{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "16172382-ba5f-4051-bbe7-93b32d958e09",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import torch\n",
    "from transformers import AutoTokenizer, AutoModelForCausalLM\n",
    "\n",
    "from datasets import load_from_disk\n",
    "# from peft import PeftModel\n",
    "from utils import *\n",
    "\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = \"5,6\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2fb1dc20",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading checkpoint shards: 100%|██████████| 2/2 [00:03<00:00,  1.95s/it]\n"
     ]
    }
   ],
   "source": [
    "base_model = AutoModelForCausalLM.from_pretrained(\n",
    "    'meta-llama/Llama-2-7b-chat-hf',\n",
    "    trust_remote_code=True,\n",
    "    device_map=\"auto\",\n",
    "    torch_dtype=torch.float16,   \n",
    ")\n",
    "base_model.model_parellal = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "213a792c-fe67-49be-a340-98e18bbc50eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from peft import PeftModel\n",
    "\n",
    "model = PeftModel.from_pretrained(base_model, 'FinGPT/fingpt-forecaster_dow30_llama2-7b_lora')\n",
    "model = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8cf0220b-9173-4d1c-a4a4-119bcda71cfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = AutoTokenizer.from_pretrained('meta-llama/Llama-2-7b-chat-hf')\n",
    "tokenizer.padding_side = \"right\"\n",
    "tokenizer.pad_token_id = tokenizer.eos_token_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d915b597-258c-4e8b-9f8f-7fc0e2d8bd75",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_dataset = load_from_disk('./data/fingpt-forecaster-crypto-20230131-20231231-1-4-08/')['test']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fe9b99e6-f4be-4dcc-820a-ccb95d819904",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_demo(model, tokenizer, prompt):\n",
    "\n",
    "    inputs = tokenizer(\n",
    "        prompt, return_tensors='pt',\n",
    "        padding=False, max_length=4096\n",
    "    )\n",
    "    inputs = {key: value.to(model.device) for key, value in inputs.items()}\n",
    "        \n",
    "    res = model.generate(\n",
    "        **inputs, max_length=4096, do_sample=True,\n",
    "        eos_token_id=tokenizer.eos_token_id,\n",
    "        use_cache=True\n",
    "    )\n",
    "    output = tokenizer.decode(res[0], skip_special_tokens=True)\n",
    "    return output    \n",
    "    # return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8c0c554b-ec30-47e3-af01-5cede7cdbbe4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Truncation was not explicitly activated but `max_length` is provided a specific value, please use `truncation=True` to explicitly truncate examples to max length. Defaulting to 'longest_first' truncation strategy. If you encode pairs of sequences (GLUE-style) with the tokenizer you can select this strategy more precisely by providing a specific strategy to `truncation`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Bitcoin (BTC) is a cryptocurrency launched in 2010. Users are able to generate BTC through the process of mining. Bitcoin has a current supply of 19,599,987. The last known price of Bitcoin is 42,945.87509791 USD and is up 0.58 over the last 24 hours. It is currently trading on 10709 active market(s) with $21,150,003,121.31 traded over the last 24 hours. More information can be found at https://bitcoin.org/.. It has a market capilization of 845807222784.\n",
      "\n",
      "From 2023-11-12 to 2023-11-19, BTC-USD's stock price increased from 37054.52 to 37386.55. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitcoin, BlackRock, And The End Of Decentralization\n",
      "[Summary]: BlackRock's entry into cryptocurrency marks the end of the idea of a decentralized world currency. Learn more about Bitcoin's rally in 2023.\n",
      "\n",
      "[Headline]: Bullish Litecoin, But Be Careful Chasing The Grayscale Litecoin Trust\n",
      "[Summary]: Grayscale Litecoin Investment Trust has seen a surge in demand bring the trust's price from a NAV discount to a NAV premium in recent sessions. Read why LTCN is a Hold.\n",
      "\n",
      "[Headline]: Riot Platforms: Poised To Ride The Bitcoin Wave To New Heights\n",
      "[Summary]: Riot Platforms, one of the largest Bitcoin miners, is well-positioned to ride the wave higher as Bitcoin continues to be bid higher. Read my analysis of RIOT.\n",
      "\n",
      "[Headline]: Breaking: Bitcoin ETFs On The Verge Of Approval; Position For The Crypto Moon With Bakkt\n",
      "[Summary]: Read here for the impact of Bitcoin ETFs on the crypto market and the potential benefits of Bakkt, regulated stock offering a solution to custody challenges.\n",
      "\n",
      "[Headline]: Grayscale Bitcoin Trust: Lightening But Still Long\n",
      "[Summary]: Discover the latest in Bitcoin news as its price skyrockets in 2023, with insights on Grayscale Bitcoin Trust's performance. Click here to read my analysis.\n",
      "\n",
      "From 2023-11-19 to 2023-11-26, BTC-USD's stock price increased from 37386.55 to 37479.12. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitcoin: Multiple Time Frame Price Analysis (Technical Analysis)\n",
      "[Summary]: Discover how Bitcoin's upcoming halving in April 2024 could potentially lead to significant price appreciation, similar to previous cycles. Click here to read.\n",
      "\n",
      "[Headline]: Bitcoin: Taking A Breath Before The Next Surge\n",
      "[Summary]: Bitcoin has outperformed stock markets and precious metals, with a 145% increase in value over the past year. Find out how BTC-USD is likely to move from here.\n",
      "\n",
      "[Headline]: Bitcoin: 'Number Go Up'\n",
      "[Summary]: The Halving Event is the most important and predictable driver of Bitcoin. Read more here.\n",
      "\n",
      "[Headline]: Bitcoin Is On Its Way To All-Time Highs Regardless Of Spot Price ETF Approvals\n",
      "[Summary]: Bitcoin surges 40% on news of upcoming ETF approvals, but technical analysis suggests further gains ahead despite concerns. Read my full analysis here.\n",
      "\n",
      "[Headline]: Bitcoin: Recent Crypto Euphoria Likely To Propel Bitcoin North $100K\n",
      "[Summary]: Bitcoin has surged over 100% this year, with the upcoming halving event expected to drive prices even higher. See why I'm bullish about BTC-USD crypto.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-11-26, let's first analyze the positive developments and potential concerns for BTC-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the BTC-USD stock price movement for next week (2023-11-26 to 2023-12-03). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitcoin's strong performance and potential for further growth: Despite concerns, Bitcoin's recent surge in price suggests a strong potential for growth.\n",
      "2. The approval of Bitcoin ETFs: The approval of Bitcoin ETFs is expected to increase investor confidence and drive further growth.\n",
      "3. The upcoming halving event: The halving event is a predictable driver of Bitcoin's price and can potentially lead to a significant price appreciation.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The entry of BlackRock into the cryptocurrency market: The entry of BlackRock, a large investment firm, into the cryptocurrency market could lead to increased competition and potential price volatility.\n",
      "2. The potential for a market correction: The recent surge in Bitcoin's price could lead to a potential market correction, potentially impacting the stock price.\n",
      "3. The unpredictability of the cryptocurrency market: The cryptocurrency market is highly unpredictable and subject to sudden changes in market sentiment, which could impact the stock price.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 10-15%\n",
      "Analysis: Despite the potential concerns, the positive developments for Bitcoin suggest a strong potential for growth. The upcoming halving event, the approval of Bitcoin ETFs, and the overall strong performance of Bitcoin in the recent past suggest that the stock price could continue to increase in the coming week. However, it's important to note that the cryptocurrency market is highly volatile and can be affected by various factors, including market sentiment and competition. Therefore, it's possible that the stock price could correct or experience a small decline in the coming week.\n",
      "\n",
      "Overall, considering the current market conditions and the potential developments, it's possible that Bitcoin's stock price could continue to increase in the coming week, possibly by 10-15%. However, it's important to keep a close eye on market sentiment and any potential developments that could impact the stock price.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. BlackRock's entry into cryptocurrency indicates the establishment’s recognition of this new asset class, which might attract more institutional investors to Bitcoin.\n",
      "2. The market is anticipating the approval of Bitcoin ETFs. If approved, this would create an easier pathway for investors to get exposure to Bitcoin, potentially increasing demand.\n",
      "3. Upcoming Bitcoin halving event in April 2024 is expected to limit supply and price tends to surge in response to these events, as seen in previous cycles.\n",
      "4. The surge in demand for Bitcoin mining operations and trusts such as Riot Platforms and Grayscale Bitcoin Trust shows continued interest and enthusiasm in the cryptocurrency market. \n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Despite its growth, Bitcoin remains a highly volatile investment, which may cause potential investors to hesitate.\n",
      "2. The end of decentralization signaled by BlackRock's entry could take away one of the major appeals of Bitcoin, potentially alienating a segment of the market.\n",
      "3. Regulatory concerns continue to surround Bitcoin and other cryptocurrencies, with possible negative influence on price and adoption.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by more than 5%\n",
      "Analysis: Despite the potential concerns, positive developments and prevailing market sentiment seem to command over Bitcoin's future price trajectory. The anticipation of approval of Bitcoin ETFs and upcoming halving event are both significant bullish indicators. The entry of big financial players like BlackRock into the crypto space is a positive sign as it suggests mainstream acceptance and potential for more institutional capital inflow into the market. Considering the strong interest in cryptocurrency manifested in recent surges of related trusts and platforms, it is highly probable that Bitcoin will continue its upward trajectory in the coming week, possibly increasing by more than 5%.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Bitcoin (BTC) is a cryptocurrency launched in 2010. Users are able to generate BTC through the process of mining. Bitcoin has a current supply of 19,599,987. The last known price of Bitcoin is 42,945.87509791 USD and is up 0.58 over the last 24 hours. It is currently trading on 10709 active market(s) with $21,150,003,121.31 traded over the last 24 hours. More information can be found at https://bitcoin.org/.. It has a market capilization of 845807222784.\n",
      "\n",
      "From 2023-11-12 to 2023-11-19, BTC-USD's stock price increased from 37054.52 to 37386.55. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Is Bitcoin About To Go Parabolic? A Surprising Chart Formation Sparks Excitement\n",
      "[Summary]: A compelling chart formation rooted in âadvancedâ TA suggests BTC is a buy. Read more about the concept of fractals and fractals in Bitcoin charts.\n",
      "\n",
      "[Headline]: Bitcoin, BlackRock, And The End Of Decentralization\n",
      "[Summary]: BlackRock's entry into cryptocurrency marks the end of the idea of a decentralized world currency. Learn more about Bitcoin's rally in 2023.\n",
      "\n",
      "[Headline]: Riot Platforms: Poised To Ride The Bitcoin Wave To New Heights\n",
      "[Summary]: Riot Platforms, one of the largest Bitcoin miners, is well-positioned to ride the wave higher as Bitcoin continues to be bid higher. Read my analysis of RIOT.\n",
      "\n",
      "[Headline]: Block: Squarely In My Crosshairs For An Undervalued Growth Stock\n",
      "[Summary]: Block, Inc. is a fintech company that has seen its stock price drop by 80%. Click here to see whether this is a potential buying opportunity.\n",
      "\n",
      "[Headline]: Grayscale Bitcoin Trust: Lightening But Still Long\n",
      "[Summary]: Discover the latest in Bitcoin news as its price skyrockets in 2023, with insights on Grayscale Bitcoin Trust's performance. Click here to read my analysis.\n",
      "\n",
      "From 2023-11-19 to 2023-11-26, BTC-USD's stock price increased from 37386.55 to 37479.12. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitcoin: Multiple Time Frame Price Analysis (Technical Analysis)\n",
      "[Summary]: Discover how Bitcoin's upcoming halving in April 2024 could potentially lead to significant price appreciation, similar to previous cycles. Click here to read.\n",
      "\n",
      "[Headline]: Bitcoin: Taking A Breath Before The Next Surge\n",
      "[Summary]: Bitcoin has outperformed stock markets and precious metals, with a 145% increase in value over the past year. Find out how BTC-USD is likely to move from here.\n",
      "\n",
      "[Headline]: Bitcoin: 'Number Go Up'\n",
      "[Summary]: The Halving Event is the most important and predictable driver of Bitcoin. Read more here.\n",
      "\n",
      "[Headline]: Bitcoin Is On Its Way To All-Time Highs Regardless Of Spot Price ETF Approvals\n",
      "[Summary]: Bitcoin surges 40% on news of upcoming ETF approvals, but technical analysis suggests further gains ahead despite concerns. Read my full analysis here.\n",
      "\n",
      "[Headline]: Bitcoin: Recent Crypto Euphoria Likely To Propel Bitcoin North $100K\n",
      "[Summary]: Bitcoin has surged over 100% this year, with the upcoming halving event expected to drive prices even higher. See why I'm bullish about BTC-USD crypto.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, BTC-USD's stock price increased from 37479.12 to 39978.39. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Block Just Hit A Home Run\n",
      "[Summary]: Block expects to become profitable in 2024 with Jack Dorsey's return, blowout earnings, raised guidance, and a stock buyback. Click here for my take on SQ.\n",
      "\n",
      "[Headline]: CONY: Coinbase Shares Appear More Attractive Than The Covered-Call ETF\n",
      "[Summary]: YieldMax COIN Option Income Strategy ETF is focused on generating income through call options on COIN. Read why I see a better upside in COIN versus CONY today.\n",
      "\n",
      "[Headline]: BITQ: Bullish Exposure To Crypto Stocks In One ETF\n",
      "[Summary]: The Bitwise Crypto Industry Innovators ETF allows investors to gain exposure to the growing crypto economy and outperform Bitcoin. Read my BITQ analysis here.\n",
      "\n",
      "[Headline]: CleanSpark: Well Positioned For The Future\n",
      "[Summary]: CleanSpark is poised to enter the Bitcoin halving with very little debt, a large BTC stack, and double digit EH/s production. Read why I'm bullish on CLSK stock.\n",
      "\n",
      "[Headline]: Bitcoin Valuation: Four Methods\n",
      "[Summary]: Unlike traditional assets, bitcoin lacks the typical characteristics required for traditional valuation methods. So, how do you value bitcoin?\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-03, let's first analyze the positive developments and potential concerns for BTC-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the BTC-USD stock price movement for next week (2023-12-03 to 2023-12-10). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitcoin's price surged by 40% on news of upcoming ETF approvals, indicating high investor interest in the cryptocurrency.\n",
      "2. Bitcoin's current market cap is at $845807222784, which is a significant indicator of its market strength.\n",
      "3. Bitcoin's upcoming halving in April 2024 is expected to lead to significant price appreciation, similar to previous cycles.\n",
      "4. Riot Platforms, one of the largest Bitcoin miners, is poised to ride the wave higher as Bitcoin continues to be bid higher.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The entry of BlackRock into the cryptocurrency market may lead to a decrease in decentralization, which could impact Bitcoin's market dynamics.\n",
      "2. The high valuation of Bitcoin and the potential for a parabolic rise may lead to a bubble.\n",
      "3. There are concerns regarding Bitcoin's lack of traditional characteristics for valuation methods, making it difficult to assess its value.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 5-7%\n",
      "Analysis: Despite some concerns, the overall trend for Bitcoin seems to be bullish. The upcoming halving event is expected to drive prices higher, and the recent surge in price due to ETF approvals indicates high investor interest. Additionally, the significant market cap and the potential for Riot Platforms to ride the wave higher suggest that the current price movement is likely to continue.\n",
      "\n",
      "However, it is important to note that the market is inherently volatile, and there are risks associated with investing in cryptocurrencies. Therefore, it is essential to conduct thorough research and risk assessments before making any investment decisions.\n",
      "\n",
      "In conclusion, while there are some concerns, the overall trend for Bitcoin is bullish, and it is predicted that the stock price will increase by 5-7% in the next week (2023-12-03 to 2023-12-10).\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitcoin is witnessing an exciting chart formation, stimulating buying sentiments among investors.\n",
      "2. The entry of Blackrock into cryptocurrency could increase the credibility and widespread adoption of Bitcoin.\n",
      "3. Bitcoin's upcoming halving in April 2024 is assumed to lead to a significant rise in its price, mirroring past cycles.\n",
      "4. Other companies like Riot Platforms, Block Inc., and Grayscale Bitcoin Trust associated with Bitcoin are also performing positively, indicating a healthy crypto market.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. While Blackrock's entry could bring new buyers, it also signifies the end of the idea of a decentralized currency, which could lead to regulatory issues in the future.\n",
      "2. Bitcoin price volatility remains a concern. With major price hike forecasts, any discrepancies may lead to heavy selloffs and price crashes.\n",
      "3. The potential overreliance on the Halving Event as a price driver, as it may not always result in assumed price appreciation.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by more than 5%\n",
      "Analysis: Given the current momentum, especially with reports of an exciting chart formation, the anticipation of the Halving Event expected to drive up prices in 2024, and increased involvement of heavyweight corporations, Bitcoin is highly likely to continue its positive trajectory over the next week. High-profile entries like Blackrock are known to foster trust and encourage more investors, which should boost trading volume and help maintain the uptrend. Furthermore, given that related companies are showing strong performance, it suggests a healthy overall crypto market. In regard to concerns about decentralization, it's worth noting that such debates have been ongoing since Bitcoin's inception and have not deterred its growth thus far. As such, it's predicted that BTC-USD's stock price will increase by more than 5% in the following week.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Bitcoin (BTC) is a cryptocurrency launched in 2010. Users are able to generate BTC through the process of mining. Bitcoin has a current supply of 19,599,987. The last known price of Bitcoin is 42,945.87509791 USD and is up 0.58 over the last 24 hours. It is currently trading on 10709 active market(s) with $21,150,003,121.31 traded over the last 24 hours. More information can be found at https://bitcoin.org/.. It has a market capilization of 845807222784.\n",
      "\n",
      "From 2023-12-03 to 2023-12-10, BTC-USD's stock price increased from 39978.39 to 43779.70. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Powering Through: Riot's Winter Bitcoin Breakout (Rating Upgrade)\n",
      "[Summary]: Riot Platforms faces risks from Bitcoin price volatility and operational challenges. Find out why RIOT stock is a Buy.\n",
      "\n",
      "[Headline]: BKCH: Bitcoin's Surge Helps Blockchain And Crypto Stocks, Spotting Key Risks\n",
      "[Summary]: Global X Blockchain ETF has very high momentum today, but is currently overbought and faces technical resistance. See why I rate BKCH a hold.\n",
      "\n",
      "[Headline]: VanEck Crypto Monthly Recap For November 2023\n",
      "[Summary]: In Nov., Bitcoin outperformed the S&P 500 due to investor interest and potential US Bitcoin ETFs. Click here to read the full Nov. crypto update.\n",
      "\n",
      "[Headline]: BlackRock: The Bitcoin ETF Is A Big Opportunity\n",
      "[Summary]: BlackRock's proposed Bitcoin ETF could open up cryptocurrency to mainstream investors. Click here to find out why BLK stock is rated as a buy.\n",
      "\n",
      "[Headline]: Wall Street Breakfast: What Moved Markets\n",
      "[Summary]: Listen on the go! A daily podcast of Wall Street Breakfast will be available this morning on Seeking Alpha, iTunes, Spotify.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-10, let's first analyze the positive developments and potential concerns for BTC-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the BTC-USD stock price movement for next week (2023-12-10 to 2023-12-17). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Upgrade in Rating for Riot's Winter Bitcoin Breakout, indicating a potential improvement in market perception of the company's performance.\n",
      "2. Bitcoin's surge in the market, which can positively impact the stock price of companies that are involved in the blockchain and cryptocurrency industry.\n",
      "3. The potential of BlackRock's proposed Bitcoin ETF opening up cryptocurrency to mainstream investors, which could increase the demand for cryptocurrencies like Bitcoin.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Bitcoin's price volatility and operational challenges, which can negatively impact the stock price of companies involved in the industry.\n",
      "2. Overbought condition of the Global X Blockchain ETF, which could lead to a correction in the market.\n",
      "3. The lack of basic financial reports, which can make it difficult to assess the company's financial health.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 5-7%\n",
      "Analysis: Given the recent developments, it seems that the overall sentiment around Bitcoin and the cryptocurrency market is positive. The upgrade in rating for Riot's Winter Bitcoin Breakout and the potential of BlackRock's proposed Bitcoin ETF opening up cryptocurrency to mainstream investors are both positive developments. Additionally, Bitcoin's surge in the market has also contributed to the positive sentiment.\n",
      "\n",
      "However, there are also some concerns that could impact the stock price of Bitcoin. The volatility of Bitcoin's price and the operational challenges faced by the companies in the industry can negatively impact the stock price. Furthermore, the overbought condition of the Global X Blockchain ETF could also lead to a correction in the market.\n",
      "\n",
      "Despite these concerns, I predict that the stock price of Bitcoin will increase by 5-7% in the upcoming week. The positive developments and the increasing demand for cryptocurrencies due to the potential of BlackRock's proposed Bitcoin ETF outweigh the potential concerns. However, it is important to monitor the market conditions closely and be prepared for any potential corrections.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitcoin's upward momentum has been strong in the past week, with the stock price increasing significantly.\n",
      "2. The ongoing discourse around Bitcoin ETFs has escalated investor interest, specifically the proposed ETF by BlackRock, providing opportunities for mainstream investors to participate more easily in the cryptocurrency market.\n",
      "3. Riot Platforms, a company involved in Bitcoin, has been upgraded to a 'Buy' status, indicating confidence in the industry.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Bitcoin's price volatility continues to pose a risk; sharp price movements in either direction can be unsettling for investors.\n",
      "2. Considering the overbought status of Global X Blockchain ETF, there might be technical resistance in the market which can result in a major pullback.\n",
      "3. There is a lack of basic financials reported, indicating a lack of transparency and potential challenges in making a thorough evaluation of the company's financial health.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by more than 5%\n",
      "Analysis: While the rapid price increase of Bitcoin and the momentum in the past week seem promising, cryptocurrency markets are notably volatile which introduces significant uncertainty. The overvalued situation reflected by Global X Blockchain ETF suggests a market correction could be imminent. The constant fluctuations could potentially lead wary investors to sell-off, resulting in a price drop of more than 5% in the coming week. This, coupled with the observed surge in the past week, could cause a counterbalancing downward adjustment, leading to my prediction of a more than 5% decline in the price of Bitcoin in the upcoming week.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Bitcoin (BTC) is a cryptocurrency launched in 2010. Users are able to generate BTC through the process of mining. Bitcoin has a current supply of 19,599,987. The last known price of Bitcoin is 42,945.87509791 USD and is up 0.58 over the last 24 hours. It is currently trading on 10709 active market(s) with $21,150,003,121.31 traded over the last 24 hours. More information can be found at https://bitcoin.org/.. It has a market capilization of 845807222784.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, BTC-USD's stock price increased from 37479.12 to 39978.39. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitcoin And Stablecoins: The Monetary Gates Are Open\n",
      "[Summary]: Discover how Bitcoin and stablecoins are disrupting the legacy money system, offering investment opportunities worldwide. Read my analysis of BTC.\n",
      "\n",
      "[Headline]: MicroStrategy: Riding The Bitcoin Wave Higher\n",
      "[Summary]: MicroStrategy is using its balance sheet to acquire Bitcoin, becoming a proxy for BTC.\n",
      "\n",
      "[Headline]: Coinbase Global: Will It Ever Generate Income? (Rating Downgrade)\n",
      "[Summary]: Coinbase stock experienced a significant price increase of +247% during 2023. Learn why I'm downgrading my 12-month rating outlook for COIN to Strong Sell.\n",
      "\n",
      "[Headline]: CONY: Coinbase Shares Appear More Attractive Than The Covered-Call ETF\n",
      "[Summary]: YieldMax COIN Option Income Strategy ETF is focused on generating income through call options on COIN. Read why I see a better upside in COIN versus CONY today.\n",
      "\n",
      "[Headline]: CleanSpark: Well Positioned For The Future\n",
      "[Summary]: CleanSpark is poised to enter the Bitcoin halving with very little debt, a large BTC stack, and double digit EH/s production. Read why I'm bullish on CLSK stock.\n",
      "\n",
      "From 2023-12-03 to 2023-12-10, BTC-USD's stock price increased from 39978.39 to 43779.70. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitdeer Technologies: Undervalued Bitcoin Miner Deserves A Closer Look\n",
      "[Summary]: Bitdeer Technologies Group, a leading Bitcoin mining company, reported impressive Q3 results. Read why I've placed a Strong Buy rating on BTDR stock.\n",
      "\n",
      "[Headline]: Powering Through: Riot's Winter Bitcoin Breakout (Rating Upgrade)\n",
      "[Summary]: Riot Platforms faces risks from Bitcoin price volatility and operational challenges. Find out why RIOT stock is a Buy.\n",
      "\n",
      "[Headline]: Bitcoin Depot: Enough Positives To Keep It Interesting\n",
      "[Summary]: An uncertain growth outlook and competition from digital channels to acquire Bitcoin highlight the risks to Bitcoin Depot stock. Learn why I rate BTM a hold.\n",
      "\n",
      "[Headline]: 5 Growth Stocks For 2024\n",
      "[Summary]: Growth stocks are the backbone of my long-term investing portfolio. Find out my selection criteria for growth stocks and 5 of my growth stock picks.\n",
      "\n",
      "[Headline]: VanEck's 15 Crypto Predictions For 2024\n",
      "[Summary]: Step into the realm of speculation with us as we embark on a whimsical journey into the future of crypto and outline our top 15 Crypto Predictions for 2024.\n",
      "\n",
      "From 2023-12-10 to 2023-12-17, BTC-USD's stock price decreased from 43779.70 to 41364.66. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Applied Digital Remains A Good Bet In Crypto Mining\n",
      "[Summary]: Applied Digital has expanded its facilities for hosting and AI cloud services. Find out what makes APLD stock a compelling investment.\n",
      "\n",
      "[Headline]: Ethereum Has Upside\n",
      "[Summary]: Ethereum could outperform Bitcoin in the next 6 months due to its recent underperformance and changing market conditions. Find out my recommendation on ETH-USD.\n",
      "\n",
      "[Headline]: Bitcoin: Short-Term Volatility Looms\n",
      "[Summary]: Bitcoin's strong performance in 2024 has been fueled by expectations of a spot Bitcoin ETF approval, although regulatory concerns persist. Learn more on BTC here.\n",
      "\n",
      "[Headline]: Rally Or Retreat? Why This Halving Could Be Different\n",
      "[Summary]: Previous halving cycles showed similar price action, with Bitcoin rallying after halving and reaching new all-time highs. Read why this halving could be different.\n",
      "\n",
      "[Headline]: November 2023 Passive Income - 6 Dividend Raises\n",
      "[Summary]: As interest rates level off, the portfolio should perform better. While the income is lower, we put a lot of cash to work for us.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-17, let's first analyze the positive developments and potential concerns for BTC-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the BTC-USD stock price movement for next week (2023-12-17 to 2023-12-24). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitcoin's strong performance in 2024 has been fueled by expectations of a spot Bitcoin ETF approval, although regulatory concerns persist. This could potentially drive up the demand for BTC-USD.\n",
      "2. MicroStrategy is using its balance sheet to acquire Bitcoin, becoming a proxy for BTC, which could potentially increase the liquidity of BTC-USD.\n",
      "3. Bitcoin has been identified as a disruptive force in the legacy money system, offering investment opportunities worldwide. This could potentially increase the global interest in BTC-USD.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The market is facing a high level of volatility, which could impact the stock price of BTC-USD.\n",
      "2. There are risks associated with Bitcoin mining, such as operational challenges and competition from digital channels to acquire Bitcoin, which could impact the stock price of BTC-USD.\n",
      "3. The regulatory concerns surrounding Bitcoin ETF approval could potentially hinder the growth of BTC-USD.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 3-4%\n",
      "Analysis: Given the recent developments in the market, the stock price of BTC-USD may experience a slight decrease in the upcoming week. The high level of volatility in the market could impact the stock's price negatively, and the potential risks associated with Bitcoin mining and regulatory concerns around ETF approval could also contribute to the downward trend.\n",
      "\n",
      "However, it's worth noting that MicroStrategy's acquisition of Bitcoin and the global interest in Bitcoin as a disruptive force in the legacy money system could potentially provide a boost to the stock price in the long term.\n",
      "\n",
      "Overall, while the market is experiencing a high level of volatility, the potential concerns around Bitcoin mining and regulatory concerns around ETF approval could lead to a slight decrease in the stock price of BTC-USD in the upcoming week.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitcoin and other cryptocurrencies are being recognized as a disruptor to the traditional financial systems, marking a potential boost to its adoption and value.\n",
      "2. Industrial companies like MicroStrategy are investing heavily in Bitcoin, providing a direct and significant buying support for its price.\n",
      "3. Bitcoin mining companies like Bitdeer Technologies and Riot Platforms have reported strong outputs, signifying these companies' positive outlook on the value of Bitcoin.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Regulatory concerns persist around the cryptocurrency market, which could lead to volatility and pose downside risks to Bitcoin's price.\n",
      "2. The Coinbase stock, a major trading platform for Bitcoin and other cryptocurrencies, had its rating downgraded, which might indicate a decrease in trust and lower expected trading volumes in the cryptocurrency market.\n",
      "3. Competition for Bitcoin Depot from digital channels could possibly harm its business, and thus affect the overall Bitcoin ecosystem due to lessened accessibility and liquidity.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 3-4%\n",
      "Analysis: Bitcoin over the past weeks has shown an overall upward trend despite some regulatory concerns and potential competition. The positive developments seem to outweigh these risks, especially considering the increasing adoption and recognition of Bitcoin as a disruptive financial instrument. Moreover, mining companies' strong performance points to a robust and growing Bitcoin infrastructure. However, the potential regulatory constraints and competitive pressures should not be ignored, as these could lead to short-term volatility.\n",
      "\n",
      "For the upcoming week, a modest price increase of 3-4% could be expected, given the overall positive sentiment but also factoring in some level of uncertainties. Despite some negative news, Bitcoin has solid backing from industrial giants and strong infrastructure support from mining companies, which together should uphold its value. Therefore, investors should monitor the evolving regulatory landscape and competitive situations while remaining optimistic about Bitcoin's prospects.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Bitcoin (BTC) is a cryptocurrency launched in 2010. Users are able to generate BTC through the process of mining. Bitcoin has a current supply of 19,599,987. The last known price of Bitcoin is 42,945.87509791 USD and is up 0.58 over the last 24 hours. It is currently trading on 10709 active market(s) with $21,150,003,121.31 traded over the last 24 hours. More information can be found at https://bitcoin.org/.. It has a market capilization of 845807222784.\n",
      "\n",
      "From 2023-12-03 to 2023-12-10, BTC-USD's stock price increased from 39978.39 to 43779.70. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitdeer Technologies: Undervalued Bitcoin Miner Deserves A Closer Look\n",
      "[Summary]: Bitdeer Technologies Group, a leading Bitcoin mining company, reported impressive Q3 results. Read why I've placed a Strong Buy rating on BTDR stock.\n",
      "\n",
      "[Headline]: Powering Through: Riot's Winter Bitcoin Breakout (Rating Upgrade)\n",
      "[Summary]: Riot Platforms faces risks from Bitcoin price volatility and operational challenges. Find out why RIOT stock is a Buy.\n",
      "\n",
      "[Headline]: Robinhood: A Perfect Storm Of Tailwinds\n",
      "[Summary]: Robinhood's stock surges 25% as Q3 results show increased revenue and EBITDA. Click here to find out why I am upgrading my rating for HOOD to strong buy.\n",
      "\n",
      "[Headline]: Top Investment Picks For 2024: India And Bitcoin\n",
      "[Summary]: Wish you had bought the âMagnificent 7â stocks 10 years ago? Standing on the precipice of 2024, we explore where we think investorsâseveral years from nowâmay wish they had invested today.\n",
      "\n",
      "[Headline]: BlackRock: The Bitcoin ETF Is A Big Opportunity\n",
      "[Summary]: BlackRock's proposed Bitcoin ETF could open up cryptocurrency to mainstream investors. Click here to find out why BLK stock is rated as a buy.\n",
      "\n",
      "From 2023-12-10 to 2023-12-17, BTC-USD's stock price decreased from 43779.70 to 41364.66. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Hut 8: My Top Pick For Capturing The Imminent Bitcoin Bull Run\n",
      "[Summary]: Hut 8 has experienced significant growth in its mining hashrate, effectively tripling it to reach 7.5 exahashes per second. Read why I'm bullish on HUT.\n",
      "\n",
      "[Headline]: Ethereum Has Upside\n",
      "[Summary]: Ethereum could outperform Bitcoin in the next 6 months due to its recent underperformance and changing market conditions. Find out my recommendation on ETH-USD.\n",
      "\n",
      "[Headline]: Bitcoin: Short-Term Volatility Looms\n",
      "[Summary]: Bitcoin's strong performance in 2024 has been fueled by expectations of a spot Bitcoin ETF approval, although regulatory concerns persist. Learn more on BTC here.\n",
      "\n",
      "[Headline]: Rally Or Retreat? Why This Halving Could Be Different\n",
      "[Summary]: Previous halving cycles showed similar price action, with Bitcoin rallying after halving and reaching new all-time highs. Read why this halving could be different.\n",
      "\n",
      "[Headline]: November 2023 Passive Income - 6 Dividend Raises\n",
      "[Summary]: As interest rates level off, the portfolio should perform better. While the income is lower, we put a lot of cash to work for us.\n",
      "\n",
      "From 2023-12-17 to 2023-12-24, BTC-USD's stock price increased from 41364.66 to 43016.12. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Marathon Digital: A Fee Market, If You Can Keep It\n",
      "[Summary]: Marathon Digital's stock performance has been phenomenal this year, with only Bitfarms having a better YTD return among mining tickers. Read more here.\n",
      "\n",
      "[Headline]: Where's Bitcoin Going In 2024?\n",
      "[Summary]: Bitcoin is predicted to surge in value by 2024, despite short-term setbacks, and regulatory concerns won't hinder its upward trajectory. Read my analysis here.\n",
      "\n",
      "[Headline]: MicroStrategy: It's All About MacroStrategy\n",
      "[Summary]: For all intents and purposes, MicroStrategy is essentially a leveraged Bitcoin ETF. Check out why I think MSTR is a great stock pick for 2024.\n",
      "\n",
      "[Headline]: $6 Trillion Black Swan Everyone Forgot\n",
      "[Summary]: Regional banks are particularly exposed to this risk, as they hold half of the outstanding commercial real estate debt. Read more here.\n",
      "\n",
      "[Headline]: An Answer To 'Crypto's Unanswered Question: At What Price?'\n",
      "[Summary]: I have no strong opinion on whether cryptoassets are undervalued or overvalued, the future of money and commerce or a fad that weâll all look back on amusingly.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-24, let's first analyze the positive developments and potential concerns for BTC-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the BTC-USD stock price movement for next week (2023-12-24 to 2023-12-31). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. The strong performance of Bitcoin and the growing interest in cryptocurrencies generally, as seen in the news about the potential Bitcoin ETF and the prediction of a surge in Bitcoin's value in 2024.\n",
      "2. The positive news about Bitdeer Technologies, a leading Bitcoin mining company, and Riot Platforms, a Bitcoin mining firm that faces risks from Bitcoin price volatility and operational challenges, but has shown resilience.\n",
      "3. The potential for increased adoption of cryptocurrencies, as seen in the news about BlackRock's proposed Bitcoin ETF and the interest in Ethereum.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The regulatory concerns surrounding Bitcoin and the potential impact on its price.\n",
      "2. The potential volatility of Bitcoin's price, as seen in the news about the halving cycle and the potential for short-term setbacks.\n",
      "3. The potential risks associated with investing in cryptocurrencies, such as the risk of hacking and the lack of regulation.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 5-7%\n",
      "Analysis: Despite the potential concerns, the positive developments outweigh the risks. The growth in the Bitcoin mining industry, the potential for increased adoption, and the resilience of Bitdeer Technologies and Riot Platforms are all positive signs. Additionally, the potential for a spot Bitcoin ETF approval could drive up the price. However, the regulatory concerns and the potential volatility of Bitcoin's price are potential concerns that could impact the stock price.\n",
      "\n",
      "Overall, based on the news and developments, the stock price of BTC-USD is predicted to increase by 5-7% in the upcoming week. The positive news and the potential for increased adoption of cryptocurrencies suggest that the market is optimistic about the future of Bitcoin and the broader cryptocurrency market. However, the regulatory concerns and the potential volatility of the price should be taken into account, and investors should exercise caution when making investment decisions.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Several bullish reports recommended Bitcoin as a 'Strong Buy' or 'Buy', indicating analysts see potential in the cryptocurrency's performance. \n",
      "2. Attempts to mainstream Bitcoin via ETFs by leading asset management companies like BlackRock Inc. \n",
      "3. Many firms, including Robinhood and Bitdeer technologies, reported impressive earnings amidst Bitcoin's performance. \n",
      "4. Bitcoin expected to surge in value by 2024 regardless of temporary setbacks or regulatory concerns. \n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Bitcoin's vulnerability to short-term volatility and regulatory uncertainties.\n",
      "2. Competition from other cryptocurrencies like Ethereum which is predicted to outperform Bitcoin in the next six months due to changing market conditions.\n",
      "3. Speculations about dissimilar outcomes from the upcoming halving cycle, with doubt casted if the usual rally after halving and reaching new all-time highs will occur.\n",
      "4. Market exposed to a 'Black Swan' of $6 Trillion risk, particularly with banks and commercial real estate debt. \n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 1-2%\n",
      "Analysis: Despite the ongoing bullish sentiments from leading analysts and the potential to mainstream Bitcoin through ETF proposals, the near-term prediction for Bitcoin is still marked by possible downward pressure. The evident competition from Ethereum, combined with the uncertainties stemming from the regulatory environment and potential for unusual outcomes from the halving process are factors that might exert an influence. Bitcoin's notorious short-term volatility and market risks, particularly in the real estate domain, can also cause unease among investors. In light of these, we predict that BTC-USD might see a downtrend of 1-2% in the week from December 24 to December 31, 2023. However, this decline should be interpreted within the context of short-term volatility and not as a fundamental shift in long-term outlook, which appears to remain optimistic.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Ethereum (ETH) is a cryptocurrency . Ethereum has a current supply of 120,180,768.83899732. The last known price of Ethereum is 2,539.04717901 USD and is up 0.41 over the last 24 hours. It is currently trading on 8251 active market(s) with $8,918,924,721.06 traded over the last 24 hours. More information can be found at https://www.ethereum.org/.. It has a market capilization of 310823911424.\n",
      "\n",
      "From 2023-11-05 to 2023-11-12, ETH-USD's stock price increased from 1894.16 to 2045.19. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Wall Street Breakfast Podcast: DBV's Toddler Peanut Allergy Therapy Shows Positive Results\n",
      "[Summary]: DBV reports positive Phase 3 data for peanut allergy therapy in toddlers. Meta eyes return to China with Tencent deal to sell VR headsets. BlackRock plans to create Ethereum ETF.\n",
      "\n",
      "[Headline]: VanEck Crypto Monthly Recap For October 2023\n",
      "[Summary]: Amidst the sharp sell-off in U.S. government debt, Bitcoinâs performance is gaining newfound attention. Click here to read more in VanEck's Crypto Monthly Recap.\n",
      "\n",
      "From 2023-11-12 to 2023-11-19, ETH-USD's stock price decreased from 2045.19 to 2013.20. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitcoin, BlackRock, And The End Of Decentralization\n",
      "[Summary]: BlackRock's entry into cryptocurrency marks the end of the idea of a decentralized world currency. Learn more about Bitcoin's rally in 2023.\n",
      "\n",
      "From 2023-11-19 to 2023-11-26, ETH-USD's stock price increased from 2013.20 to 2063.29. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum: Short-Term Volatility Unlikely\n",
      "[Summary]: Ethereum network shows growth despite recent market price decrease. Find out why I rate hold for ETH-USD at the moment.\n",
      "\n",
      "[Headline]: Bitcoin: 'Number Go Up'\n",
      "[Summary]: The Halving Event is the most important and predictable driver of Bitcoin. Read more here.\n",
      "\n",
      "[Headline]: Bitcoin Is On Its Way To All-Time Highs Regardless Of Spot Price ETF Approvals\n",
      "[Summary]: Bitcoin surges 40% on news of upcoming ETF approvals, but technical analysis suggests further gains ahead despite concerns. Read my full analysis here.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-11-26, let's first analyze the positive developments and potential concerns for ETH-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ETH-USD stock price movement for next week (2023-11-26 to 2023-12-03). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Positive Phase 3 data for peanut allergy therapy in toddlers by DBV shows promising results, indicating a potential breakthrough in medical technology.\n",
      "2. The entry of BlackRock into the cryptocurrency market suggests a growing interest from institutional investors and a potential increase in market capitalization.\n",
      "3. Despite recent market price decreases, the Ethereum network shows growth, indicating a resilience in the network.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The entry of BlackRock into the cryptocurrency market could potentially lead to a decrease in the idea of decentralization, which may be a concern for some investors.\n",
      "2. The Bitcoin rally in 2023 and the upcoming ETF approvals may lead to further gains, but technical analysis suggests further gains ahead despite concerns.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 0-1%\n",
      "Analysis: Based on the positive developments, it is expected that ETH-USD's stock price will increase by 0-1% in the upcoming week. The growth of the Ethereum network, despite recent price decreases, is a positive indicator. Additionally, the potential for a breakthrough in medical technology with the positive Phase 3 data for peanut allergy therapy in toddlers, could lead to increased investor interest.\n",
      "\n",
      "However, the potential concerns, such as the decrease in decentralization and the potential increase in Bitcoin's price due to ETF approvals, may also have an impact on the stock price. Despite these concerns, the overall outlook for ETH-USD remains positive. Therefore, it is predicted that the stock price will increase by 0-1% in the upcoming week.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. DBV reported positive data for a peanut allergy therapy, signaling potential for increased use of Ethereum blockchain in the medical field if the BlackRock Ethereum ETF is created.\n",
      "2. Ethereum network shows growth despite the recent market price decrease, indicating a strong base and positive developer sentiment.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Entry of major institutions like BlackRock could mark the end of the idea of a decentralized cryptocurrency, raising concerns over the future dynamics of the crypto market.\n",
      "2. Despite Bitcoin's rally, the divergence in Bitcoin and Ethereum's price movement could potentially suggest a shift of interest from ETH to BTC among investors.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by more than 5%\n",
      "Analysis: Recent weeks have been marked by positive news regarding Ethereum’s use in the broader market, particularly in the medical field through DBV’s peanut allergy therapy, and the potential creation of a BlackRock Ethereum ETF. This points to a growing acceptance and interest in this cryptocurrency by major institutions. Furthermore, despite recent price drops, the Ethereum network is still showing growth, suggesting a strong underlying network and base of support for the cryptocurrency.\n",
      "\n",
      "While the entry of major institutions like BlackRock into the crypto space may lead some to question the future of a decentralized cryptocurrency, this development could also signal a mainstream acceptance of Ethereum, boosting its value more in the process. Despite increased attention towards Bitcoin due to its rallied performance, Ethereum's resilient network growth indicates inherent value that can potentially drive the price upwards in the week ahead. Therefore, these factors lead us to predict an upward movement of more than 5% for Ethereum-USD in the week of 2023-11-26 to 2023-12-03.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Ethereum (ETH) is a cryptocurrency . Ethereum has a current supply of 120,180,768.83899732. The last known price of Ethereum is 2,539.04717901 USD and is up 0.41 over the last 24 hours. It is currently trading on 8251 active market(s) with $8,918,924,721.06 traded over the last 24 hours. More information can be found at https://www.ethereum.org/.. It has a market capilization of 310823911424.\n",
      "\n",
      "From 2023-11-19 to 2023-11-26, ETH-USD's stock price increased from 2013.20 to 2063.29. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum: Short-Term Volatility Unlikely\n",
      "[Summary]: Ethereum network shows growth despite recent market price decrease. Find out why I rate hold for ETH-USD at the moment.\n",
      "\n",
      "[Headline]: Bitcoin: 'Number Go Up'\n",
      "[Summary]: The Halving Event is the most important and predictable driver of Bitcoin. Read more here.\n",
      "\n",
      "[Headline]: Bitcoin Is On Its Way To All-Time Highs Regardless Of Spot Price ETF Approvals\n",
      "[Summary]: Bitcoin surges 40% on news of upcoming ETF approvals, but technical analysis suggests further gains ahead despite concerns. Read my full analysis here.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, ETH-USD's stock price increased from 2063.29 to 2193.69. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-03, let's first analyze the positive developments and potential concerns for ETH-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ETH-USD stock price movement for next week (2023-12-03 to 2023-12-10). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Ethereum network shows growth despite recent market price decrease, indicating resilience and strength.\n",
      "2. The Halving Event is a predictable and significant driver of Bitcoin's price, which could potentially impact Ethereum's price positively.\n",
      "3. The lack of recent news on ETH-USD suggests stability and a steady market.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The recent price decrease in Ethereum's stock price could be a concern for investors and could potentially impact its future price movements.\n",
      "2. The lack of basic financial reports could indicate a lack of transparency, which could affect the company's credibility and stock price.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 3-4%\n",
      "Analysis: Based on the current trends and the absence of any significant negative news, it is likely that ETH-USD's stock price will continue to rise. The stability of the market and the growth of the Ethereum network are positive developments that could support a continued upward trend. Additionally, the potential impact of the Halving Event on Bitcoin's price could also have a positive effect on Ethereum's price, given their close relationship.\n",
      "\n",
      "However, it is important to note that the lack of basic financial reports could be a concern for potential investors. The transparency of a company's financial health is a crucial aspect in determining its stock price. Therefore, it would be beneficial for the company to release this information to alleviate any potential concerns.\n",
      "\n",
      "In conclusion, the positive developments in Ethereum's market and the potential impact of the Halving Event on Bitcoin's price suggest that ETH-USD's stock price may continue to rise in the upcoming week. However, the lack of basic financial reports could be a concern for potential investors.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Ethereum has shown resilience and growth despite a recent decrease in market price. This could suggest continued expansion of the organization and help maintain a positive outlook.\n",
      "2. There is a notable absence of negative news reported on Ethereum. Often, no news can be seen as good news within the stock market, as uncertainties and potential flaws are not unveiled.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Although no notable negative news has been reported, the lack of any news could also be a risk factor. This means investors lack transparency into the company's decisions and growth strategy, which may lead to increased speculation and volatile market reactions.\n",
      "2. While Ethereum’s development has been steady, more prominent cryptocurrencies like Bitcoin have been making significant strides, potentially undercutting Ethereum’s market position. \n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by more than 5%\n",
      "Analysis: Based on the recent uptrend in the price of ETH-USD and the absence of any negative news, the forecast for its performance remains positive for the upcoming week. Even though there is competition from Bitcoin, Ethereum has consistently shown growth and the capacity to maintain its market position. Additionally, the broader cryptocurrency market seems to be undergoing a bullish phase. Therefore, I predict that ETH-USD's price could potentially increase by more than 5% in the week from 2023-12-03 to 2023-12-10.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Ethereum (ETH) is a cryptocurrency . Ethereum has a current supply of 120,180,768.83899732. The last known price of Ethereum is 2,539.04717901 USD and is up 0.41 over the last 24 hours. It is currently trading on 8251 active market(s) with $8,918,924,721.06 traded over the last 24 hours. More information can be found at https://www.ethereum.org/.. It has a market capilization of 310823911424.\n",
      "\n",
      "From 2023-11-19 to 2023-11-26, ETH-USD's stock price increased from 2013.20 to 2063.29. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum: Short-Term Volatility Unlikely\n",
      "[Summary]: Ethereum network shows growth despite recent market price decrease. Find out why I rate hold for ETH-USD at the moment.\n",
      "\n",
      "[Headline]: Bitcoin: 'Number Go Up'\n",
      "[Summary]: The Halving Event is the most important and predictable driver of Bitcoin. Read more here.\n",
      "\n",
      "[Headline]: Bitcoin Is On Its Way To All-Time Highs Regardless Of Spot Price ETF Approvals\n",
      "[Summary]: Bitcoin surges 40% on news of upcoming ETF approvals, but technical analysis suggests further gains ahead despite concerns. Read my full analysis here.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, ETH-USD's stock price increased from 2063.29 to 2193.69. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-12-03 to 2023-12-10, ETH-USD's stock price increased from 2193.69 to 2352.46. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: 5 Growth Stocks For 2024\n",
      "[Summary]: Growth stocks are the backbone of my long-term investing portfolio. Find out my selection criteria for growth stocks and 5 of my growth stock picks.\n",
      "\n",
      "[Headline]: Ethereum Has Catching Up To Do\n",
      "[Summary]: The cryptocurrency market soars as Bitcoin outshines Ethereum, fueled by institutional investors awaiting ETF approval. See my view on the ETH token.\n",
      "\n",
      "[Headline]: VanEck Crypto Monthly Recap For November 2023\n",
      "[Summary]: In Nov., Bitcoin outperformed the S&P 500 due to investor interest and potential US Bitcoin ETFs. Click here to read the full Nov. crypto update.\n",
      "\n",
      "[Headline]: Top Investment Picks For 2024: India And Bitcoin\n",
      "[Summary]: Wish you had bought the âMagnificent 7â stocks 10 years ago? Standing on the precipice of 2024, we explore where we think investorsâseveral years from nowâmay wish they had invested today.\n",
      "\n",
      "[Headline]: Crypto Euphoria: Coinbase's L2 Hasn't Gotten The Memo\n",
      "[Summary]: Coinbase introduces its Ethereum scaling chain, Base, to counter decentralized exchanges, but recent engagement has been underwhelming. Read my analysis here.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-10, let's first analyze the positive developments and potential concerns for ETH-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ETH-USD stock price movement for next week (2023-12-10 to 2023-12-17). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. The Ethereum network has shown growth despite recent market price decrease, indicating strong underlying fundamentals.\n",
      "2. The cryptocurrency market has been on an upward trend, with Bitcoin leading the way, and Ethereum is expected to catch up.\n",
      "3. The recent news of VanEck Crypto Monthly Recap for November 2023 suggests that Ethereum is considered a promising investment for 2024.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. There is no recent news on the basic financials of ETH-USD, which can indicate a lack of transparency or potential financial issues.\n",
      "2. The recent news about Coinbase's L2 has been underwhelming, which could impact the overall performance of Ethereum.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 3-4%\n",
      "Analysis: Despite the lack of recent news on basic financials, the positive developments outweigh the potential concerns. The strong underlying fundamentals of the Ethereum network and its expected catch-up to Bitcoin suggest that ETH-USD has a promising future. The recognition from investment experts as a promising investment for 2024 further reinforces this view. Additionally, the overall trend of the cryptocurrency market is upward, which could contribute to the expected growth of ETH-USD.\n",
      "\n",
      "Therefore, I predict that ETH-USD's stock price will increase by 3-4% in the coming week. However, this prediction is subject to change based on any new developments that could impact the stock price.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Ethereum's network growth is stable despite a recent dip in market price, signaling strong infrastructure and potentially higher future demand.\n",
      "2. Coinbase, a major crypto trading platform, has introduced an Ethereum scaling chain, which, if successful, could ease transaction processes and boost Ethereum's potential.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Bitcoin ETFs are attracting an influx of institutional investors, overshadowing Ethereum and potentially directing more capital away from it.\n",
      "2. Although Coinbase launched its Ethereum scaling chain, the initial engagement has been underwhelming, raising concerns over its acceptance among users.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by more than 5%\n",
      "Analysis: Despite positive developments in Ethereum's network growth and the introduction of a scaling chain by Coinbase, the increasing popularity of Bitcoin ETFs seems to be outshining Ethereum. Institutional investors are showing greater interest in Bitcoin owing to the upcoming ETF approvals, which may lead to a diversion of capital from Ethereum to Bitcoin. Moreover, the underwhelming response to Coinbase's Ethereum scaling chain further indicates a lack of immediate investor interest. Therefore, due to these factors and the overall market dynamics playing in favor of Bitcoin, I predict a more than 5% downward adjustment in Ethereum's price for the week of December 10 to 17, 2023. This prediction is made with the available data as of December 10, 2023, and changes in the market dynamic or significant news related to Ethereum could alter this prediction.\n",
      "\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Ethereum (ETH) is a cryptocurrency . Ethereum has a current supply of 120,180,768.83899732. The last known price of Ethereum is 2,539.04717901 USD and is up 0.41 over the last 24 hours. It is currently trading on 8251 active market(s) with $8,918,924,721.06 traded over the last 24 hours. More information can be found at https://www.ethereum.org/.. It has a market capilization of 310823911424.\n",
      "\n",
      "From 2023-11-19 to 2023-11-26, ETH-USD's stock price increased from 2013.20 to 2063.29. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum: Short-Term Volatility Unlikely\n",
      "[Summary]: Ethereum network shows growth despite recent market price decrease. Find out why I rate hold for ETH-USD at the moment.\n",
      "\n",
      "[Headline]: Bitcoin: 'Number Go Up'\n",
      "[Summary]: The Halving Event is the most important and predictable driver of Bitcoin. Read more here.\n",
      "\n",
      "[Headline]: Bitcoin Is On Its Way To All-Time Highs Regardless Of Spot Price ETF Approvals\n",
      "[Summary]: Bitcoin surges 40% on news of upcoming ETF approvals, but technical analysis suggests further gains ahead despite concerns. Read my full analysis here.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, ETH-USD's stock price increased from 2063.29 to 2193.69. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-12-03 to 2023-12-10, ETH-USD's stock price increased from 2193.69 to 2352.46. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum Has Catching Up To Do\n",
      "[Summary]: The cryptocurrency market soars as Bitcoin outshines Ethereum, fueled by institutional investors awaiting ETF approval. See my view on the ETH token.\n",
      "\n",
      "[Headline]: VanEck Crypto Monthly Recap For November 2023\n",
      "[Summary]: In Nov., Bitcoin outperformed the S&P 500 due to investor interest and potential US Bitcoin ETFs. Click here to read the full Nov. crypto update.\n",
      "\n",
      "[Headline]: Top Investment Picks For 2024: India And Bitcoin\n",
      "[Summary]: Wish you had bought the âMagnificent 7â stocks 10 years ago? Standing on the precipice of 2024, we explore where we think investorsâseveral years from nowâmay wish they had invested today.\n",
      "\n",
      "[Headline]: Crypto Euphoria: Coinbase's L2 Hasn't Gotten The Memo\n",
      "[Summary]: Coinbase introduces its Ethereum scaling chain, Base, to counter decentralized exchanges, but recent engagement has been underwhelming. Read my analysis here.\n",
      "\n",
      "[Headline]: VanEck's 15 Crypto Predictions For 2024\n",
      "[Summary]: Step into the realm of speculation with us as we embark on a whimsical journey into the future of crypto and outline our top 15 Crypto Predictions for 2024.\n",
      "\n",
      "From 2023-12-10 to 2023-12-17, ETH-USD's stock price decreased from 2352.46 to 2196.48. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum Has Upside\n",
      "[Summary]: Ethereum could outperform Bitcoin in the next 6 months due to its recent underperformance and changing market conditions. Find out my recommendation on ETH-USD.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-17, let's first analyze the positive developments and potential concerns for ETH-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ETH-USD stock price movement for next week (2023-12-17 to 2023-12-24). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Ethereum's network shows growth despite recent market price decrease, indicating resilience and potential for future growth.\n",
      "2. Ethereum could outperform Bitcoin in the next 6 months due to its recent underperformance and changing market conditions.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The cryptocurrency market is currently experiencing a surge fueled by institutional investors awaiting ETF approvals, which could lead to increased competition and potential price volatility for Ethereum.\n",
      "2. Coinbase's L2 has not gained significant traction, which could impact Ethereum's scalability and potential for growth.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 2-3%\n",
      "Analysis: Despite some positive developments, such as Ethereum's resilience and potential to outperform Bitcoin in the near future, the market's current sentiment towards Ethereum seems to be bearish. The surge in the cryptocurrency market, fueled by institutional investors awaiting ETF approvals, could lead to increased competition and potential price volatility for Ethereum. Additionally, Coinbase's L2 not gaining significant traction could impact Ethereum's scalability and potential for growth.\n",
      "\n",
      "Given these factors, it is predicted that the ETH-USD stock price will decrease by 2-3% in the upcoming week (2023-12-17 to 2023-12-24). However, this prediction is subject to change based on future developments and market conditions.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Ongoing growth in the Ethereum network despite recent market price decrease hints at the crypto's resilience and strong investor faith.\n",
      "2. Promise of Ethereum outperforming Bitcoin in the coming months, as mentioned in a recent article, is an indicator of increasing market momentum.\n",
      "3. Introduction of Coinbase's Ethereum scaling chain, Base, potentially expands Ethereum's market presence and usage.\n",
      "4. Bitcoin's increasing preference by institutional investors may spill over to Ethereum as well, as both are leading cryptocurrencies. \n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Despite the introduction of Base, the user engagement with this new chain has been underwhelming, which could indicate a failure to compete effectively with decentralized exchanges.\n",
      "2. Overall, the crypto market has seen Bitcoin outshining Ethereum recently, which could mean less attention and investment flowing into Ethereum.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 3-4%\n",
      "Analysis: Considering the healthy performance of Ethereum's network and the upcoming technological developments, it could be inferred that Ethereum's stock has a potential bullish trend. The introduction of Base, despite initial slow engagement, could improve over time and bring broader adoption, bolstering its price. \n",
      "\n",
      "However, there are significant concerns. Ethereum's recent underperformance in comparison to Bitcoin could lead to decreased market attention and divert investments. However, with the prediction of Ethereum possibly outperforming Bitcoin in the near future, this could lead to a turnaround and attract more investors, effectively driving the price up.\n",
      "\n",
      "Given these factors, overall, the Ethereum stock is expected to increase slightly in the upcoming week (2023-12-17 to 2023-12-24) by about 3-4%. Although the concerns are valid, current developments and broader market trends show potential for Ethereum's growth in the short term. However, it is crucial to keep an eye on how the situation unfolds, especially in terms of Ethereum-Bitcoin comparative performance and the adoption of the Base chain.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Ethereum (ETH) is a cryptocurrency . Ethereum has a current supply of 120,180,768.83899732. The last known price of Ethereum is 2,539.04717901 USD and is up 0.41 over the last 24 hours. It is currently trading on 8251 active market(s) with $8,918,924,721.06 traded over the last 24 hours. More information can be found at https://www.ethereum.org/.. It has a market capilization of 310823911424.\n",
      "\n",
      "From 2023-12-10 to 2023-12-17, ETH-USD's stock price decreased from 2352.46 to 2196.48. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Ethereum Has Upside\n",
      "[Summary]: Ethereum could outperform Bitcoin in the next 6 months due to its recent underperformance and changing market conditions. Find out my recommendation on ETH-USD.\n",
      "\n",
      "From 2023-12-17 to 2023-12-24, ETH-USD's stock price increased from 2196.48 to 2265.69. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: An Answer To 'Crypto's Unanswered Question: At What Price?'\n",
      "[Summary]: I have no strong opinion on whether cryptoassets are undervalued or overvalued, the future of money and commerce or a fad that weâll all look back on amusingly.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-24, let's first analyze the positive developments and potential concerns for ETH-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ETH-USD stock price movement for next week (2023-12-24 to 2023-12-31). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. The market is predicting a potential outperformance of Ethereum over Bitcoin in the next 6 months, which could boost its stock price.\n",
      "2. The company news suggests that there is a growing interest in Ethereum, which could increase its market value.\n",
      "3. The stock price has shown a consistent increase over the past week, indicating a positive market sentiment.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The lack of basic financial reports makes it difficult to assess the company's financial health and stability.\n",
      "2. The recent decrease in the stock price from 2352.46 to 2196.48 suggests that the market might be experiencing some volatility.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 5-7%\n",
      "Analysis: Despite the recent decrease in the stock price, the market sentiment seems to be positive for Ethereum. The prediction is based on the potential outperformance of Ethereum over Bitcoin, which could lead to increased investor interest and higher prices. Additionally, the consistent increase in the stock price over the past week suggests that the market is currently bullish on the company. However, the lack of basic financial reports should be closely monitored as it could impact the company's stability and future performance. Therefore, the predicted stock price movement for the upcoming week is an increase of 5-7%.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Market condition changes favor Ethereum, making it a potential outperformer against Bitcoin in the upcoming six months. \n",
      "2. The stock price has shown a slight rebound in the week from December 17 to December 24, indicating a potential recovery.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Ethereum's recent underperformance could signify underlying issues that may affect its future performance.\n",
      "2. The overall uncertainty surrounding the value and future prospects of cryptoassets implies potential volatility.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 1-2%\n",
      "Analysis: Despite the recent underperformance of Ethereum (ETH-USD), a shift in market conditions looks set to favor it. Expert predictions suggest that ETH-USD might outperform Bitcoin in the following six months. This, coupled with the slight price recovery observed in the week leading up to December 24, provides a positive outlook for Ethereum in the short term while considering its inherent market volatility. Given these parameters, it is plausible to predict that the stock price will ascend by 1-2% in the coming week (from December 24 to December 31). However, investors should remain cautious of potential fluctuations due to the overall risk associated with the cryptocurrency market.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Cardano (ADA) is a cryptocurrency launched in 2017. Cardano has a current supply of 36,542,697,459.69 with 35,395,189,765.939 in circulation. The last known price of Cardano is 0.53566514 USD and is down -0.51 over the last 24 hours. It is currently trading on 1026 active market(s) with $298,469,830.60 traded over the last 24 hours. More information can be found at https://www.cardano.org.. It has a market capilization of 18956294144.\n",
      "\n",
      "From 2023-10-29 to 2023-11-05, ADA-USD's stock price increased from 0.30 to 0.34. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: The S&P 500 Needs To Hold This Key Level - Otherwise It's Time To Batten Down The Hatches (Technical Analysis)\n",
      "[Summary]: Consider alternative investments like gold & Bitcoin if S&P 500 support collapses. Click here to read what investors need to know.\n",
      "\n",
      "From 2023-11-05 to 2023-11-12, ADA-USD's stock price increased from 0.34 to 0.38. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-11-12 to 2023-11-19, ADA-USD's stock price increased from 0.38 to 0.38. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-11-19 to 2023-11-26, ADA-USD's stock price increased from 0.38 to 0.39. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-11-26, let's first analyze the positive developments and potential concerns for ADA-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ADA-USD stock price movement for next week (2023-11-26 to 2023-12-03). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. The ADA-USD stock price has shown a consistent upward trend over the last week, indicating strong investor confidence in the company.\n",
      "2. The lack of any negative news or market downturns suggests that the market is stable, which could contribute to further growth.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The lack of basic financial reporting could raise concerns about the company's transparency and financial stability.\n",
      "2. The recent stock price increase may be overvalued, indicating potential market volatility.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 0-1%\n",
      "Analysis: Given the lack of financial transparency and the potential overvaluation of the stock, it is likely that the ADA-USD stock price may experience a slight correction. The market has been trending upward, but the lack of fundamental data makes it difficult to predict the stock's future trajectory. It's also possible that the stock has become overvalued and is due for a correction.\n",
      "\n",
      "The fact that there is no basic financial reporting could be a concern for investors, as it makes it difficult to evaluate the company's financial health. The lack of transparency could lead to a decrease in investor confidence, which could negatively impact the stock price.\n",
      "\n",
      "Moreover, the stock's recent price increase may be overvalued, suggesting that the market may be overreacting to the stock's potential. This could lead to a correction in the near future.\n",
      "\n",
      "In conclusion, while the stock has shown a positive trend in recent weeks, the lack of fundamental data and the potential overvaluation suggest that the stock may experience a slight correction in the coming week. Therefore, a cautious approach is recommended for investors.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Not directly related, but the increased interest in alternative investments due to potential instability in traditional markets (S&P 500) might attract more investors towards cryptocurrencies, such as Cardano.\n",
      "2. ADA-USD has been on a steady growth trend for the past 4 weeks, which might continue based on current market sentiments.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. A lack of news specifically related to ADA-USD might be a concern since it indicates less direct visibility and attention towards the company.\n",
      "2. Without available basic financial information, the assessment of the company’s positive developments and potential risks becomes more challenging.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 1-2%\n",
      "Analysis: Looking at the performance of the past weeks, Cardano has displayed a stable growth trend, although no specific news related to the company were reported. An important factor to consider is the potential instability in the S&P 500, that might possibly drive more investors towards alternative investments, such as cryptocurrencies. Thus, even with a lack of specific news for Cardano, this general positive sentiment towards cryptocurrencies might boost Cardano’s price in the upcoming week. An accurate prediction is however difficult due to the lack of company-specific financial data, but based on market trends, a 1-2% increase in the trading price of ADA-USD can be expected for the week of Nov 26 - Dec 03, 2023.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Cardano (ADA) is a cryptocurrency launched in 2017. Cardano has a current supply of 36,542,697,459.69 with 35,395,189,765.939 in circulation. The last known price of Cardano is 0.53566514 USD and is down -0.51 over the last 24 hours. It is currently trading on 1026 active market(s) with $298,469,830.60 traded over the last 24 hours. More information can be found at https://www.cardano.org.. It has a market capilization of 18956294144.\n",
      "\n",
      "From 2023-11-05 to 2023-11-12, ADA-USD's stock price increased from 0.34 to 0.38. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-11-12 to 2023-11-19, ADA-USD's stock price increased from 0.38 to 0.38. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-11-19 to 2023-11-26, ADA-USD's stock price increased from 0.38 to 0.39. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-11-26 to 2023-12-03, ADA-USD's stock price increased from 0.39 to 0.40. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-03, let's first analyze the positive developments and potential concerns for ADA-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ADA-USD stock price movement for next week (2023-12-03 to 2023-12-10). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ADA-USD's stock price has been steadily increasing over the past weeks, indicating positive market sentiment.\n",
      "2. There has been no negative news reported about ADA-USD, suggesting a stable and promising outlook.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The lack of basic financial reports and news about the company's performance may indicate a lack of transparency and stability.\n",
      "2. The absence of news about the company's performance may also indicate a lack of interest or investor confidence.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 0-1%\n",
      "Analysis: Despite the lack of basic financial reports and news about the company's performance, the steady increase in ADA-USD's stock price over the past weeks suggests a positive market sentiment. The absence of negative news and the steady increase in the stock price indicate a stable and promising outlook. However, the lack of transparency and stability in the company's financial reports may be a cause for concern and could potentially hinder its growth.\n",
      "\n",
      "Overall, I predict that ADA-USD's stock price may increase by 0-1% in the upcoming week. The positive market sentiment and the steady increase in the stock price suggest a promising outlook, while the lack of transparency and stability in the company's financial reports may be a potential concern.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Steady Growth: Despite the lack of major news, Cardano's price has consistently proved its resilience by gradually increasing over the past few weeks. \n",
      "2. Market Sentiment: As a leading cryptocurrency, Cardano's performance is often indicative of the overall cryptocurrency market's confidence.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Lack of News: In a market that is heavily influenced by news and events, the lack of significant updates about Cardano could be a potential concern and the absence of strong positive catalysts could result in slow growth.\n",
      "2. Market Volatility: The underlying volatility of the cryptocurrency market, in general, could lead to potential downturns without any significant triggers.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by more than 5%\n",
      "Analysis: Given the steady, upward trend in Cardano's price over the past several weeks, and absence of any negative news, we can predict that Cardano might continue its climb. Furthermore, its overall strength in the cryptocurrency market bodes well for future growth. However, investors should be mindful of the general risks associated with the volatile cryptocurrency market. The absence of significant news or updates does not guarantee a continued upward trajectory, but considering the observed trends, there is a fair possibility that the price might go up by more than 5% in the upcoming week.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Cardano (ADA) is a cryptocurrency launched in 2017. Cardano has a current supply of 36,542,697,459.69 with 35,395,189,765.939 in circulation. The last known price of Cardano is 0.53566514 USD and is down -0.51 over the last 24 hours. It is currently trading on 1026 active market(s) with $298,469,830.60 traded over the last 24 hours. More information can be found at https://www.cardano.org.. It has a market capilization of 18956294144.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, ADA-USD's stock price increased from 0.39 to 0.40. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-12-03 to 2023-12-10, ADA-USD's stock price increased from 0.40 to 0.59. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Top Investment Picks For 2024: India And Bitcoin\n",
      "[Summary]: Wish you had bought the âMagnificent 7â stocks 10 years ago? Standing on the precipice of 2024, we explore where we think investorsâseveral years from nowâmay wish they had invested today.\n",
      "\n",
      "[Headline]: VanEck's 15 Crypto Predictions For 2024\n",
      "[Summary]: Step into the realm of speculation with us as we embark on a whimsical journey into the future of crypto and outline our top 15 Crypto Predictions for 2024.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-10, let's first analyze the positive developments and potential concerns for ADA-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ADA-USD stock price movement for next week (2023-12-10 to 2023-12-17). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. The cryptocurrency market is expected to grow in the coming years, which could increase the demand for Cardano (ADA) and boost its price.\n",
      "2. VanEck's 15 Crypto Predictions for 2024 suggest that Cardano could be among the top cryptocurrencies to invest in, which could drive up its price.\n",
      "3. The absence of negative news about Cardano, such as security breaches or regulatory issues, suggests that the cryptocurrency is stable and has a good reputation, which could positively impact its price.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Cardano's current price is below $0.50, indicating that it may be undervalued and could potentially increase in the future.\n",
      "2. The cryptocurrency market is highly volatile and can be affected by external factors, such as economic conditions, government regulations, and investor sentiment, which could impact Cardano's price.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 5-10%\n",
      "Analysis: Given the positive market sentiment and the potential for Cardano to benefit from the growing cryptocurrency market, it's likely that Cardano's stock price could increase by 5-10% in the coming week. While there are potential concerns, such as the current price being undervalued and the volatile nature of the cryptocurrency market, these factors may be outweighed by the positive developments and predictions for the industry as a whole.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Mention of Cardano amongst top investment picks and crypto predictions implies positive sentiment and heightened interest amongst investors.\n",
      "2. Sharp stock price increase over the last week shows bullish investor confidence.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Lack of precise company related news means we are primarily gauging market sentiment, which can vary drastically.\n",
      "2. No basic financials provided, limiting our ability to assess Cardano's financial health or growth prospects.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 2-3%\n",
      "Analysis: While our knowledge of Cardano's intrinsic value or future plans is limited, it has gained positive attention in investment forecasts for 2024. This elevates investor confidence, reflected by the recent stock price increase. However, the rapid uptick may cause temporary market adjustment, leading to slight decline as investors start to take profits. Thus, we predict a 2-3% downward adjustment for the coming week. Further revelations about Cardano's future prospects or financials could alter this trajectory. Ultimately, potential investors should keep an eye on relevant news or financial reports to make informed decisions.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Cardano (ADA) is a cryptocurrency launched in 2017. Cardano has a current supply of 36,542,697,459.69 with 35,395,189,765.939 in circulation. The last known price of Cardano is 0.53566514 USD and is down -0.51 over the last 24 hours. It is currently trading on 1026 active market(s) with $298,469,830.60 traded over the last 24 hours. More information can be found at https://www.cardano.org.. It has a market capilization of 18956294144.\n",
      "\n",
      "From 2023-12-10 to 2023-12-17, ADA-USD's stock price decreased from 0.59 to 0.58. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitwise 10 Crypto Index Fund: Another U.S. Listed Crypto Arbitrage Building Block\n",
      "[Summary]: Bitwise 10 Crypto Index Fund is a CEF holding major cryptocurrencies, tradeable at a discounted price for savvy investors. Find out my analysis of BITW stock.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-17, let's first analyze the positive developments and potential concerns for ADA-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ADA-USD stock price movement for next week (2023-12-17 to 2023-12-24). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Bitwise 10 Crypto Index Fund has been launched, providing a new avenue for investors to access cryptocurrencies at a discounted price, which could boost the market sentiment and potentially drive the demand for ADA.\n",
      "2. The launch of Cardano's new fund has increased its exposure and attracted more investors, leading to a possible increase in its market capitalization.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The stock price of ADA-USD has decreased from 0.59 to 0.58, indicating a potential downtrend in the short term.\n",
      "2. The absence of basic financial reports might indicate a lack of transparency and accountability, which could lead to a decrease in investor confidence and potentially impact the stock price.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 0-1%\n",
      "Analysis: The overall outlook for ADA-USD remains bearish in the short term. Despite the potential positive developments, the stock price has been showing a downtrend, indicating a possible selloff. The absence of basic financial reports could also contribute to a decrease in investor confidence, which could negatively impact the stock price.\n",
      "\n",
      "However, the launch of the Bitwise 10 Crypto Index Fund could potentially drive the demand for ADA, which could offset the downward pressure to some extent. Therefore, the predicted movement for the upcoming week is a slight decrease of around 0-1%.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Cardano's inclusion in the Bitwise 10 Crypto Index Fund suggests an increasing recognition of the coin in the institutional investment sphere. This could boost its credibility and demand, potentially leading to an increase in price.\n",
      "2. The trading volume of Cardano in the last 24 hours sitting at $298,469,830.60 shows that the ADA token is highly liquid. This could attract more traders and investors to the markets.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. Cardano's stock price has decreased slightly from 0.59 to 0.58 in the past week. This could indicate that the token is journeying on a downtrend.\n",
      "2. The overall market sentiment towards cryptocurrencies has been quite volatile. This could affect the Cardano price, depending on whether the sentiment trends positive or negative.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 2-3%\n",
      "Analysis: Given the developments and the potential concerns, I predict that the price of Cardano could rise by about 2 to 3% in the upcoming week. The inclusion of Cardano in the Bitwise 10 index offers an opportunity for increased demand, leading to a possible uptick if the broader crypto market sentiment remains positive.\n",
      "\n",
      "However, it's also important to note the past week's decline in stock price, which could hold back a significant rise. The ongoing market volatility acts as a reminder to investors about the unpredictable nature of cryptocurrencies. Hence, it is advisable to keep a close eye on market happenings and strategize accordingly while trading. Furthermore, investors could potentially alter their sentiment and strategies based on upcoming news and developments globally and within the Cardano ecosystem. \n",
      "\n",
      "The prediction for the week is based on the premise that the positive factors will outweigh the concerns, but like all market predictions it carries a level of risk. Always do your research when investing in volatile markets like cryptocurrency.\n",
      "\n",
      "===============\n",
      "\n",
      "\n",
      "------- Prompt ------\n",
      "\n",
      "[INST]<<SYS>>\n",
      "You are a seasoned stock market analyst. Your task is to list the positive developments and potential concerns for companies based on relevant news and basic financials from the past weeks, then provide an analysis and prediction for the companies' stock price movement for the upcoming week. Your answer format should be as follows:\n",
      "\n",
      "[Positive Developments]:\n",
      "1. ...\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. ...\n",
      "\n",
      "[Prediction & Analysis]\n",
      "Prediction: ...\n",
      "Analysis: ...\n",
      "\n",
      "<</SYS>>\n",
      "\n",
      "[Cryptocurrency Introduction]: Cardano (ADA) is a cryptocurrency launched in 2017. Cardano has a current supply of 36,542,697,459.69 with 35,395,189,765.939 in circulation. The last known price of Cardano is 0.53566514 USD and is down -0.51 over the last 24 hours. It is currently trading on 1026 active market(s) with $298,469,830.60 traded over the last 24 hours. More information can be found at https://www.cardano.org.. It has a market capilization of 18956294144.\n",
      "\n",
      "From 2023-11-26 to 2023-12-03, ADA-USD's stock price increased from 0.39 to 0.40. Company news during this period are listed below:\n",
      "\n",
      "No relative news reported.\n",
      "From 2023-12-03 to 2023-12-10, ADA-USD's stock price increased from 0.40 to 0.59. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Top Investment Picks For 2024: India And Bitcoin\n",
      "[Summary]: Wish you had bought the âMagnificent 7â stocks 10 years ago? Standing on the precipice of 2024, we explore where we think investorsâseveral years from nowâmay wish they had invested today.\n",
      "\n",
      "[Headline]: VanEck's 15 Crypto Predictions For 2024\n",
      "[Summary]: Step into the realm of speculation with us as we embark on a whimsical journey into the future of crypto and outline our top 15 Crypto Predictions for 2024.\n",
      "\n",
      "From 2023-12-10 to 2023-12-17, ADA-USD's stock price decreased from 0.59 to 0.58. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: Bitwise 10 Crypto Index Fund: Another U.S. Listed Crypto Arbitrage Building Block\n",
      "[Summary]: Bitwise 10 Crypto Index Fund is a CEF holding major cryptocurrencies, tradeable at a discounted price for savvy investors. Find out my analysis of BITW stock.\n",
      "\n",
      "From 2023-12-17 to 2023-12-24, ADA-USD's stock price increased from 0.58 to 0.59. Company news during this period are listed below:\n",
      "\n",
      "[Headline]: An Answer To 'Crypto's Unanswered Question: At What Price?'\n",
      "[Summary]: I have no strong opinion on whether cryptoassets are undervalued or overvalued, the future of money and commerce or a fad that weâll all look back on amusingly.\n",
      "\n",
      "[Basic Financials]:\n",
      "\n",
      "No basic financial reported.\n",
      "\n",
      "Based on all the information before 2023-12-24, let's first analyze the positive developments and potential concerns for ADA-USD. Come up with 2-4 most important factors respectively and keep them concise. Most factors should be inferred from company related news. Then make your prediction of the ADA-USD stock price movement for next week (2023-12-24 to 2023-12-31). Provide a summary analysis to support your prediction.[/INST]\n",
      "\n",
      "------- LLaMA2 Finetuned ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. Cardano's stock price has been steadily increasing over the past weeks, indicating a strong demand for the cryptocurrency.\n",
      "2. The company has been featured in prominent investment publications, such as \"Top Investment Picks For 2024\" and \"VanEck's 15 Crypto Predictions For 2024,\" which suggests a positive outlook for the company.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The stock price has experienced a slight decrease over the past week, which may indicate a potential decrease in investor confidence.\n",
      "2. There have been no recent financial reports or updates, which could indicate a lack of transparency and potential instability in the company's financial health.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 0-1%\n",
      "Analysis: Given the recent decrease in stock price, there may be concerns about the stability of the company. However, the consistent increase in the stock price over the past weeks suggests that there is still a strong demand for the cryptocurrency. The absence of recent financial reports may also indicate a lack of transparency, which could be a concern for potential investors.\n",
      "\n",
      "Overall, the stock price is expected to decrease by 0-1% in the upcoming week. However, it is important to keep in mind that the cryptocurrency market is highly volatile and can be affected by various factors, including regulatory changes and investor sentiment. Therefore, it is important to monitor the company's performance and financial health closely in the coming weeks.\n",
      "\n",
      "------- GPT4 Groundtruth ------\n",
      "\n",
      "[Positive Developments]:\n",
      "1. The discussion about Bitcoin and Indian markets as top investment picks for 2024 could drive investor interest in cryptocurrencies, including Cardano.\n",
      "2. The crypto predictions from VanEck for 2024 can also stimulate interest and provide credibility to the cryptocurrency market including Cardano.\n",
      "3. With the Bitwise 10 Crypto Index Fund, Cardano (if part of this Fund) could become more accessible to a wider audience of investors.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The lack of concrete basic financials for Cardano may present challenges for potential investors looking for traditional financial indicators. \n",
      "2. Uncertainty about whether cryptocurrencies are fundamentally overvalued or undervalued may hinder investment in cryptocurrencies like Cardano.\n",
      "3. Without significant specific news regarding Cardano, it may be difficult to predict its specific course in the near future.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Up by 1-2%\n",
      "Analysis: The positive developments indicate a growing interest and potential for investment in the cryptocurrency market in general. This rising tide can lift all coins, including Cardano. Furthermore, the discussion regarding crypto being a top pick for 2024 could drive speculators and long-term investors to adopt positions in Cardano, pushing the price up. \n",
      "\n",
      "The concerns raise valid questions about the value and the knowledge base for investors. However, given that Cardano’s price trended upward in the past weeks despite the concerns, these issues may not significantly detract from its near-term performance.\n",
      "\n",
      "Given these factors, it seems likely that Cardano's stock price will experience a slight increase of between 1-2% for the week of 2023-12-24 to 2023-12-31.\n",
      "\n",
      "===============\n",
      "\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[7], line 5\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mlen\u001b[39m(test_dataset)):\n\u001b[1;32m      4\u001b[0m     prompt \u001b[39m=\u001b[39m test_dataset[i][\u001b[39m'\u001b[39m\u001b[39mprompt\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[0;32m----> 5\u001b[0m     output \u001b[39m=\u001b[39m test_demo(model, tokenizer, prompt)\n\u001b[1;32m      6\u001b[0m     answer \u001b[39m=\u001b[39m re\u001b[39m.\u001b[39msub(\u001b[39mr\u001b[39m\u001b[39m'\u001b[39m\u001b[39m.*\u001b[39m\u001b[39m\\\u001b[39m\u001b[39m[/INST\u001b[39m\u001b[39m\\\u001b[39m\u001b[39m]\u001b[39m\u001b[39m\\\u001b[39m\u001b[39ms*\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39m'\u001b[39m, output, flags\u001b[39m=\u001b[39mre\u001b[39m.\u001b[39mDOTALL)\n\u001b[1;32m      7\u001b[0m     gt \u001b[39m=\u001b[39m test_dataset[i][\u001b[39m'\u001b[39m\u001b[39manswer\u001b[39m\u001b[39m'\u001b[39m]\n",
      "Cell \u001b[0;32mIn[6], line 9\u001b[0m, in \u001b[0;36mtest_demo\u001b[0;34m(model, tokenizer, prompt)\u001b[0m\n\u001b[1;32m      3\u001b[0m inputs \u001b[39m=\u001b[39m tokenizer(\n\u001b[1;32m      4\u001b[0m     prompt, return_tensors\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mpt\u001b[39m\u001b[39m'\u001b[39m,\n\u001b[1;32m      5\u001b[0m     padding\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, max_length\u001b[39m=\u001b[39m\u001b[39m4096\u001b[39m\n\u001b[1;32m      6\u001b[0m )\n\u001b[1;32m      7\u001b[0m inputs \u001b[39m=\u001b[39m {key: value\u001b[39m.\u001b[39mto(model\u001b[39m.\u001b[39mdevice) \u001b[39mfor\u001b[39;00m key, value \u001b[39min\u001b[39;00m inputs\u001b[39m.\u001b[39mitems()}\n\u001b[0;32m----> 9\u001b[0m res \u001b[39m=\u001b[39m model\u001b[39m.\u001b[39;49mgenerate(\n\u001b[1;32m     10\u001b[0m     \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49minputs, max_length\u001b[39m=\u001b[39;49m\u001b[39m4096\u001b[39;49m, do_sample\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[1;32m     11\u001b[0m     eos_token_id\u001b[39m=\u001b[39;49mtokenizer\u001b[39m.\u001b[39;49meos_token_id,\n\u001b[1;32m     12\u001b[0m     use_cache\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m\n\u001b[1;32m     13\u001b[0m )\n\u001b[1;32m     14\u001b[0m output \u001b[39m=\u001b[39m tokenizer\u001b[39m.\u001b[39mdecode(res[\u001b[39m0\u001b[39m], skip_special_tokens\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m     15\u001b[0m \u001b[39mreturn\u001b[39;00m output\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/peft/peft_model.py:975\u001b[0m, in \u001b[0;36mPeftModelForCausalLM.generate\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m    973\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mbase_model\u001b[39m.\u001b[39mgeneration_config \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mgeneration_config\n\u001b[1;32m    974\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 975\u001b[0m     outputs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mbase_model\u001b[39m.\u001b[39;49mgenerate(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    976\u001b[0m \u001b[39mexcept\u001b[39;00m:\n\u001b[1;32m    977\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mbase_model\u001b[39m.\u001b[39mprepare_inputs_for_generation \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mbase_model_prepare_inputs_for_generation\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/torch/utils/_contextlib.py:115\u001b[0m, in \u001b[0;36mcontext_decorator.<locals>.decorate_context\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[1;32m    113\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mdecorate_context\u001b[39m(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m    114\u001b[0m     \u001b[39mwith\u001b[39;00m ctx_factory():\n\u001b[0;32m--> 115\u001b[0m         \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/transformers/generation/utils.py:1642\u001b[0m, in \u001b[0;36mGenerationMixin.generate\u001b[0;34m(self, inputs, generation_config, logits_processor, stopping_criteria, prefix_allowed_tokens_fn, synced_gpus, assistant_model, streamer, negative_prompt_ids, negative_prompt_attention_mask, **kwargs)\u001b[0m\n\u001b[1;32m   1634\u001b[0m     input_ids, model_kwargs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_expand_inputs_for_generation(\n\u001b[1;32m   1635\u001b[0m         input_ids\u001b[39m=\u001b[39minput_ids,\n\u001b[1;32m   1636\u001b[0m         expand_size\u001b[39m=\u001b[39mgeneration_config\u001b[39m.\u001b[39mnum_return_sequences,\n\u001b[1;32m   1637\u001b[0m         is_encoder_decoder\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconfig\u001b[39m.\u001b[39mis_encoder_decoder,\n\u001b[1;32m   1638\u001b[0m         \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mmodel_kwargs,\n\u001b[1;32m   1639\u001b[0m     )\n\u001b[1;32m   1641\u001b[0m     \u001b[39m# 13. run sample\u001b[39;00m\n\u001b[0;32m-> 1642\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msample(\n\u001b[1;32m   1643\u001b[0m         input_ids,\n\u001b[1;32m   1644\u001b[0m         logits_processor\u001b[39m=\u001b[39;49mlogits_processor,\n\u001b[1;32m   1645\u001b[0m         logits_warper\u001b[39m=\u001b[39;49mlogits_warper,\n\u001b[1;32m   1646\u001b[0m         stopping_criteria\u001b[39m=\u001b[39;49mstopping_criteria,\n\u001b[1;32m   1647\u001b[0m         pad_token_id\u001b[39m=\u001b[39;49mgeneration_config\u001b[39m.\u001b[39;49mpad_token_id,\n\u001b[1;32m   1648\u001b[0m         eos_token_id\u001b[39m=\u001b[39;49mgeneration_config\u001b[39m.\u001b[39;49meos_token_id,\n\u001b[1;32m   1649\u001b[0m         output_scores\u001b[39m=\u001b[39;49mgeneration_config\u001b[39m.\u001b[39;49moutput_scores,\n\u001b[1;32m   1650\u001b[0m         return_dict_in_generate\u001b[39m=\u001b[39;49mgeneration_config\u001b[39m.\u001b[39;49mreturn_dict_in_generate,\n\u001b[1;32m   1651\u001b[0m         synced_gpus\u001b[39m=\u001b[39;49msynced_gpus,\n\u001b[1;32m   1652\u001b[0m         streamer\u001b[39m=\u001b[39;49mstreamer,\n\u001b[1;32m   1653\u001b[0m         \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mmodel_kwargs,\n\u001b[1;32m   1654\u001b[0m     )\n\u001b[1;32m   1656\u001b[0m \u001b[39melif\u001b[39;00m generation_mode \u001b[39m==\u001b[39m GenerationMode\u001b[39m.\u001b[39mBEAM_SEARCH:\n\u001b[1;32m   1657\u001b[0m     \u001b[39m# 11. prepare beam search scorer\u001b[39;00m\n\u001b[1;32m   1658\u001b[0m     beam_scorer \u001b[39m=\u001b[39m BeamSearchScorer(\n\u001b[1;32m   1659\u001b[0m         batch_size\u001b[39m=\u001b[39mbatch_size,\n\u001b[1;32m   1660\u001b[0m         num_beams\u001b[39m=\u001b[39mgeneration_config\u001b[39m.\u001b[39mnum_beams,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1665\u001b[0m         max_length\u001b[39m=\u001b[39mgeneration_config\u001b[39m.\u001b[39mmax_length,\n\u001b[1;32m   1666\u001b[0m     )\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/transformers/generation/utils.py:2724\u001b[0m, in \u001b[0;36mGenerationMixin.sample\u001b[0;34m(self, input_ids, logits_processor, stopping_criteria, logits_warper, max_length, pad_token_id, eos_token_id, output_attentions, output_hidden_states, output_scores, return_dict_in_generate, synced_gpus, streamer, **model_kwargs)\u001b[0m\n\u001b[1;32m   2721\u001b[0m model_inputs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprepare_inputs_for_generation(input_ids, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mmodel_kwargs)\n\u001b[1;32m   2723\u001b[0m \u001b[39m# forward pass to get next token\u001b[39;00m\n\u001b[0;32m-> 2724\u001b[0m outputs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m(\n\u001b[1;32m   2725\u001b[0m     \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mmodel_inputs,\n\u001b[1;32m   2726\u001b[0m     return_dict\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[1;32m   2727\u001b[0m     output_attentions\u001b[39m=\u001b[39;49moutput_attentions,\n\u001b[1;32m   2728\u001b[0m     output_hidden_states\u001b[39m=\u001b[39;49moutput_hidden_states,\n\u001b[1;32m   2729\u001b[0m )\n\u001b[1;32m   2731\u001b[0m \u001b[39mif\u001b[39;00m synced_gpus \u001b[39mand\u001b[39;00m this_peer_finished:\n\u001b[1;32m   2732\u001b[0m     \u001b[39mcontinue\u001b[39;00m  \u001b[39m# don't waste resources running the code we don't need\u001b[39;00m\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/accelerate/hooks.py:165\u001b[0m, in \u001b[0;36madd_hook_to_module.<locals>.new_forward\u001b[0;34m(module, *args, **kwargs)\u001b[0m\n\u001b[1;32m    163\u001b[0m         output \u001b[39m=\u001b[39m module\u001b[39m.\u001b[39m_old_forward(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m    164\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 165\u001b[0m     output \u001b[39m=\u001b[39m module\u001b[39m.\u001b[39;49m_old_forward(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    166\u001b[0m \u001b[39mreturn\u001b[39;00m module\u001b[39m.\u001b[39m_hf_hook\u001b[39m.\u001b[39mpost_forward(module, output)\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/transformers/models/llama/modeling_llama.py:809\u001b[0m, in \u001b[0;36mLlamaForCausalLM.forward\u001b[0;34m(self, input_ids, attention_mask, position_ids, past_key_values, inputs_embeds, labels, use_cache, output_attentions, output_hidden_states, return_dict)\u001b[0m\n\u001b[1;32m    806\u001b[0m return_dict \u001b[39m=\u001b[39m return_dict \u001b[39mif\u001b[39;00m return_dict \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconfig\u001b[39m.\u001b[39muse_return_dict\n\u001b[1;32m    808\u001b[0m \u001b[39m# decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn)\u001b[39;00m\n\u001b[0;32m--> 809\u001b[0m outputs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmodel(\n\u001b[1;32m    810\u001b[0m     input_ids\u001b[39m=\u001b[39;49minput_ids,\n\u001b[1;32m    811\u001b[0m     attention_mask\u001b[39m=\u001b[39;49mattention_mask,\n\u001b[1;32m    812\u001b[0m     position_ids\u001b[39m=\u001b[39;49mposition_ids,\n\u001b[1;32m    813\u001b[0m     past_key_values\u001b[39m=\u001b[39;49mpast_key_values,\n\u001b[1;32m    814\u001b[0m     inputs_embeds\u001b[39m=\u001b[39;49minputs_embeds,\n\u001b[1;32m    815\u001b[0m     use_cache\u001b[39m=\u001b[39;49muse_cache,\n\u001b[1;32m    816\u001b[0m     output_attentions\u001b[39m=\u001b[39;49moutput_attentions,\n\u001b[1;32m    817\u001b[0m     output_hidden_states\u001b[39m=\u001b[39;49moutput_hidden_states,\n\u001b[1;32m    818\u001b[0m     return_dict\u001b[39m=\u001b[39;49mreturn_dict,\n\u001b[1;32m    819\u001b[0m )\n\u001b[1;32m    821\u001b[0m hidden_states \u001b[39m=\u001b[39m outputs[\u001b[39m0\u001b[39m]\n\u001b[1;32m    822\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconfig\u001b[39m.\u001b[39mpretraining_tp \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/transformers/models/llama/modeling_llama.py:697\u001b[0m, in \u001b[0;36mLlamaModel.forward\u001b[0;34m(self, input_ids, attention_mask, position_ids, past_key_values, inputs_embeds, use_cache, output_attentions, output_hidden_states, return_dict)\u001b[0m\n\u001b[1;32m    690\u001b[0m     layer_outputs \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39mutils\u001b[39m.\u001b[39mcheckpoint\u001b[39m.\u001b[39mcheckpoint(\n\u001b[1;32m    691\u001b[0m         create_custom_forward(decoder_layer),\n\u001b[1;32m    692\u001b[0m         hidden_states,\n\u001b[1;32m    693\u001b[0m         attention_mask,\n\u001b[1;32m    694\u001b[0m         position_ids,\n\u001b[1;32m    695\u001b[0m     )\n\u001b[1;32m    696\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 697\u001b[0m     layer_outputs \u001b[39m=\u001b[39m decoder_layer(\n\u001b[1;32m    698\u001b[0m         hidden_states,\n\u001b[1;32m    699\u001b[0m         attention_mask\u001b[39m=\u001b[39;49mattention_mask,\n\u001b[1;32m    700\u001b[0m         position_ids\u001b[39m=\u001b[39;49mposition_ids,\n\u001b[1;32m    701\u001b[0m         past_key_value\u001b[39m=\u001b[39;49mpast_key_value,\n\u001b[1;32m    702\u001b[0m         output_attentions\u001b[39m=\u001b[39;49moutput_attentions,\n\u001b[1;32m    703\u001b[0m         use_cache\u001b[39m=\u001b[39;49muse_cache,\n\u001b[1;32m    704\u001b[0m     )\n\u001b[1;32m    706\u001b[0m hidden_states \u001b[39m=\u001b[39m layer_outputs[\u001b[39m0\u001b[39m]\n\u001b[1;32m    708\u001b[0m \u001b[39mif\u001b[39;00m use_cache:\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/accelerate/hooks.py:165\u001b[0m, in \u001b[0;36madd_hook_to_module.<locals>.new_forward\u001b[0;34m(module, *args, **kwargs)\u001b[0m\n\u001b[1;32m    163\u001b[0m         output \u001b[39m=\u001b[39m module\u001b[39m.\u001b[39m_old_forward(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m    164\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 165\u001b[0m     output \u001b[39m=\u001b[39m module\u001b[39m.\u001b[39;49m_old_forward(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    166\u001b[0m \u001b[39mreturn\u001b[39;00m module\u001b[39m.\u001b[39m_hf_hook\u001b[39m.\u001b[39mpost_forward(module, output)\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/transformers/models/llama/modeling_llama.py:426\u001b[0m, in \u001b[0;36mLlamaDecoderLayer.forward\u001b[0;34m(self, hidden_states, attention_mask, position_ids, past_key_value, output_attentions, use_cache)\u001b[0m\n\u001b[1;32m    424\u001b[0m residual \u001b[39m=\u001b[39m hidden_states\n\u001b[1;32m    425\u001b[0m hidden_states \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpost_attention_layernorm(hidden_states)\n\u001b[0;32m--> 426\u001b[0m hidden_states \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmlp(hidden_states)\n\u001b[1;32m    427\u001b[0m hidden_states \u001b[39m=\u001b[39m residual \u001b[39m+\u001b[39m hidden_states\n\u001b[1;32m    429\u001b[0m outputs \u001b[39m=\u001b[39m (hidden_states,)\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/accelerate/hooks.py:165\u001b[0m, in \u001b[0;36madd_hook_to_module.<locals>.new_forward\u001b[0;34m(module, *args, **kwargs)\u001b[0m\n\u001b[1;32m    163\u001b[0m         output \u001b[39m=\u001b[39m module\u001b[39m.\u001b[39m_old_forward(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m    164\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 165\u001b[0m     output \u001b[39m=\u001b[39m module\u001b[39m.\u001b[39;49m_old_forward(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    166\u001b[0m \u001b[39mreturn\u001b[39;00m module\u001b[39m.\u001b[39m_hf_hook\u001b[39m.\u001b[39mpost_forward(module, output)\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/transformers/models/llama/modeling_llama.py:220\u001b[0m, in \u001b[0;36mLlamaMLP.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    218\u001b[0m     down_proj \u001b[39m=\u001b[39m \u001b[39msum\u001b[39m(down_proj)\n\u001b[1;32m    219\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     down_proj \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mdown_proj(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mact_fn(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mgate_proj(x)) \u001b[39m*\u001b[39;49m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mup_proj(x))\n\u001b[1;32m    222\u001b[0m \u001b[39mreturn\u001b[39;00m down_proj\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1499\u001b[0m         \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1500\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
      "File \u001b[0;32m/data5/aamayuelasfernandez/miniconda3/envs/fingpt-forecaster-p10/lib/python3.10/site-packages/peft/tuners/lora.py:915\u001b[0m, in \u001b[0;36mLinear.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    912\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    913\u001b[0m     result \u001b[39m=\u001b[39m F\u001b[39m.\u001b[39mlinear(x, transpose(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mweight, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfan_in_fan_out), bias\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mbias)\n\u001b[0;32m--> 915\u001b[0m result \u001b[39m=\u001b[39m result\u001b[39m.\u001b[39;49mto(previous_dtype)\n\u001b[1;32m    917\u001b[0m \u001b[39mreturn\u001b[39;00m result\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "answers, gts = [], []\n",
    "\n",
    "for i in range(len(test_dataset)):\n",
    "    prompt = test_dataset[i]['prompt']\n",
    "    output = test_demo(model, tokenizer, prompt)\n",
    "    answer = re.sub(r'.*\\[/INST\\]\\s*', '', output, flags=re.DOTALL)\n",
    "    gt = test_dataset[i]['answer']\n",
    "    print('\\n------- Prompt ------\\n')\n",
    "    print(prompt)\n",
    "    print('\\n------- LLaMA2 Finetuned ------\\n')\n",
    "    print(answer)\n",
    "    print('\\n------- GPT4 Groundtruth ------\\n')\n",
    "    print(gt)\n",
    "    print('\\n===============\\n')\n",
    "    answers.append(answer)\n",
    "    gts.append(gt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "931acd45-6f0b-436e-b40e-4a287c331148",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"[Positive Developments]:\\n1. American Express Co has been recognized as part of Berkshire Hathaway’s holdings, adding a level of investor faith due to Warren Buffet's renowned investment strategies.\\n2. The company's CEO, Stephen J. Squeri, announced his participation in the Bernstein 39th Annual Strategic Decisions Conference, which can potentially bring new strategic insights and boost investor confidence in the company's management. \\n3. The stock has experienced a recent rise, hinting at a bullish momentum that could potentially continue.\\n\\n[Potential Concerns]:\\n1. Debt ceiling talks might potentially impact stock performance, if negotiations lead to stock market volatility.\\n2. No basic financials reported in the past week, which makes it challenging to effectively assess the company's current performance.\\n\\n[Prediction & Analysis]:\\nPrediction: Up by 2-3%\\nAnalysis: Based on the positive and negative factors analyzed above, a prediction for a slight uptrend in the American Express stock's performance for the next week can be made. \\n\\nThis prediction is mainly influenced by the overall current momentum in the company's stock price and its inclusion in Berkshire Hathaway’s portfolio, which typically boosts investor confidence due to Mr. Buffet's investment reputation. The anticipated strategic insights from the CEO's participation in the Bernstein Conference also adds to the potential for a positive influence on the stock's performance.\\n\\nHowever, these bullish factors may be tempered by the upcoming debt ceiling talks that could potentially impact overall market stability and influence AXP stock performance. Therefore, a conservative estimate of a 2-3% uptick for the week is projected.\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gts[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "85aeac59-c373-470e-9619-403515f707a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"[Positive Developments]:\\n1. The stock price of American Express Co. has been steadily rising in the past weeks, indicating an increasing demand for the company's stock.\\n2. The company's Chairman and CEO, Stephen J. Squeri, is scheduled to participate in the Bernstein 39th Annual Strategic Decisions Conference, which could lead to increased investor interest and confidence in the company's strategy and financial performance.\\n3. The company's U.S. Consumer Services segment is expected to see increased revenue due to higher loan volumes, which could indicate a strong financial performance.\\n\\n[Potential Concerns]:\\n1. The company did not report any basic financials in the last week, which makes it difficult to assess the company's financial health.\\n2. The company's stock price is still underperforming the market, indicating a lack of investor confidence.\\n3. The company's stock price has been rising gradually but at a relatively slow pace, which could indicate a lack of significant upward momentum.\\n\\n[Prediction & Analysis]:\\nPrediction: Down by 2-3%\\nAnalysis: Despite the positive developments, the potential concerns for American Express Co. outweigh the positive factors. The lack of basic financials and the underperformance of the stock relative to the market indicate that the company may face some financial challenges. Additionally, the slow and steady rise of the stock price could indicate a lack of significant upward momentum, which could lead to a decrease in investor confidence.\\n\\nGiven these factors, it is likely that the stock price of American Express Co. will decrease by 2-3% in the upcoming week. However, it is important to note that this prediction is based solely on the information available until May 21, 2023, and may change if new information becomes available.\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answers[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d297b2e8-dcf0-4b2c-880a-43ecc0055bb1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Binary Accuracy: 0.29  |  Mean Square Error: 4.64\n",
      "\n",
      "Rouge Score of Positive Developments: {'rouge1': 0.4202282600542612, 'rouge2': 0.14931479501035597, 'rougeL': 0.2578559230218219}\n",
      "\n",
      "Rouge Score of Potential Concerns: {'rouge1': 0.40652271907403026, 'rouge2': 0.13952370414379708, 'rougeL': 0.2513779865861211}\n",
      "\n",
      "Rouge Score of Summary Analysis: {'rouge1': 0.4178582895911193, 'rouge2': 0.11082203617356211, 'rougeL': 0.2031596404349372}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'valid_count': 14,\n",
       " 'bin_acc': 0.2857142857142857,\n",
       " 'mse': 4.642857142857143,\n",
       " 'pros_rouge_scores': {'rouge1': 0.4202282600542612,\n",
       "  'rouge2': 0.14931479501035597,\n",
       "  'rougeL': 0.2578559230218219},\n",
       " 'cons_rouge_scores': {'rouge1': 0.40652271907403026,\n",
       "  'rouge2': 0.13952370414379708,\n",
       "  'rougeL': 0.2513779865861211},\n",
       " 'anal_rouge_scores': {'rouge1': 0.4178582895911193,\n",
       "  'rouge2': 0.11082203617356211,\n",
       "  'rougeL': 0.2031596404349372}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calc_metrics(answers, gts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e4f87780",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Positive Developments]:\n",
      "1. The stock price of American Express Co. has been steadily rising in the past weeks, indicating an increasing demand for the company's stock.\n",
      "2. The company's Chairman and CEO, Stephen J. Squeri, is scheduled to participate in the Bernstein 39th Annual Strategic Decisions Conference, which could lead to increased investor interest and confidence in the company's strategy and financial performance.\n",
      "3. The company's U.S. Consumer Services segment is expected to see increased revenue due to higher loan volumes, which could indicate a strong financial performance.\n",
      "\n",
      "[Potential Concerns]:\n",
      "1. The company did not report any basic financials in the last week, which makes it difficult to assess the company's financial health.\n",
      "2. The company's stock price is still underperforming the market, indicating a lack of investor confidence.\n",
      "3. The company's stock price has been rising gradually but at a relatively slow pace, which could indicate a lack of significant upward momentum.\n",
      "\n",
      "[Prediction & Analysis]:\n",
      "Prediction: Down by 2-3%\n",
      "Analysis: Despite the positive developments, the potential concerns for American Express Co. outweigh the positive factors. The lack of basic financials and the underperformance of the stock relative to the market indicate that the company may face some financial challenges. Additionally, the slow and steady rise of the stock price could indicate a lack of significant upward momentum, which could lead to a decrease in investor confidence.\n",
      "\n",
      "Given these factors, it is likely that the stock price of American Express Co. will decrease by 2-3% in the upcoming week. However, it is important to note that this prediction is based solely on the information available until May 21, 2023, and may change if new information becomes available.\n"
     ]
    }
   ],
   "source": [
    "print(answers[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb392114",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c409bd3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ff7c07c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e5b8164",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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