{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python Data Viz Libraries Compared: 8 Popular Graphs Made with pandas, matplotlib, seaborn, and plotly.express\n", "\n", "Author: [Dylan Castillo](https://twitter.com/_dylancastillo)\n", "\n", "I'm teaching a course about the essential tools of Data Science. Among those, I'm going to cover how to use some of the most popular data visualization libraries in Python: `pandas` (yes, that's not a typo!), `matplotlib`, `seaborn`, and `plotly.express`.\n", "\n", "I thought it be useful for my students to have cheat sheet with some popular graphs made with each of these tools. So I wrote this cheat sheet.\n", "\n", "In the next sections, you'll learn how to set up your local environment, read the data, and get the code to make the following types of graphs:\n", "\n", "- Line plot\n", "- Grouped bars plot\n", "- Stacked bars plot\n", "- Area chart\n", "- Pie/Donut chart\n", "- Histogram\n", "- Scatter plot\n", "- Boxplot\n", "\n", "Let me know what you think!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set Up a Virtual Environment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Working with virtual environments will save you lots of headhaches when working in Python project. So, you'll start by creating one, and installing the required libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're using `venv`, then here's how you set up your local enviroment:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "$ python3 -m venv .dataviz\n", "$ source .dataviz/bin/activate\n", "(.dataviz) $ python3 -m pip install pandas==1.2.4 numpy==1.2.0 matplotlib==3.4.2 plotly==4.14.3 seaborn==0.11.1 notebook==6.4.0\n", "(.dataviz) $ jupyter notebook \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're using `conda`, then you need to run these commands:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "$ conda create --name .dataviz\n", "$ conda activate .dataviz\n", "(.dataviz) $ conda install pandas==1.2.4 numpy==1.19.2 matplotlib==3.4.2 plotly==4.14.3 seaborn==0.11.1 notebook==6.4.0 -y\n", "$ jupyter notebook\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! These commands will:\n", "\n", "1. Create a virtual environment called `.dataviz`\n", "2. Active the virtual environment\n", "3. Install the required packages (`pandas`, `numpy`, `matplotlib`, `plotly`, `seaborn`, and `notebook`)\n", "4. Start a Jupyter Notebook\n", "\n", "Note that if you're only planning on using just one of the data visualization libraries, then feel free not to install all of them. For example, if you want to use `plotly.express`, you don't need to install `matplotlib` and `seaborn`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Start Jupyter Notebook and Import Libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Open *Jupyter Notebook*. Then, create a new notebook by clicking on *New > Python3 notebook* in the menu. By now, you should have an empty Jupyter notebook in front of you. Now, let's get to the fun part!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, you'll need to import the required libraries. Create a new cell in your notebook and paste the following code to import the required libraries:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# All\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# matplotlib\n", "import matplotlib.ticker as mtick\n", "import matplotlib.pyplot as plt\n", "\n", "# plotly\n", "import plotly.io as pio\n", "import plotly.express as px\n", "\n", "# seaborn\n", "import seaborn as sns\n", "\n", "# Set templates\n", "pio.templates.default = \"seaborn\"\n", "plt.style.use(\"seaborn\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This code will import the required libraries and set up the themes for `matplotlib` and `plotly`. Each library provides you with a specific set of functionalities:\n", " \n", "- `pandas` helps you read the data\n", "- `matplotlib.pyplot`, `plotly.express` and `seaborn` will help you make the graphs\n", "- `matplotlib.ticker` provides with a way to set specific settings of the tickers on your axes in your `matplotlib` graphs\n", "- `plotly.io` makes it easy to define a specific theme for your plotly graphs\n", "\n", "In **lines 17 and 18**, you define the themes for `plotly` and `matplotlib`. In this case, you set them to use the `seaborn` theme. This will make the graphs from all the libraries look similar." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understand the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Throughout this tutorial you'll use a [dataset](https://github.com/szrlee/Stock-Time-Series-Analysis) with stock market data for 29 companies compiled by [ichardddddd](https://github.com/szrlee). It has the following columns:\n", "\n", "- **Date**: Date corresponding to observed value\n", "- **Open**: Price (in USD) at market open at the specified date\n", "- **High**: Highest price (in USD) reached during the corresponding date\n", "- **Low**: Lowest price (in USD) reached during the corresponding date \n", "- **Close**: Price (in USD) at market close at the specified date\n", "- **Volume**: Number of shares traded\n", "- **Name**: Stock symbol of the company\n", "\n", "You can take a look ad the data by taking a sample of a few rows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateOpenHighLowCloseVolumeName
259312013-01-1852.2452.3451.8152.348492176DIS
532042013-06-0598.1398.1696.1296.425394802MCD
399462008-09-26117.21121.01117.01119.424760683IBM
371912009-10-1527.2827.3727.0527.3013350145HD
28772017-06-08204.84206.03204.09205.942451348MMM
\n", "
" ], "text/plain": [ " Date Open High Low Close Volume Name\n", "25931 2013-01-18 52.24 52.34 51.81 52.34 8492176 DIS\n", "53204 2013-06-05 98.13 98.16 96.12 96.42 5394802 MCD\n", "39946 2008-09-26 117.21 121.01 117.01 119.42 4760683 IBM\n", "37191 2009-10-15 27.28 27.37 27.05 27.30 13350145 HD\n", "2877 2017-06-08 204.84 206.03 204.09 205.94 2451348 MMM" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "df.sample(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a **long** dataset (in regards to the stock names). In the next sections, you'll notice that some libraries make it easy to work with data in this form, and others will require you to transform it into a wide dataset.\n", "\n", "That's it! Now you can find whatever graph you'd like to make and copy-paste its code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "df = df.loc[df.Name.isin([\"AAPL\", \"JPM\", \"GOOGL\", \"AMZN\"]), [\"Date\", \"Name\", \"Close\"]]\n", "df[\"Date\"] = pd.to_datetime(df.Date)\n", "df.rename(columns={\"Close\": \"Closing Price\"}, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line Plot Using `pandas`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide = df.pivot(index=\"Date\", columns=\"Name\", values=\"Closing Price\")\n", "df_wide.plot(\n", " title=\"Stock prices (2006 - 2017)\", ylabel=\"Closing Price\", figsize=(12, 6), rot=0\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line Plot Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "for i, g in df.groupby(\"Name\"):\n", " ax.plot(g[\"Date\"], g[\"Closing Price\"], label=i)\n", "\n", "ax.set_title(\"Stock prices (2006 - 2017)\")\n", "ax.set_ylabel(\"Closing Price\")\n", "ax.set_xlabel(\"Date\")\n", "ax.legend(title=\"Name\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line Plot Using `seaborn`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Stock Prices (2006 - 2017)')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "sns.lineplot(data=df, x=\"Date\", y=\"Closing Price\", hue=\"Name\", ax=ax)\n", "ax.set_title(\"Stock Prices (2006 - 2017)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line Plot Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Name=AAPL
Date=%{x}
Closing Price=%{y}", "legendgroup": "AAPL", "line": { "color": "rgb(76,114,176)", "dash": "solid" }, "mode": "lines", "name": "AAPL", "showlegend": true, "type": "scattergl", "x": [ "2006-01-03T00:00:00", "2006-01-04T00:00:00", "2006-01-05T00:00:00", "2006-01-06T00:00:00", "2006-01-09T00:00:00", "2006-01-10T00:00:00", "2006-01-11T00:00:00", "2006-01-12T00:00:00", "2006-01-13T00:00:00", "2006-01-17T00:00:00", "2006-01-18T00:00:00", "2006-01-19T00:00:00", "2006-01-20T00:00:00", "2006-01-23T00:00:00", "2006-01-24T00:00:00", "2006-01-25T00:00:00", "2006-01-26T00:00:00", "2006-01-27T00:00:00", "2006-01-30T00:00:00", "2006-01-31T00:00:00", "2006-02-01T00:00:00", "2006-02-02T00:00:00", "2006-02-03T00:00:00", "2006-02-06T00:00:00", "2006-02-07T00:00:00", "2006-02-08T00:00:00", "2006-02-09T00:00:00", "2006-02-10T00:00:00", "2006-02-13T00:00:00", "2006-02-14T00:00:00", "2006-02-15T00:00:00", "2006-02-16T00:00:00", "2006-02-17T00:00:00", "2006-02-21T00:00:00", "2006-02-22T00:00:00", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.line(\n", " df,\n", " x=\"Date\",\n", " y=\"Closing Price\",\n", " color=\"Name\",\n", " title=\"Stock Prices (2006 - 2017)\",\n", " width=900,\n", " height=500,\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouped Bars Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "df = df[df.Name == \"AAPL\"]\n", "df[\"Year\"] = pd.to_datetime(df.Date).dt.year\n", "df = df.query(\"Year >= 2014\").groupby(\"Year\").max().reset_index(drop=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouped Bars Using `pandas`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot.bar(\n", " x=\"Year\",\n", " y=[\"Open\", \"Close\"],\n", " rot=0,\n", " figsize=(12, 6),\n", " ylabel=\"Price in USD\",\n", " title=\"Max Opening and Closing Prices per Year for AAPL\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouped Bars Using `matplotlib` " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "x = np.arange(len(df.Year))\n", "width = 0.25\n", "\n", "ax.bar(x - width / 2, df.Close, width, label=\"Open\")\n", "ax.bar(x + width / 2, df.Open, width, label=\"Close\")\n", "\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Price in USD\")\n", "ax.set_title(\"Max Opening and Closing Prices per Year for AAPL\")\n", "\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(df.Year)\n", "\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouped Bars Using `seaborn`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_long = df.melt(\n", " id_vars=\"Year\",\n", " value_vars=[\"Open\", \"Close\"],\n", " var_name=\"Category\",\n", " value_name=\"Price\",\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "sns.barplot(data=df_long, x=\"Year\", y=\"Price\", hue=\"Category\", ax=ax)\n", "\n", "ax.set_title(\"Max Opening and Closing Prices per Year for AAPL\")\n", "ax.legend(title=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouped Bars Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "variable=Open
Year=%{x}
Price in USD=%{y}", "legendgroup": "Open", "marker": { "color": "rgb(76,114,176)" }, "name": "Open", "offsetgroup": "Open", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 119.27, 134.46, 118.18, 175.11 ], "yaxis": "y" }, { "alignmentgroup": "True", "hovertemplate": "variable=Close
Year=%{x}
Price in USD=%{y}", "legendgroup": "Close", "marker": { "color": "rgb(221,132,82)" }, "name": "Close", "offsetgroup": "Close", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 119, 133, 118.25, 176.42 ], "yaxis": "y" } ], "layout": { "barmode": "group", "height": 500, "legend": { "title": { "text": "variable" }, "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "rgb(234,234,242)", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(234,234,242)", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", 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"rgb(36,36,36)" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "rgb(234,234,242)", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "paper_bgcolor": "white", "plot_bgcolor": "rgb(234,234,242)", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "bgcolor": "rgb(234,234,242)", "radialaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "fillcolor": "rgb(67,103,167)", "line": { "width": 0 }, "opacity": 0.5 }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "bgcolor": "rgb(234,234,242)", "caxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" } }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" } } }, "title": { "text": "Max Opening and Closing Prices per Year for AAPL" }, "width": 900, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Year" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "Price in USD" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.bar(\n", " df,\n", " x=\"Year\",\n", " y=[\"Open\", \"Close\"],\n", " title=\"Max Opening and Closing Prices per Year for AAPL\",\n", " barmode=\"group\",\n", " labels={\"value\": \"Price in USD\"},\n", " width=900,\n", " height=500,\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stacked Bars Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "stocks_filter = [\"AAPL\", \"JPM\", \"GOOGL\", \"AMZN\", \"IBM\"]\n", "df = df[df.Name.isin(stocks_filter)]\n", "df[\"Date\"] = pd.to_datetime(df.Date)\n", "df[\"Year\"] = pd.to_datetime(df.Date).dt.year\n", "df[\"Volume\"] = df[\"Volume\"] / 1e9\n", "\n", "df = (\n", " df[[\"Year\", \"Volume\", \"Name\"]]\n", " .query(\"Year >= 2012\")\n", " .groupby([\"Year\", \"Name\"])\n", " .sum()\n", " .reset_index(drop=False)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacked Bars Using `pandas` " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide = df.pivot(index=\"Year\", columns=\"Name\", values=\"Volume\")\n", "df_wide.plot.bar(\n", " rot=0,\n", " figsize=(12, 6),\n", " ylabel=\"Volume (billions of shares)\",\n", " title=\"Trading volume per year for selected shares\",\n", " stacked=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacked Bars Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "bottom = np.zeros(df.Year.nunique())\n", "for i, g in df.groupby(\"Name\"):\n", " ax.bar(g[\"Year\"], g[\"Volume\"], bottom=bottom, label=i, width=0.5)\n", " bottom += g[\"Volume\"].values\n", "\n", "ax.set_title(\"Trading volume per year for selected shares\")\n", "ax.set_ylabel(\"Volume (billions of shares)\")\n", "ax.set_xlabel(\"Year\")\n", "\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacked Bars Using `seaborn`" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "ax = sns.histplot(\n", " x=df.Year,\n", " hue=df.Name,\n", " weights=df.Volume,\n", " multiple=\"stack\",\n", " shrink=0.5,\n", " discrete=True,\n", " hue_order=df.groupby(\"Name\").Volume.sum().sort_values().index,\n", ")\n", "\n", "ax.set_title(\"Trading volume per year for selected shares\")\n", "ax.set_ylabel(\"Volume (billions of shares)\")\n", "\n", "legend = ax.get_legend()\n", "legend.set_bbox_to_anchor((1, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacked Bars Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "Name=AAPL
Year=%{x}
Volume (billions of shares)=%{y}", "legendgroup": "AAPL", "marker": { "color": "rgb(76,114,176)" }, "name": "AAPL", "offsetgroup": "AAPL", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2012, 2013, 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 32.99407634600002, 25.606397999000002, 15.93449268999999, 13.01993994000001, 9.62582038899999, 6.811235882999998 ], "yaxis": "y" }, { "alignmentgroup": "True", "hovertemplate": "Name=AMZN
Year=%{x}
Volume (billions of shares)=%{y}", "legendgroup": "AMZN", "marker": { "color": "rgb(221,132,82)" }, "name": "AMZN", "offsetgroup": "AMZN", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2012, 2013, 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 1.0502335309999997, 0.7483784509999997, 1.0302262570000003, 0.9542457990000002, 1.0340164810000003, 0.8829259000000002 ], "yaxis": "y" }, { "alignmentgroup": "True", "hovertemplate": "Name=GOOGL
Year=%{x}
Volume (billions of shares)=%{y}", "legendgroup": "GOOGL", "marker": { "color": "rgb(85,168,104)" }, "name": "GOOGL", "offsetgroup": "GOOGL", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2012, 2013, 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 0.6499988339999999, 0.526336666, 0.5298585290000001, 0.5458424830000003, 0.49376910199999985, 0.4058622620000001 ], "yaxis": "y" }, { "alignmentgroup": "True", "hovertemplate": "Name=IBM
Year=%{x}
Volume (billions of shares)=%{y}", "legendgroup": "IBM", "marker": { "color": "rgb(196,78,82)" }, "name": "IBM", "offsetgroup": "IBM", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2012, 2013, 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 1.0208740870000006, 1.0699993530000003, 1.140046828999999, 1.1009591040000004, 1.0164183930000004, 1.0677615709999995 ], "yaxis": "y" }, { "alignmentgroup": "True", "hovertemplate": "Name=JPM
Year=%{x}
Volume (billions of shares)=%{y}", "legendgroup": "JPM", "marker": { "color": "rgb(129,114,179)" }, "name": "JPM", "offsetgroup": "JPM", "orientation": "v", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 2012, 2013, 2014, 2015, 2016, 2017 ], "xaxis": "x", "y": [ 8.267915072000001, 5.324287796999997, 3.985797974, 3.992625707000002, 4.289325011000001, 3.4880626160000014 ], "yaxis": "y" } ], "layout": { "barmode": "stack", "height": 500, "legend": { "title": { "text": "Name" }, "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "rgb(234,234,242)", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(234,234,242)", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, 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"width": 900, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Year" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "Volume (billions of shares)" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.bar(\n", " df,\n", " x=\"Year\",\n", " y=\"Volume\",\n", " color=\"Name\",\n", " title=\"Trading volume per year for selected shares\",\n", " barmode=\"stack\",\n", " labels={\"Volume\": \"Volume (billions of shares)\"},\n", " width=900,\n", " height=500,\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Area Chart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "stocks = [\"AAPL\", \"AMZN\", \"GOOGL\", \"IBM\", \"JPM\"]\n", "df = df.loc[df.Name.isin(stocks), [\"Date\", \"Name\", \"Volume\"]]\n", "df[\"Date\"] = pd.to_datetime(df.Date)\n", "df = df[df.Date.dt.year >= 2017]\n", "df[\"Volume Perc\"] = df[\"Volume\"] / df.groupby(\"Date\")[\"Volume\"].transform(\"sum\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Area Chart Using `pandas`" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide = df.pivot(index=\"Date\", columns=\"Name\", values=\"Volume Perc\")\n", "\n", "ax = df_wide.plot.area(\n", " rot=0,\n", " figsize=(12, 6),\n", " title=\"Distribution of daily trading volume - 2017\",\n", " stacked=True,\n", ")\n", "ax.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Area Chart Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide = df.pivot(index=\"Date\", columns=\"Name\", values=\"Volume Perc\")\n", "\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "ax.stackplot(df_wide.index, [df_wide[col].values for col in stocks], labels=stocks)\n", "ax.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")\n", "\n", "ax.set_title(\"Distribution of daily trading volume - 2017\")\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Area Chart Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Name=AAPL
Date=%{x}
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"backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "fillcolor": "rgb(67,103,167)", "line": { "width": 0 }, "opacity": 0.5 }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "bgcolor": "rgb(234,234,242)", "caxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" } }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" } } }, "title": { "text": "Distribution of daily trading volume - 2017" }, "width": 900, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Date" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "tickformat": "%", "title": { "text": "Volume Perc" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.area(\n", " df,\n", " x=\"Date\",\n", " y=\"Volume Perc\",\n", " color=\"Name\",\n", " title=\"Distribution of daily trading volume - 2017\",\n", " width=900,\n", " height=500,\n", ")\n", "fig.update_layout(yaxis_tickformat=\"%\")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pie or Donut Chart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "stocks_filter = [\"AAPL\", \"JPM\", \"GOOGL\", \"AMZN\", \"IBM\"]\n", "df = df.loc[df.Name.isin(stocks_filter), [\"Name\", \"Volume\"]]\n", "df = df.groupby(\"Name\").sum().reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pie/Donut Chart Using `pandas`" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.set_index(\"Name\").plot.pie(\n", " y=\"Volume\",\n", " wedgeprops=dict(width=0.5),\n", " figsize=(8, 8),\n", " autopct=\"%1.0f%%\",\n", " pctdistance=0.75,\n", " title=\"Distribution of trading volume for selected stocks (2006 - 2017)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pie/Donut Chart Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "ax.pie(\n", " df.Volume,\n", " labels=df.Name,\n", " autopct=\"%1.0f%%\",\n", " wedgeprops=dict(width=0.5),\n", " pctdistance=0.75,\n", ")\n", "ax.set_title(\"Distribution of trading volume for selected stocks (2006 - 2017)\")\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pie/Donut Chart Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ "AAPL" ], [ "AMZN" ], [ "GOOGL" ], [ "IBM" ], [ "JPM" ] ], "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hole": 0.5, "hovertemplate": "Name=%{customdata[0]}
Volume=%{value}", "labels": [ "AAPL", "AMZN", "GOOGL", "IBM", "JPM" ], "legendgroup": "", "marker": { "colors": [ "rgb(76,114,176)", "rgb(221,132,82)", "rgb(85,168,104)", "rgb(196,78,82)", "rgb(129,114,179)" ] }, "name": "", "showlegend": true, "type": "pie", "values": [ 395928831057, 17907839742, 10721989174, 17435367880, 85374727984 ] } ], "layout": { "height": 500, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "rgb(36,36,36)" }, "error_y": { "color": "rgb(36,36,36)" }, "marker": { "line": { "color": "rgb(234,234,242)", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(234,234,242)", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "baxis": { "endlinecolor": "rgb(36,36,36)", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "rgb(36,36,36)" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "tickcolor": "rgb(36,36,36)", "ticklen": 8, "ticks": "outside", "tickwidth": 2 }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "tickcolor": "rgb(36,36,36)", "ticklen": 8, "ticks": "outside", "tickwidth": 2 }, "colorscale": [ [ 0, "rgb(2,4,25)" ], [ 0.06274509803921569, "rgb(24,15,41)" ], [ 0.12549019607843137, "rgb(47,23,57)" ], [ 0.18823529411764706, "rgb(71,28,72)" ], [ 0.25098039215686274, "rgb(97,30,82)" ], [ 0.3137254901960784, "rgb(123,30,89)" ], [ 0.3764705882352941, "rgb(150,27,91)" ], [ 0.4392156862745098, "rgb(177,22,88)" ], [ 0.5019607843137255, "rgb(203,26,79)" ], [ 0.5647058823529412, "rgb(223,47,67)" ], [ 0.6274509803921569, "rgb(236,76,61)" ], [ 0.6901960784313725, "rgb(242,107,73)" ], [ 0.7529411764705882, "rgb(244,135,95)" ], [ 0.8156862745098039, "rgb(245,162,122)" ], [ 0.8784313725490196, "rgb(246,188,153)" ], [ 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"rgb(246,188,153)" ], [ 0.9411764705882353, "rgb(247,212,187)" ], [ 1, "rgb(250,234,220)" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "tickcolor": "rgb(36,36,36)", "ticklen": 8, "ticks": "outside", "tickwidth": 2 }, "colorscale": [ [ 0, "rgb(2,4,25)" ], [ 0.06274509803921569, "rgb(24,15,41)" ], [ 0.12549019607843137, "rgb(47,23,57)" ], [ 0.18823529411764706, "rgb(71,28,72)" ], [ 0.25098039215686274, "rgb(97,30,82)" ], [ 0.3137254901960784, "rgb(123,30,89)" ], [ 0.3764705882352941, "rgb(150,27,91)" ], [ 0.4392156862745098, "rgb(177,22,88)" ], [ 0.5019607843137255, "rgb(203,26,79)" ], [ 0.5647058823529412, "rgb(223,47,67)" ], [ 0.6274509803921569, "rgb(236,76,61)" ], [ 0.6901960784313725, "rgb(242,107,73)" ], [ 0.7529411764705882, "rgb(244,135,95)" ], [ 0.8156862745098039, "rgb(245,162,122)" ], [ 0.8784313725490196, "rgb(246,188,153)" ], [ 0.9411764705882353, "rgb(247,212,187)" ], [ 1, "rgb(250,234,220)" ] ], "type": "heatmapgl" } ], "histogram": [ { 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"lakecolor": "white", "landcolor": "rgb(234,234,242)", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "paper_bgcolor": "white", "plot_bgcolor": "rgb(234,234,242)", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "bgcolor": "rgb(234,234,242)", "radialaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "fillcolor": "rgb(67,103,167)", "line": { "width": 0 }, "opacity": 0.5 }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "bgcolor": "rgb(234,234,242)", "caxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" } }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" } } }, "title": { "text": "Distribution of trading volume for selected stocks (2006 - 2017)" }, "width": 900 } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.pie(\n", " data_frame=df,\n", " values=\"Volume\",\n", " names=\"Name\",\n", " hole=0.5,\n", " color=\"Name\",\n", " title=\"Distribution of trading volume for selected stocks (2006 - 2017)\",\n", " width=900,\n", " height=500,\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histogram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "stocks_filter = [\"GOOGL\", \"AMZN\"]\n", "df = df.loc[df.Name.isin(stocks_filter), [\"Name\", \"Close\"]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram Using `pandas`" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Closing Price')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "for idx, (i, g) in enumerate(df.groupby(\"Name\")):\n", " if idx == 0:\n", " _, bins, _ = ax.hist(g.Close, alpha=0.75, label=i, bins=30)\n", " else:\n", " ax.hist(g.Close, alpha=0.75, label=i, bins=bins)\n", "\n", "ax.legend()\n", "ax.set_title(\"Distribution of Closing Prices - GOOGL vs. AMZN\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_xlabel(\"Closing Price\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Closing Price')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "for idx, (i, g) in enumerate(df.groupby(\"Name\")):\n", " if idx == 0:\n", " _, bins, _ = ax.hist(g.Close, alpha=0.75, label=i, bins=30)\n", " else:\n", " ax.hist(g.Close, alpha=0.75, label=i, bins=bins)\n", "\n", "ax.legend()\n", "ax.set_title(\"Distribution of Closing Prices - GOOGL vs. AMZN\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_xlabel(\"Closing Price\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram Using `seaborn`" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Closing Price')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "sns.histplot(data=df, x=\"Close\", hue=\"Name\", ax=ax)\n", "ax.set_title(\"Distribution of Closing Prices - GOOGL vs. AMZN\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_xlabel(\"Closing Price\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hovertemplate": "Name=GOOGL
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.histogram(\n", " df,\n", " x=\"Close\",\n", " color=\"Name\",\n", " labels={\"Close\": \"Closing Price\", \"count\": \"Frequency\"},\n", " title=\"Distribution of Closing Prices - GOOGL vs. AMZN\",\n", " barmode=\"overlay\",\n", " width=900,\n", " height=500,\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatter Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data as follows:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "stocks_filter = [\"GOOGL\", \"AMZN\"]\n", "df = df.loc[\n", " (df.Name.isin(stocks_filter)) & (pd.to_datetime(df.Date).dt.year >= 2017),\n", " [\"Date\", \"Name\", \"Open\", \"Close\"],\n", "]\n", "df[\"Return\"] = (df[\"Close\"] - df[\"Open\"]) / df[\"Open\"]\n", "df_wide = df.pivot(index=\"Date\", columns=\"Name\", values=\"Return\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plot Using `pandas`" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = df_wide.plot.scatter(\n", " x=\"GOOGL\", y=\"AMZN\", title=\"Daily returns - GOOGL vs. AMZN\", figsize=(8, 8)\n", ")\n", "\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n", "ax.xaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plot Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.ticker as mtick\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "ax.scatter(x=df_wide[\"GOOGL\"], y=df_wide[\"AMZN\"])\n", "\n", "ax.set_xlabel(\"GOOGL\")\n", "ax.set_ylabel(\"AMZN\")\n", "ax.set_title(\"Daily returns - GOOGL vs. AMZN\")\n", "\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n", "ax.xaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plot Using `seaborn`" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "sns.scatterplot(data=df_wide, x=\"GOOGL\", y=\"AMZN\", ax=ax)\n", "\n", "ax.set_title(\"Daily returns - GOOGL vs AMZN\")\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n", "ax.xaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plot Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "GOOGL=%{x}
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"gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "rgb(234,234,242)", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "showgrid": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "fillcolor": "rgb(67,103,167)", "line": { "width": 0 }, "opacity": 0.5 }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" }, "bgcolor": "rgb(234,234,242)", "caxis": { "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "" } }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "showgrid": true, "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white" } } }, "title": { "text": "Daily returns - GOOGL vs. AMZN" }, "width": 600, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "tickformat": "%", "title": { "text": "GOOGL" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "tickformat": "%", "title": { "text": "AMZN" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide[\"GOOGL\"] = df_wide[\"GOOGL\"]\n", "df_wide[\"AMZN\"] = df_wide[\"AMZN\"]\n", "\n", "fig = px.scatter(\n", " df_wide,\n", " x=\"GOOGL\",\n", " y=\"AMZN\",\n", " title=\"Daily returns - GOOGL vs. AMZN\",\n", " width=600,\n", " height=600,\n", ")\n", "fig.update_layout(yaxis_tickformat=\"%\", xaxis_tickformat=\"%\")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boxplot " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/szrlee/Stock-Time-Series-Analysis/master/data/all_stocks_2006-01-01_to_2018-01-01.csv\"\n", "df = pd.read_csv(url)\n", "\n", "stocks = [\"AMZN\", \"GOOGL\", \"IBM\", \"JPM\"]\n", "df = df.loc[\n", " (df.Name.isin(stocks)) & (pd.to_datetime(df.Date).dt.year == 2016),\n", " [\"Date\", \"Name\", \"Close\", \"Open\"],\n", "]\n", "df[\"Return\"] = (df[\"Close\"] - df[\"Open\"]) / df[\"Open\"]\n", "df[\"Date\"] = pd.to_datetime(df.Date)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot Using `pandas`" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide = df.pivot(index=\"Date\", columns=\"Name\", values=\"Return\")\n", "ax = df_wide.boxplot(column=stocks)\n", "\n", "ax.set_ylabel(\"Daily returns\")\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot Using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_wide = df.pivot(index=\"Date\", columns=\"Name\", values=\"Return\")\n", "\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "ax.boxplot([df_wide[col] for col in stocks], vert=True, autorange=True, labels=stocks)\n", "\n", "ax.set_ylabel(\"Daily returns\")\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot Using `seaborn`" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(x=\"Name\", y=\"Return\", data=df, order=stocks)\n", "\n", "ax.set_ylabel(\"Daily returns\")\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot Using `plotly.express`" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "Name=%{x}
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