script.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[39m# Los datos se pueden descargar de: https://www.kaggle.com/datasets/prasoonkottarathil/ethereum-historical-dataset\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m data \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mread_csv(\u001b[39m\"\u001b[39m\u001b[39mdata\u001b[39m\u001b[39m\\\u001b[39m\u001b[39mETH_1H.csv\u001b[39m\u001b[39m\"\u001b[39m, \n\u001b[0;32m      4\u001b[0m                    parse_dates\u001b[39m=\u001b[39m[\u001b[39m\"\u001b[39m\u001b[39mDate\u001b[39m\u001b[39m\"\u001b[39m],\n\u001b[0;32m      5\u001b[0m                    index_col\u001b[39m=\u001b[39m[\u001b[39m\"\u001b[39m\u001b[39mDate\u001b[39m\u001b[39m\"\u001b[39m])\n",
      "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "# Los datos se pueden descargar de: \n",
    "# https://www.kaggle.com/datasets/prasoonkottarathil/ethereum-historical-dataset\n",
    "\n",
    "data = pd.read_csv(\"data\\ETH_1H.csv\", \n",
    "                   parse_dates=[\"Date\"],\n",
    "                   index_col=[\"Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(columns=[\"Unix Timestamp\", \"Symbol\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3MGrUKJw/fx6DBg3CoEGDEBUVValYiIiIiIiItEkmhBAVbTx16lScOHECx44dK3W9EALOzs6YPHkypkyZAgBIT0+Ho6MjNm3ahKFDh+Lq1atwd3fHmTNn0KlTJwBAcHAw+vXrh3v37sHZ2RmrVq3CN998g8TERJiZmUnvvXv3bly7dg0AMGTIEGRlZWHfvn3S+7/88svw8vLC6tWrKxRLeeRyOezs7JCeng5bW9uKponIoFynBgEAujavj22fvGzgaIiIiIhqhsrUBpW6k/Xnn3+iU6dOeOedd+Dg4IAOHTrgv//9r7Q+NjYWiYmJ8PPzk5bZ2dnBx8cH4eHhAIDw8HDY29tLBRYA+Pn5wcjICBEREVKbnj17SgUWAPj7++P69et4/Pix1Kbo+xS2KXyfisRSXF5eHuRyucYPUXXF52QRERERGUaliqzbt29j1apVaNmyJQ4cOIAxY8bg//7v//Dzzz8DABITEwEAjo6OGq9zdHSU1iUmJsLBwUFjvYmJCerVq6fRprRtFH2PZ7Upur68WIoLDAyEnZ2d9OPi4lJeSoiqLBlYZREREREZQqWKLLVajY4dO2L+/Pno0KEDPv30U3zyySdYvXq1ruLTq2nTpiE9PV36iY+PN3RIRERERERUzVSqyGrUqBHc3d01lrVp0wZxcXEAACcnJwBAUlKSRpukpCRpnZOTE5KTkzXWK5VKpKamarQpbRtF3+NZbYquLy+W4szNzWFra6vxQ0REREREVBmVKrK6deuG69evayyLiYlBs2bNAABubm5wcnJCaGiotF4ulyMiIgK+vr4AAF9fX6SlpSEyMlJqc/jwYajVavj4+Ehtjh49CoVCIbUJCQnBSy+9JM1k6Ovrq/E+hW0K36cisRAREREREWlbpYqsSZMm4dSpU5g/fz5u3ryJbdu2Ye3atRg7diwAQCaTYeLEiZg3bx7+/PNPXL58GcOHD4ezszMGDRoEoODOV9++ffHJJ5/g9OnTOHHiBMaNG4ehQ4fC2dkZAPD+++/DzMwMo0aNwpUrV/Dbb79h+fLlCAgIkGKZMGECgoODsXjxYly7dg2zZ8/G2bNnMW7cuArHQkREREREpG0mlWncuXNn/PHHH5g2bRrmzp0LNzc3LFu2DMOGDZPafPnll8jKysKnn36KtLQ0dO/eHcHBwbCwsJDabN26FePGjUPv3r1hZGSEwYMHY8WKFdJ6Ozs7HDx4EGPHjoW3tzcaNGiAmTNnajxLq2vXrti2bRumT5+Or7/+Gi1btsTu3bvRrl27SsVCRERERESkTZV6TlZtw+dkUXVU+Jys7i0aYMvHPgaOhoiIiKhm0NlzsoiIiIiIiKhsLLKIaig+jJiIiIjIMFhkERERERERaRGLLCIiIiIiIi1ikUVERERERKRFLLKIiIiIiIi0iEUWERERERGRFrHIIiIiIiIi0iIWWURERERERFrEIouIiIiIiEiLWGQRERERERFpEYssIiIiIiIiLWKRRUREREREpEUssoiIiIiIiLSIRRYREREREZEWscgiIiIiIiLSIhZZREREREREWsQii4iIiIiISItYZBHVUDKZzNAhEBEREdVKLLKIiIiIiIi0iEUWERERERGRFrHIIiIiIiIi0iIWWURERERERFrEIouIiIiIiEiLWGQR1VCcW5CIiIjIMFhkERERERERaRGLLCIiIiIiIi1ikUVUQ/FZxERERESGwSKLiIiIiIhIi1hkERERERERadELFVkLFiyATCbDxIkTpWW5ubkYO3Ys6tevjzp16mDw4MFISkrSeF1cXBz69+8PKysrODg44IsvvoBSqdRoc+TIEXTs2BHm5uZo0aIFNm3aVOL9f/zxR7i6usLCwgI+Pj44ffq0xvqKxEJERERERKRNz11knTlzBmvWrEH79u01lk+aNAl79+7Fzp07ERYWhgcPHuCtt96S1qtUKvTv3x/5+fk4efIkfv75Z2zatAkzZ86U2sTGxqJ///549dVXceHCBUycOBEff/wxDhw4ILX57bffEBAQgFmzZuHcuXPw9PSEv78/kpOTKxwLERERERGRtsmEEKKyL8rMzETHjh3x008/Yd68efDy8sKyZcuQnp6Ohg0bYtu2bXj77bcBANeuXUObNm0QHh6Ol19+Gfv378eAAQPw4MEDODo6AgBWr16Nr776CikpKTAzM8NXX32FoKAgREVFSe85dOhQpKWlITg4GADg4+ODzp07Y+XKlQAAtVoNFxcXjB8/HlOnTq1QLOWRy+Wws7NDeno6bG1tK5smIoNwnRoEAOj1UkNsGtnFwNEQERER1QyVqQ2e607W2LFj0b9/f/j5+Wksj4yMhEKh0FjeunVrNG3aFOHh4QCA8PBweHh4SAUWAPj7+0Mul+PKlStSm+Lb9vf3l7aRn5+PyMhIjTZGRkbw8/OT2lQkluLy8vIgl8s1foiIiIiIiCrDpLIv2L59O86dO4czZ86UWJeYmAgzMzPY29trLHd0dERiYqLUpmiBVbi+cF1ZbeRyOXJycvD48WOoVKpS21y7dq3CsRQXGBiIOXPmlPHpiYiIiIiIylapO1nx8fGYMGECtm7dCgsLC13FZDDTpk1Denq69BMfH2/okIiIiIiIqJqpVJEVGRmJ5ORkdOzYESYmJjAxMUFYWBhWrFgBExMTODo6Ij8/H2lpaRqvS0pKgpOTEwDAycmpxAx/hb+X18bW1haWlpZo0KABjI2NS21TdBvlxVKcubk5bG1tNX6Iqis+i5iIiIjIMCpVZPXu3RuXL1/GhQsXpJ9OnTph2LBh0r9NTU0RGhoqveb69euIi4uDr68vAMDX1xeXL1/WmAUwJCQEtra2cHd3l9oU3UZhm8JtmJmZwdvbW6ONWq1GaGio1Mbb27vcWIiIiIiIiLStUmOybGxs0K5dO41l1tbWqF+/vrR81KhRCAgIQL169WBra4vx48fD19dXms2vT58+cHd3xwcffICFCxciMTER06dPx9ixY2Fubg4AGD16NFauXIkvv/wSH330EQ4fPowdO3YgKChIet+AgACMGDECnTp1QpcuXbBs2TJkZWVh5MiRAAA7O7tyYyEiIiIiItK2Sk98UZ6lS5fCyMgIgwcPRl5eHvz9/fHTTz9J642NjbFv3z6MGTMGvr6+sLa2xogRIzB37lypjZubG4KCgjBp0iQsX74cTZo0wbp16+Dv7y+1GTJkCFJSUjBz5kwkJibCy8sLwcHBGpNhlBcLERERERGRtj3Xc7JqCz4ni6qjwudkvfpSQ2zkc7KIiIiItELnz8kiIiIiIiKi0rHIIiIiIiIi0iIWWUQ11N3UbEOHQERERFQrscgiqqFup2QZOgQiIiKiWolFFhERERERkRaxyCIiIiIiItIiFllERERERERaxCKLiIiIiIhIi1hkERERERERaRGLLCIiIiIiIi1ikUVERERERKRFLLKIiIiIiIi0iEUWERERERGRFrHIIiIiIiIi0iIWWURERERERFrEIouIiIiIiEiLWGQRERERERFpEYssolpCqVLjh9AbiLz72NChEBEREdVoLLKIaolfT8dhcUgMBq86aehQiIiIiGo0FllEtcTN5MwSyy7fS0fo1SQDRENERERUc5kYOgAiMpyBK48DAA4FvIIWDnUMHA0RERFRzcA7WUSEuNQsQ4dAREREVGOwyCKqJWQymaFDICIiIqoVWGQRERERERFpEYssIiIiIiIiLWKRRUREREREpEUssogIQhg6AiIiIqKag0UWERERERGRFrHIIiIiIiIi0iIWWURERERERFpUqSIrMDAQnTt3ho2NDRwcHDBo0CBcv35do01ubi7Gjh2L+vXro06dOhg8eDCSkpI02sTFxaF///6wsrKCg4MDvvjiCyiVSo02R44cQceOHWFubo4WLVpg06ZNJeL58ccf4erqCgsLC/j4+OD06dOVjoWIiIiIiEibKlVkhYWFYezYsTh16hRCQkKgUCjQp08fZGVlSW0mTZqEvXv3YufOnQgLC8ODBw/w1ltvSetVKhX69++P/Px8nDx5Ej///DM2bdqEmTNnSm1iY2PRv39/vPrqq7hw4QImTpyIjz/+GAcOHJDa/PbbbwgICMCsWbNw7tw5eHp6wt/fH8nJyRWOhYiIiIiISNtkQjz/vGIpKSlwcHBAWFgYevbsifT0dDRs2BDbtm3D22+/DQC4du0a2rRpg/DwcLz88svYv38/BgwYgAcPHsDR0REAsHr1anz11VdISUmBmZkZvvrqKwQFBSEqKkp6r6FDhyItLQ3BwcEAAB8fH3Tu3BkrV64EAKjVari4uGD8+PGYOnVqhWIpj1wuh52dHdLT02Fra/u8aSLSK9epQdK/7yzoL/179p9XsOnkHY3lhW3Xj+iE3m0c9RckERERUTVTmdrghcZkpaenAwDq1asHAIiMjIRCoYCfn5/UpnXr1mjatCnCw8MBAOHh4fDw8JAKLADw9/eHXC7HlStXpDZFt1HYpnAb+fn5iIyM1GhjZGQEPz8/qU1FYikuLy8Pcrlc44eoppDJDB0BERERUe3w3EWWWq3GxIkT0a1bN7Rr1w4AkJiYCDMzM9jb22u0dXR0RGJiotSmaIFVuL5wXVlt5HI5cnJy8PDhQ6hUqlLbFN1GebEUFxgYCDs7O+nHxcWlgtkgIiIiIiIq8NxF1tixYxEVFYXt27drMx6DmjZtGtLT06Wf+Ph4Q4dERERERETVjMnzvGjcuHHYt28fjh49iiZNmkjLnZyckJ+fj7S0NI07SElJSXBycpLaFJ8FsHDGv6Jtis8CmJSUBFtbW1haWsLY2BjGxsaltim6jfJiKc7c3Bzm5uaVyAQREREREZGmSt3JEkJg3Lhx+OOPP3D48GG4ublprPf29oapqSlCQ0OlZdevX0dcXBx8fX0BAL6+vrh8+bLGLIAhISGwtbWFu7u71KboNgrbFG7DzMwM3t7eGm3UajVCQ0OlNhWJhag2keHZg7Kef/obIiIiIiquUneyxo4di23btmHPnj2wsbGRxjbZ2dnB0tISdnZ2GDVqFAICAlCvXj3Y2tpi/Pjx8PX1lWbz69OnD9zd3fHBBx9g4cKFSExMxPTp0zF27FjpLtLo0aOxcuVKfPnll/joo49w+PBh7NixA0FBT2dNCwgIwIgRI9CpUyd06dIFy5YtQ1ZWFkaOHCnFVF4sRFQgK19ZfiMiIiIiqpBKFVmrVq0CAPTq1Utj+caNG/Hhhx8CAJYuXQojIyMMHjwYeXl58Pf3x08//SS1NTY2xr59+zBmzBj4+vrC2toaI0aMwNy5c6U2bm5uCAoKwqRJk7B8+XI0adIE69atg7+/v9RmyJAhSElJwcyZM5GYmAgvLy8EBwdrTIZRXixEVGDC9gt4kJaLMb2aGzoUIiIiomrvhZ6TVdPxOVlUHT3rOVnf7ovG+uOxGsuLti3enoiIiIie0ttzsoio+uDlFCIiIiL9YJFFRERERESkRSyyiIiIiIiItIhFFlEtIXv2DO5EREREpEUssoiIiIiIiLSIRRYREREREZEWscgiqiVSs/INHQIRERFRrcAii6iW+OP8fUOHQERERFQrsMgiIiIiIiLSIhZZREREREREWsQii4iIiIiISItYZBEREREREWkRiyyiWujSvTR0mnfI0GEQERER1Ugmhg6AiPTvzZUnDB0CERERUY3FO1lERERERERaxCKLiIiIiIhIi1hkERERERERaRGLLCIiIqpxridmICYpw9BhEFEtxSKLqBraHH4H/kuP4sTNh4YOhYioyslVqOC/7Cj6LD2KPKXK0OEQUS3EIouoGpq55wquJ2Vg2LoIQ4dSroT0HLhODUK3BYehVKkNHQ4R1QLyXIX075x8FllEpH8ssohIp/7v1/MAgPtpOQi+klhi/R/n7+GnIzehYAFGRFoig0z6t1oYMBAiqrX4nCwi0qlriU/HRGQ/uaL89/VkzNsXjVspWdK6zFwlvuzbWu/xEVHNI3taY0EIVllEpH+8k0VEOiUrZdnIjWc0CiwA2Bx+Vz8BEVGNV/S4wxKLiAyBRRYR6ZRM45Lys9tl5il1HwwR1QpGRY47FbmRpWafQiLSMhZZRKRTRho1lmFPZP6+now9F+5Lv6dk5CEsJoUTchDVMLJKHHe+C4pGl/mhSMnI03FURFSbcEwWUTUnhNC8W1TFyCp5RbmoQ9FJ+Pt6MmYOdIe5ibHGOiEEFCoBM5OKXysaufEMAMDBxgJjt51DalY+AGBKn1YY91rLygVXSyVn5KKelRlMjHmNjvQvK0+JfKUada3NymxXdOKL8q7t/PdYLABg3fHbmPZGm0rHtOF4LOJSszFroHuFj8W5ChVSs/LhbG9Z6fcjqo6uPEhHrkIF72b1DB2K3vBbkqiaq+q9XIqecpQXq29gKFynBqHf8mOIfZiFjzefxdaIOPxSynitoWtPodX0/RpTNVfU5B0XpAILAH49HV/pbdRGUffT0eW7ULy7Jlzr2/7pyE0ERyVobXtZeUrsOBuv8f9ML+Z+Wg7WhN16rr85bfGYfQAdvg1BRnkxFDnwVPgY+ZzH0rn7orHp5B2ci0t7ZpvMPCX+79fzOPhkhtU+S4+i64LDuJ7IhyVTzXY0JgVdA0PRf8VxDF4VXquOySyyiKqZ/0Xe0/i9qs+cVZluOwnpuQCA6AQ5Xv3PEWn51YSSJyIRsakAgK6BhzWWCyHKzcmDJ+9TSKkuvbugUqXGH+fv4X5ajrTsdGwqXv3PERyNSSnzPfKUKlxNkGvEkqdU4cCVROQqqudzezacKLjiX9bJ5PMIv/UIC4OvY/SWc1rb5ow9Ufhy1yUM31D1nyVXXQz68QQC91/DzN1RBouhsGC6kZyJk7ceYvvpuHJfU9Fuys9zJE3PflrslTWudNWRm/jz4gN8+kskACAuNRsAsF+LFxaqu12R93A+7rGhwyAtG77htMZ3bpI8t4zWNQuLLKJq5us/Lmv8XrVLLKDoJeXnrQf/d+4eYpJKv+KbmaeE4kkxlJCeA7dpf8Ft2l8lxlmVVXjlKdVIkudix9l45CpUyMhVYP/lBKw5ehuTfruIbgsO46NNZ3DmTireXROO2IdZGL7hdJnb9VsShjeWH8Nnv0QiJDoJarXAS9OD8dkvkWg9I/i58qBUqRF59zHyldoZQ1YY++w/r2Bh8LVy2/9+7n65bYpbd+w2ei36G3nK0gvL38/dw3v/PVXp7ZanMNao+3Ktb7u2KhyzdPzmQ43lSpUaJ24+RHa+/iavEQJ4/78RmPr7ZZwr58S8tD/RjFxFib/d55n84tczT4s8dRnHmGR56eO9tNETYc+F+/hk89ny7+5VUGXuNChVaiSk55TfsBwRtx9hys6L+NdPJ194W0RVBYssomomr9gJdllf7C8iJilDK923jLQ0XGx7kS59N4oVXMsP3cCk3y7itf+EScuCLhfErlILpGcr8PPJO8/cdlq2Aj7zQ/HlrktYGHwdn/0SiTFbz2HRgetSm8PXkvHOas1ucu+tPQW3aX9h51nN7obxqdmITy048TgYnYRPNp/FN7s1i+Pn8X3wNQxedbJEoV2afZce4M2VxxH/5Ip5cd/ui4bP/FCsOnILm07ewU9HbpUo3i7Ep+HNlcfxKDOvUndMhRBIyy44UZsXdBV3HmWj16IjpbYN2HFR43eVFs46ryZUvrDKU6oM1g0uV6FCxO1HGhcGlCq1VnJR1ns+r+JxLTt0A8PWReCfK09UaD8RQrzwhYLwW08LveWHbkAIoXFXqahtEZp3u64myOEx+yDGbTuvsfx50q0xVfyTzy6EwIzdUfjx75ulvqZoMZdXzv9D0XzmKlT4YH0ENhyPlZYly3MxYfsFhEQnYdafV5CT/2J3yaf9fgkdvw2B69QgPMosfyKQkZvOwDfwME4UK7wLPUjLQXpO+X9XRR/p8axjVlly8lXP/Ht5nuJ58cHrmLs3utKvIyqqVhRZP/74I1xdXWFhYQEfHx+cPn3a0CERPZfS7gZos8bqu+yoVMD0WXoUo7ecw5k7qS+0zQrO4F4utRD4JfwOXKcG4fWlRzXWrXxyMpNT5IRlwvYLiE/NRr/lx+A59yBmV/ALc8OJWJy89ahCbcNvF7T7YtclAAUnQRfi09Bj4d8l2hYf93UzOQNdvjuELacq9nywPKVKGqC/q1iX0UKB+69iSUgMAGDctvO4dC8d034vWZDdSsnE+uOxSM7Iw/dF7mAVLdivJcox6McTuHQvHd7zDuHrPzS7iP1x/mkMkXcfY+zWc4i4/Qi5ChUmbL8Ar7khGideCcW6aAohMLlYgQUUFH8vKvkZs8SFxaSg77Kjpd4VfWl6MNrPPvjME3VdufsoC61nBGPI2lNYcbhgP45PzUb7OQfhv+yoTroDbzgei9YzgjF41UkkZ+RW6GQ69uHTk+Di56w/h98BUNCFb0EZd0QD/7oK16lBeGP5MbSfcwCPi9wxWRN2CxtPxD7ztcXdTM6U/h0WkwKP2QfhOfcgIp78TRY94V5ZrNgp/D3ocoJGfot2K7z7KAuZeUoE/HYBv58r/e8N0JwqvrDXcVhMCn45dVfjIk3R42BukeP4mqO3cep26cebS/fS0OHbEKlI3H46DsduPMTcJ38jmXlKdJkfKrX//dx9+C0JK3VbQME4xc3hd5CYXnp3LaVKrXGc8p53qNSZV4suO3aj4G+8tItYKRl56LrgMDznHETk3cdYE3arxHdYvlKNJSEx+Ovy0wt6vcv4DKWR5yrQZmYwmn/9V4mLBykZeej83aFKFUwKlRo/HL6JDSdice9x5Qu+6kKpUuOvywlIztDcHzKfTC7zLPsvJ2Bz+B3svfig1GNHeRdwDl9LLrXLYFUf+vA8anyR9dtvvyEgIACzZs3CuXPn4OnpCX9/fyQnJxs6NK0SQiA+NbucLlEq3ErJxOOsfOy79ACTd1yE69QgjatiVDmnbj/C6rBbejs4lHZFsOhbFz8w3kzOQHJGboWviF9LzMDrS49qXPm7VsbA7Ox8JSLvpiL6gfyZJ6dFZ/ma8QJjOTadvIMZe65U6jU9Fv6N68/oZqhtrlOD0HpGMAb9eKJC7f2WHEVyRh6mP8nJo8w8HL/xUOP/Kl+pRnBUAsb/eh4vTdfsYhj9QA6/JWHS3cbkjFysCbuNFaE3NK5mH7/5EFtO3UXfZUdxPTED+y8noPfi0k9ilGqBL3YWHBf6Ljumse7XYmNfJv12ESq1QNyjbAxedRJBlxMwZO0ptJ4RjD8vPgAADFunOR4qOCoBQZcKTmwvxKfhf6WcvG46eQePs/IrfEU+JSMPs/+8gqj76QWfQaVGbEpmqW1HbDiNa4kZ6LP0qMY4u4vxadK/z8U/lrYDAOuPx+Ld1eGlXuC4miDHzrPxEEIgNSsf+Uo18pVqnI97jFyFCrefxFHWSccrRe7wrT92G+nZCvRY+Dey81W4mZyJS/fSsejANchzFc/9qIEkea5G/IUn6ZF3H6PLd6HwnncIrlODMHzD6VK73j3KzNMYI5meo8Dm8DvIU6owdus5ZOQ+7Sa4Juw2fjsTh/jUbPx9LRkPi5yErTl6G0DBMSVXocZfT/bdlIw8BO6/hjl7o3HvcTYOXkks9e5D0eNs8aK9cDzUkLWncCg6CR2/DdFYfzslE6uO3MI3f1xG0KWnJ/Ru0/6S/h3+5OJKSHQSXll0BO1mHcDv5+8jYMdF3EzOxPy/rpa4y1K0u+DoLZGIT83Gh09mMQWAv68VnGsoVE9jd595QGMbQ9eW3l323+sikJatkO5cZxX7m7j/uGQ3vftpOdKFsawiY8Ry8lVoO+sAZu65grd+0jxGFeZVWUrOcxQq5CpUUpu4R9noMDcEgfuvauyPpX3HXHmQLv178KqTCNx/DT+Eaha8C/Zfw4rQGxpdUPOV6grt60II/HzyDtaE3ZKWFc/lxhOxeJSVL40nrYiiF5uK9xwpzbpjt7HjzItNnqRWC6w7dls6jpVHCIFriXJk5SmfWTQDBcee15eEldr7YcOJWHy+9Ry6fBcqXZzIyFWg3awD6P695ljntOx8vLsmHK5TgzBm6znM3HMF4389j0E/ncDGE7HSsW5z+B20nhGM7afjnnnesejAdfjMD8WsPVGIvFtwvJm3LxqdvwtFcFQCcvJVNabgkoma8kmewcfHB507d8bKlSsBAGq1Gi4uLhg/fjymTp1a5mvlcjns7OyQnp4OW1tbfYRbJrVawKhY36vsfCUsTY2x4cQdfLsvGsN9m2Hsqy3gYGMuHRwKvpwFxv96XtqhiwuZ1BM2Fqa4n5YNzyb2iH2Yha0Rcfj81eZwsLEo0T49W4HoBDka2VngQnwaurjVg7O9JcJvPcLSQzGYN6gdWjnaVPiz5SpUCIlOQvcWDaSpeUubmrxwdy1rmtzMPCXqmD/76QRxj7JhZAQ421mWyOez3rfQw8w8PMzMQ2ungv3BdWoQAGDy660wvnfpU4ALIXD0xkO0dKgDZ3tLjc+gVguohIBpkemwi75/nlIlTV0uz1VgaUgMNp64o7H96Ln+EAKwMDVGx29DSi3EujavX+G7M6Up+vp3vJtg7Kst0Ky+Fd5adRLni0yCsHyoF1zrW8PTxR65ChV+P3e/Ql3b6CmXepaIT81Bz1YNYWNhonFC+CzRc/1x6V66dILRz8MJf11O1HWoOvdPL2eM6dUcyfI8aQzcrtG+aFzXEgqlQAMbM40T1kMBPeG35GiJ7XRqVhdnn3HsK82rLzXE39dLTmyyfkQnjPr57HN8kgILB7dHz1YN8fqSMMwc6I6WjjYVLsoLfT/YA/5tnbD3UgI8m9jBvZEtfOaH4lFWPprVt8KmkV1gLJPB3toUqZn5uHgvDRO2XwAAxMx7AwN+OIaYpNKL0EIbP+yMRvYWWHXkFsxNjBB1X47o5+iCWeiH9zrgaEwKdpZyB7ZBHXP4Nq+PvU8K86Le6tAYv58vGFtXz9oMp7/ujRbf7H/uOLQl4PVWiH2YhaBLCcgvVgyYGMlKFCtOthZILGew/+J3PDF5Z8Gd3X4eTujsWg9zyrn78lprBxy+VvoFYy8Xe1yIT4NnEzts+LAzVoTewM9FZmn9pl8bXE/KQMemdcs8Rv+jgTVuP8xCj5YN4Nu8PhYGXy+1XRfXepg7qC1MjGRo4WCDXIUKm8PvYP5fJe9sfvevdujYtC5uJmdi/K/nS9lagdZONhjcsQm8XevizwsP4N/WCUq1GvP2XS3z4tkb7Zxgb2WK7wZ5YM7eK9LnXj7UCxO2X4B/W0ccuJKE0MmvwFgmg2sDa6RnK3Aq9hHylGq81toB7WYVHFd6tmqIxe94wtLMGNcT5XCwscDZu6mY9NtFNG9oDY/Gdth9oWDfPf7Vq+j+fUEvhq7N6+Pnj7pALQTScxRoYG2OX07dhYONOZztLaEWAl4u9pDJZMhXqjFkbbj0XTp7oDvMTIzRz8MJ+So1xmw5h2E+TfFWxyZQqtS4m5qNW8mZ0iQqALBxZGf0atUQQMG5RWaeEncfZeFCfBq+edIL4eZ3byDocoJ0PGhQx1zjIsit+f0QcfsR3i9ycSzsi14aF4LKYm1mXOJCQEWM8G2msW8W1cfdEW91bIJTtx/Bt3l9+Ld1qvT2ta0ytUGNLrLy8/NhZWWFXbt2YdCgQdLyESNGIC0tDXv27NFon5eXh7y8pzucXC6Hi4tLlSiybqVk4o3lx7Q24F0XLE2NNbprFZ4sFnK2s8CD9Fy41Cs4QUqU5+Ktjo1hYiTDjrNPv3yHdHLBX5cTkFHGTE3lKfpFV9/aDI+edEtpbG+pcQW7kIWpEf7VoUmJq/VFFT/xalbfCncflexK8F4XF40ireh4gHe8m5R6okFEREREz/b3lF5wa2Bt0BgqU2TV6IcRP3z4ECqVCo6OjhrLHR0dce1ayasrgYGBmDNnjr7Cq5SVh29W6QIL0BwPA0CjwAKeTptddHlps5X9dvbFn1lU9ErioyL9/ksrsAAgV6Eus8ACUOLKdmkFFlD2M5dYYBERERFVXmJ6rsGLrMqo0UVWZU2bNg0BAQHS74V3sqqCeYPawaOxHebui4ZLPUsYy2S484yTfF1r3tBaYyagQu92aqJxR+rTnv/A2id98AHAo7EdLt9PR4M6Zuj1kgOi7qejZ6uGqGNuAhNjmdQNYUqfVkjOyMPm8LtSl4eytHSog+SMPMhkBX25s/NV+KibGw5GJ+Le4xw0treEpZkxbiZnoq2zLe4+yi7xPBPPJnbo3cYRN5MzpfEkADC0swu2P+lr/VprB9x7nI2YpEw0qGOGh5klp7m1MTfBv32bweJJFz8AeJydj01PBgVP8muFnZHxuPc4BzbmJpW+W+doa4465ial5r+maGxvCY/GdohLzYatpQnqWplhf5Rm1ze/Ng5oaGOOlxxtMHtvNIyNZHi/S1P8cuouOja1xw/vd8TJmw+Rp1QjLCYFGbkKfOH/EmQyGTwa22l0zyyqcOKKDk3tEfcoG2ExKXjTyxnyHCVUaoFdkfEY06sFbqVk4p3V4Zjo1xK+/6iPE7ceYf2x28jKV+F/Y3wRFvMQFqZGsDAxxq+n46BUC1iYGmOYT1MoVWrM3htd4k5vVeLXxgGHribDztIUE3q3lMbwbBnlgz8v3tf4Oy/N94M9cOzGQ+x70tVx52hfzN0bjcv309GjZQNpsDwAeDerK3Vjnv8vD3YvJaJapUNTe41u91S6BnXM4e5s+KE7lcHugmWoamOyiIiIiIjIMCpTG9To2QXNzMzg7e2N0NCnU5yq1WqEhobC19fXgJEREREREVFNVeO7CwYEBGDEiBHo1KkTunTpgmXLliErKwsjR440dGhERERERFQD1fgia8iQIUhJScHMmTORmJgILy8vBAcHl5gMg4iIiIiISBtq9JisF8UxWUREREREBHBMFhERERERkcGwyCIiIiIiItKiGj8m60UU9qSUy+UGjoSIiIiIiAypsCaoyGgrFlllyMjIAIAq80BiIiIiIiIyrIyMDNjZ2ZXZhhNflEGtVuPBgwewsbGBTCYzdDh6IZfL4eLigvj4eE72oUPMs+4xx/rBPOsec6wfzLPuMcf6wTzrjhACGRkZcHZ2hpFR2aOueCerDEZGRmjSpImhwzAIW1tb/mHqAfOse8yxfjDPuscc6wfzrHvMsX4wz7pR3h2sQpz4goiIiIiISItYZBEREREREWkRiyzSYG5ujlmzZsHc3NzQodRozLPuMcf6wTzrHnOsH8yz7jHH+sE8Vw2c+IKIiIiIiEiLeCeLiIiIiIhIi1hkERERERERaRGLLCIiIiIiIi1ikUVERERERKRFLLJqofj4eKhUKkOHQfTCUlJSwLl7qCbgcZlqCu7LRAVYZNUisbGxGDhwIN577z2kp6fz5FRHlEolAECtVhs4kprrzp076NevH0aPHg2ZTMZc60heXp6hQ6jxeFzWD+7Lusd9WT8Kv+9YyFZ9LLJqASEERo8ejZYtW+LWrVs4e/YsAEAmkxk4sppnwoQJ6N+/PwDAyIh/XtomhMBnn32Gli1b4tKlSzh27Bjy8vKYax2YNGkSXnvtNSQlJRk6lBqJx2X94b6sW9yX9ScgIAD//ve/AQDGxsYGjobKwzOTGm7RokWwt7fHhQsXcPr0aWzfvh2urq44ceKEoUOrUa5evYr+/ftjz549CAkJwdatWwHwbpY2LV68WNqXz5w5g9WrV6Nhw4aIiooydGg1yq1btzBo0CAEBwcjPDwcmzZtMnRINQ6Py/rBfVn3uC/rx/nz5/H6669jy5Yt+O2333DgwAEAvJtV1bHIquFOnDiBpUuX4tSpU+jYsSPq1KmDBw8eSCf/LAK04+rVq2jUqBE2btyICRMmYMqUKVAoFLzDoiVZWVkICQnBsmXLEBERAS8vLzRt2hQxMTFSlxTuy9px7949ODs7Y926dVi0aBHmz5+PmzdvGjqsGoXHZf3gvqx73Jf148yZM2jcuDE2bdqE999/H1OmTAFQcDeL3TKrLpng/06NolQqYWJiIv0uhJBu2atUKhgbG8Pb2xs9evTAsmXLDBRl9adWqzUKqEePHiE5ORlt2rTBnTt30K1bNwwfPhyBgYEl2lLFFM9b0X1ZrVYjLS0N3bp1w4cffoivvvrKUGFWe8WPGenp6Xj48CGaN28OIQTc3d3h4+PDuwAvgMdl/eC+rHvclw0jKSkJycnJ8PDwwJEjR/D+++/jiy++wKRJk6S8U9XDM78aZObMmXj33Xcxfvx4XL16FSqVCjKZTLqdbGxsjOzsbDRp0gSPHz/mQODnNHfuXIwaNQrffvstHj16BACoX78+2rRpAwBwcXHBtGnTsGTJEsTFxcHIyIhXmiqptBwX3ZcLiy8rKytkZmYaLM7qrvgxQ6lUws7ODs2bNwdQkPOFCxdiy5YtOHr0qIGjrZ54XNYP7su6x31ZPwIDAzFp0iSsWbMG+fn5AABHR0d4eHgAALy8vDBixAh8//33yMjIgLGxMe8YVlEssmqAlJQUdO/eHbt374anpycOHjyI9957DytWrADw9IRUCAErKys4OTkhJiYG5ubmPPmvhPj4eHh7e2PXrl2wtrbGTz/9hL59+2LXrl0AIOXS2NgYQ4cORfv27TFhwgQAHABcUeXluHBfVqvVqFevHpo0aYJz584BAPflSnjWMeOHH34AoJnLgQMHok+fPvjmm2+Qm5trqJCrHR6X9YP7su5xX9aP69evo23btvj111+RkJCAadOmwd/fHxEREQCe7sv29vYYMmQIGjZsKHUbpCpKULX3559/ijZt2oi4uDghhBC5ubli4sSJws3NTZw4cUIIIYRSqRRqtVoIIcSWLVuEk5OTuHfvnsFiro42bdokvLy8RFpamhBCiMzMTPHmm2+K7t27iwsXLgghhFAoFFL7vXv3CplMJsLCwoQQQhw4cEBcv35d/4FXIxXJsVKplNrPnTtXeHl5iZSUFIPEW11V5JhRdF+OiooSpqamYvPmzSI/P1/s3btXHD9+3CCxVxc8LusH92Xd476sH4sXLxa+vr7S/pqQkCA8PT3Fu+++K27evCmEeLov5+bmipUrVwobGxtx5coVIYQQR44cEampqYYJnkrFO1k1QHJyMjIzM+Ho6AgAMDc3x+jRo9GuXTuNwZGFTExMYGVlheTkZIPEW13duXMHpqamsLa2BgBYW1tj8uTJMDc3x/fffw+gILfiydWm3r17Y8iQIRgxYgRefvllDBo0CGlpaYYKv1qoSI6LDvS1sbFBTk4OVCoVr5hWQkWOGUXHXbRt2xbjxo3D5MmT0blzZ7zzzjvIzs42SOzVBY/L+sF9Wfe4L+ueUqnElStX4ODgIOXSyckJ33zzDeLi4rB+/XoAT88xzM3N0a9fP3Tv3h3Dhg1D9+7d0a9fP+a8imGRVQPk5+fD0dERFy9elJa99NJLGDlyJO7fv48dO3YAeDrVp5+fH2JjY3nCX0m5ubkwMTHROIj17NkTb7zxBq5evYpDhw4BeHpL//79+3j06BHu3r0LDw8PJCUloUuXLgaJvbqoaI4L9+W+ffsiJiYGSUlJ7JJZCRU9ZhT287916xbu3r2Lhw8fwsfHB8nJyXj99dcNEnt1weOyfnBf1j3uy7pnYmKCvLw85OTkQK1WS7l855134O3tjYiICJw/fx7A03MMpVKJ1NRUXLx4Ea1bt0ZiYiJeeuklg30GKolFVjVW+IfWv39/3L59GydPnoRCoZDWe3t7w8vLC6GhoRBCSFfzMjMz8X//939o0aIFr/5XQOGX84gRI3Dq1CmcPn1aY72fnx/Mzc0RGRkJoKB/+vXr1/H+++/jwYMHuHz5Mv773//CxsZG77FXF5XNceG+nJaWhk8++QQODg7clyugsscMIyMjJCQkYMyYMbhy5QouX76MNWvWcF8uA4/L2vWsXHBf1h5t5Zj78vMpLKg+/vhjHDp0CJcvX4axsTGUSiWAgkIrLi5OevyAkZERzp49iwEDBiAvLw9RUVFYt24d9+WqSJ99E6nyYmJixKJFi8S1a9dKrCvaz3zs2LGiWbNm4vz58xpt3nrrLTF06FAhhBAqlUqnsVZnN27cED169BCbN28WQgipb7kQmnl+5513RIcOHUqMAfLx8RHjx4+XfpfL5dIYIiqgzRxzX362hIQEcf/+fZGdnS2E0BzDVtljhhAFff9v3Lih26CrGW3mmPvys8nlco3jxLOOGdyXn582c8x9+dkKjxWlKcxzTk6OeOWVV4Sfn58QQvP/onnz5mLu3LnS7w8fPuRYwmqAd7KqKJVKhbFjx8LDwwNXr15FSkqKtK7wqr+JiQlyc3Nx/vx5LF++HCqVCitXrsTdu3c1tmVvbw8AfFZTKfLz8zF8+HC0bt0ax48fx5UrVwBoThduYmKC/Px83Lx5E//5z39w7do1LF26FOnp6QAKbtmbm5ujbt260nZtbGzg6emp/w9UBekix9yXS1IoFPjss8/g6+uLgQMH4o033kBeXh6MjY2lq8+VPWYABeMvWrRooc+PUmXpIsfcl0tSKBQYPXo0+vXrh7fffhubN28GUHDMKLy6z335xegix9yXS1IoFBgzZgzeeustDB8+HKdOnZLu7hVOz25iYgKVSoX09HTMmTMHYWFhWL16tdTu8ePHsLa2Rr169QAU3GGsX78+unXrZpgPRRXGv4gqasmSJbh48SLCwsKwfv16dO/eHQCkbg8AsGLFCjg4OGDbtm0wNjbGsmXLcPnyZQwYMADr16/HxIkTcfToUbz99tuG/ChV1oIFC1C3bl3cvXsXN2/exMCBA5GYmAgAGg/3W7FiBerWrYvff/8dTZs2xfLly7Fjxw4MGTIEf/75J7788kvcuHEDAwYMMOTHqZKYY/24f/8+evbsiRs3bmDbtm2YMGEC4uPj8cUXXwAATE1NAfCY8SKYY/24ffs2OnfujGvXruHLL7+EnZ0dFixYgM8++wzA067CzPPzY471IzExET4+Prh06RIGDhyIS5cuYfTo0Vi4cCEAwMzMDEBBnq2srBAcHIxXXnkFs2bNwqxZs/DZZ5/h2LFj+Pbbb5GRkYHevXsD4CNhqhXD3kij4tRqtcjMzBS+vr7iv//9rxBCiJMnT4o1a9aIY8eOiYyMDCGEEF988YWoW7eu2LJli8Yt+osXL4phw4YJf39/4evrK8LDww3yOaq6devWifbt24sdO3ZIy+bMmSOaN28u/Z6bmytGjx4tHBwcxC+//KKR571794p+/foJX19f0alTJ3Hq1Cm9xl8dMMf68+uvvwpPT0+RkJAgLRs+fLiYPn269PvkyZNFvXr1eMx4TsyxfqxcuVL06tVLZGVlCSEKvhNXrVolZDKZ+N///idUKpWYOnUqv/9eAHOsH7t27RJt27aVprJPS0sTs2fPFhYWFiIqKkoIIcSQIUOEs7Oz+PnnnzW6B65YsUL06NFDeHh4CE9PTxEREWGQz0AvhkVWFRQTEyMcHR1FfHy8CAgIEI0aNRJdu3YVDg4O4rXXXhNZWVkiJSVFyOVy6TVF/ziFECI9PV3fYVcLhV8Wjx49KpGz//znP6Jdu3bS8yjUarWIiYnRyGXxPueJiYk6jrj6YY71b9WqVcLKykr6/cGDB8LLy0ssWbJEHD16VAghRHJyMo8ZL4A51o+JEyeK7t27CyGe5u+nn34SMplMdOjQQTx69EgkJydr5JJ5rhzmWLcKv8NWrVolnJ2dNdYlJCSI3r17i549ewohhDh16tQzv/9UKpW4ffu2HiImXWF3QQMrnEWtcJwVADRp0gQNGjTA9OnTcffuXYSGhmLv3r0IDQ3FuXPnMHPmTNSvX19jJpnit49tbW318wGqicI8iyd9nOvVqyflrHCZj48PoqOjYWFhAaAgpy1bttTIZfE+54XPDSHmWF9KO2b4+vrC3t4ePj4+ePvtt9G0aVPY29sjKCgI/fv3x5w5c2Bvb89jRgUxx/pRWp5tbGxgYWGBv/76S8rfiRMnMGfOHERHR2Pv3r1o2LCh9Cw9gHkuC3OsH7t27cKhQ4eQkJAgfYcZGxvDyckJx44dk9o5OTlh2rRpCA8Px8GDB+Hj44M6depI64t+/xkZGcHNzU1/H4K0z7A1Xu31xx9/CGdnZ1GvXj0RGxsrhHg6Q1Vqaqr4+OOPhY2NjXjrrbeESqWSrm5s2LBB2NnZlTlTDT1VWp6fNQPSzZs3RbNmzcTGjRv1F2ANwBzrR2l5Ljr7V2xsrAgODhbu7u7SDI5CCLFt2zZhZWUl4uPj9R1ytcMc60dpec7LyxNCCBEdHS3+9a9/CTs7OzFkyBBRp04d0aVLF3H//n0xdOhQMWDAAANGXn0wx/qxefNm4eDgILp06SIaNmwounXrJnbt2iWEEOLcuXPC3d1dLFiwQMq9EAW9M958803xwQcfGCps0hPeyTKArVu3Yv78+ejZsyfc3d2xYMECAE+fmF63bl289tprMDMzg0qlgpGRkXQnwN3dHWZmZrh69arB4q8unpXnZ82AZGFhATMzM+Tk5OgzzGqNOdaPZ+W5cIA6ALi6uiI1NRXGxsb44IMPpCvXvr6+UCgUuHTpkkFiry6YY/14Vp7NzMwghECbNm2wfPlyLF26FA0aNMCWLVsQEREBZ2dn5ObmwtXV1bAfoBpgjnVPqVRi+fLlCAwMxPz583Hs2DHs3r0bzZs3x/r165GTk4MOHTqge/fu+P3333Hy5EnptY6OjjA1NZXO+ajmYpGlR4XTVbdo0QK9e/fG999/jzfffBNHjhzBkSNHADyd0vPNN9/EBx98gD///BOHDh2S/hiPHz8OLy8veHl5GeIjVAsVyXNhm0JCCDRu3BiOjo44deoUAM3uFaSJOdaPyuZZPJl9NCkpSSp0//rrL3Ts2BFdunTRe/zVAXOsH5XJs4uLC0aOHImVK1fin//8J4CCmdri4+PRvHlzg8RfHTDH+pOVlYWUlBSMGDECI0eOhJmZGbp27Qp3d3fI5XLpXG7OnDlQKBRYu3Yt7t+/L70+JydH47EvVEMZ8C5arRETE1Ni0GhhF5SoqCjx5ptvin79+knrCrsN3r59WwwfPlxYW1uLt956S7z33nuiXr16Ys2aNUKIkgNRa7vK5rl4W7VaLSZMmCC6du0qMjMzdR9wNcQc60dl81zYPTMkJES88sorol27dmL16tVi5MiRol69emLp0qV6i726YI7140WPGXfu3BH37t0Tw4YNEx06dBB3797VfdDVDHOsH8XzfP78eel8rfD4sHXrVuHl5aXRPXDnzp2iR48eolmzZmLx4sXigw8+EA4ODuLYsWP6/QCkd7yTpUM7duyAm5sbBg4ciJdffhkbNmyQ1hXemWrbti0GDRqEO3fuYOPGjQCeThLg5uaGn3/+GYsXL0bz5s1hYWGBkydP4tNPPwXAZyUUetE8F5LJZMjLy4Onp6f0zBsqwBzrx/PmufCOoJ+fH+bPnw83Nzf88ccfSE1NxcmTJzFx4kS9f5aqijnWD20cM3JycrBu3Tq0b98ecXFx2LlzJ5o2barfD1KFMcf6UTzP69evBwB4eXnB2NgYarVauqsdFBQELy8vmJmZSXez3n77bfz666/w9/fHsWPH8OjRIxw9elR6/inVYAYt8WqwgwcPCldXV/Hjjz+K4OBgERAQIExNTcXatWulSSsKrzTdu3dPjBo1SnTu3Fl6DlZ+fr7BYq9OtJXnwqtRzHtJzLF+vGiec3NzpW2pVCqRlpam/w9RxTHH+qHN778LFy6IsLAw/X+IKo451o+y8pyTkyOEKLgzqFarRU5Ojmjfvr345Zdfnrm9wtdQ7cAiS8sKbyXPmTNHeHt7axzIPv/8c9GpUyfx+++/l3jdvn37RKdOncSsWbPExYsXxYABA0RcXJze4q5umGfdY471g3nWPeZYP5hn3WOO9eN58nz//n3h6uoqYmJihBAF3QsnTZqkv6CpymF3QS0r7MIXHR2N5s2bw9TUFAqFAgAwb948WFhYYM+ePUhMTATwdBDqq6++ii5dumDu3Lnw9vaGQqGAg4ODYT5ENcA86x5zrB/Ms+4xx/rBPOsec6wflc0zABw6dAguLi5o1KgRJkyYAHd3d9y9excKhaJE13mqJQxd5VV3Bw8eFOPHjxdLly4VERER0vK1a9cKGxubEl2k1q5dK1q1aiWOHDkitc3MzBRLly4VxsbGolevXuLSpUv6/RDVAPOse8yxfjDPuscc6wfzrHvMsX48b57//vtvIUTBna933nlH1K1bV9SvX1+0bdtWnDlzRu+fg6oWFlnP6cGDB2LAgAHCwcFBDBs2THh4eAg7Ozvpj/P69euicePGYsaMGUIIoTHTjJOTk8ZMVFeuXBE+Pj4aD7ekAsyz7jHH+sE86x5zrB/Ms+4xx/qhrTxnZWWJAQMGiCZNmojt27fr/XNQ1cQi6zlkZWWJESNGiCFDhojbt29Ly7t06SI+/PBDIYQQcrlczJs3T1haWkr9ngv7+L7yyivi448/1n/g1QzzrHvMsX4wz7rHHOsH86x7zLF+aDvPZ8+e1WP0VB1wTNZzsLKygrm5OT788EO4ublBqVQCAPr164erV69CCAEbGxu8//776NixI959913cvXsXMpkMcXFxSE5OxqBBgwz7IaoB5ln3mGP9YJ51jznWD+ZZ95hj/dB2nr29vQ30SaiqkgnB0XjPQ6FQSM/5KXxGwrBhw2BtbY21a9dK7e7fv49evXpBqVSiU6dOOHnyJFq3bo1t27bB0dHRUOFXG8yz7jHH+sE86x5zrB/Ms+4xx/rBPJMuscjSou7du+OTTz7BiBEjpAdXGhkZ4ebNm4iMjERERAQ8PT0xYsQIA0davTHPuscc6wfzrHvMsX4wz7rHHOsH80zawiJLS27fvo2uXbsiKChIumWcn58PMzMzA0dWszDPuscc6wfzrHvMsX4wz7rHHOsH80zaxDFZL6iwRj1+/Djq1Kkj/VHOmTMHEyZMQHJysiHDqzGYZ91jjvWDedY95lg/mGfdY471g3kmXTAxdADVXeED606fPo3BgwcjJCQEn376KbKzs/HLL7/wYX9awjzrHnOsH8yz7jHH+sE86x5zrB/MM+mEPqcyrKlycnJEixYthEwmE+bm5mLBggWGDqlGYp51jznWD+ZZ95hj/WCedY851g/mmbSNY7K05PXXX0fLli2xZMkSWFhYGDqcGot51j3mWD+YZ91jjvWDedY95lg/mGfSJhZZWqJSqWBsbGzoMGo85ln3mGP9YJ51jznWD+ZZ95hj/WCeSZtYZBEREREREWkRZxckIiIiIiLSIhZZREREREREWsQii4iIiIiISItYZBEREREREWkRiywiIiIiIiItYpFFRERERESkRSyyiIiIiIiItIhFFhER1RoffvghZDIZZDIZTE1N4ejoiNdffx0bNmyAWq2u8HY2bdoEe3t73QVKRETVGossIiKqVfr27YuEhATcuXMH+/fvx6uvvooJEyZgwIABUCqVhg6PiIhqABZZRERUq5ibm8PJyQmNGzdGx44d8fXXX2PPnj3Yv38/Nm3aBABYsmQJPDw8YG1tDRcXF3z++efIzMwEABw5cgQjR45Eenq6dFds9uzZAIC8vDxMmTIFjRs3hrW1NXx8fHDkyBHDfFAiIjIYFllERFTrvfbaa/D09MTvv/8OADAyMsKKFStw5coV/Pzzzzh8+DC+/PJLAEDXrl2xbNky2NraIiEhAQkJCZgyZQoAYNy4cQgPD8f27dtx6dIlvPPOO+jbty9u3LhhsM9GRET6JxNCCEMHQUREpA8ffvgh0tLSsHv37hLrhg4dikuXLiE6OrrEul27dmH06NF4+PAhgIIxWRMnTkRaWprUJi4uDv/4xz8QFxcHZ2dnabmfnx+6dOmC+fPna/3zEBFR1WRi6ACIiIiqAiEEZDIZAODQoUMIDAzEtWvXIJfLoVQqkZubi+zsbFhZWZX6+suXL0OlUqFVq1Yay/Py8lC/fn2dx09ERFUHiywiIiIAV69ehZubG+7cuYMBAwZgzJgx+O6771CvXj0cP34co0aNQn5+/jOLrMzMTBgbGyMyMhLGxsYa6+rUqaOPj0BERFUEiywiIqr1Dh8+jMuXL2PSpEmIjIyEWq3G4sWLYWRUMHR5x44dGu3NzMygUqk0lnXo0AEqlQrJycno0aOH3mInIqKqh0UWERHVKnl5eUhMTIRKpUJSUhKCg4MRGBiIAQMGYPjw4YiKioJCocAPP/yAgQMH4sSJE1i9erXGNlxdXZGZmYnQ0FB4enrCysoKrVq1wrBhwzB8+HAsXrwYHTp0QEpKCkJDQ9G+fXv079/fQJ+YiIj0jbMLEhFRrRIcHIxGjRrB1dUVffv2xd9//40VK1Zgz549MDY2hqenJ5YsWYLvv/8e7dq1w9atWxEYGKixja5du2L06NEYMmQIGjZsiIULFwIANm7ciOHDh2Py5Ml46aWXMGjQIJw5cwZNmzY1xEclIiID4eyCREREREREWsQ7WURERERERFrEIouIiIiIiEiLWGQRERERERFpEYssIiIiIiIiLWKRRUREREREpEUssoiIiIiIiLSIRRYREREREZEWscgiIiIiIiLSIhZZREREREREWsQii4iIiIiISItYZBEREREREWkRiywiIiIiIiIt+n9BHTGwnWK1fgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in data:\n",
    "    plt.figure(figsize=(10, 3))\n",
    "    data[i].plot(legend=i)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_f(df):\n",
    "    df = df.copy()\n",
    "    df[\"hour\"] = df.index.hour\n",
    "    df[\"day\"] = df.index.day\n",
    "    df[\"month\"] = df.index.month\n",
    "    df[\"year\"] = df.index.year\n",
    "    df[\"dayofweek\"] = df.index.dayofweek\n",
    "    df[\"weekofyear\"] = df.index.isocalendar().week\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = create_f(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>hour</th>\n",
       "      <th>day</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>weekofyear</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-05-09 13:00:00</th>\n",
       "      <td>0.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.55</td>\n",
       "      <td>432.562115</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-09 14:00:00</th>\n",
       "      <td>9.55</td>\n",
       "      <td>10.00</td>\n",
       "      <td>9.55</td>\n",
       "      <td>10.00</td>\n",
       "      <td>235.774075</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-09 15:00:00</th>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>9.99</td>\n",
       "      <td>9.99</td>\n",
       "      <td>10.973567</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-09 16:00:00</th>\n",
       "      <td>9.99</td>\n",
       "      <td>9.99</td>\n",
       "      <td>9.79</td>\n",
       "      <td>9.83</td>\n",
       "      <td>62.379450</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-09 17:00:00</th>\n",
       "      <td>9.83</td>\n",
       "      <td>9.83</td>\n",
       "      <td>9.48</td>\n",
       "      <td>9.49</td>\n",
       "      <td>329.553213</td>\n",
       "      <td>17</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Open   High   Low  Close      Volume  hour  day  month  \\\n",
       "Date                                                                           \n",
       "2016-05-09 13:00:00   0.00  12.00  0.00   9.55  432.562115    13    9      5   \n",
       "2016-05-09 14:00:00   9.55  10.00  9.55  10.00  235.774075    14    9      5   \n",
       "2016-05-09 15:00:00  10.00  10.00  9.99   9.99   10.973567    15    9      5   \n",
       "2016-05-09 16:00:00   9.99   9.99  9.79   9.83   62.379450    16    9      5   \n",
       "2016-05-09 17:00:00   9.83   9.83  9.48   9.49  329.553213    17    9      5   \n",
       "\n",
       "                     year  dayofweek  weekofyear  \n",
       "Date                                              \n",
       "2016-05-09 13:00:00  2016          0          19  \n",
       "2016-05-09 14:00:00  2016          0          19  \n",
       "2016-05-09 15:00:00  2016          0          19  \n",
       "2016-05-09 16:00:00  2016          0          19  \n",
       "2016-05-09 17:00:00  2016          0          19  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(), cmap=\"Blues\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "close = df.iloc[:, 3]\n",
    "windows = []\n",
    "target = []\n",
    "length = 240\n",
    "for i in (range(len(close) - length)):\n",
    "    x = close.iloc[i:i+length]\n",
    "    y = close.iloc[i+length]\n",
    "    windows.append(x)\n",
    "    target.append(y)\n",
    "windows = np.array(windows)\n",
    "target = np.array(target).reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "sc = MinMaxScaler()\n",
    "windows_sc = sc.fit_transform(windows)\n",
    "target_sc = sc.fit_transform(target)\n",
    "\n",
    "windows_sc = windows_sc.reshape((len(windows_sc), length, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "split = int(0.8 * len(windows_sc))\n",
    "X_train = windows_sc[:split, :, :]\n",
    "X_test = windows_sc[split:, :, :]\n",
    "y_train = target_sc[:split, :]\n",
    "y_test = target_sc[split:, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(27405, 240, 1) (27405, 1)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape, y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2108c077410>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 3))\n",
    "plt.plot(df[\"Close\"][:split], label=\"Train\", linewidth=0.5)\n",
    "plt.plot(df[\"Close\"][split:], label=\"Test\", linewidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model building and training\n",
    "\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, LSTM, Dropout\n",
    "from sklearn.metrics import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential()\n",
    "model.add(LSTM(100, input_shape=(X_train.shape[1], X_train.shape[2])))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(1, activation=\"linear\"))\n",
    "\n",
    "model.compile(loss=\"mse\", optimizer=\"adam\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " lstm (LSTM)                 (None, 100)               40800     \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 100)               0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 1)                 101       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 40901 (159.77 KB)\n",
      "Trainable params: 40901 (159.77 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " lstm (LSTM)                 (None, 100)               40800     \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 100)               0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 1)                 101       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 40901 (159.77 KB)\n",
      "Trainable params: 40901 (159.77 KB)\n",
      "Non-trainable params: 0 (0.00 Byte)\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.fit(X_train, y_train, epochs=5, batch_size=100, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.plot(model.history.history[\"loss\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pred_sc = model.predict(X_test)\n",
    "# pred = sc.inverse_transform(pred_sc)\n",
    "# y_test_ic = sc.inverse_transform(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#  print(\"El coeciente de determinación es:{:.3f}\".format(r2_score(pred, y_test_ic)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "343/343 [==============================] - 138s 394ms/step - loss: 7.7001e-04\n",
      "Epoch 2/5\n",
      "343/343 [==============================] - 267s 778ms/step - loss: 2.0994e-04\n",
      "Epoch 3/5\n",
      "343/343 [==============================] - 248s 724ms/step - loss: 1.7805e-04\n",
      "Epoch 4/5\n",
      "343/343 [==============================] - 260s 758ms/step - loss: 1.6825e-04\n",
      "Epoch 5/5\n",
      "343/343 [==============================] - 249s 725ms/step - loss: 1.4757e-04\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.src.callbacks.History at 0x210a0c42310>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Nuevas predicciones\n",
    "# Volvemos a entrenar, esta vez sobre todo el dataset\n",
    "\n",
    "X = windows_sc\n",
    "y = target_sc\n",
    "\n",
    "model.fit(X, y, epochs=5, batch_size=100, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Steps en el futuro:  1056\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "from tqdm import tqdm\n",
    "\n",
    "str_d1 = \"2020-04-16\"\n",
    "str_d2 = \"2020-05-30\"\n",
    "\n",
    "# Convertimos los strings en objetos de fecha\n",
    "d1 = datetime.strptime(str_d1, \"%Y-%m-%d\")\n",
    "d2 = datetime.strptime(str_d2, \"%Y-%m-%d\")\n",
    "\n",
    "delta = d2 - d1\n",
    "steps_in_future = delta.days * 24 # Diferencia de horas\n",
    "print(\"Steps en el futuro: \", steps_in_future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/1056 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 1s 708ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 1/1056 [00:00<13:29,  1.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 129ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 2/1056 [00:00<07:22,  2.38it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 40ms/step\n",
      "1/1 [==============================] - 0s 42ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 4/1056 [00:01<03:43,  4.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 45ms/step\n",
      "1/1 [==============================] - 0s 46ms/step\n"
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   ],
   "source": [
    "# Predicción iterativa de cada step futuro\n",
    "f_wind = windows_sc[-1]\n",
    "f_tar = target_sc[-1]\n",
    "new = []\n",
    "\n",
    "for i in tqdm(range(steps_in_future)):\n",
    "    curr = np.append(f_wind[1:], [f_tar]).reshape(-1,1)\n",
    "    # print(curr,end=\"\\n\\n\")\n",
    "    next_pred = model.predict(curr.reshape(1, length, 1))\n",
    "    pred_ic = sc.inverse_transform(next_pred)\n",
    "    new.append(pred_ic[0][0])\n",
    "    f_wind = curr\n",
    "    f_tar = next_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = []\n",
    "out = np.append(df.Close.values, new)\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(out,linewidth=1, color=\"red\")\n",
    "plt.plot(df.Close.values,linewidth=1, color=\"blue\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35553, 34497)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(out), len(df.Close)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}