246 lines
25 KiB
Plaintext
246 lines
25 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "b65e507f",
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"metadata": {},
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"source": [
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"Stock Analysis Recommender. This solution can be extended with a real-time API for multiple stock symbols. In this example, analysis for only 1 stock IBM is displayed.\n",
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"\n",
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"Disclaimer: This is just a test project. Please dont use it for any commercial use."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "d159a754",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"\n",
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"import json\n",
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"import requests\n",
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"from dotenv import load_dotenv\n",
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"from openai import OpenAI\n",
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"import google.generativeai\n",
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"import anthropic\n",
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"from IPython.display import Markdown, display, update_display\n",
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"import gradio as gr\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "325bafb1",
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"metadata": {},
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"outputs": [],
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"source": [
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"load_dotenv(override=True)\n",
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"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
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"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "b6dab667",
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"metadata": {},
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"outputs": [],
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"source": [
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"# initialize\n",
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"\n",
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"openai = OpenAI()\n",
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"claude = anthropic.Anthropic()\n",
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"OPENAI_MODEL = \"gpt-4o\"\n",
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"CLAUDE_MODEL = \"claude-3-7-sonnet-20250219\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 36,
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"id": "7f24ac3b",
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"metadata": {},
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"outputs": [],
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"source": [
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"system_message = \"\"\"You are an assistant that recommends whether to buy or sell a stock that user provides. Give your best educated guess on the basis of the stock\n",
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" details provided to you like stock price, open, close, high, low price and technical indicators like SMA, EMA and RSI. Don't force an answer, only give the answer if the data you \n",
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" receive is valid. If not valid or if you receive empty data, tell the user that the data received was not valid politely. Respond only in Markdown \"\"\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 46,
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"id": "30283e3d",
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"metadata": {},
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"outputs": [],
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"source": [
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"def user_prompt_for(data):\n",
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" user_prompt = f\"\"\" Recommend whether to buy or sell stock of IBM tomorrow. Here is the past 100 days of stock prices data which includes the stock\n",
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" open, close, high and low price for the day.\\n\\n {data['stock_data']} \\n\\n. \n",
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" And here is the technical indicators data for the stock for past 52 weeks.\\n\\n\n",
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" Indicator Name: SMA\n",
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" Indicator Data: {data['SMA']} \\n\\n\n",
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" Indicator Name: EMA\n",
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" Indicator Data: {data['EMA']} \\n\\n\n",
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" Indicator Name: RSI\n",
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" Indicator Data: {data['RSI']} \\n\\n\n",
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" Analyze all this information and give your best educated guess based on the above data provided.\n",
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" \"\"\"\n",
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" \n",
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" return user_prompt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 49,
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"id": "48d3c50d",
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"metadata": {},
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"outputs": [],
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"source": [
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"def fetchData(stock_name):\n",
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" data = {}\n",
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" # Hardcoding Stock Data as the API costs as massive.\n",
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" data['stock_name'] = stock_name\n",
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"\n",
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" data['stock_data'] = stock_data[\"Time Series (Daily)\"]\n",
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"\n",
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" technical_sma_data = sma_data['Technical Analysis: SMA']\n",
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" technical_ema_data = ema_data['Technical Analysis: EMA']\n",
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"\n",
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" technical_rsi_data = rsi_data['Technical Analysis: RSI']\n",
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" \n",
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" data['SMA'] = technical_sma_data\n",
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" data['EMA'] = technical_ema_data\n",
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" data['RSI'] = technical_rsi_data\n",
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"\n",
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" return data\n",
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"\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 38,
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"id": "02a9f901",
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"metadata": {},
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"outputs": [],
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"source": [
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"def messages_for(stock):\n",
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" return [\n",
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" {\"role\": \"system\", \"content\": system_message},\n",
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" {\"role\": \"user\", \"content\": user_prompt_for(fetchData(stock))}\n",
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" ]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 47,
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"id": "616413e5",
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"metadata": {},
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"outputs": [],
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"source": [
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"def stream_gpt(stock): \n",
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" stream = openai.chat.completions.create(model=OPENAI_MODEL, messages=messages_for(stock), stream=True)\n",
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" reply = \"\"\n",
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" \n",
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" for chunk in stream:\n",
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" fragment = chunk.choices[0].delta.content or \"\"\n",
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" reply += fragment\n",
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" reply = reply.replace(\"```\",\"\").replace(\"markdown\",\"\")\n",
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" update_display(Markdown(reply), display_id=display_handle.display_id)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 50,
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"id": "c4f6ec43",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/markdown": [
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"Based on the data provided for IBM's stock, here are a few considerations:\n",
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"\n",
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"1. **Price Movement:**\n",
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" - The recent price is $288.37, with a gradual upward trend from $279.80 (5 days ago) to $288.37.\n",
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"\n",
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"2. **SMA and EMA Analysis:**\n",
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" - The 52-week Simple Moving Average (SMA) on the latest date is $252.8374.\n",
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" - The Exponential Moving Average (EMA) for the same period is $260.7207.\n",
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" - Both SMA and EMA are below the current stock price, which can suggest a bullish trend as the price is above these moving averages.\n",
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"\n",
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"3. **RSI:**\n",
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" - The Relative Strength Index (RSI) as of the latest date is 67.6313.\n",
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" - This suggests that the stock is nearing overbought conditions (traditionally above 70 is considered overbought), but not quite there yet.\n",
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"\n",
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"**Recommendation:**\n",
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"- The current upward trend, along with the price being above SMA and EMA, and the RSI approaching overbought levels, suggests a cautious optimism about further price increases.\n",
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"- If you're holding IBM stock, you might consider continuing to hold, but be wary of the RSI indicating a potential for near-term overbought conditions. \n",
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"- For new entries, it might be wise to wait for a potential dip before buying in, or ensure tight stop-losses are in place if buying now to protect against sudden reversals.\n",
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"\n",
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"Please assess these insights with additional fundamental research and individual financial goals before making investment decisions."
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],
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"text/plain": [
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"<IPython.core.display.Markdown object>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"display_handle = display(Markdown(\"\"), display_id=True)\n",
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"stream_gpt('IBM')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "89f8a8b7",
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 42,
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"id": "17a9be9c",
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"metadata": {},
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"outputs": [],
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"source": [
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"stock_data = {\"Meta Data\":{\"1. Information\":\"Daily Prices (open, high, low, close) and Volumes\",\"2. Symbol\":\"IBM\",\"3. Last Refreshed\":\"2025-10-03\",\"4. Output Size\":\"Compact\",\"5. Time Zone\":\"US/Eastern\"},\"Time Series (Daily)\":{\"2025-10-03\":{\"1. open\":\"287.5000\",\"2. high\":\"293.3200\",\"3. low\":\"287.3000\",\"4. close\":\"288.3700\",\"5. volume\":\"4375082\"},\"2025-10-02\":{\"1. open\":\"285.7900\",\"2. high\":\"288.5400\",\"3. low\":\"282.7900\",\"4. close\":\"286.7200\",\"5. volume\":\"3814232\"},\"2025-10-01\":{\"1. open\":\"280.2000\",\"2. high\":\"286.5900\",\"3. low\":\"280.1500\",\"4. close\":\"286.4900\",\"5. volume\":\"4381338\"},\"2025-09-30\":{\"1. open\":\"280.8800\",\"2. high\":\"286.0250\",\"3. low\":\"280.5200\",\"4. close\":\"282.1600\",\"5. volume\":\"5926924\"},\"2025-09-29\":{\"1. open\":\"286.0000\",\"2. high\":\"286.0000\",\"3. low\":\"279.6600\",\"4. close\":\"279.8000\",\"5. volume\":\"6022125\"},\"2025-09-26\":{\"1. open\":\"280.5100\",\"2. high\":\"288.8500\",\"3. low\":\"280.1100\",\"4. close\":\"284.3100\",\"5. volume\":\"9063938\"},\"2025-09-25\":{\"1. open\":\"272.9350\",\"2. high\":\"284.2300\",\"3. low\":\"271.1480\",\"4. close\":\"281.4400\",\"5. volume\":\"11506192\"},\"2025-09-24\":{\"1. open\":\"272.6200\",\"2. high\":\"273.6499\",\"3. low\":\"267.3000\",\"4. close\":\"267.5300\",\"5. volume\":\"3159924\"},\"2025-09-23\":{\"1. open\":\"272.7000\",\"2. high\":\"273.2962\",\"3. low\":\"269.2650\",\"4. close\":\"272.2400\",\"5. volume\":\"5394121\"},\"2025-09-22\":{\"1. open\":\"266.6200\",\"2. high\":\"272.3100\",\"3. low\":\"266.0000\",\"4. close\":\"271.3700\",\"5. volume\":\"5030540\"},\"2025-09-19\":{\"1. open\":\"266.0500\",\"2. high\":\"267.8700\",\"3. low\":\"263.6400\",\"4. close\":\"266.4000\",\"5. volume\":\"9858112\"},\"2025-09-18\":{\"1. open\":\"258.8600\",\"2. high\":\"265.2300\",\"3. low\":\"256.8004\",\"4. close\":\"265.0000\",\"5. volume\":\"4988421\"},\"2025-09-17\":{\"1. open\":\"257.4950\",\"2. high\":\"260.9644\",\"3. low\":\"257.0100\",\"4. close\":\"259.0800\",\"5. volume\":\"3974785\"},\"2025-09-16\":{\"1. open\":\"256.2600\",\"2. high\":\"258.0000\",\"3. low\":\"254.4100\",\"4. close\":\"257.5200\",\"5. volume\":\"2719918\"},\"2025-09-15\":{\"1. open\":\"254.0200\",\"2. high\":\"259.0500\",\"3. low\":\"254.0000\",\"4. close\":\"256.2400\",\"5. volume\":\"4028365\"},\"2025-09-12\":{\"1. open\":\"256.9500\",\"2. high\":\"257.2500\",\"3. low\":\"252.4250\",\"4. close\":\"253.4400\",\"5. volume\":\"3433300\"},\"2025-09-11\":{\"1. open\":\"257.5600\",\"2. high\":\"258.5450\",\"3. low\":\"255.6550\",\"4. close\":\"257.0100\",\"5. volume\":\"3576048\"},\"2025-09-10\":{\"1. open\":\"259.6500\",\"2. high\":\"260.0800\",\"3. low\":\"254.5600\",\"4. close\":\"256.8800\",\"5. volume\":\"5185420\"},\"2025-09-09\":{\"1. open\":\"256.1200\",\"2. high\":\"260.6600\",\"3. low\":\"254.8800\",\"4. close\":\"259.1100\",\"5. volume\":\"4931105\"},\"2025-09-08\":{\"1. open\":\"248.6300\",\"2. high\":\"257.1500\",\"3. low\":\"247.0200\",\"4. close\":\"256.0900\",\"5. volume\":\"6940270\"},\"2025-09-05\":{\"1. open\":\"248.2300\",\"2. high\":\"249.0300\",\"3. low\":\"245.4500\",\"4. close\":\"248.5300\",\"5. volume\":\"3147478\"},\"2025-09-04\":{\"1. open\":\"245.4200\",\"2. high\":\"249.2800\",\"3. low\":\"242.8500\",\"4. close\":\"247.1800\",\"5. volume\":\"4765087\"},\"2025-09-03\":{\"1. open\":\"240.0200\",\"2. high\":\"244.2500\",\"3. low\":\"239.4100\",\"4. close\":\"244.1000\",\"5. volume\":\"3156289\"},\"2025-09-02\":{\"1. open\":\"240.9000\",\"2. high\":\"241.5500\",\"3. low\":\"238.2500\",\"4. close\":\"241.5000\",\"5. volume\":\"3469501\"},\"2025-08-29\":{\"1. open\":\"245.2300\",\"2. high\":\"245.4599\",\"3. low\":\"241.7200\",\"4. close\":\"243.4900\",\"5. volume\":\"2967558\"},\"2025-08-28\":{\"1. open\":\"245.4300\",\"2. high\":\"245.8800\",\"3. low\":\"243.3600\",\"4. close\":\"245.7300\",\"5. volume\":\"2820817\"},\"2025-08-27\":{\"1. open\":\"242.8700\",\"2. high\":\"245.9600\",\"3. low\":\"242.0000\",\"4. close\":\"244.8400\",\"5. volume\":\"3698372\"},\"2025-08-26\":{\"1. open\":\"241.0200\",\"2. high\":\"244.9800\",\"3. low\":\"240.3800\",\"4. close\":\"242.6300\",\"5. volume\":\"5386582\"},\"2025-08-25\":{\"1. open\":\"242.5650\",\"2. high\":\"242.5650\",\"3. low\":\"239.4300\",\"4. close\":\"239.4300\",\"5. volume\":\"3513327\"},\"2025-08-22\":{\"1. open\":\"240.7400\",\"2. high\":\"243.6800\",\"3. low\":\"240.2200\",\"4. close\":\"242.0900\",\"5. volume\":\"3134882\"},\"2025-08-21\":{\"1. open\":\"242.2100\",\"2. high\":\"242.5000\",\"3. low\":\"238.6500\",\"4. close\":\"239.4000\",\"5. volume\":\"2991902\"},\"2025-08-20\":{\"1. open\":\"242.1100\",\"2. high\":\"242.8800\",\"3. low\":\"240.3400\",\"4. close\":\"242.5500\",\"5. volume\":\"3240064\"},\"2025-08-19\":{\"1. open\":\"240.0000\",\"2. high\":\"242.8300\",\"3. low\":\"239.4900\",\"4. close\":\"241.2800\",\"5. volume\":\"3328305\"},\"2025-08-18\":{\"1. open\":\"239.5700\",\"2. high\":\"241.4200\",\"3. low\":\"239.1158\",\"4. close\":\"239.4500\",\"5. volume\":\"3569594\"},\"2025-08-15\":{\"1. open\":\"237.6100\",\"2. high\":\"240.6200\",\"3. low\":\"236.7700\",\"4. close\":\"239.7200\",\"5. volume\":\"4344322\"},\"2025-08-14\":{\"1. open\":\"238.2500\",\"2. high\":\"239.0000\",\"3. low\":\"235.6200\",\"4. close\":\"237.1100\",\"5. volume\":\"4556725\"},\"2025-08-13\":{\"1. open\":\"236.2000\",\"2. high\":\"240.8411\",\"3. low\":\"236.2000\",\"4. close\":\"240.0700\",\"5. volume\":\"5663562\"},\"2025-08-12\":{\"1. open\":\"236.5300\",\"2. high\":\"237.9600\",\"3. low\":\"233.3600\",\"4. close\":\"234.7700\",\"5. volume\":\"8800597\"},\"2025-08-11\":{\"1. open\":\"242.2400\",\"2. high\":\"243.1500\",\"3. low\":\"234.7000\",\"4. close\":\"236.3000\",\"5. volume\":\"9381960\"},\"2025-08-08\":{\"1. open\":\"248.8800\",\"2. high\":\"249.4800\",\"3. low\":\"241.6500\",\"4. close\":\"242.2700\",\"5. volume\":\"6828390\"},\"2025-08-07\":{\"1. open\":\"252.8100\",\"2. high\":\"255.0000\",\"3. low\":\"248.8750\",\"4. close\":\"250.1600\",\"5. volume\":\"6251285\"},\"2025-08-06\":{\"1. open\":\"251.5300\",\"2. high\":\"254.3200\",\"3. low\":\"249.2800\",\"4. close\":\"252.2800\",\"5. volume\":\"3692105\"},\"2025-08-05\":{\"1. open\":\"252.0000\",\"2. high\":\"252.8000\",\"3. low\":\"248.9950\",\"4. close\":\"250.6700\",\"5. volume\":\"5823016\"},\"2025-08-04\":{\"1. open\":\"251.0500\",\"2. high\":\"252.0800\",\"3. low\":\"248.1100\",\"4. close\":\"251.9800\",\"5. volume\":\"5280588\"},\"2025-08-01\":{\"1. open\":\"251.4050\",\"2. high\":\"251.4791\",\"3. low\":\"245.6100\",\"4. close\":\"250.0500\",\"5. volume\":\"9683404\"},\"2025-07-31\":{\"1. open\":\"259.5700\",\"2. high\":\"259.9900\",\"3. low\":\"252.2200\",\"4. close\":\"253.1500\",\"5. volume\":\"6739092\"},\"2025-07-30\":{\"1. open\":\"261.6000\",\"2. high\":\"262.0000\",\"3. low\":\"258.9000\",\"4. close\":\"260.2600\",\"5. volume\":\"3718290\"},\"2025-07-29\":{\"1. open\":\"264.3000\",\"2. high\":\"265.7999\",\"3. low\":\"261.0200\",\"4. close\":\"262.4100\",\"5. volume\":\"4627265\"},\"2025-07-28\":{\"1. open\":\"260.3000\",\"2. high\":\"264.0000\",\"3. low\":\"259.6100\",\"4. close\":\"263.2100\",\"5. volume\":\"5192516\"},\"2025-07-25\":{\"1. open\":\"260.0200\",\"2. high\":\"260.8000\",\"3. low\":\"256.3500\",\"4. close\":\"259.7200\",\"5. volume\":\"7758653\"},\"2025-07-24\":{\"1. open\":\"261.2500\",\"2. high\":\"262.0486\",\"3. low\":\"252.7500\",\"4. close\":\"260.5100\",\"5. volume\":\"22647720\"},\"2025-07-23\":{\"1. open\":\"284.3000\",\"2. high\":\"288.0800\",\"3. low\":\"281.4400\",\"4. close\":\"282.0100\",\"5. volume\":\"8105906\"},\"2025-07-22\":{\"1. open\":\"284.7400\",\"2. high\":\"284.8800\",\"3. low\":\"281.2500\",\"4. close\":\"281.9600\",\"5. volume\":\"4824219\"},\"2025-07-21\":{\"1. open\":\"286.2900\",\"2. high\":\"287.7300\",\"3. low\":\"284.3800\",\"4. close\":\"284.7100\",\"5. volume\":\"3051791\"},\"2025-07-18\":{\"1. open\":\"283.3800\",\"2. high\":\"287.1600\",\"3. low\":\"282.2200\",\"4. close\":\"285.8700\",\"5. volume\":\"4478165\"},\"2025-07-17\":{\"1. open\":\"281.5000\",\"2. high\":\"283.4566\",\"3. low\":\"280.9000\",\"4. close\":\"282.0000\",\"5. volume\":\"3337168\"},\"2025-07-16\":{\"1. open\":\"282.7500\",\"2. high\":\"283.8700\",\"3. low\":\"279.8700\",\"4. close\":\"281.9200\",\"5. volume\":\"2804831\"},\"2025-07-15\":{\"1. open\":\"283.7700\",\"2. high\":\"284.1550\",\"3. low\":\"280.7301\",\"4. close\":\"282.7000\",\"5. volume\":\"2864106\"},\"2025-07-14\":{\"1. open\":\"282.8300\",\"2. high\":\"284.9250\",\"3. low\":\"281.7100\",\"4. close\":\"283.7900\",\"5. volume\":\"2857401\"},\"2025-07-11\":{\"1. open\":\"285.0100\",\"2. high\":\"287.4300\",\"3. low\":\"282.9200\",\"4. close\":\"283.5900\",\"5. volume\":\"3790679\"},\"2025-07-10\":{\"1. open\":\"288.9000\",\"2. high\":\"288.9000\",\"3. low\":\"282.2100\",\"4. close\":\"287.4300\",\"5. volume\":\"3489068\"},\"2025-07-09\":{\"1. open\":\"291.3900\",\"2. high\":\"291.6000\",\"3. low\":\"288.6300\",\"4. close\":\"290.1400\",\"5. volume\":\"2971309\"},\"2025-07-08\":{\"1. 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open\":\"265.2000\",\"2. high\":\"267.5100\",\"3. low\":\"265.1000\",\"4. close\":\"266.8600\",\"5. volume\":\"2659478\"},\"2025-06-04\":{\"1. open\":\"264.9000\",\"2. high\":\"267.0000\",\"3. low\":\"264.7900\",\"4. close\":\"265.5200\",\"5. volume\":\"2588741\"},\"2025-06-03\":{\"1. open\":\"263.3500\",\"2. high\":\"265.5600\",\"3. low\":\"262.5800\",\"4. close\":\"265.2000\",\"5. volume\":\"2494922\"},\"2025-06-02\":{\"1. open\":\"257.8500\",\"2. high\":\"263.9760\",\"3. low\":\"257.2200\",\"4. close\":\"263.9000\",\"5. volume\":\"2831881\"},\"2025-05-30\":{\"1. open\":\"258.7500\",\"2. high\":\"260.1200\",\"3. low\":\"257.1000\",\"4. close\":\"259.0600\",\"5. volume\":\"9668923\"},\"2025-05-29\":{\"1. open\":\"260.7500\",\"2. high\":\"261.1300\",\"3. low\":\"256.7700\",\"4. close\":\"258.6900\",\"5. volume\":\"2295228\"},\"2025-05-28\":{\"1. open\":\"263.1600\",\"2. high\":\"265.0000\",\"3. low\":\"259.9400\",\"4. close\":\"260.2400\",\"5. volume\":\"2318437\"},\"2025-05-27\":{\"1. open\":\"261.0000\",\"2. high\":\"263.7869\",\"3. low\":\"259.6300\",\"4. close\":\"263.2300\",\"5. volume\":\"3284216\"},\"2025-05-23\":{\"1. open\":\"258.5800\",\"2. high\":\"259.8696\",\"3. low\":\"255.7900\",\"4. close\":\"258.6300\",\"5. volume\":\"2722721\"},\"2025-05-22\":{\"1. open\":\"260.7700\",\"2. high\":\"261.2711\",\"3. low\":\"257.9100\",\"4. close\":\"258.3700\",\"5. volume\":\"3091253\"},\"2025-05-21\":{\"1. open\":\"264.9700\",\"2. high\":\"265.6499\",\"3. low\":\"260.4100\",\"4. close\":\"260.8700\",\"5. volume\":\"3753904\"},\"2025-05-20\":{\"1. open\":\"267.4000\",\"2. high\":\"269.2800\",\"3. low\":\"265.6201\",\"4. close\":\"266.9500\",\"5. volume\":\"2437860\"},\"2025-05-19\":{\"1. open\":\"265.4500\",\"2. high\":\"269.1350\",\"3. low\":\"265.0800\",\"4. close\":\"268.4100\",\"5. volume\":\"3198903\"},\"2025-05-16\":{\"1. open\":\"266.3500\",\"2. high\":\"267.9800\",\"3. low\":\"264.5900\",\"4. close\":\"266.7600\",\"5. volume\":\"3817937\"},\"2025-05-15\":{\"1. open\":\"259.0100\",\"2. high\":\"267.4300\",\"3. low\":\"258.6100\",\"4. close\":\"266.6800\",\"5. volume\":\"4856276\"},\"2025-05-14\":{\"1. open\":\"257.6000\",\"2. high\":\"260.5500\",\"3. low\":\"256.2200\",\"4. close\":\"257.8200\",\"5. volume\":\"3635124\"},\"2025-05-13\":{\"1. open\":\"254.4300\",\"2. high\":\"259.5800\",\"3. low\":\"252.8800\",\"4. close\":\"258.5900\",\"5. volume\":\"3521389\"}}}\n",
|
|
"\n",
|
|
"sma_data = {\"Meta Data\":{\"1: Symbol\":\"IBM\",\"2: Indicator\":\"Simple Moving Average (SMA)\",\"3: Last Refreshed\":\"2025-10-03\",\"4: Interval\":\"weekly\",\"5: Time Period\":10,\"6: Series Type\":\"open\",\"7: Time Zone\":\"US/Eastern\"},\"Technical Analysis: SMA\":{\"2025-10-03\":{\"SMA\":\"252.8374\"},\"2025-09-26\":{\"SMA\":\"252.6692\"},\"2025-09-19\":{\"SMA\":\"254.0954\"},\"2025-09-12\":{\"SMA\":\"257.7420\"},\"2025-09-05\":{\"SMA\":\"261.7716\"},\"2025-08-29\":{\"SMA\":\"265.6527\"},\"2025-08-22\":{\"SMA\":\"269.1343\"},\"2025-08-15\":{\"SMA\":\"271.8027\"},\"2025-08-08\":{\"SMA\":\"273.1861\"},\"2025-08-01\":{\"SMA\":\"274.1743\"},\"2025-07-25\":{\"SMA\":\"274.6857\"},\"2025-07-18\":{\"SMA\":\"271.3300\"},\"2025-07-11\":{\"SMA\":\"267.2858\"},\"2025-07-03\":{\"SMA\":\"261.2080\"},\"2025-06-27\":{\"SMA\":\"255.7996\"},\"2025-06-20\":{\"SMA\":\"251.4810\"},\"2025-06-13\":{\"SMA\":\"245.3701\"},\"2025-06-06\":{\"SMA\":\"242.6901\"},\"2025-05-30\":{\"SMA\":\"241.4789\"},\"2025-05-23\":{\"SMA\":\"240.1462\"}}}\n",
|
|
"\n",
|
|
"\n",
|
|
"ema_data = {\"Meta Data\":{\"1: Symbol\":\"IBM\",\"2: Indicator\":\"Exponential Moving Average (EMA)\",\"3: Last Refreshed\":\"2025-10-03\",\"4: Interval\":\"weekly\",\"5: Time Period\":10,\"6: Series Type\":\"open\",\"7: Time Zone\":\"US/Eastern\"},\"Technical Analysis: EMA\":{\"2025-10-03\":{\"EMA\":\"260.7207\"},\"2025-09-26\":{\"EMA\":\"255.1031\"},\"2025-09-19\":{\"EMA\":\"252.5437\"},\"2025-09-12\":{\"EMA\":\"252.2157\"},\"2025-09-05\":{\"EMA\":\"253.0125\"},\"2025-08-29\":{\"EMA\":\"255.7041\"},\"2025-08-22\":{\"EMA\":\"258.6240\"},\"2025-08-15\":{\"EMA\":\"262.8582\"},\"2025-08-08\":{\"EMA\":\"267.4400\"},\"2025-08-01\":{\"EMA\":\"271.4664\"},\"2025-07-25\":{\"EMA\":\"274.3462\"},\"2025-07-18\":{\"EMA\":\"272.1301\"},\"2025-07-11\":{\"EMA\":\"270.1852\"},\"2025-07-03\":{\"EMA\":\"265.6740\"},\"2025-06-27\":{\"EMA\":\"260.5068\"},\"2025-06-20\":{\"EMA\":\"256.2393\"},\"2025-06-13\":{\"EMA\":\"251.5411\"},\"2025-06-06\":{\"EMA\":\"248.2716\"},\"2025-05-30\":{\"EMA\":\"246.5377\"},\"2025-05-23\":{\"EMA\":\"243.7233\"}}}\n",
|
|
"\n",
|
|
"\n",
|
|
"rsi_data = {\"Meta Data\":{\"1: Symbol\":\"IBM\",\"2: Indicator\":\"Relative Strength Index (RSI)\",\"3: Last Refreshed\":\"2025-10-03\",\"4: Interval\":\"weekly\",\"5: Time Period\":10,\"6: Series Type\":\"open\",\"7: Time Zone\":\"US/Eastern Time\"},\"Technical Analysis: RSI\":{\"2025-10-03\":{\"RSI\":\"67.6313\"},\"2025-09-26\":{\"RSI\":\"58.4411\"},\"2025-09-19\":{\"RSI\":\"50.1612\"},\"2025-09-12\":{\"RSI\":\"46.0208\"},\"2025-09-05\":{\"RSI\":\"39.5374\"},\"2025-08-29\":{\"RSI\":\"40.4799\"},\"2025-08-22\":{\"RSI\":\"38.0907\"},\"2025-08-15\":{\"RSI\":\"39.3583\"},\"2025-08-08\":{\"RSI\":\"42.7545\"},\"2025-08-01\":{\"RSI\":\"47.5445\"},\"2025-07-25\":{\"RSI\":\"66.3390\"},\"2025-07-18\":{\"RSI\":\"64.6654\"},\"2025-07-11\":{\"RSI\":\"73.9081\"},\"2025-07-03\":{\"RSI\":\"73.3515\"},\"2025-06-27\":{\"RSI\":\"69.9405\"},\"2025-06-20\":{\"RSI\":\"69.0393\"},\"2025-06-13\":{\"RSI\":\"64.4562\"},\"2025-06-06\":{\"RSI\":\"59.5233\"},\"2025-05-30\":{\"RSI\":\"61.8994\"},\"2025-05-23\":{\"RSI\":\"65.2089\"}}}\n"
|
|
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|
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|
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|
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