322 lines
179 KiB
Plaintext
322 lines
179 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Libraries Installation"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 30,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
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"\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
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]
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}
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],
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"source": [
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"!pip install yfinance -q\n",
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"!pip install matplotlib -q"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 31,
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"metadata": {},
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"outputs": [],
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"source": [
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"import yfinance as yf\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Selection of portfolio stocks"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 32,
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"metadata": {},
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"outputs": [],
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"source": [
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"stocks = [\"AAPL\", \"MSFT\", \"PETR4.SA\", \"VALE3.SA\"]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Import financial assets data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 33,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[*********************100%***********************] 4 of 4 completed\n"
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]
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}
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],
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"source": [
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"stocks_data = yf.download(stocks, start=\"2020-01-01\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 34,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>AAPL</th>\n",
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" <th>MSFT</th>\n",
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" <th>PETR4.SA</th>\n",
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" <th>VALE3.SA</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Date</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>2020-01-02</th>\n",
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" <td>73.347954</td>\n",
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" <td>155.422043</td>\n",
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" <td>12.180104</td>\n",
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" <td>39.578945</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-01-03</th>\n",
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" <td>72.634857</td>\n",
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" <td>153.486740</td>\n",
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" <td>12.080917</td>\n",
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" <td>39.287544</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-01-06</th>\n",
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" <td>73.213608</td>\n",
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" <td>153.883499</td>\n",
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" <td>12.223745</td>\n",
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" <td>39.054432</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-01-07</th>\n",
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" <td>72.869293</td>\n",
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" <td>152.480438</td>\n",
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" <td>12.176136</td>\n",
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" <td>39.338539</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2020-01-08</th>\n",
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" <td>74.041489</td>\n",
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" <td>154.909210</td>\n",
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" <td>12.100755</td>\n",
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" <td>39.345825</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2023-08-02</th>\n",
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" <td>192.580002</td>\n",
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" <td>327.500000</td>\n",
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" <td>30.530001</td>\n",
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" <td>67.089996</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2023-08-03</th>\n",
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" <td>191.169998</td>\n",
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" <td>326.660004</td>\n",
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" <td>30.920000</td>\n",
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" <td>67.510002</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2023-08-04</th>\n",
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" <td>181.990005</td>\n",
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" <td>327.779999</td>\n",
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" <td>30.000000</td>\n",
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" <td>67.559998</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2023-08-07</th>\n",
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" <td>178.850006</td>\n",
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" <td>330.109985</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2023-08-08</th>\n",
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" <td>179.320007</td>\n",
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" <td>324.500000</td>\n",
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" <td>30.200001</td>\n",
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" <td>67.000000</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>929 rows × 4 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" AAPL MSFT PETR4.SA VALE3.SA\n",
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"Date \n",
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"2020-01-02 73.347954 155.422043 12.180104 39.578945\n",
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"2020-01-03 72.634857 153.486740 12.080917 39.287544\n",
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"2020-01-06 73.213608 153.883499 12.223745 39.054432\n",
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"2020-01-07 72.869293 152.480438 12.176136 39.338539\n",
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"2020-01-08 74.041489 154.909210 12.100755 39.345825\n",
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"... ... ... ... ...\n",
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"2023-08-02 192.580002 327.500000 30.530001 67.089996\n",
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"2023-08-03 191.169998 326.660004 30.920000 67.510002\n",
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"2023-08-04 181.990005 327.779999 30.000000 67.559998\n",
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"2023-08-07 178.850006 330.109985 NaN NaN\n",
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"2023-08-08 179.320007 324.500000 30.200001 67.000000\n",
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"\n",
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"[929 rows x 4 columns]"
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]
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},
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"execution_count": 34,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"stocks_data[\"Adj Close\"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 35,
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"stocks_data[\"Adj Close\"].plot()\n",
|
||
"\n",
|
||
"plt.title(\"Stock tracker\")\n",
|
||
"plt.xlabel(\"Date\")\n",
|
||
"plt.ylabel(\"Adjusted price\")\n",
|
||
"plt.legend(fontsize=7);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Price normalization (data scaling)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"normalized_data = stocks_data[\"Adj Close\"] / stocks_data[\"Adj Close\"].iloc[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"normalized_data.plot()\n",
|
||
"\n",
|
||
"plt.title(\"Stock Tracker (normalized)\")\n",
|
||
"plt.xlabel(\"Date\")\n",
|
||
"plt.ylabel(\"Ajusted price\")\n",
|
||
"plt.legend(fontsize=7);"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "venv",
|
||
"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": "3.10.11"
|
||
},
|
||
"orig_nbformat": 4
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|