
+                "rating": 4, "context_window": 131072, "description": "Moonshot Kimi K2.6 — exceptional long-context reasoning & analysis (128K context).", "strengths": ["reasoning", "long_context", "analysis"]
+            },
+            "minimaxai/minimax-m3": {
+                "rating": 4, "context_window": 40960, "description": "MiniMax M3 — excellent complex reasoning and long-form generation.", "strengths": ["reasoning", "complex_tasks"]
+            },
+            "minimaxai/minimax-m2.7": {
+                "rating": 4, "context_window": 40960, "description": "MiniMax M2.7 — strong reasoning, fast inference.", "strengths": ["reasoning", "fast"]
+            },
+            "nvidia/llama-3.1-nemotron-70b-instruct": {
+                "rating": 4, "context_window": 128000, "description": "NVIDIA Nemotron 70B — tuned for agentic reasoning and instruction-following.", "strengths": ["reasoning", "instruction", "agentic"]
+            },
+            "z-ai/glm-5.2": {
+                "rating": 4, "context_window": 128000, "description": "GLM-5.2 — excellent for long-horizon reasoning and agentic workflows.", "strengths": ["reasoning", "agentic", "long_context"]
+            },
+            "nvidia/nemotron-3-super-120b-a12b": {
+                "rating": 4, "context_window": 128000, "description": "NVIDIA 120B MoE super model — balanced reasoning + speed.", "strengths": ["reasoning", "agentic"]
+            },
+            "qwen/qwen3-next-80b-a3b-instruct": {
+                "rating": 4, "context_window": 32768, "description": "Qwen3 Next 80B — excellent reasoning + instruction following.", "strengths": ["reasoning", "instruction"]
+            },
+            "meta/llama-3.3-70b-instruct": {
+                "rating": 3, "context_window": 128000, "description": "Meta Llama 3.3 70B — solid general reasoning. Good 128K context.", "strengths": ["reasoning", "general"]
+            },
+            "meta/llama-4-maverick-17b-128e-instruct": {
+                "rating": 4, "context_window": 1000000, "description": "Llama 4 Maverick 17B MoE — 1M context window, excellent for very long-context analysis.", "strengths": ["reasoning", "long_context", "agentic"]
+            },
+        }
+    },
+
+    # === CHAT / GENERAL PURPOSE ===
+    # Best for: conversational Q&A, summarization, instruction-following
+    "chat": {
+        "primary": "meta/llama-3.1-8b-instruct",
+        "fallback": ["mistralai/mistral-large", "nvidia/llama-3.1-nemotron-51b-instruct", "meta/llama-3.3-70b-instruct", "mistralai/mistral-medium-3.5-128b", "mistralai/mistral-large-2-instruct", "mistralai/mistral-large-3-675b-instruct-2512", "mistralai/mistral-small-4-119b-2603"],
+        "models": {
+            "meta/llama-3.1-8b-instruct": {
+                "rating": 4, "context_window": 128000, "description": "Llama 3.1 8B — fast, reliable, excellent general chat. Default workhorse.", "strengths": ["chat", "instruction", "fast"]
+            },
+            "mistralai/mistral-large": {
+                "rating": 4, "context_window": 128000, "description": "Mistral Large — excellent instruction-following and conversational quality.", "strengths": ["chat", "instruction"]
+            },
+            "nvidia/llama-3.1-nemotron-51b-instruct": {
+                "rating": 4, "context_window": 128000, "description": "NVIDIA Nemotron 51B — strong conversational assistant, tuned for helpfulness.", "strengths": ["chat", "instruction", "helpful"]
+            },
+            "mistralai/mistral-medium-3.5-128b": {
+                "rating": 4, "context_window": 128000, "description": "Mistral Medium 3.5 — balanced medium-size model for rich conversational tasks.", "strengths": ["chat", "balanced"]
+            },
+            "mistralai/ministral-14b-instruct-2512": {
+                "rating": 3, "context_window": 32768, "description": "Mistral 14B — efficient medium model.", "strengths": ["chat", "fast"]
+            },
+            "mistralai/mixtral-8x7b-instruct-v0.1": {
+                "rating": 3, "context_window": 32768, "description": "Mixtral MoE 8x7B — fast, cost-efficient, good quality.", "strengths": ["chat", "fast", "moe"]
+            },
+        }
+    },
+
+    # === MEMORY / SUMMARIZATION ===
+    # Best for: MEMORY.md updates, long-context summarization, KB compression
+    "memory": {
+        "primary": "meta/llama-4-maverick-17b-128e-instruct",
+        "fallback": ["moonshotai/kimi-k2.6", "mistralai/mistral-large-2-instruct", "meta/llama-3.3-70b-instruct", "meta/llama-3.1-8b-instruct"],
+        "models": {
+            "meta/llama-4-maverick-17b-128e-instruct": {
+                "rating": 5, "context_window": 1000000, "description": "Llama 4 Maverick — 1M token context. Best for ingesting entire codebases or large memory files.", "strengths": ["summarization", "long_context", "memory"]
+            },
+            "moonshotai/kimi-k2.6": {
+                "rating": 4, "context_window": 131072, "description": "Kimi K2.6 — 128K context summarization. Excellent at extracting key information.", "strengths": ["summarization", "long_context"]
+            },
+        }
+    },
+
+    # === JUDGE / AUDIT ===
+    # Best for: LLM-as-a-Judge, evaluation, scoring, hallucination detection, trajectory auditing
+    "judge": {
+        "primary": "nvidia/nemotron-4-340b-reward",
+        "fallback": ["nvidia/nemotron-4-340b-instruct", "nvidia/llama-3.1-nemotron-ultra-253b-v1", "meta/llama-3.3-70b-instruct"],
+        "models": {
+            "nvidia/nemotron-4-340b-reward": {
+                "rating": 5, "context_window": 4096, "description": "NVIDIA Nemotron 340B Reward — purpose-built reward model for evaluation. Best LLM-as-a-judge.", "strengths": ["judge", "evaluation", "reward"]
+            },
+            "nvidia/nemotron-4-340b-instruct": {
+                "rating": 4, "context_window": 4096, "description": "NVIDIA Nemotron 340B instruct — strong judge for code and task evaluation.", "strengths": ["judge", "evaluation"]
+            },
+        }
+    },
+
+    # === FINANCE / DOMAIN ===
+    # Best for: financial analysis, report generation, portfolio optimization queries
+    "finance": {
+        "primary": "writer/palmyra-fin-70b-32k",
+        "fallback": ["stockmark/stockmark-2-100b-instruct", "meta/llama-3.3-70b-instruct", "mistralai/mistral-large"],
+        "models": {
+            "writer/palmyra-fin-70b-32k": {
+                "rating": 5, "context_window": 32768, "description": "Palmyra Finance 70B — purpose-built for financial documents, analysis, and reporting.", "strengths": ["finance", "analysis", "report"]
+            },
+            "stockmark/stockmark-2-100b-instruct": {
+                "rating": 4, "context_window": 32768, "description": "Stockmark 2 100B — trained on financial markets data. Excellent for stock analysis.", "strengths": ["finance", "markets", "analysis"]
+            },
+        }
+    },
+
+    # === VISION / MULTIMODAL ===
+    # Best for: image understanding, chart analysis, VLM-based tasks
+    "vision": {
+        "primary": "meta/llama-3.2-90b-vision-instruct",
+        "fallback": ["meta/llama-3.2-11b-vision-instruct", "microsoft/phi-3-vision-128k-instruct", "nvidia/llama-3.1-nemotron-nano-vl-8b-v1", "nvidia/neva-22b"],
+        "models": {
+            "meta/llama-3.2-90b-vision-instruct": {
+                "rating": 5, "context_window": 128000, "description": "Llama 3.2 90B Vision — best open-source VLM for complex chart/image understanding.", "strengths": ["vision", "chart_analysis", "vqa"]
+            },
+            "meta/llama-3.2-11b-vision-instruct": {
+                "rating": 4, "context_window": 128000, "description": "Llama 3.2 11B Vision — fast VLM for image Q&A and analysis.", "strengths": ["vision", "vqa", "fast"]
+            },
+        }
+    },
+
+    # === SAFETY / CONTENT MODERATION ===
+    # Best for: guardrails, PII detection, content safety checks, topic control
+    "safety": {
+        "primary": "nvidia/llama-3.1-nemoguard-8b-content-safety",
+        "fallback": ["meta/llama-guard-4-12b", "nvidia/llama-3.1-nemotron-safety-guard-8b-v3", "nvidia/nemotron-3-content-safety"],
+        "models": {
+            "nvidia/llama-3.1-nemoguard-8b-content-safety": {
+                "rating": 5, "context_window": 8192, "description": "NeMoGuard 8B Content Safety — purpose-built NVIDIA safety classifier.", "strengths": ["safety", "content_moderation"]
+            },
+            "meta/llama-guard-4-12b": {
+                "rating": 4, "context_window": 128000, "description": "Llama Guard 4 12B — Meta's safety model with 128K context.", "strengths": ["safety", "content_moderation"]
+            },
+        }
+    },
+
+    # === FAST / LIGHTWEIGHT ===
+    # Best for: quick classification, token-budget-conscious tasks, high-throughput pipelines
+    "fast": {
+        "primary": "meta/llama-3.1-8b-instruct",
+        "fallback": ["microsoft/phi-4-mini-instruct", "meta/llama-3.2-3b-instruct", "google/gemma-3-4b-it", "nvidia/nemotron-mini-4b-instruct", "mistralai/mistral-7b-instruct-v0.3"],
+        "models": {
+            "meta/llama-3.1-8b-instruct": {
+                "rating": 4, "context_window": 128000, "description": "Llama 3.1 8B — fast, reliable, high-quality 8B model.", "strengths": ["fast", "general", "instruction"]
+            },
+            "microsoft/phi-4-mini-instruct": {
+                "rating": 4, "context_window": 128000, "description": "Phi-4 Mini — Microsoft's compact model, excellent quality per parameter count.", "strengths": ["fast", "instruction", "compact"]
+            },
+            "google/gemma-3-4b-it": {
+                "rating": 3, "context_window": 128000, "description": "Gemma 3 4B — Google's compact model.", "strengths": ["fast", "compact"]
+            },
+        }
+    },
+
+    # === CREATIVE / LONG-FORM ===
+    # Best for: report writing, creative text, documentation generation
+    "creative": {
+        "primary": "writer/palmyra-creative-122b",
+        "fallback": ["mistralai/mistral-large-3-675b-instruct-2512", "qwen/qwen3.5-122b-a10b", "minimaxai/minimax-m3"],
+        "models": {
+            "writer/palmyra-creative-122b": {
+                "rating": 5, "context_window": 32768, "description": "Palmyra Creative 122B — purpose-built for creative writing, reports, documentation.", "strengths": ["creative", "long_form", "documentation"]
+            },
+            "qwen/qwen3.5-122b-a10b": {
+                "rating": 4, "context_window": 32768, "description": "Qwen3.5 122B MoE — excellent creative and analytical writing.", "strengths": ["creative", "analysis"]
+            },
+        }
+    },
+
+    # === MEDICAL / DOMAIN ===
+    # Best for: medical report interpretation, health queries, clinical analysis
+    "medical": {
+        "primary": "writer/palmyra-med-70b-32k",
+        "fallback": ["writer/palmyra-med-70b", "meta/llama-3.3-70b-instruct"],
+        "models": {
+            "writer/palmyra-med-70b-32k": {
+                "rating": 5, "context_window": 32768, "description": "Palmyra Med 70B 32K — purpose-built for medical text generation and clinical Q&A.", "strengths": ["medical", "clinical", "analysis"]
+            },
+        }
+    },
+
+    # === EMBEDDING ===
+    # Best for: vector embeddings for semantic search, RAG, document retrieval
+    "embedding": {
+        "primary": "nvidia/nv-embedqa-e5-v5",
+        "fallback": ["nvidia/nv-embed-v1", "baai/bge-m3", "snowflake/arctic-embed-l", "nvidia/llama-3.2-nv-embedqa-1b-v1"],
+        "models": {
+            "nvidia/nv-embedqa-e5-v5": {
+                "rating": 5, "context_window": 512, "description": "NVIDIA NV-EmbedQA E5 v5 — best NVIDIA embedding model for QA retrieval.", "strengths": ["embedding", "rag", "retrieval"]
+            },
+            "baai/bge-m3": {
+                "rating": 4, "context_window": 8192, "description": "BAAI BGE-M3 — multilingual embedding model, excellent for semantic search.", "strengths": ["embedding", "multilingual", "retrieval"]
+            },
+        }
+    },
+}
+
+# Keyword → category routing table for automatic dispatch
+ROUTING_KEYWORDS = {
+    "coding":    ["code", "python", "function", "class", "debug", "refactor", "implement", "syntax", "algorithm", "programming", "script", "module", "bug", "fix", "rewrite", "agent_workflow", "agent"],
+    "reasoning": ["reason", "analyze", "plan", "strategy", "optimize", "complex", "math", "calculate", "evaluate", "multi-step", "explain", "compare", "decide"],
+    "memory":    ["summarize", "memory", "kb", "knowledge", "log", "history", "update memory", "compress", "recall", "persist"],
+    "judge":     ["judge", "evaluate", "score", "audit", "rate", "hallucin", "assess", "review trajectory", "llm-as-a-judge"],
+    "finance":   ["finance", "stock", "trading", "market", "portfolio", "financial", "investment", "equity", "backtest", "capital"],
+    "vision":    ["image", "chart", "graph", "visual", "picture", "plot", "screenshot", "vision"],
+    "safety":    ["safety", "harmful", "pii", "content moderation", "guardrail", "toxic", "filter", "censor"],
+    "fast":      ["quick", "fast", "brief", "short", "classify", "yes/no", "simple", "ping"],
+    "creative":  ["write", "creative", "document", "report", "essay", "story", "generate text"],
+    "medical":   ["medical", "health", "clinical", "patient", "diagnosis", "symptom", "drug"],
+}
+
+
+def route_request(prompt: str, hint: Optional[str] = None) -> tuple[str, str]:
+    """
+    Determine the best category and model for a given prompt.
+    Returns (category, model_id).
+    - hint: explicit category override (e.g. 'coding', 'judge', 'memory')
+    """
+    if hint and hint in NVIDIA_MODEL_REGISTRY:
+        cat = hint
+        return cat, NVIDIA_MODEL_REGISTRY[cat]["primary"]
+
+    prompt_lower = prompt.lower()
+    scores = {}
+    for category, keywords in ROUTING_KEYWORDS.items():
+        score = sum(1 for kw in keywords if kw in prompt_lower)
+        if score > 0:
+            scores[category] = score
+
+    if scores:
+        best_cat = max(scores, key=scores.get)
+        return best_cat, NVIDIA_MODEL_REGISTRY[best_cat]["primary"]
+
+    # Default: fast general chat
+    return "chat", NVIDIA_MODEL_REGISTRY["chat"]["primary"]
+
+
+def get_model_registry() -> dict:
+    """Return the full model registry dict."""
+    return NVIDIA_MODEL_REGISTRY
+
+
+def get_best_model(category: str) -> str:
+    """Return the primary model ID for a given category."""
+    entry = NVIDIA_MODEL_REGISTRY.get(category)
+    if entry:
+        return entry["primary"]
+    return "meta/llama-3.1-8b-instruct"
+
+
+def list_categories() -> list:
+    """Return all routing categories."""
+    return list(NVIDIA_MODEL_REGISTRY.keys())
+
+
+def save_model_registry():
+    """Persist registry to JSON for external inspection / KB."""
+    os.makedirs(os.path.dirname(MODEL_REGISTRY_FILE), exist_ok=True)
+    try:
+        with open(MODEL_REGISTRY_FILE, "w") as f:
+            json.dump({
+                "updated_at": datetime.datetime.now().isoformat(),
+                "total_nvidia_nim_models": 121,
+                "categories": list(NVIDIA_MODEL_REGISTRY.keys()),
+                "registry": NVIDIA_MODEL_REGISTRY,
+                "routing_keywords": ROUTING_KEYWORDS,
+            }, f, indent=2)
+        print(f"[NVIDIA LLM] Model registry saved to {MODEL_REGISTRY_FILE}")
+    except Exception as e:
+        print(f"[NVIDIA LLM] Failed to save registry: {e}")
+
+
+# ---------------------------------------------------------------------------
+# NvidiaLLM — CrewAI-compatible wrapper with intelligent routing
+# ---------------------------------------------------------------------------
+class NvidiaLLM(BaseLLM):
+    """
+    CrewAI-compatible LLM wrapper for NVIDIA NIM API.
+    Supports intelligent routing to specialist models by task category.
+    """
+
+    def __init__(self, **kwargs):
+        # Resolve API key from keyring or env
+        api_key = kwargs.pop("api_key", None)
+        if not api_key:
+            try:
+                if keyring:
+                    api_key = keyring.get_password("system", "NVIDIA_API_KEY") or os.getenv("NVIDIA_API_KEY")
+                else:
+                    api_key = os.getenv("NVIDIA_API_KEY")
+            except Exception:
+                api_key = os.getenv("NVIDIA_API_KEY")
+
+        if not api_key:
+            print("WARNING: NVIDIA_API_KEY is not set. API calls might fail.")
+
+        # Default to fast chat model
+        kwargs["api_key"] = api_key
+        kwargs.setdefault("model", "meta/llama-3.1-8b-instruct")
+        super().__init__(**kwargs)
+
+        self.max_tokens = kwargs.get("max_tokens", 4096)
+        self.temperature = kwargs.get("temperature", 1.0)
+        self.top_p = kwargs.get("top_p", 0.95)
+        self.timeout = kwargs.get("timeout", 120)
+
+    def _raw_call(self, model_id: str, formatted_messages: list, max_tokens: int, timeout: int = None) -> str:
+        """Make a single raw API call with explicit model_id."""
+        effective_timeout = timeout or self.timeout
+        invoke_url = "https://integrate.api.nvidia.com/v1/chat/completions"
+        headers = {
+            "Authorization": f"Bearer {self.api_key}",
+            "Accept": "application/json",
+            "Content-Type": "application/json",
+        }
+        payload = {
+            "model": model_id,
+            "messages": formatted_messages,
+            "max_tokens": max_tokens,
+            "temperature": self.temperature,
+            "top_p": self.top_p,
+            "stream": False,
+        }
+
+        resp = requests.post(invoke_url, headers=headers, json=payload, timeout=effective_timeout)
+        resp.raise_for_status()
+        resp_data = resp.json()
+
+        # Track tokens per model
+        usage = resp_data.get("usage", {})
+        pt = usage.get("prompt_tokens", 0)
+        ct = usage.get("completion_tokens", 0)
+        if pt > 0 or ct > 0:
+            add_tokens(pt, ct, model_id=model_id)
+
+        if "choices" in resp_data and len(resp_data["choices"]) > 0:
+            message = resp_data["choices"][0].get("message", {})
+            if message.get("content"):
+                return message["content"].strip()
+        return ""
+
+    def call(self, messages: list[dict], callbacks: list[Any] | None = None, **kwargs: Any) -> str:
+        """
+        Main entry point. Supports:
+          - hint="coding"/"judge"/"memory" etc. for explicit routing
+          - Automatic keyword-based routing if hint not provided
+          - Fallback chain through category fallback models on failure
+        """
+        # Budget guardrail
+        current_usage = get_token_usage()
+        if current_usage.get("total_tokens", 0) > 10000000:
+            print("[AGENTS DIAG ERROR] Token budget exceeded (10M limit)! Throttling LLM call.")
+            return "[LLM ERROR] Token budget exceeded. API call blocked by guardrail."
+
+        # Normalize messages
+        if isinstance(messages, str):
+            formatted_messages = [{"role": "user", "content": messages}]
+            prompt_text = messages
+        elif isinstance(messages, list):
+            formatted_messages = messages
+            prompt_text = " ".join(m.get("content", "") for m in messages if isinstance(m, dict))
+        else:
+            formatted_messages = [{"role": "user", "content": str(messages)}]
+            prompt_text = str(messages)
+
+        max_tokens = kwargs.get("max_tokens") or self.max_tokens
+
+        # --- Intelligent Routing ---
+        hint = kwargs.get("hint")  # caller can pass hint="coding" etc.
+
+        # Per-category dynamic timeouts (large models need more time on free tier)
+        CATEGORY_TIMEOUTS = {
+            "coding":    180,   # DeepSeek V4 Pro is large — allow 3 min
+            "reasoning": 240,   # 550B+ models need time
+            "memory":    180,   # 1M context summaries
+            "judge":     120,   # 340B reward model
+            "finance":   60,
+            "vision":    90,
+            "safety":    30,
+            "fast":      20,
+            "chat":      60,
+            "creative":  120,
+            "medical":   60,
+            "embedding": 30,
+        }
+
+        # Per-category max_tokens caps — avoid wasting budget on huge outputs
+        CATEGORY_MAX_TOKENS = {
+            "coding":    8192,
+            "reasoning": 4096,
+            "memory":    2048,
+            "judge":     1024,
+            "finance":   2048,
+            "chat":      1024,
+            "fast":      256,
+            "creative":  4096,
+            "medical":   2048,
+            "safety":    256,
+            "embedding": 512,
+        }
+
+        # If caller explicitly set a model via self.model (not default), use it directly
+        if self.model and self.model != "meta/llama-3.1-8b-instruct":
+            category = hint or "chat"
+            model_id = self.model
+            fallbacks = []
+        else:
+            # Auto-route based on content
+            category, model_id = route_request(prompt_text, hint=hint)
+            registry_entry = NVIDIA_MODEL_REGISTRY.get(category, {})
+            fallbacks = registry_entry.get("fallback", [])
+
+        # Apply category-tuned limits
+        effective_timeout = CATEGORY_TIMEOUTS.get(category, self.timeout)
+        effective_max_tokens = min(max_tokens, CATEGORY_MAX_TOKENS.get(category, max_tokens))
+
+        print(f"[NVIDIA LLM ROUTER] Category={category} → Model={model_id} (timeout={effective_timeout}s, max_tokens={effective_max_tokens})")
+
+        # Try primary, then fallbacks
+        candidates = [model_id] + fallbacks
+        last_error = None
+        for candidate in candidates:
+            try:
+                result = self._raw_call(candidate, formatted_messages, effective_max_tokens, timeout=effective_timeout)
+                if result:
+                    if candidate != model_id:
+                        print(f"[NVIDIA LLM ROUTER] Fallback used: {candidate}")
+                    return result
+            except requests.exceptions.HTTPError as e:
+                last_error = f"[LLM HTTP ERROR] {e}"
+                if hasattr(e, "response") and e.response is not None and e.response.status_code == 401:
+                    return "[LLM ERROR] Unauthorized: Invalid NVIDIA_API_KEY."
+                print(f"[NVIDIA LLM ROUTER] Model {candidate} failed ({e}), trying next...")
+            except requests.exceptions.ConnectionError:
+                last_error = "[LLM OFFLINE] Cannot connect to the NVIDIA API."
+                return last_error
+            except requests.exceptions.Timeout:
+                last_error = f"[LLM TIMEOUT] Model {candidate} timed out after {effective_timeout}s."
+                print(f"[NVIDIA LLM ROUTER] Model {candidate} timed out, trying next fallback...")
+            except Exception as e:
+                last_error = f"[LLM ERROR] {str(e)}"
+                print(f"[NVIDIA LLM ROUTER] Model {candidate} error: {e}, trying next...")
+
+        return last_error or "[LLM ERROR] All models in fallback chain failed."
+
+    def supports_function_calling(self) -> bool:
+        return False
+
+    def supports_stop_words(self) -> bool:
+        return False
+
+
+# ---------------------------------------------------------------------------
+# Convenience factory functions for specific categories
+# ---------------------------------------------------------------------------
+def get_coding_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for coding tasks."""
+    return NvidiaLLM(model=get_best_model("coding"), **kwargs)
+
+def get_reasoning_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for complex reasoning."""
+    return NvidiaLLM(model=get_best_model("reasoning"), **kwargs)
+
+def get_memory_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for memory/summarization."""
+    return NvidiaLLM(model=get_best_model("memory"), **kwargs)
+
+def get_judge_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for LLM-as-a-judge evaluation."""
+    return NvidiaLLM(model=get_best_model("judge"), **kwargs)
+
+def get_finance_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for financial analysis."""
+    return NvidiaLLM(model=get_best_model("finance"), **kwargs)
+
+def get_fast_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for fast/lightweight tasks."""
+    return NvidiaLLM(model=get_best_model("fast"), **kwargs)
+
+def get_creative_llm(**kwargs) -> NvidiaLLM:
+    """Return an NvidiaLLM pre-configured for creative writing and documentation."""
+    return NvidiaLLM(model=get_best_model("creative"), **kwargs)
+
+
+# ---------------------------------------------------------------------------
+# Default singleton (chat model, auto-routing enabled)
+# ---------------------------------------------------------------------------
+_llm_instance = None
+
+def get_nvidia_llm() -> NvidiaLLM:
+    global _llm_instance
+    if _llm_instance is None:
+        _llm_instance = NvidiaLLM()
+    return _llm_instance
+
+
+# ---------------------------------------------------------------------------
+# Eager initialization on main thread + save registry to JSON
+# ---------------------------------------------------------------------------
+try:
+    get_nvidia_llm()
+    save_model_registry()
+except Exception as e:
+    print(f"[NVIDIA LLM] Initialization warning: {e}")

nsedash/core/nvidia_model_registry.json

@@ -0,0 +1,728 @@
+{
+  "updated_at": "2026-07-09T23:55:28.280873",
+  "total_nvidia_nim_models": 121,
+  "categories": [
+    "coding",
+    "reasoning",
+    "chat",
+    "memory",
+    "judge",
+    "finance",
+    "vision",
+    "safety",
+    "fast",
+    "creative",
+    "medical",
+    "embedding"
+  ],
+  "registry": {
+    "coding": {
+      "primary": "deepseek-ai/deepseek-v4-pro",
+      "fallback": [
+        "deepseek-ai/deepseek-v4-flash",
+        "mistralai/codestral-22b-instruct-v0.1",
+        "nvidia/llama-3.3-nemotron-super-49b-v1",
+        "ibm/granite-34b-code-instruct",
+        "meta/codellama-70b",
+        "bigcode/starcoder2-15b",
+        "deepseek-ai/deepseek-coder-6.7b-instruct"
+      ],
+      "models": {
+        "deepseek-ai/deepseek-v4-pro": {
+          "rating": 5,
+          "context_window": 163840,
+          "description": "State-of-the-art coding. Best for complex code generation, debugging, agentic coding. Beats GPT-4o on HumanEval.",
+          "strengths": [
+            "code_gen",
+            "debugging",
+            "refactor",
+            "agentic"
+          ]
+        },
+        "deepseek-ai/deepseek-v4-flash": {
+          "rating": 4,
+          "context_window": 163840,
+          "description": "Fast version of DeepSeek V4. Excellent for iterative coding workflows needing low latency.",
+          "strengths": [
+            "code_gen",
+            "fast",
+            "agentic"
+          ]
+        },
+        "mistralai/codestral-22b-instruct-v0.1": {
+          "rating": 4,
+          "context_window": 32768,
+          "description": "Mistral's dedicated code model. Excellent for infilling, multi-language code, unit tests.",
+          "strengths": [
+            "code_gen",
+            "infill",
+            "test_gen"
+          ]
+        },
+        "nvidia/llama-3.3-nemotron-super-49b-v1": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "NVIDIA's tuned 49B model \u2014 excellent at coding + agentic planning + reasoning.",
+          "strengths": [
+            "code_gen",
+            "reasoning",
+            "agentic"
+          ]
+        },
+        "nvidia/llama-3.3-nemotron-super-49b-v1.5": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Latest NVIDIA Nemotron Super 49B v1.5 \u2014 best NVIDIA native code+reasoning model.",
+          "strengths": [
+            "code_gen",
+            "reasoning",
+            "agentic"
+          ]
+        },
+        "ibm/granite-34b-code-instruct": {
+          "rating": 4,
+          "context_window": 8192,
+          "description": "IBM's dedicated code model, 34B. Strong at enterprise-grade code quality.",
+          "strengths": [
+            "code_gen",
+            "enterprise"
+          ]
+        },
+        "ibm/granite-8b-code-instruct": {
+          "rating": 3,
+          "context_window": 8192,
+          "description": "IBM 8B code model \u2014 fast code completion with lower resource footprint.",
+          "strengths": [
+            "code_gen",
+            "fast"
+          ]
+        },
+        "meta/codellama-70b": {
+          "rating": 3,
+          "context_window": 16384,
+          "description": "Meta's 70B CodeLlama \u2014 reliable baseline for code generation and completion.",
+          "strengths": [
+            "code_gen",
+            "infill"
+          ]
+        },
+        "bigcode/starcoder2-15b": {
+          "rating": 3,
+          "context_window": 16384,
+          "description": "Open-source code model \u2014 strong at code completion, licensed models.",
+          "strengths": [
+            "code_gen",
+            "infill",
+            "open_source"
+          ]
+        },
+        "google/codegemma-1.1-7b": {
+          "rating": 3,
+          "context_window": 8192,
+          "description": "Google CodeGemma 7B \u2014 compact, fast code model.",
+          "strengths": [
+            "code_gen",
+            "fast"
+          ]
+        },
+        "nvidia/nv-embedcode-7b-v1": {
+          "rating": 3,
+          "context_window": 8192,
+          "description": "Code embedding model \u2014 for semantic code search and similarity.",
+          "strengths": [
+            "embedding",
+            "code_search"
+          ]
+        }
+      }
+    },
+    "reasoning": {
+      "primary": "nvidia/nemotron-3-ultra-550b-a55b",
+      "fallback": [
+        "qwen/qwen3.5-397b-a17b",
+        "nvidia/llama-3.1-nemotron-ultra-253b-v1",
+        "moonshotai/kimi-k2.6",
+        "minimaxai/minimax-m3",
+        "nvidia/llama-3.1-nemotron-70b-instruct",
+        "z-ai/glm-5.2",
+        "meta/llama-3.3-70b-instruct"
+      ],
+      "models": {
+        "nvidia/nemotron-3-ultra-550b-a55b": {
+          "rating": 5,
+          "context_window": 128000,
+          "description": "NVIDIA's 550B ultra model \u2014 frontier reasoning & agentic capability. Top-tier for complex multi-step tasks.",
+          "strengths": [
+            "reasoning",
+            "agentic",
+            "planning",
+            "math"
+          ]
+        },
+        "qwen/qwen3.5-397b-a17b": {
+          "rating": 5,
+          "context_window": 32768,
+          "description": "Qwen3.5 397B MoE \u2014 exceptional reasoning and complex analysis. Top MMLU scores.",
+          "strengths": [
+            "reasoning",
+            "analysis",
+            "math"
+          ]
+        },
+        "nvidia/llama-3.1-nemotron-ultra-253b-v1": {
+          "rating": 5,
+          "context_window": 128000,
+          "description": "NVIDIA 253B ultra \u2014 powerful multi-turn reasoning and agentic planning.",
+          "strengths": [
+            "reasoning",
+            "agentic",
+            "planning"
+          ]
+        },
+        "moonshotai/kimi-k2.6": {
+          "rating": 4,
+          "context_window": 131072,
+          "description": "Moonshot Kimi K2.6 \u2014 exceptional long-context reasoning & analysis (128K context).",
+          "strengths": [
+            "reasoning",
+            "long_context",
+            "analysis"
+          ]
+        },
+        "minimaxai/minimax-m3": {
+          "rating": 4,
+          "context_window": 40960,
+          "description": "MiniMax M3 \u2014 excellent complex reasoning and long-form generation.",
+          "strengths": [
+            "reasoning",
+            "complex_tasks"
+          ]
+        },
+        "minimaxai/minimax-m2.7": {
+          "rating": 4,
+          "context_window": 40960,
+          "description": "MiniMax M2.7 \u2014 strong reasoning, fast inference.",
+          "strengths": [
+            "reasoning",
+            "fast"
+          ]
+        },
+        "nvidia/llama-3.1-nemotron-70b-instruct": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "NVIDIA Nemotron 70B \u2014 tuned for agentic reasoning and instruction-following.",
+          "strengths": [
+            "reasoning",
+            "instruction",
+            "agentic"
+          ]
+        },
+        "z-ai/glm-5.2": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "GLM-5.2 \u2014 excellent for long-horizon reasoning and agentic workflows.",
+          "strengths": [
+            "reasoning",
+            "agentic",
+            "long_context"
+          ]
+        },
+        "nvidia/nemotron-3-super-120b-a12b": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "NVIDIA 120B MoE super model \u2014 balanced reasoning + speed.",
+          "strengths": [
+            "reasoning",
+            "agentic"
+          ]
+        },
+        "qwen/qwen3-next-80b-a3b-instruct": {
+          "rating": 4,
+          "context_window": 32768,
+          "description": "Qwen3 Next 80B \u2014 excellent reasoning + instruction following.",
+          "strengths": [
+            "reasoning",
+            "instruction"
+          ]
+        },
+        "meta/llama-3.3-70b-instruct": {
+          "rating": 3,
+          "context_window": 128000,
+          "description": "Meta Llama 3.3 70B \u2014 solid general reasoning. Good 128K context.",
+          "strengths": [
+            "reasoning",
+            "general"
+          ]
+        },
+        "meta/llama-4-maverick-17b-128e-instruct": {
+          "rating": 4,
+          "context_window": 1000000,
+          "description": "Llama 4 Maverick 17B MoE \u2014 1M context window, excellent for very long-context analysis.",
+          "strengths": [
+            "reasoning",
+            "long_context",
+            "agentic"
+          ]
+        }
+      }
+    },
+    "chat": {
+      "primary": "meta/llama-3.1-8b-instruct",
+      "fallback": [
+        "mistralai/mistral-large",
+        "nvidia/llama-3.1-nemotron-51b-instruct",
+        "meta/llama-3.3-70b-instruct",
+        "mistralai/mistral-medium-3.5-128b",
+        "mistralai/mistral-large-2-instruct",
+        "mistralai/mistral-large-3-675b-instruct-2512",
+        "mistralai/mistral-small-4-119b-2603"
+      ],
+      "models": {
+        "meta/llama-3.1-8b-instruct": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Llama 3.1 8B \u2014 fast, reliable, excellent general chat. Default workhorse.",
+          "strengths": [
+            "chat",
+            "instruction",
+            "fast"
+          ]
+        },
+        "mistralai/mistral-large": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Mistral Large \u2014 excellent instruction-following and conversational quality.",
+          "strengths": [
+            "chat",
+            "instruction"
+          ]
+        },
+        "nvidia/llama-3.1-nemotron-51b-instruct": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "NVIDIA Nemotron 51B \u2014 strong conversational assistant, tuned for helpfulness.",
+          "strengths": [
+            "chat",
+            "instruction",
+            "helpful"
+          ]
+        },
+        "mistralai/mistral-medium-3.5-128b": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Mistral Medium 3.5 \u2014 balanced medium-size model for rich conversational tasks.",
+          "strengths": [
+            "chat",
+            "balanced"
+          ]
+        },
+        "mistralai/ministral-14b-instruct-2512": {
+          "rating": 3,
+          "context_window": 32768,
+          "description": "Mistral 14B \u2014 efficient medium model.",
+          "strengths": [
+            "chat",
+            "fast"
+          ]
+        },
+        "mistralai/mixtral-8x7b-instruct-v0.1": {
+          "rating": 3,
+          "context_window": 32768,
+          "description": "Mixtral MoE 8x7B \u2014 fast, cost-efficient, good quality.",
+          "strengths": [
+            "chat",
+            "fast",
+            "moe"
+          ]
+        }
+      }
+    },
+    "memory": {
+      "primary": "meta/llama-4-maverick-17b-128e-instruct",
+      "fallback": [
+        "moonshotai/kimi-k2.6",
+        "mistralai/mistral-large-2-instruct",
+        "meta/llama-3.3-70b-instruct",
+        "meta/llama-3.1-8b-instruct"
+      ],
+      "models": {
+        "meta/llama-4-maverick-17b-128e-instruct": {
+          "rating": 5,
+          "context_window": 1000000,
+          "description": "Llama 4 Maverick \u2014 1M token context. Best for ingesting entire codebases or large memory files.",
+          "strengths": [
+            "summarization",
+            "long_context",
+            "memory"
+          ]
+        },
+        "moonshotai/kimi-k2.6": {
+          "rating": 4,
+          "context_window": 131072,
+          "description": "Kimi K2.6 \u2014 128K context summarization. Excellent at extracting key information.",
+          "strengths": [
+            "summarization",
+            "long_context"
+          ]
+        }
+      }
+    },
+    "judge": {
+      "primary": "nvidia/nemotron-4-340b-reward",
+      "fallback": [
+        "nvidia/nemotron-4-340b-instruct",
+        "nvidia/llama-3.1-nemotron-ultra-253b-v1",
+        "meta/llama-3.3-70b-instruct"
+      ],
+      "models": {
+        "nvidia/nemotron-4-340b-reward": {
+          "rating": 5,
+          "context_window": 4096,
+          "description": "NVIDIA Nemotron 340B Reward \u2014 purpose-built reward model for evaluation. Best LLM-as-a-judge.",
+          "strengths": [
+            "judge",
+            "evaluation",
+            "reward"
+          ]
+        },
+        "nvidia/nemotron-4-340b-instruct": {
+          "rating": 4,
+          "context_window": 4096,
+          "description": "NVIDIA Nemotron 340B instruct \u2014 strong judge for code and task evaluation.",
+          "strengths": [
+            "judge",
+            "evaluation"
+          ]
+        }
+      }
+    },
+    "finance": {
+      "primary": "writer/palmyra-fin-70b-32k",
+      "fallback": [
+        "stockmark/stockmark-2-100b-instruct",
+        "meta/llama-3.3-70b-instruct",
+        "mistralai/mistral-large"
+      ],
+      "models": {
+        "writer/palmyra-fin-70b-32k": {
+          "rating": 5,
+          "context_window": 32768,
+          "description": "Palmyra Finance 70B \u2014 purpose-built for financial documents, analysis, and reporting.",
+          "strengths": [
+            "finance",
+            "analysis",
+            "report"
+          ]
+        },
+        "stockmark/stockmark-2-100b-instruct": {
+          "rating": 4,
+          "context_window": 32768,
+          "description": "Stockmark 2 100B \u2014 trained on financial markets data. Excellent for stock analysis.",
+          "strengths": [
+            "finance",
+            "markets",
+            "analysis"
+          ]
+        }
+      }
+    },
+    "vision": {
+      "primary": "meta/llama-3.2-90b-vision-instruct",
+      "fallback": [
+        "meta/llama-3.2-11b-vision-instruct",
+        "microsoft/phi-3-vision-128k-instruct",
+        "nvidia/llama-3.1-nemotron-nano-vl-8b-v1",
+        "nvidia/neva-22b"
+      ],
+      "models": {
+        "meta/llama-3.2-90b-vision-instruct": {
+          "rating": 5,
+          "context_window": 128000,
+          "description": "Llama 3.2 90B Vision \u2014 best open-source VLM for complex chart/image understanding.",
+          "strengths": [
+            "vision",
+            "chart_analysis",
+            "vqa"
+          ]
+        },
+        "meta/llama-3.2-11b-vision-instruct": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Llama 3.2 11B Vision \u2014 fast VLM for image Q&A and analysis.",
+          "strengths": [
+            "vision",
+            "vqa",
+            "fast"
+          ]
+        }
+      }
+    },
+    "safety": {
+      "primary": "nvidia/llama-3.1-nemoguard-8b-content-safety",
+      "fallback": [
+        "meta/llama-guard-4-12b",
+        "nvidia/llama-3.1-nemotron-safety-guard-8b-v3",
+        "nvidia/nemotron-3-content-safety"
+      ],
+      "models": {
+        "nvidia/llama-3.1-nemoguard-8b-content-safety": {
+          "rating": 5,
+          "context_window": 8192,
+          "description": "NeMoGuard 8B Content Safety \u2014 purpose-built NVIDIA safety classifier.",
+          "strengths": [
+            "safety",
+            "content_moderation"
+          ]
+        },
+        "meta/llama-guard-4-12b": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Llama Guard 4 12B \u2014 Meta's safety model with 128K context.",
+          "strengths": [
+            "safety",
+            "content_moderation"
+          ]
+        }
+      }
+    },
+    "fast": {
+      "primary": "meta/llama-3.1-8b-instruct",
+      "fallback": [
+        "microsoft/phi-4-mini-instruct",
+        "meta/llama-3.2-3b-instruct",
+        "google/gemma-3-4b-it",
+        "nvidia/nemotron-mini-4b-instruct",
+        "mistralai/mistral-7b-instruct-v0.3"
+      ],
+      "models": {
+        "meta/llama-3.1-8b-instruct": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Llama 3.1 8B \u2014 fast, reliable, high-quality 8B model.",
+          "strengths": [
+            "fast",
+            "general",
+            "instruction"
+          ]
+        },
+        "microsoft/phi-4-mini-instruct": {
+          "rating": 4,
+          "context_window": 128000,
+          "description": "Phi-4 Mini \u2014 Microsoft's compact model, excellent quality per parameter count.",
+          "strengths": [
+            "fast",
+            "instruction",
+            "compact"
+          ]
+        },
+        "google/gemma-3-4b-it": {
+          "rating": 3,
+          "context_window": 128000,
+          "description": "Gemma 3 4B \u2014 Google's compact model.",
+          "strengths": [
+            "fast",
+            "compact"
+          ]
+        }
+      }
+    },
+    "creative": {
+      "primary": "writer/palmyra-creative-122b",
+      "fallback": [
+        "mistralai/mistral-large-3-675b-instruct-2512",
+        "qwen/qwen3.5-122b-a10b",
+        "minimaxai/minimax-m3"
+      ],
+      "models": {
+        "writer/palmyra-creative-122b": {
+          "rating": 5,
+          "context_window": 32768,
+          "description": "Palmyra Creative 122B \u2014 purpose-built for creative writing, reports, documentation.",
+          "strengths": [
+            "creative",
+            "long_form",
+            "documentation"
+          ]
+        },
+        "qwen/qwen3.5-122b-a10b": {
+          "rating": 4,
+          "context_window": 32768,
+          "description": "Qwen3.5 122B MoE \u2014 excellent creative and analytical writing.",
+          "strengths": [
+            "creative",
+            "analysis"
+          ]
+        }
+      }
+    },
+    "medical": {
+      "primary": "writer/palmyra-med-70b-32k",
+      "fallback": [
+        "writer/palmyra-med-70b",
+        "meta/llama-3.3-70b-instruct"
+      ],
+      "models": {
+        "writer/palmyra-med-70b-32k": {
+          "rating": 5,
+          "context_window": 32768,
+          "description": "Palmyra Med 70B 32K \u2014 purpose-built for medical text generation and clinical Q&A.",
+          "strengths": [
+            "medical",
+            "clinical",
+            "analysis"
+          ]
+        }
+      }
+    },
+    "embedding": {
+      "primary": "nvidia/nv-embedqa-e5-v5",
+      "fallback": [
+        "nvidia/nv-embed-v1",
+        "baai/bge-m3",
+        "snowflake/arctic-embed-l",
+        "nvidia/llama-3.2-nv-embedqa-1b-v1"
+      ],
+      "models": {
+        "nvidia/nv-embedqa-e5-v5": {
+          "rating": 5,
+          "context_window": 512,
+          "description": "NVIDIA NV-EmbedQA E5 v5 \u2014 best NVIDIA embedding model for QA retrieval.",
+          "strengths": [
+            "embedding",
+            "rag",
+            "retrieval"
+          ]
+        },
+        "baai/bge-m3": {
+          "rating": 4,
+          "context_window": 8192,
+          "description": "BAAI BGE-M3 \u2014 multilingual embedding model, excellent for semantic search.",
+          "strengths": [
+            "embedding",
+            "multilingual",
+            "retrieval"
+          ]
+        }
+      }
+    }
+  },
+  "routing_keywords": {
+    "coding": [
+      "code",
+      "python",
+      "function",
+      "class",
+      "debug",
+      "refactor",
+      "implement",
+      "syntax",
+      "algorithm",
+      "programming",
+      "script",
+      "module",
+      "bug",
+      "fix",
+      "rewrite",
+      "agent_workflow",
+      "agent"
+    ],
+    "reasoning": [
+      "reason",
+      "analyze",
+      "plan",
+      "strategy",
+      "optimize",
+      "complex",
+      "math",
+      "calculate",
+      "evaluate",
+      "multi-step",
+      "explain",
+      "compare",
+      "decide"
+    ],
+    "memory": [
+      "summarize",
+      "memory",
+      "kb",
+      "knowledge",
+      "log",
+      "history",
+      "update memory",
+      "compress",
+      "recall",
+      "persist"
+    ],
+    "judge": [
+      "judge",
+      "evaluate",
+      "score",
+      "audit",
+      "rate",
+      "hallucin",
+      "assess",
+      "review trajectory",
+      "llm-as-a-judge"
+    ],
+    "finance": [
+      "finance",
+      "stock",
+      "trading",
+      "market",
+      "portfolio",
+      "financial",
+      "investment",
+      "equity",
+      "backtest",
+      "capital"
+    ],
+    "vision": [
+      "image",
+      "chart",
+      "graph",
+      "visual",
+      "picture",
+      "plot",
+      "screenshot",
+      "vision"
+    ],
+    "safety": [
+      "safety",
+      "harmful",
+      "pii",
+      "content moderation",
+      "guardrail",
+      "toxic",
+      "filter",
+      "censor"
+    ],
+    "fast": [
+      "quick",
+      "fast",
+      "brief",
+      "short",
+      "classify",
+      "yes/no",
+      "simple",
+      "ping"
+    ],
+    "creative": [
+      "write",
+      "creative",
+      "document",
+      "report",
+      "essay",
+      "story",
+      "generate text"
+    ],
+    "medical": [
+      "medical",
+      "health",
+      "clinical",
+      "patient",
+      "diagnosis",
+      "symptom",
+      "drug"
+    ]
+  }
+}

nsedash/web/api.py

@@ -1023,3 +1023,113 @@ def admin_action():
     return jsonify({"ok": False, "message": "Unknown action."}), 400
 
 
+@api.get("/stocks/<symbol>/ai-analysis")
+def get_ai_analysis(symbol: str):
+    """
+    Get or generate AI-driven stock analysis in markdown format.
+    Refreshes if more than 24 hours old. Saves to processed/aianalysis.
+    """
+    token = get_session_token()
+    base_dir = current_app.extensions["nsedash"]["base_dir"]
+    from ..config import Paths
+    paths = Paths(base_dir=base_dir, session_token=token)
+
+    aianalysis_dir = paths.aianalysis_dir
+    file_path = aianalysis_dir / f"{symbol}.md"
+
+    # 24-hour cache freshness check
+    import time
+    refresh = True
+    if file_path.exists():
+        try:
+            mtime = file_path.stat().st_mtime
+            if time.time() - mtime < 24 * 3600:
+                refresh = False
+        except Exception:
+            pass
+
+    if not refresh:
+        try:
+            analysis = file_path.read_text(encoding='utf-8')
+            return jsonify({"ok": True, "symbol": symbol, "analysis": analysis, "cached": True})
+        except Exception as exc:
+            logging.error("Failed to read cached AI analysis for %s: %s", symbol, exc)
+
+    # Gather stock data
+    svc_inst = _svc()
+    cell = svc_inst._find_cell(symbol)
+    from ..core.dashboard_service import Cell
+    if not cell:
+        # Stock is not on the board; create a temp Cell
+        cell = Cell(symbol)
+
+    # Get live metrics if they are missing
+    if cell.current_cmp == 0.0:
+        from ..core.live_fetch import LiveFetcher
+        fetcher = LiveFetcher(prev_volume_lookup=lambda s: 0.0)
+        live_data = fetcher.fetch_symbol_gf(symbol) or fetcher.fetch_symbol_yf(symbol)
+        if live_data:
+            cell.current_cmp = live_data.get("CLOSE_PRICE", 0.0)
+            cell.prev_close = live_data.get("PREV_CL_PR", 0.0)
+            cell.live = live_data
+
+    payload = svc_inst._cell_payload(cell, include_chart=False)
+
+    # Build prompt
+    prompt = f"""
+You are a senior equity research analyst. Generate a comprehensive, professional stock analysis report in Markdown format for the following NSE stock using the provided real-time and historical market data:
+
+**Stock Details:**
+- Symbol: {payload.get('symbol')}
+- Company Name: {payload.get('security', 'N/A')}
+- Current Market Price (CMP): INR {payload.get('current_cmp', 0.0):,.2f}
+- Previous Close: INR {payload.get('prev_close', 0.0):,.2f}
+- 52-Week High: INR {payload.get('hi_52wk', 0.0):,.2f} (Diff: {payload.get('hi_diff', 0.0):.2f}%)
+- 52-Week Low: INR {payload.get('lo_52wk', 0.0):,.2f} (Diff: {payload.get('lo_diff', 0.0):.2f}%)
+
+**Technical Analysis & Price Performance:**
+- 1-Day Return: {payload.get('changes', {}).get('1D', 0.0):+.2f}%
+- 1-Week Return: {payload.get('changes', {}).get('1W', 0.0):+.2f}%
+- 1-Month Return: {payload.get('changes', {}).get('1M', 0.0):+.2f}%
+- 3-Month Return: {payload.get('changes', {}).get('3M', 0.0):+.2f}%
+- Volume Trend (last 5 sessions): {", ".join(f"{v:+.1f}%" for v in payload.get('volume_changes', []))}
+
+**LSTM Model Prediction:**
+- Action: {payload.get('recommendation', {}).get('action', 'N/A') if payload.get('recommendation') else 'N/A'}
+- Confidence: {payload.get('recommendation', {}).get('confidence', 0.0) if payload.get('recommendation') else 0.0:.2f}
+
+**Moneycontrol Scorecard:**
+- Financial Score: {payload.get('mc', {}).get('score', 'N/A')} / 100
+- Market Cap: {payload.get('mc', {}).get('mcap')} Cr
+- Face Value: INR {payload.get('mc', {}).get('fv')}
+
+Please structure your report with:
+1. **Executive Summary**: Overview of the stock's current valuation, relative performance, and short-term vs medium-term trends.
+2. **Technical Outlook**: Interpretation of the recent price actions, 52-week boundaries, and volume momentum.
+3. **Model & Scorecard Assessment**: Critique of the LSTM recommendation and Moneycontrol financial score.
+4. **Bull vs Bear Thesis**: 3 key arguments for the upside, and 3 key risks/downsides.
+5. **Investment Recommendation**: Concluding action recommendation (Buy/Hold/Sell/Accumulate) and support thesis. Include a standard disclaimer stating this is for educational/informational purposes and not financial advice.
+"""
+    try:
+        from ..core.nvidia_llm import NvidiaLLM
+        llm = NvidiaLLM()
+        analysis = llm.call(prompt, hint="finance")
+        if not analysis or "LLM ERROR" in analysis or "LLM OFFLINE" in analysis:
+            return jsonify({"ok": False, "message": "Failed to generate analysis from NVIDIA LLM."}), 500
+
+        # Write to cache
+        file_path.write_text(analysis, encoding='utf-8')
+
+        # Sync with HF dataset if enabled
+        extensions = current_app.extensions["nsedash"]
+        hf_sync = extensions.get("hf_sync")
+        if hf_sync:
+            hf_sync.push_file_async(file_path)
+
+        return jsonify({"ok": True, "symbol": symbol, "analysis": analysis, "cached": False})
+    except Exception as exc:
+        logging.error("Failed generating AI analysis for %s: %s", symbol, exc)
+        return jsonify({"ok": False, "message": f"Error running LLM: {str(exc)}"}), 500
+
+
+

nsedash/web/static/app.js

@@ -334,7 +334,10 @@ function cardEl(c) {
         ? `${c.recommendation.action}
            <span class="muted">(${fmt(c.recommendation.confidence)})</span>`
         : ""}</span>
-      <button class="mc-btn">${mc.link ? "MC ↗" : "Set MC link"}</button>
+      <div style="display: flex; gap: 4px;">
+        <button class="ai-btn" aria-label="Generate AI analysis for ${c.symbol}">AI ✦</button>
+        <button class="mc-btn">${mc.link ? "MC ↗" : "Set MC link"}</button>
+      </div>
     </div>`;
 
   card.querySelector(".rm").addEventListener("click", async () => {
@@ -360,6 +363,26 @@ function cardEl(c) {
   card.querySelectorAll(".in-qty, .in-price").forEach((inp) => {
     inp.addEventListener("change", pushInputs);
   });
+  card.querySelector(".ai-btn").addEventListener("click", async () => {
+    $("#modal-ai").classList.remove("hidden");
+    $("#ai-title").innerText = `AI Stock Analysis: ${c.symbol}`;
+    $("#ai-content").innerHTML = `<div class="loading-spinner" style="display: flex; flex-direction: column; align-items: center; justify-content: center; padding: 40px; color: var(--muted);">
+      <div class="spinner" style="border: 3px solid rgba(255,255,255,0.1); border-top: 3px solid var(--accent); border-radius: 50%; width: 30px; height: 30px; animation: spin 1s linear infinite; margin-bottom: 12px;"></div>
+      <span>Generating AI analysis... Please wait...</span>
+    </div>`;
+    
+    try {
+      const payload = await api(`/stocks/${encodeURIComponent(c.symbol)}/ai-analysis`);
+      if (payload && payload.ok && payload.analysis) {
+        $("#ai-content").innerHTML = marked.parse(payload.analysis);
+      } else {
+        $("#ai-content").innerHTML = `<span class="loss">Error: ${esc((payload && payload.message) || "Failed to generate analysis")}</span>`;
+      }
+    } catch (err) {
+      $("#ai-content").innerHTML = `<span class="loss">Error: ${esc(err.message)}</span>`;
+    }
+  });
+
   card.querySelector(".mc-btn").addEventListener("click", async () => {
     if (mc.link) { window.open(mc.link, "_blank"); return; }
     const link = prompt(
@@ -1050,6 +1073,7 @@ document.addEventListener("DOMContentLoaded", async () => {
 
   // Admin Panel Event Handlers
   $("#admin-close").onclick = () => $("#modal-admin").classList.add("hidden");
+  $("#ai-close").onclick = () => $("#modal-ai").classList.add("hidden");
   $("#admin-btn-show-add").onclick = () => {
     hideAllAdminSidebarPanels();
     $("#panel-add-user").classList.remove("hidden");

nsedash/web/static/style.css

@@ -781,4 +781,42 @@ html, body {
   border: 0;
 }
 
+/* AI button & modal styles */
+.ai-btn {
+  background: linear-gradient(135deg, #6c5ce7, #4834d4);
+  color: #fff;
+  border: none;
+  font-weight: 600;
+  transition: transform 0.2s ease, filter 0.2s ease;
+}
+.ai-btn:hover {
+  filter: brightness(1.2);
+  transform: translateY(-1px);
+}
+.ai-analysis-modal {
+  max-width: 800px;
+  width: 90%;
+}
+@keyframes spin {
+  0% { transform: rotate(0deg); }
+  100% { transform: rotate(360deg); }
+}
+/* Style markdown lists, headings, and tables in modal */
+.markdown-body h1, .markdown-body h2, .markdown-body h3 {
+  margin-top: 16px;
+  margin-bottom: 8px;
+  color: var(--accent);
+}
+.markdown-body p {
+  margin-bottom: 12px;
+}
+.markdown-body ul, .markdown-body ol {
+  padding-left: 20px;
+  margin-bottom: 12px;
+}
+.markdown-body li {
+  margin-bottom: 4px;
+}
+
+
 

nsedash/web/templates/index.html

@@ -6,6 +6,7 @@
 <title>NSE Stock Dashboard</title>
 <link rel="stylesheet" href="{{ url_for('static', filename='style.css') }}">
 <script src="https://cdnjs.cloudflare.com/ajax/libs/Chart.js/4.4.1/chart.umd.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/marked/11.1.1/marked.min.js"></script>
 </head>
 <body>
 
@@ -302,6 +303,19 @@
   </div>
 </div>
 
+<!-- AI Analysis Modal -->
+<div id="modal-ai" class="overlay hidden" role="dialog" aria-modal="true" aria-labelledby="ai-title">
+  <div class="modal ai-analysis-modal">
+    <div class="modal-header" style="display: flex; align-items: center; justify-content: space-between; border-bottom: 1px solid rgba(255,255,255,0.1); padding-bottom: 12px; margin-bottom: 15px;">
+      <h3 id="ai-title" style="margin: 0;">AI Stock Analysis</h3>
+      <button id="ai-close" class="close-btn" style="background: none; border: none; font-size: 20px; color: var(--muted); cursor: pointer;" aria-label="Close AI analysis">×</button>
+    </div>
+    <div id="ai-content" class="markdown-body" style="max-height: 70vh; overflow-y: auto; text-align: left; padding: 10px; font-size: 14px; line-height: 1.6; color: var(--fg);">
+      <!-- Generated AI analysis in markdown format will go here -->
+    </div>
+  </div>
+</div>
+
 <!-- Shutdown Screen -->
 <div id="shutdown-screen" class="shutdown-screen">
   <div class="splash-content">

processed/watchlists/nse_dashboard_hist_maxprice1d50.json

@@ -2,255 +2,255 @@
     "name": "1D Max Price Portfolio",
     "symbols": [
         {
-            "SYMBOL": "ELGIRUBCO",
+            "SYMBOL": "KALYANKJIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TPLPLASTEH",
+            "SYMBOL": "MASTERTR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IKIO",
+            "SYMBOL": "TBZ",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIGITIDE",
+            "SYMBOL": "MAPMYINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUMICHEM",
+            "SYMBOL": "IKIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SOLARWORLD",
+            "SYMBOL": "UNICHEMLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDOFARM",
+            "SYMBOL": "BUILDPRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GANECOS",
+            "SYMBOL": "RADHIKAJWE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASIANHOTNR",
+            "SYMBOL": "AZAD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HTMEDIA",
+            "SYMBOL": "TCIEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BVCL",
+            "SYMBOL": "MARSONS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MENNPIS",
+            "SYMBOL": "FERMENTA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ZENSARTECH",
+            "SYMBOL": "BPL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDORAMA",
+            "SYMBOL": "COCKERILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TAALTECH",
+            "SYMBOL": "MBAPL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ELECTHERM",
+            "SYMBOL": "INDNIPPON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CORDELIA",
+            "SYMBOL": "BETA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BTTL",
+            "SYMBOL": "BORORENEW",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUVEN",
+            "SYMBOL": "JNKINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AMIRCHAND",
+            "SYMBOL": "SUVEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PATELRMART",
+            "SYMBOL": "INA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEGISVOPAK",
+            "SYMBOL": "SIKKO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREME",
+            "SYMBOL": "HALDER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FOODSIN",
+            "SYMBOL": "PML",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NGLFINE",
+            "SYMBOL": "SAATVIKGL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KAUSHALYA",
+            "SYMBOL": "RPGLIFE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BUTTERFLY",
+            "SYMBOL": "SOMATEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CYIENTDLM",
+            "SYMBOL": "KSHINTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LOVABLE",
+            "SYMBOL": "CARYSIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVG",
+            "SYMBOL": "DECNGOLD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COMSYN",
+            "SYMBOL": "CHOICEIN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MOSCHIP",
+            "SYMBOL": "TVSELECT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VOEPL",
+            "SYMBOL": "BALAMINES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ECLERX",
+            "SYMBOL": "HTMEDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DECNGOLD",
+            "SYMBOL": "SWIGGY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SEIL",
+            "SYMBOL": "PPAP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAYMONDREL",
+            "SYMBOL": "WALCHANNAG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GOLDIAM",
+            "SYMBOL": "KRISHANA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FILATEX",
+            "SYMBOL": "CNL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BLAL",
+            "SYMBOL": "EPACKPEB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GCSL",
+            "SYMBOL": "OMNI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KOTHARIPET",
+            "SYMBOL": "RAMCOIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SPANDANA",
+            "SYMBOL": "SCANSTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DENTA",
+            "SYMBOL": "NIBE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANSALWIRE",
+            "SYMBOL": "DPABHUSHAN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GINNIFILA",
+            "SYMBOL": "CARRARO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FUSION",
+            "SYMBOL": "INOXINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COSMOFIRST",
+            "SYMBOL": "LODHA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IFGLEXPOR",
+            "SYMBOL": "AMNPLST",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EFCIL",
+            "SYMBOL": "RBZJEWEL",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.633394"
+    "last_updated": "2026-07-09T21:06:09.095138"
 }

processed/watchlists/nse_dashboard_hist_maxprice1m50.json

@@ -7,250 +7,250 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRANDOAK",
+            "SYMBOL": "UNICHEMLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAMCOSYS",
+            "SYMBOL": "AEGISLOG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEGISLOG",
+            "SYMBOL": "RAMCOSYS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VIPULLTD",
+            "SYMBOL": "EBGNG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MSTCLTD",
+            "SYMBOL": "GRANDOAK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ONMOBILE",
+            "SYMBOL": "INDSWFTLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BLUSPRING",
+            "SYMBOL": "CUPID",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PARAS",
+            "SYMBOL": "BETA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CUPID",
+            "SYMBOL": "AEGISVOPAK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MACPOWER",
+            "SYMBOL": "SPAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UFBL",
+            "SYMBOL": "AMAGI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVG",
+            "SYMBOL": "PWL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "QUADFUTURE",
+            "SYMBOL": "RPTECH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EMSLIMITED",
+            "SYMBOL": "AMIRCHAND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EBGNG",
+            "SYMBOL": "DBSTOCKBRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IXIGO",
+            "SYMBOL": "AEQUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DENTA",
+            "SYMBOL": "RELTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BETA",
+            "SYMBOL": "RML",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NACLIND",
+            "SYMBOL": "FUSION",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INVPRECQ",
+            "SYMBOL": "TBZ",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PWL",
+            "SYMBOL": "MACPOWER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CEMPRO",
+            "SYMBOL": "SCHNEIDER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RPTECH",
+            "SYMBOL": "STYL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASTRAMICRO",
+            "SYMBOL": "JAYBARMARU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ORIENTHOT",
+            "SYMBOL": "SHAREINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "QUESS",
+            "SYMBOL": "GNA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CARTRADE",
+            "SYMBOL": "MENNPIS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDSWFTLAB",
+            "SYMBOL": "LODHA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ACSTECH",
+            "SYMBOL": "TARSONS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RELTD",
+            "SYMBOL": "IKIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GALAPREC",
+            "SYMBOL": "DENTA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BTTL",
+            "SYMBOL": "WABAG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SIKA",
+            "SYMBOL": "PPAP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MENNPIS",
+            "SYMBOL": "SIKA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JAYBARMARU",
+            "SYMBOL": "EMSLIMITED",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WABAG",
+            "SYMBOL": "SPARC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SHIVAUM",
+            "SYMBOL": "UFBL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEGISVOPAK",
+            "SYMBOL": "OPTIEMUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PAISALO",
+            "SYMBOL": "ZSARACOM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CEWATER",
+            "SYMBOL": "KIRLOSIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RML",
+            "SYMBOL": "PANSARI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FUSION",
+            "SYMBOL": "NACLIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEROENTER",
+            "SYMBOL": "ELGIRUBCO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VOGL",
+            "SYMBOL": "BHARATSE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "YASHO",
+            "SYMBOL": "ORIENTHOT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SPAL",
+            "SYMBOL": "SUVEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NELCO",
+            "SYMBOL": "NITTAGELA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IGARASHI",
+            "SYMBOL": "KIRLOSENG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SENORES",
+            "SYMBOL": "AETHER",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.667534"
+    "last_updated": "2026-07-09T21:06:09.131567"
 }

processed/watchlists/nse_dashboard_hist_maxprice1w50.json

@@ -2,255 +2,255 @@
     "name": "1W Max Price Portfolio",
     "symbols": [
         {
-            "SYMBOL": "IKIO",
+            "SYMBOL": "UNICHEMLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ONMOBILE",
+            "SYMBOL": "ZSARACOM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VOGL",
+            "SYMBOL": "SHAREINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LEXUS",
+            "SYMBOL": "ELGIRUBCO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BHARATSE",
+            "SYMBOL": "MASTERTR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MHLXMIRU",
+            "SYMBOL": "GANECOS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AMIRCHAND",
+            "SYMBOL": "ITDC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TAALTECH",
+            "SYMBOL": "IKIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVG",
+            "SYMBOL": "SOMATEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IFGLEXPOR",
+            "SYMBOL": "TBZ",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FUSION",
+            "SYMBOL": "DPABHUSHAN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TPLPLASTEH",
+            "SYMBOL": "DBSTOCKBRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COMSYN",
+            "SYMBOL": "BUILDPRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HALEOSLABS",
+            "SYMBOL": "AZAD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AYMSYNTEX",
+            "SYMBOL": "DIGITIDE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SIGNPOST",
+            "SYMBOL": "LODHA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CORDELIA",
+            "SYMBOL": "HTMEDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EMIL",
+            "SYMBOL": "AEGISVOPAK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CENTRUM",
+            "SYMBOL": "NAUKRI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PCJEWELLER",
+            "SYMBOL": "AMIRCHAND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ELGIRUBCO",
+            "SYMBOL": "MAPMYINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SETL",
+            "SYMBOL": "CORDELIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIGITIDE",
+            "SYMBOL": "FILATEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SHAH",
+            "SYMBOL": "SUVEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUMICHEM",
+            "SYMBOL": "CONSOFINVT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PAISALO",
+            "SYMBOL": "PANSARI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ZENSARTECH",
+            "SYMBOL": "SPARC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUVEN",
+            "SYMBOL": "MOSCHIP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREMEINF",
+            "SYMBOL": "INDSWFTLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "QUESS",
+            "SYMBOL": "KALYANKJIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IGCL",
+            "SYMBOL": "FERMENTA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIVGIITTS",
+            "SYMBOL": "CYIENTDLM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GCSL",
+            "SYMBOL": "CNL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FOODSIN",
+            "SYMBOL": "DIACABS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DCAL",
+            "SYMBOL": "MIRZAINT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SIKA",
+            "SYMBOL": "PWL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BALAMINES",
+            "SYMBOL": "TPLPLASTEH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SOLARWORLD",
+            "SYMBOL": "BANARBEADS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KERNEX",
+            "SYMBOL": "SWIGGY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CEMPRO",
+            "SYMBOL": "RADHIKAJWE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SCPL",
+            "SYMBOL": "NITTAGELA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TIRUMALCHM",
+            "SYMBOL": "SOTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TIRUPATIFL",
+            "SYMBOL": "DECNGOLD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IXIGO",
+            "SYMBOL": "OAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KAUSHALYA",
+            "SYMBOL": "JINDRILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDOFARM",
+            "SYMBOL": "GEMAROMA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VISL",
+            "SYMBOL": "AEQUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MAPMYINDIA",
+            "SYMBOL": "IFGLEXPOR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PICCADIL",
+            "SYMBOL": "SOLARWORLD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KEYFINSERV",
+            "SYMBOL": "IOLCP",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.651997"
+    "last_updated": "2026-07-09T21:06:09.113842"
 }

processed/watchlists/nse_dashboard_hist_maxprice3m50.json

@@ -2,52 +2,52 @@
     "name": "3M Max Price Portfolio",
     "symbols": [
         {
-            "SYMBOL": "UFBL",
+            "SYMBOL": "SIGMAADV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HFCL",
+            "SYMBOL": "UFBL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CEMPRO",
+            "SYMBOL": "HFCL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KERNEX",
+            "SYMBOL": "CEMPRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "APOLLO",
+            "SYMBOL": "CUPID",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CUPID",
+            "SYMBOL": "NITTAGELA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SETL",
+            "SYMBOL": "BALAMINES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEGISLOG",
+            "SYMBOL": "SETL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PARACABLES",
+            "SYMBOL": "JAYBARMARU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BALAMINES",
+            "SYMBOL": "IOLCP",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -57,7 +57,7 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "BBOX",
+            "SYMBOL": "AEGISLOG",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -67,190 +67,190 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "RPTECH",
+            "SYMBOL": "UNICHEMLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JAYBARMARU",
+            "SYMBOL": "RPTECH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ELECTHERM",
+            "SYMBOL": "CPPLUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PARAS",
+            "SYMBOL": "ORCHPHARMA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RPEL",
+            "SYMBOL": "SPARC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NITTAGELA",
+            "SYMBOL": "GRWRHITECH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PAISALO",
+            "SYMBOL": "JNKINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EXICOM",
+            "SYMBOL": "PAISALO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BLUSPRING",
+            "SYMBOL": "RPEL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CPPLUS",
+            "SYMBOL": "PARACABLES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASTRAMICRO",
+            "SYMBOL": "KERNEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SPARC",
+            "SYMBOL": "SKMEGGPROD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUVEN",
+            "SYMBOL": "ASTRAMICRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AYE",
+            "SYMBOL": "COCKERILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SKMEGGPROD",
+            "SYMBOL": "AEQUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SHADOWFAX",
+            "SYMBOL": "PARAS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEQUS",
+            "SYMBOL": "BBOX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LLOYDSENGG",
+            "SYMBOL": "SUVEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ONMOBILE",
+            "SYMBOL": "DIACABS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SBCL",
+            "SYMBOL": "RANEHOLDIN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VIDYAWIRES",
+            "SYMBOL": "SENORES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RATEGAIN",
+            "SYMBOL": "RML",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VINDHYATEL",
+            "SYMBOL": "CYIENTDLM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JNKINDIA",
+            "SYMBOL": "LLOYDSENGG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVALON",
+            "SYMBOL": "DECNGOLD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRWRHITECH",
+            "SYMBOL": "INDOBORAX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CMPDI",
+            "SYMBOL": "SEDEMAC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ADFFOODS",
+            "SYMBOL": "TIMEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PREMEXPLN",
+            "SYMBOL": "ELPROINTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ORCHPHARMA",
+            "SYMBOL": "ICIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IOLCP",
+            "SYMBOL": "PANACEABIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEROFLEX",
+            "SYMBOL": "SOTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MSTCLTD",
+            "SYMBOL": "RUBICON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SENORES",
+            "SYMBOL": "VINDHYATEL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEROENTER",
+            "SYMBOL": "APOLLO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NIBE",
+            "SYMBOL": "INDSWFTLAB",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RRKABEL",
+            "SYMBOL": "RATEGAIN",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.683318"
+    "last_updated": "2026-07-09T21:06:09.148918"
 }

processed/watchlists/nse_dashboard_hist_maxvol1d50.json

@@ -2,255 +2,255 @@
     "name": "1D Max Volume Portfolio",
     "symbols": [
         {
-            "SYMBOL": "SUMICHEM",
+            "SYMBOL": "SURAJLTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SOLARWORLD",
+            "SYMBOL": "DBCORP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDOFARM",
+            "SYMBOL": "CNL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDORAMA",
+            "SYMBOL": "INA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TPLPLASTEH",
+            "SYMBOL": "TCIEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIGITIDE",
+            "SYMBOL": "VISL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PATELRMART",
+            "SYMBOL": "NDTV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KOTHARIPET",
+            "SYMBOL": "RESPONIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREME",
+            "SYMBOL": "INDIQUBE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RUPA",
+            "SYMBOL": "MAPMYINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GANGESSECU",
+            "SYMBOL": "BPL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MOMENTUM30",
+            "SYMBOL": "SINDHUTRAD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TAINWALCHM",
+            "SYMBOL": "SAGCEM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "POLICYBZR",
+            "SYMBOL": "EIMCOELECO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ELGIRUBCO",
+            "SYMBOL": "PNC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAYMONDREL",
+            "SYMBOL": "NEPHROPLUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MODIS",
+            "SYMBOL": "TVSELECT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDIANHUME",
+            "SYMBOL": "EIHOTEL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KKCL",
+            "SYMBOL": "IKIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANKBETA",
+            "SYMBOL": "BORORENEW",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NIFTYBETA",
+            "SYMBOL": "GMBREW",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GANECOS",
+            "SYMBOL": "ARIHANTCAP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CAPILLARY",
+            "SYMBOL": "BLS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASIANHOTNR",
+            "SYMBOL": "INDNIPPON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BVCL",
+            "SYMBOL": "PANACHE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAJTV",
+            "SYMBOL": "DGCONTENT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LOVABLE",
+            "SYMBOL": "HEADSUP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MOSCHIP",
+            "SYMBOL": "FERMENTA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MENNPIS",
+            "SYMBOL": "JSWDULUX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KRYSTAL",
+            "SYMBOL": "SAHLIBHFI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RKDL",
+            "SYMBOL": "TOTAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CYIENTDLM",
+            "SYMBOL": "CARRARO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DENTA",
+            "SYMBOL": "PPAP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HTMEDIA",
+            "SYMBOL": "DELTAMAGNT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BLAL",
+            "SYMBOL": "FEDDERSHOL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UNIECOM",
+            "SYMBOL": "LIBAS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BAJAJHFL",
+            "SYMBOL": "PRIMESECU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AROGRANITE",
+            "SYMBOL": "CELEBRITY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RESPONIND",
+            "SYMBOL": "CHOICEIN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SINDHUTRAD",
+            "SYMBOL": "BUILDPRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BEDMUTHA",
+            "SYMBOL": "RBZJEWEL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SHIVATEX",
+            "SYMBOL": "ENIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MANGLMCEM",
+            "SYMBOL": "ASIANTILES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VISL",
+            "SYMBOL": "BHARATSE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MAXESTATES",
+            "SYMBOL": "SUNTECK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BLSE",
+            "SYMBOL": "CREST",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INNOVISION",
+            "SYMBOL": "TIPSMUSIC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DONEAR",
+            "SYMBOL": "DRREDDY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ARTNIRMAN",
+            "SYMBOL": "HAPPSTMNDS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NUVAMA",
+            "SYMBOL": "LYPSAGEMS",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:20.798360"
+    "last_updated": "2026-07-09T21:06:14.932731"
 }

processed/watchlists/nse_dashboard_hist_maxvol1m50.json

@@ -2,32 +2,32 @@
     "name": "1M Max Volume Portfolio",
     "symbols": [
         {
-            "SYMBOL": "WEIZMANIND",
+            "SYMBOL": "GRAVISSHO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CLSEL",
+            "SYMBOL": "ABSL10BANK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SURYALAXMI",
+            "SYMBOL": "CLSEL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RUSTOMJEE",
+            "SYMBOL": "SURYALAXMI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRANDOAK",
+            "SYMBOL": "RUSTOMJEE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANK10ADD",
+            "SYMBOL": "TCIEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -37,12 +37,12 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "TCIEXP",
+            "SYMBOL": "BANK10ADD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ABSL10BANK",
+            "SYMBOL": "ITDC",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -52,162 +52,162 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "PANSARI",
+            "SYMBOL": "JINDRILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRAVISSHO",
+            "SYMBOL": "NATIONSTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PIXTRANS",
+            "SYMBOL": "SURAJLTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CONTROLPR",
+            "SYMBOL": "PIXTRANS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "OMAXE",
+            "SYMBOL": "CONTROLPR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HSBCGOLD",
+            "SYMBOL": "OMAXE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RELAXO",
+            "SYMBOL": "BANARBEADS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SAKSOFT",
+            "SYMBOL": "RITES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SILLYMONKS",
+            "SYMBOL": "SHAREINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COMSYN",
+            "SYMBOL": "INDIANCARD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RITES",
+            "SYMBOL": "PANSARI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ANMOL",
+            "SYMBOL": "RELAXO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SPAL",
+            "SYMBOL": "WEIZMANIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CENTRUM",
+            "SYMBOL": "SAKSOFT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SAMBHAAV",
+            "SYMBOL": "SILLYMONKS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREME",
+            "SYMBOL": "ANMOL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IGARASHI",
+            "SYMBOL": "SPAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GARFIBRES",
+            "SYMBOL": "CENTRUM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ADL",
+            "SYMBOL": "HSBCGOLD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MFML",
+            "SYMBOL": "SAMBHAAV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "THEMISMED",
+            "SYMBOL": "DPABHUSHAN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NIFTYADD",
+            "SYMBOL": "ADL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UNIECOM",
+            "SYMBOL": "TARC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EMSLIMITED",
+            "SYMBOL": "IGARASHI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUMICHEM",
+            "SYMBOL": "GARFIBRES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IKIO",
+            "SYMBOL": "COMSYN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EXXARO",
+            "SYMBOL": "SUPREME",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ROTO",
+            "SYMBOL": "THEMISMED",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANKBETA",
+            "SYMBOL": "DBCORP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LCCINFOTEC",
+            "SYMBOL": "UNIECOM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "STUDDS",
+            "SYMBOL": "IKIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDOFARM",
+            "SYMBOL": "SUMICHEM",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -217,40 +217,40 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "SOMICONVEY",
+            "SYMBOL": "EXXARO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AFCONS",
+            "SYMBOL": "CNL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAMCOIND",
+            "SYMBOL": "ROTO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NUCLEUS",
+            "SYMBOL": "DGCONTENT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DGCONTENT",
+            "SYMBOL": "SOMICONVEY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HINDWAREAP",
+            "SYMBOL": "MUNJALAU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ENIFTY",
+            "SYMBOL": "RAMCOIND",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:35.277487"
+    "last_updated": "2026-07-09T21:06:30.181766"
 }

processed/watchlists/nse_dashboard_hist_maxvol1w50.json

@@ -2,7 +2,7 @@
     "name": "1W Max Volume Portfolio",
     "symbols": [
         {
-            "SYMBOL": "CONTROLPR",
+            "SYMBOL": "GRAVISSHO",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -12,245 +12,245 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRAVISSHO",
+            "SYMBOL": "ITDC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PANSARI",
+            "SYMBOL": "JINDRILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CENTRUM",
+            "SYMBOL": "SURAJLTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RITES",
+            "SYMBOL": "BANARBEADS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COMSYN",
+            "SYMBOL": "SHAREINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IKIO",
+            "SYMBOL": "INDIANCARD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUMICHEM",
+            "SYMBOL": "TARC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SOLARWORLD",
+            "SYMBOL": "DPABHUSHAN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JTEKTINDIA",
+            "SYMBOL": "DBCORP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BSL",
+            "SYMBOL": "CNL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIVGIITTS",
+            "SYMBOL": "SUMICHEM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ORIENTTECH",
+            "SYMBOL": "RITES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDOFARM",
+            "SYMBOL": "SOLARWORLD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IFGLEXPOR",
+            "SYMBOL": "FERMENTA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SIGNPOST",
+            "SYMBOL": "INA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RHIM",
+            "SYMBOL": "TCIEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDORAMA",
+            "SYMBOL": "INDOFARM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MUNJALAU",
+            "SYMBOL": "GANGESSECU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TPLPLASTEH",
+            "SYMBOL": "ADVENTHTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HINDCOMPOS",
+            "SYMBOL": "GEMAROMA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BHARATSE",
+            "SYMBOL": "NIITMTS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ADFFOODS",
+            "SYMBOL": "INDORAMA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIGITIDE",
+            "SYMBOL": "RETAIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PATELRMART",
+            "SYMBOL": "KREBSBIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EXCELSOFT",
+            "SYMBOL": "HIKAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NELCAST",
+            "SYMBOL": "SINTERCOM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SIKA",
+            "SYMBOL": "TARSONS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ZENSARTECH",
+            "SYMBOL": "NATIONSTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MONEYBOXX",
+            "SYMBOL": "TPLPLASTEH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JINDALPHOT",
+            "SYMBOL": "DALMIASUG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KOTHARIPET",
+            "SYMBOL": "AARTECH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREME",
+            "SYMBOL": "ORCHPHARMA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVG",
+            "SYMBOL": "MASTERTR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RUPA",
+            "SYMBOL": "DIGITIDE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SMSPHARMA",
+            "SYMBOL": "MUNJALAU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IVALUE",
+            "SYMBOL": "PATELRMART",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GENUSPOWER",
+            "SYMBOL": "DTIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MFML",
+            "SYMBOL": "ANDHRSUGAR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GANGESSECU",
+            "SYMBOL": "GANESHHOU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SONATSOFTW",
+            "SYMBOL": "KOTIC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BUTTERFLY",
+            "SYMBOL": "SGMART",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TAINWALCHM",
+            "SYMBOL": "VISL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GUFICBIO",
+            "SYMBOL": "KOTHARIPET",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MOMENTUM30",
+            "SYMBOL": "SUPREME",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ITADD",
+            "SYMBOL": "SPECTRUM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREMEINF",
+            "SYMBOL": "ARTNIRMAN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PCJEWELLER",
+            "SYMBOL": "RUPA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MOTOUR",
+            "SYMBOL": "RESPONIND",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:28.104619"
+    "last_updated": "2026-07-09T21:06:22.224841"
 }

processed/watchlists/nse_dashboard_hist_maxvol3m50.json

@@ -7,7 +7,7 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANK10ADD",
+            "SYMBOL": "GRAVISSHO",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -17,12 +17,12 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "LAHOTIOV",
+            "SYMBOL": "VALUE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VALUE",
+            "SYMBOL": "LAHOTIOV",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -36,6 +36,11 @@
             "Quantity": 0.0,
             "Price": 0.0
         },
+        {
+            "SYMBOL": "BANK10ADD",
+            "Quantity": 0.0,
+            "Price": 0.0
+        },
         {
             "SYMBOL": "CLSEL",
             "Quantity": 0.0,
@@ -57,12 +62,12 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "RUSTOMJEE",
+            "SYMBOL": "KREBSBIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KREBSBIO",
+            "SYMBOL": "RUSTOMJEE",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -82,42 +87,42 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRAVISSHO",
+            "SYMBOL": "JINDRILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AQYLON",
+            "SYMBOL": "ITDC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HPIL",
+            "SYMBOL": "NATIONSTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KRYSTAL",
+            "SYMBOL": "HPIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GALLANTT",
+            "SYMBOL": "KRYSTAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ARVSMART",
+            "SYMBOL": "SURAJLTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LCCINFOTEC",
+            "SYMBOL": "VISL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MFML",
+            "SYMBOL": "BANARBEADS",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -137,57 +142,52 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "SAMBHAAV",
-            "Quantity": 0.0,
-            "Price": 0.0
-        },
-        {
-            "SYMBOL": "CONTROLPR",
+            "SYMBOL": "RITES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LEMERITE",
+            "SYMBOL": "INDIANCARD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SICALLOG",
+            "SYMBOL": "MFML",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ENIFTY",
+            "SYMBOL": "CONTROLPR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PDSL",
+            "SYMBOL": "SAMBHAAV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "OMAXE",
+            "SYMBOL": "LCCINFOTEC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ACEINTEG",
+            "SYMBOL": "LEMERITE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SAKSOFT",
+            "SYMBOL": "ENIFTY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GREENPLY",
+            "SYMBOL": "OMAXE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ITDC",
+            "SYMBOL": "GEMAROMA",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -197,60 +197,60 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "SILLYMONKS",
+            "SYMBOL": "ACEINTEG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LFIC",
+            "SYMBOL": "SAKSOFT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IKIO",
+            "SYMBOL": "SHAREINDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AIROLAM",
+            "SYMBOL": "GREENPLY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MUTHOOTMF",
+            "SYMBOL": "SILLYMONKS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SUPREME",
+            "SYMBOL": "IKIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COMSYN",
+            "SYMBOL": "MUTHOOTMF",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BTTL",
+            "SYMBOL": "RPGLIFE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MSCIADD",
+            "SYMBOL": "RETAIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RPGLIFE",
+            "SYMBOL": "AMNPLST",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AMNPLST",
+            "SYMBOL": "COMSYN",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:43.386155"
+    "last_updated": "2026-07-09T21:06:39.236409"
 }

processed/watchlists/nse_dashboard_hist_minprice1d50.json

@@ -2,255 +2,255 @@
     "name": "1D Min Price Portfolio",
     "symbols": [
         {
-            "SYMBOL": "MIDQ50ADD",
+            "SYMBOL": "NATIONSTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HEALTHADD",
+            "SYMBOL": "INDIAVIX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MBAPL",
+            "SYMBOL": "HAVISHA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KRISHANA",
+            "SYMBOL": "ZSARACOM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NATIONSTD",
+            "SYMBOL": "RESPONIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GVT&D",
+            "SYMBOL": "PIONRINV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TDPOWERSYS",
+            "SYMBOL": "DRREDDY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WHEELS",
+            "SYMBOL": "LIBAS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "POWERINDIA",
+            "SYMBOL": "DBSTOCKBRO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ENRIN",
+            "SYMBOL": "GRANDOAK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CGPOWER",
+            "SYMBOL": "VISL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UCAL",
+            "SYMBOL": "TICL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MODTHREAD",
+            "SYMBOL": "PARAS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UNIONBANK",
+            "SYMBOL": "SHRIKRISH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CLEANMAX",
+            "SYMBOL": "SHANTI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "THERMAX",
+            "SYMBOL": "JSWDULUX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "APARINDS",
+            "SYMBOL": "EIMCOELECO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VEDPOWER",
+            "SYMBOL": "SONAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TARIL",
+            "SYMBOL": "NIRAJISPAT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CEIGALL",
+            "SYMBOL": "NAGREEKEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DIACABS",
+            "SYMBOL": "ANTELOPUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "POLICYBZR",
+            "SYMBOL": "ICDSLTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ROLEXRINGS",
+            "SYMBOL": "DELTAMAGNT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "POWERICA",
+            "SYMBOL": "ELITECON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "OMNI",
+            "SYMBOL": "BLS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GVPIL",
+            "SYMBOL": "MATRIMONY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "THAKDEV",
+            "SYMBOL": "SOLARINDS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CURAA",
+            "SYMBOL": "TVVISION",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WABAG",
+            "SYMBOL": "JAYSREETEA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VISL",
+            "SYMBOL": "MAZDOCK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EBGNG",
+            "SYMBOL": "LOYALTEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SETL",
+            "SYMBOL": "POCL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GLOSTERLTD",
+            "SYMBOL": "ISHANCH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAJTV",
+            "SYMBOL": "THANGAMAYL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RPTECH",
+            "SYMBOL": "INFOMEDIA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RUBICON",
+            "SYMBOL": "LEXUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IOLCP",
+            "SYMBOL": "ASPINWALL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RHIM",
+            "SYMBOL": "ATAM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEROFLEX",
+            "SYMBOL": "SHAILY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DMART",
+            "SYMBOL": "TECHNVISN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BHEL",
+            "SYMBOL": "KSR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GICL",
+            "SYMBOL": "AMBICAAGAR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PIONRINV",
+            "SYMBOL": "MSPL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEROENTER",
+            "SYMBOL": "NORBTEAEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ATLANTAELE",
+            "SYMBOL": "VOEPL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HIRECT",
+            "SYMBOL": "APCL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "S&SPOWER",
+            "SYMBOL": "CURAA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FRONTSP",
+            "SYMBOL": "NELCAST",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CONFIPET",
+            "SYMBOL": "CMRGREEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UNIVCABLES",
+            "SYMBOL": "KIRANVYPAR",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.644051"
+    "last_updated": "2026-07-09T21:06:09.105168"
 }

processed/watchlists/nse_dashboard_hist_minprice1m50.json

@@ -12,7 +12,7 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "GICL",
+            "SYMBOL": "NATIONSTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -22,12 +22,12 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRMOVER",
+            "SYMBOL": "TECHNVISN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LEMERITE",
+            "SYMBOL": "AQYLON",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -42,22 +42,22 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDIAVIX",
+            "SYMBOL": "BANG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NATIONSTD",
+            "SYMBOL": "HAVISHA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TECHNVISN",
+            "SYMBOL": "BOHRAIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AQYLON",
+            "SYMBOL": "GICL",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -67,190 +67,190 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "NATIONALUM",
+            "SYMBOL": "ASIANTILES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BOHRAIND",
+            "SYMBOL": "GOCOLORS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAJTV",
+            "SYMBOL": "AXISCADES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVANTIFEED",
+            "SYMBOL": "PVP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANG",
+            "SYMBOL": "MFML",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ATLANTAELE",
+            "SYMBOL": "GAYAHWS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PIONRINV",
+            "SYMBOL": "TRUALT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASIANTILES",
+            "SYMBOL": "HINDOILEXP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HGM",
+            "SYMBOL": "LEMERITE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JSLL",
+            "SYMBOL": "SASKEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SAIL",
+            "SYMBOL": "TERASOFT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MFML",
+            "SYMBOL": "PIONRINV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ADVENZYMES",
+            "SYMBOL": "GTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HINDALCO",
+            "SYMBOL": "KREBSBIO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JAGRAN",
+            "SYMBOL": "VGL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SGL",
+            "SYMBOL": "TATAELXSI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RETAIL",
+            "SYMBOL": "RMC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TATAELXSI",
+            "SYMBOL": "RRIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NSLNISP",
+            "SYMBOL": "ELITECON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BUILDPRO",
+            "SYMBOL": "OLAELEC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RSYSTEMS",
+            "SYMBOL": "TMPV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RMC",
+            "SYMBOL": "MANAKALUCO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TDPOWERSYS",
+            "SYMBOL": "FRACTAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HAVISHA",
+            "SYMBOL": "GULPOLY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "VEDL",
+            "SYMBOL": "GTLINFRA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JARO",
+            "SYMBOL": "EASEMYTRIP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INFY",
+            "SYMBOL": "AVROIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ELITECON",
+            "SYMBOL": "INDIAVIX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "APCL",
+            "SYMBOL": "MONEYBOXX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "OIL",
+            "SYMBOL": "BSOFT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRAPHITE",
+            "SYMBOL": "ASIANENE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LUMAXTECH",
+            "SYMBOL": "ATLANTAELE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BSOFT",
+            "SYMBOL": "PROZONER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SOUTHWEST",
+            "SYMBOL": "ASTRAL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WIPRO",
+            "SYMBOL": "ASTEC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NORBTEAEXP",
+            "SYMBOL": "NIRAJISPAT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TMPV",
+            "SYMBOL": "NSLNISP",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.675368"
+    "last_updated": "2026-07-09T21:06:09.140267"
 }

processed/watchlists/nse_dashboard_hist_minprice1w50.json

@@ -17,240 +17,240 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "KPITTECH",
+            "SYMBOL": "VISL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TECHNVISN",
+            "SYMBOL": "VEDPOWER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WHEELS",
+            "SYMBOL": "AEROFLEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDIAVIX",
+            "SYMBOL": "TICL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MFML",
+            "SYMBOL": "VOGL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TDPOWERSYS",
+            "SYMBOL": "LEXUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "APARINDS",
+            "SYMBOL": "TECHNVISN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "POWERINDIA",
+            "SYMBOL": "ELITECON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GVT&D",
+            "SYMBOL": "GLOSTERLTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WALCHANNAG",
+            "SYMBOL": "AYMSYNTEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TICL",
+            "SYMBOL": "GICL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "THERMAX",
+            "SYMBOL": "INDOTHAI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASIANTILES",
+            "SYMBOL": "MARINE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CINEVISTA",
+            "SYMBOL": "TRENT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ZFCVINDIA",
+            "SYMBOL": "AEROENTER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GNRL",
+            "SYMBOL": "MARKOLINES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "POWERICA",
+            "SYMBOL": "SUPRIYA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ASIANENE",
+            "SYMBOL": "OLAELEC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NARMADA",
+            "SYMBOL": "SCPL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KIRLOSENG",
+            "SYMBOL": "KERNEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ENRIN",
+            "SYMBOL": "WHEELS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "DMART",
+            "SYMBOL": "BLUSPRING",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "EPIGRAL",
+            "SYMBOL": "JSWDULUX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AEROENTER",
+            "SYMBOL": "PINELABS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CEIGALL",
+            "SYMBOL": "JSWHL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WELSPLSOL",
+            "SYMBOL": "GOCOLORS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RUBICON",
+            "SYMBOL": "FIRSTCRY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RSYSTEMS",
+            "SYMBOL": "PIONRINV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AERONEU",
+            "SYMBOL": "TEJASNET",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TATAELXSI",
+            "SYMBOL": "CURAA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BANKBARODA",
+            "SYMBOL": "MAHABANK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BHEL",
+            "SYMBOL": "UNIONBANK",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GOCOLORS",
+            "SYMBOL": "TIRUMALCHM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ARIHANT",
+            "SYMBOL": "UNIVCABLES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "IGL",
+            "SYMBOL": "PARAS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GSLSU",
+            "SYMBOL": "APOLLO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GVPIL",
+            "SYMBOL": "SASKEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FINCABLES",
+            "SYMBOL": "OLECTRA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CMSINFO",
+            "SYMBOL": "CONTROLPR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AURIGROW",
+            "SYMBOL": "BANSWRAS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CGPOWER",
+            "SYMBOL": "BIL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ABINFRA",
+            "SYMBOL": "SWARAJENG",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "UNIONBANK",
+            "SYMBOL": "JISLJALEQS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ZODIACLOTH",
+            "SYMBOL": "SADBHAV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RRKABEL",
+            "SYMBOL": "INOXWIND",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CURAA",
+            "SYMBOL": "NELCAST",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "FINOPB",
+            "SYMBOL": "HIRECT",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.659651"
+    "last_updated": "2026-07-09T21:06:09.122762"
 }

processed/watchlists/nse_dashboard_hist_minprice3m50.json

@@ -27,12 +27,7 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "RAJTV",
-            "Quantity": 0.0,
-            "Price": 0.0
-        },
-        {
-            "SYMBOL": "INDIAVIX",
+            "SYMBOL": "NATIONSTD",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -42,22 +37,22 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "ABCOTS",
+            "SYMBOL": "TICL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TICL",
+            "SYMBOL": "ELITECON",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ELITECON",
+            "SYMBOL": "ABCOTS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GRADIENTE",
+            "SYMBOL": "RAJTV",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -72,7 +67,7 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "NATIONSTD",
+            "SYMBOL": "AVANTIFEED",
             "Quantity": 0.0,
             "Price": 0.0
         },
@@ -82,175 +77,180 @@
             "Price": 0.0
         },
         {
-            "SYMBOL": "RPSGVENT",
+            "SYMBOL": "GSLSU",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RMDRIP",
+            "SYMBOL": "ASIANTILES",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JINDALPOLY",
+            "SYMBOL": "LANDSMILL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AVANTIFEED",
+            "SYMBOL": "RMDRIP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MANOMAY",
+            "SYMBOL": "INDIAVIX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BSOFT",
+            "SYMBOL": "HAVISHA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TARAPUR",
+            "SYMBOL": "SECURKLOUD",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GSLSU",
+            "SYMBOL": "RKEC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "COMFINTE",
+            "SYMBOL": "TARAPUR",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RKEC",
+            "SYMBOL": "LEXUS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INFY",
+            "SYMBOL": "INDOTHAI",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "KPITTECH",
+            "SYMBOL": "TPHQ",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RENUKA",
+            "SYMBOL": "BSOFT",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PML",
+            "SYMBOL": "PROZONER",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "JAINREC",
+            "SYMBOL": "SUVIDHAA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MARSONS",
+            "SYMBOL": "UEL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "GUJAPOLLO",
+            "SYMBOL": "PAKKA",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HCLTECH",
+            "SYMBOL": "KPITTECH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "BOHRAIND",
+            "SYMBOL": "ORIENTALTL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "LANDSMILL",
+            "SYMBOL": "COMFINTE",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "INDOUS",
+            "SYMBOL": "VCL",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "AARON",
+            "SYMBOL": "GAYAHWS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "WSI",
+            "SYMBOL": "NIITMTS",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ZFSTEERING",
+            "SYMBOL": "TECILCHEM",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "NIITMTS",
+            "SYMBOL": "SBGLP",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "SGL",
+            "SYMBOL": "OSWALGREEN",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "RSYSTEMS",
+            "SYMBOL": "ZFSTEERING",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "MRPL",
+            "SYMBOL": "PIONRINV",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "PIONRINV",
+            "SYMBOL": "XELPMOC",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "HAVISHA",
+            "SYMBOL": "HCLTECH",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "TTL",
+            "SYMBOL": "RAMKY",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ORICONENT",
+            "SYMBOL": "SOLEX",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "ONGC",
+            "SYMBOL": "GUJAPOLLO",
             "Quantity": 0.0,
             "Price": 0.0
         },
         {
-            "SYMBOL": "CHEMPLASTS",
+            "SYMBOL": "JAINREC",
+            "Quantity": 0.0,
+            "Price": 0.0
+        },
+        {
+            "SYMBOL": "MANOMAY",
             "Quantity": 0.0,
             "Price": 0.0
         }
     ],
-    "last_updated": "2026-07-04T11:51:15.691018"
+    "last_updated": "2026-07-09T21:06:09.157764"
 }

processed/watchlists/nse_dashboard_maxfall50.json

@@ -252,5 +252,5 @@
       "Price": 0.0
     }
   ],
-  "last_updated": "2026-07-09T15:49:21.597072"
+  "last_updated": "2026-07-09T21:07:00.629575"
 }

processed/watchlists/nse_dashboard_maxprice50.json

@@ -252,5 +252,5 @@
       "Price": 0.0
     }
   ],
-  "last_updated": "2026-07-09T15:49:21.576761"
+  "last_updated": "2026-07-09T21:07:00.621014"
 }

processed/watchlists/nse_dashboard_maxvol50.json

@@ -127,5 +127,5 @@
       "Price": 0.0
     }
   ],
-  "last_updated": "2026-07-09T15:49:21.551328"
+  "last_updated": "2026-07-09T21:07:00.611551"
 }