{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas      version: 1.1.2\n",
      "mplfinance  version: 0.12.7a14\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import mplfinance as mpf\n",
    "import io\n",
    "print('pandas      version:',pd.__version__)\n",
    "print('mplfinance  version:',mpf.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Saving your plot to a file (or to an io buffer):\n",
    "\n",
    "- `mplfinance.plot()` allows you to save your plot to a file, or io-buffer, using the `savefig` keyword.\n",
    "- The value of `savefig` may be a `str`, `dict`, `io.ByteIO` object, or `pathlib.Path` object. \n",
    "  - If the value is a `str` then it is assumed to be the file name to which to save the figure/plot.\n",
    "  - If the value is an `io.ByteIO` object, then the figure will be saved to the io buffer object.  This avoids interaction with disk, and can also be useful when mplfinance is behind a web server (so that requests for an image file can be serviced without going to disk).\n",
    "  - Using a `pathlib.Path` object (or anything using the `os.PathLike` interface) helps with path manpulation and cross-platform path management.\n",
    "\n",
    "If the file extension is one of those recognized by `matplotlib.pyplot.savefig()` then the file type will be inferred from the extension, for example: `.pdf`, `.svg`, `.png`, `.jpg` ...\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%capture \n",
    "## cell magic function `%%capture` blocks jupyter notebook output,\n",
    "## which is not needed here since the plot is saved to a file anyway:\n",
    "mpf.plot(df,type='candle',volume=True,savefig='testsave.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can use IPython.display.Image to display the image file here in the notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython.display as IPydisplay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-r--r-- 1 dino dino 24821 Apr 18 22:49 \u001b[0m\u001b[01;35mtestsave.png\u001b[0m\r\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%ls -l testsave.png\n",
    "IPydisplay.Image(filename='testsave.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can use io to save the plot as a byte buffer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture \n",
    "## cell magic function `%%capture` blocks jupyter notebook output, \n",
    "## which is not needed here, since the plot is saved to the io-buffer anyway:\n",
    "buf = io.BytesIO()\n",
    "mpf.plot(df,type='candle',volume=True,savefig=buf)\n",
    "buf.seek(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can use Ipython.display.Image to display the image in the ioBytes buffer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IPydisplay.Image(buf.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can use `pathlib.Path` objects as output filenames:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pathlib\n",
    "ourpath = pathlib.Path(\"/tmp\") / \"ourfigure.png\"\n",
    "mpf.plot(df, type='candle', volume=True, mav=(3, 7, 13), savefig=ourpath)\n",
    "IPydisplay.Image(ourpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Specifying image attributes with `savefig`\n",
    "\n",
    "We can control various attributes of the saved figure/plot by passing a `dict`ionary as the value for the `savefig` keyword.\n",
    "\n",
    "The dictionary **must** contain the keyword `fname` for the file name to be saved, **and *may* contain any of the other keywords accepted by [`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**  (for example: dpi, facecolor, edgecolor, orientation, format, metadata, quality)\n",
    "\n",
    "When creating the `dict`, I recommend using the `dict()` constructor so that that `keyword=` syntax may be used and thereby more closely resemble calling:\n",
    "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "## %%capture blocks jupyter notebook output; plots are saved to files anyway:\n",
    "save = dict(fname='tsave30.jpg',dpi=30,pad_inches=0.25)\n",
    "mpf.plot(df,volume=True,savefig=save)\n",
    "mpf.plot(df,volume=True,savefig=dict(fname='tsave100.jpg',dpi=100,pad_inches=0.25))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-r--r-- 1 dino dino 11280 Apr 18 22:49 \u001b[0m\u001b[01;35mtsave30.jpg\u001b[0m\n",
      "-rw-r--r-- 1 dino dino 54741 Apr 18 22:49 \u001b[0m\u001b[01;35mtsave100.jpg\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%ls -l tsave30.jpg\n",
    "%ls -l tsave100.jpg\n",
    "IPydisplay.Image(filename='tsave30.jpg')\n",
    "IPydisplay.Image(filename='tsave100.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specifying image attributes (via `savefig`) dict also works with an io.BytesIO buffer:\n",
    "- Just assign the io-buffer to the `fname` key in the savefig dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "buf30dpi  = io.BytesIO()\n",
    "buf100dpi = io.BytesIO()\n",
    "mpf.plot(df,volume=True,savefig=dict(fname=buf30dpi ,dpi=30 ,pad_inches=0.25))\n",
    "mpf.plot(df,volume=True,savefig=dict(fname=buf100dpi,dpi=100,pad_inches=0.25))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use Ipython.display.Image to display the buffer contents:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ = buf30dpi.seek(0)\n",
    "IPydisplay.Image(buf30dpi.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ = buf100dpi.seek(0)\n",
    "IPydisplay.Image(buf100dpi.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## A note about `jpeg` files:\n",
    "\n",
    "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** uses the Python Image Library (PIL or pillow) to save jpeg files.  \n",
    "Thus you must have pillow installed (`pip install pillow`) to save jpeg images.  \n",
    "\n",
    "**Version 3.1.2 of matplotlib has an incompatibility with version 7.x.x of pillow** (which was released to PyPI on On January 2, 2020.  This incompatibility was **[fixed here](https://github.com/matplotlib/matplotlib/pull/16086/commits)** however (as of this writting) the fixed version of matplotlib was not yet on PyPI (to be pip installable), *but it may be by the time you read this*.\n",
    "\n",
    "If you encounter an exception when trying to save a jpeg file, that says \"format 'jpg' is not supported\" check that you have pillow installed.  If you do have pillow 7.x.x installed, and you are encountering this exception, the permanent fix for the problem is to upgrade to the new version of matplotlib `pip install --upgrade matplotlib`.  (This should work if the new version of matplotlib is on Pypi at the time).\n",
    "\n",
    "If upgrading matplotlib doesn't work, you can immediately fix this problem in one of the following temporary solutions:\n",
    "\n",
    "- install the previous version of pillow: **`pip install Pillow==6.2.2`**\n",
    "- edit your installed version of `.../site-packages/matplotlib/backend_bases.py` and apply **[this one-line fix](https://github.com/matplotlib/matplotlib/pull/16086/files).**\n",
    "\n",
    "\n",
    "---"
   ]
  }
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