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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting with python\n",
    "\n",
    "The main plotting module in python is `matplotlib`.  There is a lot\n",
    "that can be done with it - see the [webpage](https://matplotlib.org/gallery/index.html)\n",
    "\n",
    "## Inside a notebook\n",
    "\n",
    "Inside a jupyter notebook you get access to this in a slightly\n",
    "different way, compared to other modules:"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This only needs to be done once in a notebook, like for standard imports.\n",
    "\n",
    "> There are also interactive versions - see the practical on Jupyter notebooks for more information about this.\n",
    "\n",
    "\n",
    "The library works very similarly to plotting in matlab.  Let's start\n",
    "with some simple examples.\n",
    "\n",
    "### 2D plots"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 7,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x115f5acf8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10de868d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, 256)\n",
    "cosx, sinx = np.cos(x), np.sin(x)\n",
    "\n",
    "plt.plot(x, cosx)\n",
    "plt.plot(x, sinx, color='red', linewidth=4, linestyle='-.')\n",
    "plt.plot(x, sinx**2)\n",
    "plt.xlim(-np.pi, np.pi)\n",
    "plt.title('Our first plots')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histograms and bar charts\n",
    "\n",
    "For a simple histogram you can do this:"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 8,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "image/png": 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WtT9N8lzGX0/j6HocADBdAsVcGHc9DZc8AFgbJmUCAN0ECgCgm0ABAHQTKACAbgIFANBNoAAAugkUAEA3gQIA6CZQAADdBAoAoJtAAQB0s5YHUzXuEurbtm3Ljh07JlwbAKZFoGBK+pZeP/XU07J//6JQATAnBAqmpGfp9cUcPrw7S0tLAsUaOnDgQJaWlsY61ogSIFAwZeMuvc5aOnDgQM49d2cOH35yrOONKAECBevWuPMvkuTIkSPZsmXLWMf2fNvu+ZafzK7eS0tLwzBhRAkYj0DBOtQ3/2LgRUmeHevIcb9t937LH1j7eh/LiBIwHoGCdahn/kWS3JDkg2MeP/637b5v+cms6g0wCQIF69i435aPXiqZ1bftea335mQyKkyGQAHHMc78jZ45H8yGyagwOQIFHGMS8zeYFyajwuQIFHCMnvkbR+dAbE49IzSzv3TgMhP0EijguMb5AzP7Sx7j/lHvu1zTP6rj0sHam+XcEfNWNiaBAjaEWV6q6b0rx6WDtTbLuSPmrWxcAgVsCJO61baHywbzYpZzR8xb2bgECthQem9ZZXOZZQgc/9zzPV9n4xIoAJgT5uusZwIFQIdZfVvumdg4v89M2bzzdebh9y1QAIxldt+WJ7NuzDzbXPN15uX3LVAAjGUy35Zvu+227Ny5uuMXFxcntG4M82By6wRNl0ABrAvjDsvOfpLduN+WJ3Grr0m4a6nnskMyib66vn/fAgUwY31/WOd3kp2nss6TSVx2mN+++sIIFMCM9fxhnd9Jdn9mPp/Kutn0X3bYCH31xAQKYJ1Y++cSzO/dDszO5poQuhoCBTDHrA4L64VAAcyx9fDIcSARKIANYX3Pft+IXGYazziff17aTKAAYBVcZhrPxm83gQKAVXCZaTwb/zZhgQKAMczvZabZXnbYuLcJCxQAbBIb/7LDLAkUAGwSG/+ywywJFABsMhv3ssMsnTTrCgAA80+gAAC6CRQAQDeBAgDoJlAAAN0ECgCgm0ABAHQTKACAbgIFANBtpoGiqt5VVfdW1c+q6s6q+juzrA8AMJ6ZBYqq+sdJPp7kQ0n+dpI/SnJzVW2bVZ0AgPHMcoRiT5JPt9Z+v7X2gyTvSPJkkrfNsE4AwBhmEiiq6ueS7Epyy9FtrbWW5L8kuWgWdQIAxjer1Ua3JXlRkoPLth9Mcu5xyp86+Md/SvLfV3mqp0f+/YasfsW4b3cc23u8c8/Xuee13s7t3M69Oc599G/pdNRgYGBtVdVfSnJ/kotaa3eNbP9IkotbaxctK/+bST63trUEgA3lTa21z0/rzWc1QrGU5Nkk25dt357koeOUvznJm5Lcl+TwVGsGABvLqUnOyuBv6dTMZIQiSarqziR3tdbeO/y5khxI8onW2sdmUikAYCyzGqFIkquS/F5V3ZPk7gzu+jgtye/NsE4AwBhmFihaa9cNnznx4QwudXw3yetaaw/Pqk4AwHhmdskDANg4rOUBAHQTKACAbrNcy2NVC4NV1Wur6p6qOlxVP6yqtxynzK9X1eLwPf+oqi6d3ieYP5Nu86p6S1U9V1XPDv/5XFU9Od1PMV9W0+ZVdWZVfa6q9g/b9KoVyunnJzDpNtfPn98q2/wfVdXXquonVXWoqm6vql89Tjn9/AQm3eaT6OezevT2qhYGq6qzknw1g0d1n5fkt5P8+6r6lZEyfzfJ55P8uyR/K8mXkvznqnr51D7IHJlGmw8dSnLmyOuvTqH6c2mMBfC2JPlJkiszmKR8vPfUz09gGm0+pJ+vYIw2vzjJ15JcmuT8JLcm+UpVnTfynvr5CUyjzYf6+nlrbc1fSe5M8tsjP1eSHyf5FyuU/0iS7y3btjfJDSM//0GSLy8rc0eST83iM66315Ta/C1JHp31Z1uvr9W2+bJjb01y1XG26+dr3+b6+ZTafOSY7yf5wMjP+vnat3l3P1/zEYoxFwZ71XD/qJuXlb/oBZTZlKbY5kny81V1X1UdqCrfIIbGbPMXQj9fwRTbPNHPj2sSbV5VleTPJ3l0ZLN+voIptnnS2c9nccnjRAuDnbnCMWeuUH5rVW15njIrvedmMq0235/BcvOXZfBo9JOS3F5VL5tEpefcOG3+QujnK5tWm+vnK5tEm78vyelJrhvZpp+vbFpt3t3PZ/mkTOZca+3ODIbekiRVdUcGS+H9swyu7cHc08+npwYLP34wyWWttaVZ12czWKnNJ9HPZzFCsdqFwTLcfrzyj7XWjjxPmZXeczOZVpsfo7X2TJLvJDln/KpuGOO0+Quhn69sWm1+DP38GGO3eVVdnuR3kvx6a+3WZbv185VNq82PMU4/X/NA0Vp7Osk9SS45um14PeeSJLevcNgdo+WHfnW4/URlfmVZmU1pim1+jKo6KcnfTPJgT303gjHb/IXQz1cwxTY/hn7+Z8Zt86paSPKZJJe31m46ThH9fAVTbPPl5Vffz2c0Q/U3kjyZ5M1JfinJp5M8kuQvDvf/VpLPjpQ/K8njGdx5cG6SdyZ5Kskvj5S5KMmRJP98WOaKDJY6f/msZ+Suh9eU2vyDGfxHfnYGty7tTfJEkl+a9eddD6/Vtvlw23kZ3Cb335L8x+HPO0f26+dr3+b6+QTbPMlvDv9f8o4MvlUffW0dKaOfr32bd/fzWTbIO5Pcl+RnGaTOC0b2/W6S/7qs/MUZpLKfJflfSf7Jcd7zjUl+MCzzvQwWG5v5L3+9vCbd5hmsGHvvcP8DSb6S5BWz/pzr6TVGmz+XwXDm6Ot/Lyujn69hm+vnk23zDG7PXd7ezyb5D8veUz9fwzafRD+3OBgA0M1aHgBAN4ECAOgmUAAA3QQKAKCbQAEAdBMoAIBuAgUA0E2gAAC6CRQAQDeBAgDoJlAAAN3+H1aiJR5WXsBMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11606a940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = np.random.rand(1000)\n",
    "n,bins,_ = plt.hist((r-0.5)**2, bins=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "where it also returns the number of elements in each bin, as `n`, and\n",
    "the bin centres, as `bins`.  The `_` in the third part on the left\n",
    "hand side is a shorthand for just throwing away the corresponding part\n",
    "of the return structure.\n",
    "\n",
    "\n",
    "There is also a call for doing bar plots:"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1160f1160>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1160f1128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "samp1 = r[0:10]\n",
    "samp2 = r[10:20]\n",
    "bwidth = 0.3\n",
    "xcoord = np.arange(10)\n",
    "ax.bar(xcoord-bwidth, samp1, width=bwidth, color='red', label='Sample 1')\n",
    "ax.bar(xcoord, samp2, width=bwidth, color='blue', label='Sample 2')\n",
    "ax.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the first line returns a handle to the axis, as `ax`, that\n",
    "we can use instead of `plt`\n",
    "\n",
    "### Scatter plots"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.081407526398292296, 0.99127785557649606)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1150c6400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
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    "# setup some sizes for each point (arbitrarily example here)\n",
    "ssize = 100*abs(samp1-samp2) + 10 \n",
    "ax.scatter(samp1, samp2, s=ssize, alpha=0.5)\n",
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    "# now add the y=x line\n",
    "allsamps = np.hstack((samp1,samp2))\n",
    "ax.plot([min(allsamps),max(allsamps)],[min(allsamps),max(allsamps)], color='red', linestyle='--')\n",
    "plt.xlim(min(allsamps),max(allsamps))\n",
    "plt.ylim(min(allsamps),max(allsamps))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Subplots"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11602d470>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1160b64a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(x,cosx, '.-')\n",
    "plt.xlim(-np.pi, np.pi)\n",
    "plt.ylabel('Full sampling')\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(x[::30], cosx[::30], '.-')\n",
    "plt.xlim(-np.pi, np.pi)\n",
    "plt.ylabel('Subsampled')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Displaying images"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x11bb9e9b0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11605e2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import nibabel as nib\n",
    "import os.path as op\n",
    "nim = nib.load(op.expandvars('${FSLDIR}/data/standard/MNI152_T1_1mm.nii.gz'), mmap=False)\n",
    "imdat = nim.get_data().astype(float)\n",
    "plt.imshow(imdat[:,:,70], cmap=plt.cm.gray)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D plots"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 13,
   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Line3DCollection at 0x1194cd2b0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116132ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Taken from https://matplotlib.org/gallery/mplot3d/wire3d.html#sphx-glr-gallery-mplot3d-wire3d-py\n",
    "\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# Grab some test data.\n",
    "X, Y, Z = axes3d.get_test_data(0.05)\n",
    "\n",
    "# Plot a basic wireframe.\n",
    "ax.plot_wireframe(X, Y, Z, rstride=10, cstride=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Surface renderings are many other plots are possible - see 3D examples on\n",
    "the [matplotlib webpage](https://matplotlib.org/gallery/index.html#mplot3d-examples-index)\n",
    "\n",
    "## Plotting from standalone scripts\n",
    "\n",
    "When running from a standalone script, the same `matplotlib` import is required,\n",
    "but the line `%matplotlib <backend>` should *not* be used.\n",
    "\n",
    "In a script it is necessary to also _finish_ with `plt.show()` as\n",
    "otherwise nothing is actually displayed.  For example, the above\n",
    "examples would setup a plot but the actual graphic would only appear\n",
    "after the `plt.show()` command was executed.  Furthermore, control is\n",
    "not returned to the script immediately as the plot is interactive by default."
   ]
  }
 ],
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 "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}