test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "stock_name = \"AAPL\"\n",
    "file_path = f\"data/production/{stock_name}_merged_data.csv\"\n",
    "\n",
    "df = pd.read_csv(file_path)\n",
    "data_dict = df.set_index(\"date\")[\"Close\"].astype(str).to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-02-16 07:49:31.388915: I external/local_tsl/tsl/cuda/cudart_stub.cc:31] Could not find cuda drivers on your machine, GPU will not be used.\n",
      "2024-02-16 07:49:31.458691: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
      "2024-02-16 07:49:31.458737: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
      "2024-02-16 07:49:31.460116: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
      "2024-02-16 07:49:31.468614: I external/local_tsl/tsl/cuda/cudart_stub.cc:31] Could not find cuda drivers on your machine, GPU will not be used.\n",
      "2024-02-16 07:49:31.469649: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2024-02-16 07:49:32.847128: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
     ]
    }
   ],
   "source": [
    "# from flask import Flask, render_template, request, jsonify\n",
    "import yfinance as yf\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import LSTM, Dense, Dropout\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "import pandas as pd\n",
    "\n",
    "# app = Flask(__name__)\n",
    "\n",
    "# Global variable for look_backP\n",
    "look_back = 60\n",
    "\n",
    "\n",
    "# Function to download and preprocess stock data\n",
    "def get_stock_data(symbol, start_date, end_date):\n",
    "    stock_data = yf.download(symbol, start=start_date, end=end_date)\n",
    "    return stock_data\n",
    "\n",
    "\n",
    "# Function to create dataset with lookback\n",
    "def create_dataset(data, look_back=1):\n",
    "    X, Y = [], []\n",
    "    for i in range(len(data) - look_back - 1):\n",
    "        X.append(data[i : (i + look_back), 0])\n",
    "        Y.append(data[i + look_back, 0])\n",
    "    return np.array(X), np.array(Y)\n",
    "\n",
    "\n",
    "# Function to train LSTM model\n",
    "def train_lstm_model(X, Y, epochs=100, batch_size=32):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(units=100, return_sequences=True, input_shape=(1, look_back)))\n",
    "    model.add(Dropout(0.5))\n",
    "    model.add(LSTM(units=100, return_sequences=True))\n",
    "    model.add(Dropout(0.5))\n",
    "    model.add(LSTM(units=100))\n",
    "    model.add(Dropout(0.5))\n",
    "    model.add(Dense(units=1))\n",
    "\n",
    "    optimizer = Adam(lr=0.0001)\n",
    "\n",
    "    model.compile(optimizer=optimizer, loss=\"mean_squared_error\", metrics=[\"accuracy\"])\n",
    "    history = model.fit(\n",
    "        X, Y, epochs=epochs, batch_size=batch_size, validation_split=0.2\n",
    "    )  # Added validation_split\n",
    "    return model, history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataf {'symbol': 'AAPL', 'start-date': '2022-02-16', 'end-date': '2024-02-16'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/codespace/.python/current/lib/python3.10/site-packages/yfinance/utils.py:775: FutureWarning: The 'unit' keyword in TimedeltaIndex construction is deprecated and will be removed in a future version. Use pd.to_timedelta instead.\n",
      "  df.index += _pd.TimedeltaIndex(dst_error_hours, 'h')\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.Adam.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "11/11 [==============================] - 5s 117ms/step - loss: 0.2162 - accuracy: 0.0028 - val_loss: 0.2873 - val_accuracy: 0.0000e+00\n",
      "Epoch 2/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0624 - accuracy: 0.0028 - val_loss: 0.0200 - val_accuracy: 0.0112\n",
      "Epoch 3/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0420 - accuracy: 0.0028 - val_loss: 0.0829 - val_accuracy: 0.0112\n",
      "Epoch 4/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0310 - accuracy: 0.0028 - val_loss: 0.0107 - val_accuracy: 0.0112\n",
      "Epoch 5/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0350 - accuracy: 0.0028 - val_loss: 0.0240 - val_accuracy: 0.0112\n",
      "Epoch 6/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0243 - accuracy: 0.0028 - val_loss: 0.0087 - val_accuracy: 0.0112\n",
      "Epoch 7/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0218 - accuracy: 0.0028 - val_loss: 0.0125 - val_accuracy: 0.0112\n",
      "Epoch 8/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0219 - accuracy: 0.0028 - val_loss: 0.0073 - val_accuracy: 0.0112\n",
      "Epoch 9/100\n",
      "11/11 [==============================] - 0s 18ms/step - loss: 0.0162 - accuracy: 0.0028 - val_loss: 0.0068 - val_accuracy: 0.0112\n",
      "Epoch 10/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0165 - accuracy: 0.0028 - val_loss: 0.0066 - val_accuracy: 0.0112\n",
      "Epoch 11/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0149 - accuracy: 0.0028 - val_loss: 0.0091 - val_accuracy: 0.0112\n",
      "Epoch 12/100\n",
      "11/11 [==============================] - 0s 8ms/step - loss: 0.0140 - accuracy: 0.0028 - val_loss: 0.0061 - val_accuracy: 0.0112\n",
      "Epoch 13/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0142 - accuracy: 0.0028 - val_loss: 0.0084 - val_accuracy: 0.0112\n",
      "Epoch 14/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0135 - accuracy: 0.0028 - val_loss: 0.0119 - val_accuracy: 0.0112\n",
      "Epoch 15/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0135 - accuracy: 0.0028 - val_loss: 0.0069 - val_accuracy: 0.0112\n",
      "Epoch 16/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0129 - accuracy: 0.0028 - val_loss: 0.0038 - val_accuracy: 0.0112\n",
      "Epoch 17/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0134 - accuracy: 0.0028 - val_loss: 0.0032 - val_accuracy: 0.0112\n",
      "Epoch 18/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0134 - accuracy: 0.0028 - val_loss: 0.0030 - val_accuracy: 0.0112\n",
      "Epoch 19/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0114 - accuracy: 0.0028 - val_loss: 0.0030 - val_accuracy: 0.0112\n",
      "Epoch 20/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0109 - accuracy: 0.0028 - val_loss: 0.0047 - val_accuracy: 0.0112\n",
      "Epoch 21/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0108 - accuracy: 0.0028 - val_loss: 0.0049 - val_accuracy: 0.0112\n",
      "Epoch 22/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0113 - accuracy: 0.0028 - val_loss: 0.0033 - val_accuracy: 0.0112\n",
      "Epoch 23/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0119 - accuracy: 0.0028 - val_loss: 0.0028 - val_accuracy: 0.0112\n",
      "Epoch 24/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0117 - accuracy: 0.0028 - val_loss: 0.0050 - val_accuracy: 0.0112\n",
      "Epoch 25/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0099 - accuracy: 0.0028 - val_loss: 0.0045 - val_accuracy: 0.0112\n",
      "Epoch 26/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0115 - accuracy: 0.0028 - val_loss: 0.0027 - val_accuracy: 0.0112\n",
      "Epoch 27/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0109 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 28/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0104 - accuracy: 0.0028 - val_loss: 0.0028 - val_accuracy: 0.0112\n",
      "Epoch 29/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0096 - accuracy: 0.0028 - val_loss: 0.0049 - val_accuracy: 0.0112\n",
      "Epoch 30/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0111 - accuracy: 0.0028 - val_loss: 0.0031 - val_accuracy: 0.0112\n",
      "Epoch 31/100\n",
      "11/11 [==============================] - 0s 12ms/step - loss: 0.0085 - accuracy: 0.0028 - val_loss: 0.0025 - val_accuracy: 0.0112\n",
      "Epoch 32/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0090 - accuracy: 0.0028 - val_loss: 0.0062 - val_accuracy: 0.0112\n",
      "Epoch 33/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0085 - accuracy: 0.0028 - val_loss: 0.0029 - val_accuracy: 0.0112\n",
      "Epoch 34/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0095 - accuracy: 0.0028 - val_loss: 0.0024 - val_accuracy: 0.0112\n",
      "Epoch 35/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0089 - accuracy: 0.0028 - val_loss: 0.0025 - val_accuracy: 0.0112\n",
      "Epoch 36/100\n",
      "11/11 [==============================] - 0s 8ms/step - loss: 0.0071 - accuracy: 0.0028 - val_loss: 0.0039 - val_accuracy: 0.0112\n",
      "Epoch 37/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0092 - accuracy: 0.0028 - val_loss: 0.0072 - val_accuracy: 0.0112\n",
      "Epoch 38/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0096 - accuracy: 0.0028 - val_loss: 0.0085 - val_accuracy: 0.0112\n",
      "Epoch 39/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0093 - accuracy: 0.0028 - val_loss: 0.0029 - val_accuracy: 0.0112\n",
      "Epoch 40/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0082 - accuracy: 0.0028 - val_loss: 0.0018 - val_accuracy: 0.0112\n",
      "Epoch 41/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0086 - accuracy: 0.0028 - val_loss: 0.0017 - val_accuracy: 0.0112\n",
      "Epoch 42/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0082 - accuracy: 0.0028 - val_loss: 0.0019 - val_accuracy: 0.0112\n",
      "Epoch 43/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0085 - accuracy: 0.0028 - val_loss: 0.0047 - val_accuracy: 0.0112\n",
      "Epoch 44/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0075 - accuracy: 0.0028 - val_loss: 0.0067 - val_accuracy: 0.0112\n",
      "Epoch 45/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0077 - accuracy: 0.0028 - val_loss: 0.0034 - val_accuracy: 0.0112\n",
      "Epoch 46/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0082 - accuracy: 0.0028 - val_loss: 0.0043 - val_accuracy: 0.0112\n",
      "Epoch 47/100\n",
      "11/11 [==============================] - 0s 12ms/step - loss: 0.0081 - accuracy: 0.0028 - val_loss: 0.0030 - val_accuracy: 0.0112\n",
      "Epoch 48/100\n",
      "11/11 [==============================] - 0s 19ms/step - loss: 0.0073 - accuracy: 0.0028 - val_loss: 0.0021 - val_accuracy: 0.0112\n",
      "Epoch 49/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0069 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 50/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0079 - accuracy: 0.0028 - val_loss: 0.0027 - val_accuracy: 0.0112\n",
      "Epoch 51/100\n",
      "11/11 [==============================] - 0s 11ms/step - loss: 0.0075 - accuracy: 0.0028 - val_loss: 0.0023 - val_accuracy: 0.0112\n",
      "Epoch 52/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0072 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 53/100\n",
      "11/11 [==============================] - 0s 11ms/step - loss: 0.0072 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 54/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0073 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 55/100\n",
      "11/11 [==============================] - 0s 8ms/step - loss: 0.0062 - accuracy: 0.0028 - val_loss: 0.0031 - val_accuracy: 0.0112\n",
      "Epoch 56/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0071 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 57/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0075 - accuracy: 0.0028 - val_loss: 0.0026 - val_accuracy: 0.0112\n",
      "Epoch 58/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0072 - accuracy: 0.0028 - val_loss: 0.0031 - val_accuracy: 0.0112\n",
      "Epoch 59/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0065 - accuracy: 0.0028 - val_loss: 0.0023 - val_accuracy: 0.0112\n",
      "Epoch 60/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0074 - accuracy: 0.0028 - val_loss: 0.0039 - val_accuracy: 0.0112\n",
      "Epoch 61/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0075 - accuracy: 0.0028 - val_loss: 0.0021 - val_accuracy: 0.0112\n",
      "Epoch 62/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0068 - accuracy: 0.0028 - val_loss: 0.0033 - val_accuracy: 0.0112\n",
      "Epoch 63/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0076 - accuracy: 0.0028 - val_loss: 0.0019 - val_accuracy: 0.0112\n",
      "Epoch 64/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0065 - accuracy: 0.0028 - val_loss: 0.0029 - val_accuracy: 0.0112\n",
      "Epoch 65/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0065 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 66/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0070 - accuracy: 0.0028 - val_loss: 0.0021 - val_accuracy: 0.0112\n",
      "Epoch 67/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0079 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 68/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0081 - accuracy: 0.0028 - val_loss: 0.0026 - val_accuracy: 0.0112\n",
      "Epoch 69/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0066 - accuracy: 0.0028 - val_loss: 0.0067 - val_accuracy: 0.0112\n",
      "Epoch 70/100\n",
      "11/11 [==============================] - 0s 11ms/step - loss: 0.0064 - accuracy: 0.0028 - val_loss: 0.0041 - val_accuracy: 0.0112\n",
      "Epoch 71/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0062 - accuracy: 0.0028 - val_loss: 0.0036 - val_accuracy: 0.0112\n",
      "Epoch 72/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0061 - accuracy: 0.0028 - val_loss: 0.0025 - val_accuracy: 0.0112\n",
      "Epoch 73/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0058 - accuracy: 0.0028 - val_loss: 0.0047 - val_accuracy: 0.0112\n",
      "Epoch 74/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0073 - accuracy: 0.0028 - val_loss: 0.0078 - val_accuracy: 0.0112\n",
      "Epoch 75/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0073 - accuracy: 0.0028 - val_loss: 0.0039 - val_accuracy: 0.0112\n",
      "Epoch 76/100\n",
      "11/11 [==============================] - 0s 11ms/step - loss: 0.0060 - accuracy: 0.0028 - val_loss: 0.0024 - val_accuracy: 0.0112\n",
      "Epoch 77/100\n",
      "11/11 [==============================] - 0s 11ms/step - loss: 0.0072 - accuracy: 0.0028 - val_loss: 0.0042 - val_accuracy: 0.0112\n",
      "Epoch 78/100\n",
      "11/11 [==============================] - 0s 12ms/step - loss: 0.0055 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 79/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0059 - accuracy: 0.0028 - val_loss: 0.0021 - val_accuracy: 0.0112\n",
      "Epoch 80/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0063 - accuracy: 0.0028 - val_loss: 0.0023 - val_accuracy: 0.0112\n",
      "Epoch 81/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0066 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 82/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0067 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 83/100\n",
      "11/11 [==============================] - 0s 8ms/step - loss: 0.0058 - accuracy: 0.0028 - val_loss: 0.0023 - val_accuracy: 0.0112\n",
      "Epoch 84/100\n",
      "11/11 [==============================] - 0s 8ms/step - loss: 0.0058 - accuracy: 0.0028 - val_loss: 0.0049 - val_accuracy: 0.0112\n",
      "Epoch 85/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0058 - accuracy: 0.0028 - val_loss: 0.0027 - val_accuracy: 0.0112\n",
      "Epoch 86/100\n",
      "11/11 [==============================] - 0s 8ms/step - loss: 0.0054 - accuracy: 0.0028 - val_loss: 0.0020 - val_accuracy: 0.0112\n",
      "Epoch 87/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0060 - accuracy: 0.0028 - val_loss: 0.0032 - val_accuracy: 0.0112\n",
      "Epoch 88/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0059 - accuracy: 0.0028 - val_loss: 0.0029 - val_accuracy: 0.0112\n",
      "Epoch 89/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0048 - accuracy: 0.0028 - val_loss: 0.0019 - val_accuracy: 0.0112\n",
      "Epoch 90/100\n",
      "11/11 [==============================] - 0s 5ms/step - loss: 0.0058 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 91/100\n",
      "11/11 [==============================] - 0s 7ms/step - loss: 0.0063 - accuracy: 0.0028 - val_loss: 0.0033 - val_accuracy: 0.0112\n",
      "Epoch 92/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0055 - accuracy: 0.0028 - val_loss: 0.0018 - val_accuracy: 0.0112\n",
      "Epoch 93/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0069 - accuracy: 0.0028 - val_loss: 0.0017 - val_accuracy: 0.0112\n",
      "Epoch 94/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0062 - accuracy: 0.0028 - val_loss: 0.0022 - val_accuracy: 0.0112\n",
      "Epoch 95/100\n",
      "11/11 [==============================] - 0s 15ms/step - loss: 0.0057 - accuracy: 0.0028 - val_loss: 0.0026 - val_accuracy: 0.0112\n",
      "Epoch 96/100\n",
      "11/11 [==============================] - 0s 10ms/step - loss: 0.0061 - accuracy: 0.0028 - val_loss: 0.0029 - val_accuracy: 0.0112\n",
      "Epoch 97/100\n",
      "11/11 [==============================] - 0s 9ms/step - loss: 0.0052 - accuracy: 0.0028 - val_loss: 0.0023 - val_accuracy: 0.0112\n",
      "Epoch 98/100\n",
      "11/11 [==============================] - 0s 12ms/step - loss: 0.0064 - accuracy: 0.0028 - val_loss: 0.0019 - val_accuracy: 0.0112\n",
      "Epoch 99/100\n",
      "11/11 [==============================] - 0s 12ms/step - loss: 0.0055 - accuracy: 0.0028 - val_loss: 0.0019 - val_accuracy: 0.0112\n",
      "Epoch 100/100\n",
      "11/11 [==============================] - 0s 6ms/step - loss: 0.0062 - accuracy: 0.0028 - val_loss: 0.0018 - val_accuracy: 0.0112\n"
     ]
    }
   ],
   "source": [
    "data = {\"symbol\": \"AAPL\", \"start-date\": \"2022-02-16\", \"end-date\": \"2024-02-16\"}\n",
    "print(\"dataf\", data)\n",
    "symbol = data[\"symbol\"]\n",
    "start_date = data[\"start-date\"]\n",
    "end_date = data[\"end-date\"]\n",
    "stock_data = get_stock_data(symbol, start_date, end_date)\n",
    "if stock_data.empty:\n",
    "    print(\"No data found for the period\")\n",
    "    # return jsonify({'error': 'No data found for the specified time period.'}), 400\n",
    "\n",
    "prices = stock_data[\"Close\"].values.reshape(-1, 1)\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "prices_normalized = scaler.fit_transform(prices)\n",
    "X, Y = create_dataset(prices_normalized, look_back)  # Reshape X here\n",
    "X = np.reshape(X, (X.shape[0], 1, look_back))  # Reshape X to match expected shape\n",
    "\n",
    "model, history = train_lstm_model(X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.90887942],\n",
       "       [0.89779723],\n",
       "       [0.90696398],\n",
       "       [0.88863047],\n",
       "       [0.88616764],\n",
       "       [0.89451353],\n",
       "       [0.88042133],\n",
       "       [0.88835678],\n",
       "       [0.90600637],\n",
       "       [0.8812422 ],\n",
       "       [0.93583251],\n",
       "       [0.92078269],\n",
       "       [0.94746209],\n",
       "       [0.96716386],\n",
       "       [0.93254881],\n",
       "       [0.95348209],\n",
       "       [0.99794782],\n",
       "       [1.        ],\n",
       "       [0.99261194],\n",
       "       [0.96962647],\n",
       "       [0.98399236],\n",
       "       [0.95512384],\n",
       "       [0.95307145],\n",
       "       [0.93829533],\n",
       "       [0.93077032],\n",
       "       [0.93213837],\n",
       "       [0.93802164],\n",
       "       [0.92365575],\n",
       "       [0.82938842],\n",
       "       [0.81037078],\n",
       "       [0.77835551],\n",
       "       [0.76836767],\n",
       "       [0.82829385],\n",
       "       [0.82254754],\n",
       "       [0.83691343],\n",
       "       [0.82870429],\n",
       "       [0.83321929],\n",
       "       [0.80188815],\n",
       "       [0.78889031],\n",
       "       [0.87029696],\n",
       "       [0.91038442],\n",
       "       [0.94226295],\n",
       "       [0.95991233],\n",
       "       [0.95060883],\n",
       "       [0.94609383],\n",
       "       [0.92215074],\n",
       "       [0.9127103 ],\n",
       "       [0.86222456],\n",
       "       [0.81242296],\n",
       "       [0.84608018],\n",
       "       [0.83226168],\n",
       "       [0.85729912],\n",
       "       [0.87946371],\n",
       "       [0.88096872],\n",
       "       [0.86605565],\n",
       "       [0.87330696],\n",
       "       [0.8500478 ],\n",
       "       [0.82117928],\n",
       "       [0.80900252],\n",
       "       [0.8050349 ]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last_price = prices_normalized[-look_back:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "last_price = prices_normalized[-look_back:]\n",
    "last_price = np.reshape(last_price, (1, 1, look_back))\n",
    "predicted_price_normalized = model.predict(last_price)\n",
    "predicted_price = scaler.inverse_transform(predicted_price_normalized)\n",
    "\n",
    "# Prepare previous and predicted data for visualization\n",
    "prev_dates = stock_data.index[-look_back:].tolist()\n",
    "prev_prices = (\n",
    "    scaler.inverse_transform(prices_normalized[-look_back:]).flatten().tolist()\n",
    ")\n",
    "predicted_date = stock_data.index[-1]\n",
    "predicted_price = float(predicted_price[0][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "getting data from jan 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "api_key = \"0VQBNxZe7WZ19GVMOiqTVKUN0oipj_HT\"  # Replace with your actual API key"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Code to get the data of news about 10 articles , for previous data since jan 2020 . If the current data is not present it will fetch the data automatically . Use this to visualise the json file https://jsonviewer.stack.hu/. Do not toch the stock data file "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No data file found for ticker AMZN. Starting initial fetch...\n",
      "Fetching data for 2024-02-01...\n",
      "Fetching data for 2024-02-02...\n",
      "Fetching data for 2024-02-03...\n",
      "Fetching data for 2024-02-04...\n",
      "Fetching data for 2024-02-05...\n",
      "Fetching data for 2024-02-06...\n",
      "Fetching data for 2024-02-07...\n",
      "Fetching data for 2024-02-08...\n",
      "Fetching data for 2024-02-09...\n",
      "Fetching data for 2024-02-10...\n",
      "Fetching data for 2024-02-11...\n",
      "Fetching data for 2024-02-12...\n",
      "Fetching data for 2024-02-13...\n",
      "Fetching data for 2024-02-14...\n",
      "Fetching data for 2024-02-15...\n",
      "Fetching data for 2024-02-16...\n",
      "Fetching data for 2024-02-17...\n",
      "Fetching data for 2024-02-18...\n",
      "Data has been updated with new information.\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import requests\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# Global variable for the starting point\n",
    "START_DATE = \"2024-02-01\"\n",
    "\n",
    "def fetch_data_for_date(ticker, date, api_key):\n",
    "    \"\"\"\n",
    "    Fetches stock data from an API for a single date.\n",
    "    \"\"\"\n",
    "    url = f\"https://api.polygon.io/v2/reference/news?ticker={ticker}&apiKey={api_key}&date={date}&limit=50\"\n",
    "    response = requests.get(url)\n",
    "    if response.status_code == 200:\n",
    "        data = response.json().get('results', [])\n",
    "        if data:\n",
    "            return {date: data}\n",
    "    else:\n",
    "        print(f\"Failed to fetch data for {ticker} on {date}: HTTP {response.status_code}\")\n",
    "    return {}\n",
    "\n",
    "def update_stock_data(ticker, new_data):\n",
    "    \"\"\"\n",
    "    Updates or creates a JSON file for the ticker with new data.\n",
    "    \"\"\"\n",
    "    file_path = os.path.join('stock_data', f'{ticker}.json')\n",
    "    with open(file_path, 'w') as file:\n",
    "        json.dump(new_data, file, indent=4)\n",
    "\n",
    "def check_and_update_data(ticker, api_key):\n",
    "    \"\"\"\n",
    "    Checks if the current date's data is present and updates if necessary by fetching data day by day.\n",
    "    \"\"\"\n",
    "    current_date = datetime.now().strftime('%Y-%m-%d')\n",
    "    file_path = os.path.join('stock_data', f'{ticker}.json')\n",
    "    \n",
    "    if os.path.exists(file_path):\n",
    "        with open(file_path, 'r') as file:\n",
    "            data = json.load(file)\n",
    "            last_date = max(data.keys())\n",
    "            start_date = datetime.strptime(last_date, '%Y-%m-%d') + timedelta(days=1)\n",
    "    else:\n",
    "        print(f\"No data file found for ticker {ticker}. Starting initial fetch...\")\n",
    "        data = {}\n",
    "        start_date = datetime.strptime(START_DATE, '%Y-%m-%d')\n",
    "\n",
    "    # Loop through each date from start_date to current_date\n",
    "    date_to_fetch = start_date\n",
    "    while date_to_fetch.strftime('%Y-%m-%d') <= current_date:\n",
    "        date_str = date_to_fetch.strftime('%Y-%m-%d')\n",
    "        if date_str not in data:\n",
    "            print(f\"Fetching data for {date_str}...\")\n",
    "            new_data = fetch_data_for_date(ticker, date_str, api_key)\n",
    "            data.update(new_data)\n",
    "        date_to_fetch += timedelta(days=1)\n",
    "    \n",
    "    # Update the stock data file with all fetched data\n",
    "    if data:\n",
    "        update_stock_data(ticker, data)\n",
    "        print(\"Data has been updated with new information.\")\n",
    "    else:\n",
    "        print(\"No new data available to update.\")\n",
    "\n",
    "# Example usage\n",
    "ticker = 'AMZN'  # Replace with the ticker you're interested in\n",
    "check_and_update_data(ticker, api_key)\n",
    "\n",
    "def get_stock_data_polygon(ticker)\n",
    "    check_and_update_data(ticker, api_key)\n",
    "    file_path = os.path.join('stock_data', f'{ticker}.json')\n",
    "    with open(file_path, 'w') as file:\n",
    "        json_data=json.load(file)\n",
    "    print(f\"json_data_type:{type(json_data)}\\n{json_data}\")\n",
    "    return json_data\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\n",
      "    {\n",
      "        \"date\": \"2024-02-01\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-02\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-03\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-04\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-05\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-06\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-07\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-08\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-09\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-10\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-11\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-12\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-13\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-14\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-15\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-16\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-17\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    },\n",
      "    {\n",
      "        \"date\": \"2024-02-18\",\n",
      "        \"headlines\": [\n",
      "            \"The Smartest Dividend Stocks to Buy With $400 Right Now\",\n",
      "            \"Mark Zuckerberg Offers Why Tech Layoffs Won't End Anytime Soon: 'It Was Really Tough'\",\n",
      "            \"Think the S&P 500 is top-heavy? Five stocks command 60% of this market.\",\n",
      "            \"\\u2018I felt humiliated\\u2019: She slipped the waiter her credit card on her way to the restroom. Is it emasculating for a woman to pay for dinner on a first date?\",\n",
      "            \"Will Coinbase Be a Trillion-Dollar Stock by 2035?\",\n",
      "            \"3 Unstoppable Dividend Stocks That Could Pay You for Life\",\n",
      "            \"Bullish bets on Nvidia, Magnificent Seven near most crowded levels of past year\",\n",
      "            \"Why these four \\u2018Magnificent Seven\\u2019 stocks are earnings-season winners\",\n",
      "            \"Warren Buffett Sold Nearly $2 Billion Worth of Apple Last Quarter. Here's Why.\",\n",
      "            \"Want your stock picks to beat index funds? Look at companies with one key metric.\",\n",
      "            \"Apple's Vison Pro Could Send the Stock Up 35%, According to This Wall Street Analyst\",\n",
      "            \"Wall Street Breakfast: What Moved Markets\",\n",
      "            \"A Golden Investment Opportunity: 1 Top Stock to Buy Before It Soars 40% to Hit $4 Trillion, According to a Wall Street Analyst\",\n",
      "            \"This 1 Number Points to Apple's Next Growth Driver\",\n",
      "            \"Bitcoin Hits $1-Trillion Value, Nvidia Outweighs Google And Amazon, Hot Inflation Pauses Stock Gains: This Week In The Markets\",\n",
      "            \"Retail Earnings Loom: What's in 'Store'?\",\n",
      "            \"57% of Warren Buffett's Berkshire Hathaway Portfolio Is Invested in These 2 Spectacular Stocks\",\n",
      "            \"Zuckerberg mocks \\u2018Apple fanboys\\u2019 over his Vision Pro critique\",\n",
      "            \"The Energy Sector is Hated: Is it Time to Buy?\",\n",
      "            \"What's Going On With Nvidia Stock Friday?\",\n",
      "            \"Cinemark\\u2019s stock sees choppy trading after wider-than-expected loss but revenue beat\",\n",
      "            \"Hotter Producer Price Index, The Power Of 'Picks And Shovels' Play\",\n",
      "            \"Magnificent 7 Stocks Trigger Concerns Of Market Overheat: Bubble Trouble?\",\n",
      "            \"Warren Buffett and These Super Investors Just Bought These Stocks\",\n",
      "            \"This is what may finally halt AI, Magnificent Seven stock run\",\n",
      "            \"The Zacks Analyst Blog Highlights Nvidia, Alphabet, Amazon.com, Microsoft and Apple\",\n",
      "            \"\\u2018Volmageddon 2\\u2019 may be coming to a stock market near you, says this analyst\",\n",
      "            \"Here's How Much Money You'd Have if You Invested $7,000 in the \\\"Magnificent Seven\\\" in 2017\",\n",
      "            \"If You Invested $1,000 in Apple When It First Reinitiated Its Dividend, This Is How Much You'd Have Now\",\n",
      "            \"iPhone's Decline In China Continues In 2024 Despite Apple's Recent Price Cuts: Kuo\",\n",
      "            \"Apple set to launch AI tool to help developers automate coding work \\u2013 report\",\n",
      "            \"S&P 500 Approaches Key Resistance Ahead of PPI Report: What to Watch Out For\",\n",
      "            \"Meta, Apple are squabbling again over advertisers\",\n",
      "            \"13F Season: 3 Whales to Follow\",\n",
      "            \"Apple Stock Is Moving Higher, While Microsoft Stock Slides: What's Going On With The Tech Giants Thursday?\",\n",
      "            \"Should You Dump Apple Following Buffett? ETFs in Focus\",\n",
      "            \"Retail Sales Shocker, Stock Market Providing Opportunities Beyond Magnificent Seven And AI\",\n",
      "            \"Bet on battered IPOs, small caps and retail as rally broadens out, says trader who has been nailing some big calls\",\n",
      "            \"Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left?\",\n",
      "            \"The Single Best Growth Stock to Buy With $1,000 and Hold for Decades\",\n",
      "            \"It's Time for Apple to Raise Its Paltry Dividend\",\n",
      "            \"Will Nvidia Beat Amazon and Google in Joining Apple and Microsoft in the $2 Trillion Club?\",\n",
      "            \"Berkshire Hathaway trims Apple and HP, loads up on Sirius XM and Chevron\",\n",
      "            \"Tracking Warren Buffett's Berkshire Hathaway Portfolio - Q4 2023 Update\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Q4 Results Paint a Positive Earnings Picture\",\n",
      "            \"Nvidia becomes third-largest U.S. company as it passes Google parent Alphabet\",\n",
      "            \"The end of the free trial? Why a once-popular marketing tactic is now rarely offered.\\u00a0\",\n",
      "            \"Nvidia: Buy Protection Before Earnings\",\n",
      "            \"Tuesday\\u2019s market meltdown was an \\u2018overreaction.\\u2019 Here\\u2019s why the rally can continue.\"\n",
      "        ]\n",
      "    }\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "import os, json\n",
    "\n",
    "\n",
    "def get_ticker_headlines(ticker):\n",
    "    \"\"\"\n",
    "\n",
    "\n",
    "\n",
    "    Returns a structured list of dates and headlines for the given ticker symbol.\n",
    "    \"\"\"\n",
    "\n",
    "\n",
    "    # check the data status if not available send update the json database .\n",
    "\n",
    "    check_and_update_data(ticker, api_key)\n",
    "\n",
    "    file_path = os.path.join(\"stock_data\", f\"{ticker}.json\")\n",
    "\n",
    "    response_structure = []\n",
    "\n",
    "\n",
    "    if os.path.exists(file_path):\n",
    "\n",
    "        with open(file_path, \"r\") as file:\n",
    "            data = json.load(file)\n",
    "            for date, articles in data.items():\n",
    "                headlines = [\n",
    "                    article[\"title\"] for article in articles\n",
    "                ]  # Assuming 'title' holds the headline\n",
    "                response_structure.append({\"date\": date, \"headlines\": headlines})\n",
    "\n",
    "    else:\n",
    "\n",
    "        print(f\"No data file found for ticker {ticker}.\")\n",
    "\n",
    "        return []\n",
    "\n",
    "    return response_structure\n",
    "\n",
    "\n",
    "\n",
    "# Example usage\n",
    "\n",
    "\n",
    "\n",
    "ticker = \"AAPL\"  # Replace with the ticker you're interested in\n",
    "\n",
    "\n",
    "\n",
    "headlines_data = get_ticker_headlines(ticker)\n",
    "\n",
    "\n",
    "\n",
    "print(json.dumps(headlines_data, indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "{\n",
    "    \"date\": \"date\",\n",
    "    \"headlines\": [\n",
    "        \"headline 1\",\n",
    "        \"headline 2\",\n",
    "    ],\n",
    "    \"date\": \"date\",\n",
    "    \"headlines\": [\"headline 1\", \"headline 2\"],\n",
    "}"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
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