{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "---\n", "title: My dashboard\n", "description: Dashboard with stock, crypto and meteo\n", "show-code: False\n", "schedule: '30 8 * * 1-5'\n", "params:\n", " stock_symbol:\n", " input: select\n", " label: Select stock\n", " value: TSLA\n", " choices: [TSLA, MSFT, GME, PLTR, SNOW]\n", " crypto_symbol:\n", " input: select\n", " label: Select crypto\n", " value: BTC\n", " choices: [BTC, ETH, DOT, NMR]\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import smtplib\n", "import requests\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from matplotlib import dates as mdates\n", "from matplotlib import pyplot as plt\n", "from dotenv import load_dotenv\n", "import yfinance as yf\n", "from bloxs import B\n", "\n", "plt.style.use('ggplot')\n", "\n", "_ = load_dotenv() " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "stock_symbol = \"TSLA\"\n", "crypto_symbol = \"BTC\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# get stock data from Yahoo Finance\n", "stock = yf.Ticker(stock_symbol)\n", "stock_hist = stock.history()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# get crypto data from Binance REST API\n", "def get_crypto_data(symbol):\n", " try:\n", " response = requests.get(f\"https://www.binance.com/api/v1/klines?symbol={symbol}&interval=1d&limit=30\")\n", " candles = response.json()\n", " df = pd.DataFrame(candles, columns=[\"Open time\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\", \n", " \"Close time\", \"Quote\", \"Trades\", \"BaseVol\", \"QuoteVol\", \"Igonre\"])\n", " df[\"Date\"] = pd.to_datetime(df[\"Open time\"], unit='ms')\n", " for col in [\"Open\", \"High\", \"Low\", \"Close\", \"Volume\"]:\n", " df[col] = df[col].astype(float)\n", " df = df.set_index('Date')\n", " return df\n", " except Exception as e:\n", " print(str(e))\n", " return None\n", " \n", "crypto = get_crypto_data(f\"{crypto_symbol}USDT\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# get weather data from open meteo REST API\n", "def get_meteo_data(lat = 52.9314055, lon=23.7737443):\n", " try:\n", " url = f\"https://api.open-meteo.com/v1/forecast?latitude={lat}&longitude={lon}&hourly=temperature_2m,windspeed_10m,windgusts_10m&windspeed_unit=kn&timezone=Europe%2FBerlin\"\n", " data = requests.get(url).json()\n", " meteo = pd.DataFrame(data[\"hourly\"])\n", " meteo.time = pd.to_datetime(meteo.time)\n", " return meteo\n", " except Exception as e:\n", " print(str(e))\n", " return None\n", "\n", "meteo = get_meteo_data()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot finance charts\n", "fig, ax = plt.subplots(1, 2, figsize=(17,5))\n", "\n", "_ = ax[0].plot(stock_hist.Close, linewidth=3)\n", "ax[0].xaxis.set_major_formatter(mdates.DateFormatter('%b-%d'))\n", "_=ax[0].set_ylabel(\"USD\")\n", "ax[0].title.set_text(stock_symbol)\n", "\n", "\n", "_=ax[1].plot(crypto.Close, color=\"orange\", linewidth=3)\n", "ax[1].title.set_text(crypto_symbol)\n", "ax[1].xaxis.set_major_formatter(mdates.DateFormatter('%b-%d'))\n", "_=ax[1].set_ylabel(\"USDT\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot meteo charts\n", "fig, ax = plt.subplots(1, 2, figsize=(17,5))\n", "\n", "_=ax[0].plot(meteo.time, meteo.temperature_2m, color=\"black\")\n", "ax[0].xaxis.set_major_formatter(mdates.DateFormatter('%b-%d'))\n", "ax[0].set_ylabel(\"Celsius\")\n", "ax[0].title.set_text(\"Temperature\")\n", "\n", "_=ax[1].plot(meteo.time, meteo.windspeed_10m, label=\"Speed\", linewidth=3)\n", "_=ax[1].plot(meteo.time, meteo.windgusts_10m, label=\"Gusts\", linewidth=3)\n", "_=ax[1].title.set_text(\"Wind\")\n", "_=ax[1].set_ylabel(\"Knots\")\n", "ax[1].xaxis.set_major_formatter(mdates.DateFormatter('%b-%d'))\n", "_=ax[1].legend()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "stock_change = (stock_hist.tail(7).Close.max() - stock_hist.tail(7).Close.min())/stock_hist.tail(7).Close.max()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "crypto_change = (crypto.tail(7).Close.max() - crypto.tail(7).Close.min())/crypto.tail(7).Close.max()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "
\n", " 7.01%\n", " \n", " TSLA week change\n", " \n", " \n", "
\n", "\n", " \n", " \n", "
\n", " 11.49%\n", " \n", " BTC week change\n", " \n", " \n", "
\n", "\n", " \n", " \n", "
\n", " 24.1\n", " \n", " Max wind gusts\n", " \n", " \n", "
\n", "\n", " \n", "
" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B([\n", " B(f\"{np.round(stock_change*100, 2)}%\", f\"{stock_symbol} week change\"),\n", " B(f\"{np.round(crypto_change*100, 2)}%\", f\"{crypto_symbol} week change\"),\n", " B(meteo.windgusts_10m.max(), f\"Max wind gusts\"),\n", "])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "
\n", " 685\n", " \n", " TSLA\n", " \n", " \n", "
\n", "\n", " \n", " \n", "
\n", " 19,021\n", " \n", " BTC\n", " \n", " \n", "
\n", "\n", " \n", " \n", "
\n", " 32.1\n", " \n", " Max Temp\n", " \n", " \n", "
\n", "\n", " \n", "
" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B([\n", " B(stock_hist.Close[-1].astype(int), f\"{stock_symbol}\"),\n", " B(crypto.Close[-1].astype(int), f\"{crypto_symbol}\"),\n", " B(meteo.temperature_2m.max(), f\"Max Temp\"),\n", "])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pdenv", "language": "python", "name": "pdenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 2 }