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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Matplotlib Inset Axes.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNgwk6LK7GdnGssYgmxJzgl"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# Mastering Inset Axes in Matplotlib\n","\n","In this notebook, I go through how to use inset axes in matplotlib.\n","Inset axes can be used to:\n","\n","1. Zoom in on specific parts of plots to show them in greater detail.\n","2. Replace empty space in a plot with additional information.\n","3. Give your figures a little extra zing!\n","\n","This notebook is structed as follows: 1) Synthetic data generation, 2) Different types of inset axes and how to use them, 3) Misc details"],"metadata":{"id":"KaSN1dqkDFLt"}},{"cell_type":"markdown","source":["## 1 - Synthetic Data Generation\n","\n","In order to experiment with inset axes, we first need some data to plot.\n","In this section, I generate data by plotting two straight lines and then adding some noise to them. The noise in localised in the middle, i.e., most of the line is boring, meaning we have on particular bit to focus on. The noise is two Gaussian distributions that are added to the line, giving two distinct peaks in the middle of the plot."],"metadata":{"id":"nlmARbphIF2o"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"StwJTu1Jwejn","executionInfo":{"status":"ok","timestamp":1654610519306,"user_tz":-60,"elapsed":4811,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"4292adc9-b5dd-4368-8249-ba81784213db"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: SciencePlots in /usr/local/lib/python3.7/dist-packages (1.0.9)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from SciencePlots) (3.2.2)\n","Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from matplotlib->SciencePlots) (1.21.6)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->SciencePlots) (2.8.2)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->SciencePlots) (0.11.0)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->SciencePlots) (1.4.2)\n","Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->SciencePlots) (3.0.9)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib->SciencePlots) (4.2.0)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->SciencePlots) (1.15.0)\n"]}],"source":["# Used for setting the plotting style (https://github.com/garrettj403/SciencePlots)\n","!pip install SciencePlots\n","\n","from matplotlib import pyplot as plt\n","from scipy.stats import norm\n","import numpy as np\n","\n","# Setup plotting\n","plt.style.reload_library()\n","plt.style.use(['science', 'no-latex'])\n","plt.rcParams.update({'xtick.labelsize': 12,\n"," 'ytick.labelsize': 12,\n"," 'axes.titlesize': 20,\n"," })\n","%matplotlib inline"]},{"cell_type":"code","source":["# Calculate the x and y values for a \"noisy line\" as described above\n","def calculate_noisy_line(grad, intcpt, mean_1, scale_1, mean_2, scale_2):\n"," # xs in range -150 to 150\n"," xs = np.linspace(-150, 150, 5001)\n"," # non-noisy line\n"," ys = grad * xs + intcpt\n"," # add noise from two Gaussians\n"," noise = norm.pdf(xs, mean_1, scale_1) + norm.pdf(xs, mean_2, scale_2)\n"," return xs, ys + noise\n","\n","# Calculate and plot a noisy line\n","def plot_noisy_line(axis, grad, intcpt, mean_1, scale_1, mean_2, scale_2):\n"," xs, ys = calculate_noisy_line(grad, intcpt, mean_1, scale_1, mean_2, scale_2)\n"," axis.plot(xs, ys)\n","\n","# Plot the two lines we're using in this notebook (fixed noise)\n","def plot_noisy_lines(axis):\n"," plot_noisy_line(axis, 0.02, 1, -4, 1, 3, 2)\n"," plot_noisy_line(axis, 0.019, 0.99, -3.9, 1.1, 2.7, 1.75)\n","\n","# Just plot the data as is\n","def plot_original(axis):\n"," plot_noisy_lines(axis)\n"," axis.set_xlim(-150, 150)\n"," axis.set_title('Original')\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_original(axis)\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"llGKsK9-bvlM","executionInfo":{"status":"ok","timestamp":1654610520350,"user_tz":-60,"elapsed":1047,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"205b5edc-6c00-4e67-8dba-8fd140a13aeb"},"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["As we can see, the most interesting part of the data is in the middle. Let's zoom in on it."],"metadata":{"id":"V_Ng0o6MJTen"}},{"cell_type":"code","source":["# \"Zoom in\" by plotting the original data and then cropping the axis limits\n","def plot_zoomed(axis):\n"," plot_noisy_lines(axis)\n"," axis.set_xlim(-10, 12)\n"," axis.set_ylim(0.75, 1.4)\n"," axis.set_title('Zoomed')\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_zoomed(axis)\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"cP9cJWokdSVm","executionInfo":{"status":"ok","timestamp":1654610520612,"user_tz":-60,"elapsed":265,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"011237b8-f1db-452c-edb2-f5c7b9a90c2e"},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Now we can more easily see the peaks caused by adding on the two Gaussians to each line. However, the problem with this approach is that we now can't see the rest of the plot. Enter inset axes!"],"metadata":{"id":"F8aF4hSzJjkv"}},{"cell_type":"markdown","source":["## 2 - Inset Axes\n","\n","We want to combine the above two plots so we can observe the original and zoomed in data in a single plot. An inset axis is ideal for this. \n","\n","Starting with our existing `axis`, the workflow for an inset axis is as follows:\n","\n","1. Generate inset axis: `axin = axis.inset_axes(<bounds>)`\n","2. Plot our zoomed in version on the inset axis\n","3. Add the lines to indicate the inset zoom: `axis.indicate_inset_zoom(axin)`\n","\n","By default the bounds for an inset axis are defined to be *axes relative*. This means that the coordinates for the inset axis should be within [0,0] (bottom left) and [1,1] (top right). `axis.inset_axes` expects four arguments to define the bounds: [x0, y0, width, height]. So, for example, [0.4, 0.4, 0.2, 0.2] gives an inset axis centred in the middle of the plot:"],"metadata":{"id":"KokS7JJKJ2NP"}},{"cell_type":"code","source":["fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n","\n","# Inset axis with default outer axes bounds\n","axes[0].inset_axes([0.4, 0.4, 0.2, 0.2])\n","\n","# Inset axis with different outer axes bounds\n","axes[1].inset_axes([0.4, 0.4, 0.2, 0.2])\n","axes[1].set_xlim(-1, 5)\n","axes[1].set_ylim(2.6, 10.3)\n","\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"72lGr4rrMfju","executionInfo":{"status":"ok","timestamp":1654610522075,"user_tz":-60,"elapsed":1465,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"23a51de9-84db-458e-cde5-5386a6cf5f6a"},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAsEAAAFZCAYAAAB5bPLHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3df5RkZXng8e8zKI4awqzADKuorSjC4O4OGSbpxCiNJKwKicquGhjdzALqrBtcV7JJTKL2mJONJrCwyZEDy6/JCpKc7JGTZEUlARp/rC3Dj0kiMwNEt4mYZfjlcCQ6cZx59o+q7tR0V3V1T3fVrbrv93NOne66/d6q507VPP30rfd9bmQmkiRJUklWVB2AJEmS1G8WwZIkSSqORbAkSZKK07EIjogNEfG3EbFpvgeIiI0RcU9E3B0Rl0ZELHuUkiRJ0jJqWwRHxFuB/ww8Pd/OEfFq4FLgXwM/DvwY8L5ljlGSJElaVp3OBG/LzPOA73bZ/wLglsx8IjMPANcBm5czQEmSJGm5tS2CM/ORBe6/AdjVcn8HcHJEPHepgUmSJEm98qwl7r+Gg6dM7AECOBr4VuvA0dHRXLlyJQAjIyOMjIws6ommpqYWvc9y7V/lc5e+/zDHPuz7D3PsVe0/NTXF1NQUAHfeeedkZv7kIQfQQ2eddVZu2LCh67jF/BssdGzJj1n185f8mFU/f8mPWfXzb9my5ZbMPKvtDzOz4w2YADbN8/OHgPe03D8eSOAls8eedtppuRQf/ehHK9u/yucuff9hjn3Y9x/m2Adhf2Ai58mvVd4Wmo8X82+w0LElP2bVz1/yY1b9/CU/ZtXPP18uXmqLtMeAVS33VzWL4MeX+LhzjI2NVbb/Up97qao89uXYv8rnrnr/pfJ9P7z718Fi/g0WOrYXj7kYVcdZt2Oq8nh6NXZYjmlY3neLGdv3Y+pUHefCzgRfDlzbcv9dwN+0G/uLv/iLC67u6+aOO+6oOoRKlXz8Hnu5gK05AGd9293qlo/r+F7zmIZD3Y6pbseTOX8uXtSZ4Ig4OiK+FBEvaG66BnhTRBwVESuATcCV7fZdyty8YVf6GaWSj99jL9pU1QHMZ3x8nImJiarDWBZ1fK95TMOhbsdUt+PpluPaLoyLiPU0+v+uA34tIn4+M88BngucCDwPeCozvx4RvwzcChwAvghcsWzRS5KW3cjICOPj41WHIUk91Szqpzr9vG0RnJn3AGNttn8LOGbWthuBGw89REmSJKm/lrowTpIkSRo6FsGSNEQiYkNE/G1EbJq1fV1EfDUivhIRfx4RR1UUoiQNBYtgSRoSEfFW4D9z8EWKiIjDgT8Ffj0zXwPcS4dFypKkBotgSRoe2zLzPOC7s7a/EdifmXc0718DnBMRxyBJassiWJKGRGY+0uFHG4BdLeO+BXwP+LF+xCVJw6htdwhJ0lBZw6wpEsAeYHW7wVNTUzMt0sbGxmrXG1RS2SYmJlp7BI90GmcRLEn1kG22RbuB9gmWVGetf9xv2bJlqtM4p0NI0vB7DFg1a9uq5nZJUhsWwZI0/LYBr5q+ExEvpnFlz3sqi0iSBlzfiuDpOWh1uVa9JHXSzHMjfXzKzwHPiojTmvfPBz6TmY/3MQZJGip9mxPsHDRJpeh2vfpDFRHrgUuBdcCvRcTPZ+Y5mfmPEfEW4IqI2A98B9i03M8vSXXiwjhJGhKZeQ8w1uFn9wE/2deAJGmIOSdYkiRJxbEIliRJUnEsgiWpMC5UllSCbouUnRMsSYVxobKkEnRbpOyZYEmSJBXHIliSJEnFsQiWJElScSyCJUmSVByLYEmSJBXHIliSJEnFsQiWpMLYJ1hSCewTLEk6iH2CJZXAPsGSJEnSLH0rgv34TVIpun0EJ0mqXt+mQ/jxm6RSdPsITpJUPadDSJIkqTgWwZIkSSqORbAkSZKKYxEsSYVxobKkEtgnWJJ0EBcqSyqBfYIlSZKkWSyCJUmSVByLYEmSJBXHIliSJEnFsQiWJElScSyCJUmSVByLYEkqjH2CJZXAPsGSpIPYJ1hSCewTLEmSJM3StyLYj98klaLbR3CSpOr1bTqEH79JKkW3j+B6JSLWAJ8E1gCrgP+Wmdf3Ow5JGgbOCZak+rgJuDMz/21EvAT4ekTszMzJqgOTpEHjnGBJqoGIOA44HbgOIDP/DvgL4IIq45KkQWURLEn18KLm1ydatu0G1lUQiyQNPItgSaqHR5pfX9Sy7Vjgn1UQiyQNPOcES1INZOa3I+IvgQ9ExEXAicAZwLdmj53u1gONRXzNhXySVAsTExOt3chGOo2zCJak+vgF4PeArwB/B1xDoxg+iN16JNVZ6x/3W7Zsmeo0ziJYkmoiM58Ezp++HxHXArdXF5EkDS7nBEtSTUTEpyLi6Ob3a4GfpnE2WJI0i2eCJak+HgHujIjvAM8Ab83MpyuOSZIGUtsiOCJWAlfSmEv2LODXM/PWNuOOAK5ojktgB/BLmflMzyKWJLWVmR8CPlR1HJI0DDpNhxgHIjNHgfOAP2pejnO2DwMvBUabt5cCv9mDOCVJkqRlM6cIjogVwIXAtQCZ+SBwH/DONvufDNyVmfsz8wBwF3BK78KVJEmSlq7dmeCXA0cBu1q27QBObTP2FuD1EfH8iHge8Hrga8sepSRp2Uz3CW7poylJtdPMcSOdft5uTvD0tIfWxRR7gLWzB2bmJyPieOCbQAA3Ax9r90Q2Z5dUdwtt0F41+wRLKkGz1pzq9PP5ukPkrPsxe0BE/Abwr2jMBQb4c2ATbVrymHQl1d1CG7RLkqrXbjrEY82vq1q2rWrZ3ur9wFWZuTcz99LoKPFbyxuiJEmStLzaFcHfAJ4CXtWybS2wrc3Yw4F9Lff3AUcsW3SSJElSD8wpgptdHq6meenNiHglsA64MSJOiojbIuKw5vC/BN4RTTTaqd3Rn9AlSZKkQzNvn+CImARuAs7NzEeBI2lcGOPZzXH/kcZc4UkaXSGeBbynlwFLkiRJS9V2YVxzfu+mNtsngRe13H8MeEevgpMkSZJ6odOZYElSTdknWFIJDqVPsCSpxmxZKakE3foEeyZYkiRJxbEIliRJUnEsgiVJklQci2BJkiQVxyJYkiRJxbEIliRJUnEsgiWpMPYJllSCbn2C+1YEm3QllaJb4q3adJ/gZg9NSaqlbn2C+3axDJuzSypFt8QrSaqe0yEkSZJUHItgSZIkFcciWJIkScWxCJYkSVJxLIIlSZJUHItgSSqMLSsllaBbu8q+tUiTJA0GW1ZKKkG3dpWeCZYkSVJxLIIlSZJUHItgSaqJiDgpIu6IiC9HxH0R8atVxyRJg8o5wZJUH38I/EVm/kZEHAU8FBF/lZmfrzowSRo0ngmWpPo4GfgqQGY+CTwEnFJpRJI0oCyCJak+Pgv8HEBEvJxGUfy1SiOSpAFlESxJ9XEBcEJEfAO4B/hgZt5ecUySNJD6Nid4ujn72NjYdN82Saqlbg3ae+gzwFcz8/SIeDHwFxFxd2be2zpoOh8D5mRJtTMxMdF6MaCRTuMiM/sRD+Pj42lzdkmliIgtmTnex+c7CdgBrMnMx5rb/gA4OjPPbR1rPpZUivlysdMhJKkeDm9+3deybR/woxXEIkkDzyJYkuphF/Bt4FyAiDgC+HnAOcGS1IZFsCTVQGb+I/AW4Bci4kvAF4Gbgf9eaWCSNKC8WIYk1URm3g28ruo4JGkYeCZYkiRJxbEIliRJUnEsgiWpMNN9glv6aEpS7XTr2e6cYEkqzMjICPYJllR3zQsBTXX6uWeCJUmSVByLYEmSJBXHIliSJEnFsQiWJElScSyCJUmSVByLYEmSJBWnb0WwfSkllaJbb8qqmY8llWBg+gTbl1JSKbr1pqya+VhSCewTLEmSJM1iESxJkqTiWARLkiSpOBbBkiRJKo5FsCRJkopjESxJkqTiWARLUmHsEyypBAPTJ1iSNBjsEyypBPYJliRJkmZpWwRHxMqI2BoRkxFxd0Sc2ekBIuKnIuK2iPhiROyIiIt6F676Ydu2bbziFa9g69at84678cYbWb9+PaeeeioXX3wxmdmfACWpAOZiqbc6nQkeByIzR4HzgD+KiDWzB0XEy4DLgXdk5uuAtzHP3AsNvptvvpnLLruMI488ct5xX//617n44ov5whe+wF133cW9997LFVdc0acoJanezMVS780pgiNiBXAhcC1AZj4I3Ae8s83+HwSuz8wnmmPvz8yLexeuem3Dhg18+tOf5ogjjph33LXXXsub3vQmjj76aFasWMH555/PlVde2acoJanezMVS77U7E/xy4ChgV8u2HcCpbcaeARweEbdExFci4pKIWNmDONUnxx133ILGbdu2jRNPPHHm/tq1a7n//vv5/ve/36vQJKkY5mKp99oVwdPTHp5u2bYHWN1m7AiwGfh3wBiwlsb0CNXc7t27D/qYbtWqVWQmTzzxRIVRSVJZzMXSoZuvRdrsmfXRZsxzgE9PT4eIiMuBP4uI92XmgdaB030podGyotm2QkMsYu5bot2CjNHRUVaubHxAMDIywsjIyLyPOzU11XVMFfssdPzU1BRTU1MA7N27l8nJyUXFpeE1MTHR2nt3pLpIVJJe5WIYrNx6KPuYjzWfdkXwY82vqzp83+o7wO6W+4/QKIyPnj3evpT1snr1avbs2TNzf8+ePUQExxxzzJyxK1euXFRT/vHx8UW/V/qxz6E8h3/slaX1D/wtW7ZMVRrMPKZPSnhCYvj1MhfD4OZW87EW4lAulvEN4CngVfxTIbsWuKXN2O0cPE3iGOAHwJOLjlRDZcOGDTzwwAMz93fs2MHJJ5/Mc5/73CU/9qEkqn7sYwJVXXhSoj56mYthcHOr+VgLseiLZTSnMVwNnA8QEa8E1gE3RsRJzZ7AhzWHXw2cGxHPa94/H7ghM/cv1wFoMDzxxBO89rWv5amnngLgwgsv5JZbbuHJJ5/kwIEDbN26lc2bN7fdd7Efc9WpCF7ssUvSfPqZi2Fwc6v5WMth3j7BETEJ3AScm5mPAkcCJwLPBsjMPwZuACYj4ivAfuADvQ5avXPPPfcwNjbG9u3b+fjHP84555wDwPe//3127drF9773PQBe/epXc8kll3DmmWfyEz/xE6xbt473ve99bR+z5MRT8rGrvyLi0YiYaLndHxF/VnVcOjTm4uVX+vFrrrYL4zJzL7CpzfZJ4EWztv0O8Du9CE79t379+rZzxl784hfz+OOPH7Rt48aNbNy4sU+RSeriM5k5U/1ExH8H7q0wHi2BuVjqvU5ngqVlM70IZ7ELMobdxMTEzKpkqddmFcCHAT8HfKa6iDRoSs3FYD5We/O1SJOWRamLcMbGxor8ZaOB8DPAZGZ+t+pANDhKzcVgPlZ7ngmWpPrZCHyq6iAkaZB5JliSaqTZreengH/faYwXL5JUZwu9cJFFsCTVy5uB/z1fq8qSPxaXVH8LvXCR0yEkqV6cCiFJC2ARrJ4rdUWyq5HVbxFxNPDizLyn6lg0eErNxWA+VntOh1DPlfrRq6uRVYG3A39cdRAaTKXmYjAfqz2LYEmqicy8ouoYJGlYOB1CkiRJxelbEVzyXCRJZWnmuZFqo5AkzadvRfD0XCT7UUqqu2aem6o2is48KSGpBN1OSDgnWJIKU/ICKUnl6HZCwjnB6rlSzzrZkkfSICk1F4P5WO15Jlg9V+pZJ1vySBokpeZiMB+rPc8ES5IkqTgWwZIkSSqORbAkSZKKYxEsSZKk4lgEq+dKXZHsamQNqlL/T5au5NfdfFwm+wSrcqWuSHY1sgZVqf8nS1fy624+LpN9grUoe/fuZdOmTYyOjnLqqady6623th23detW1q1bx9jY2Mzty1/+cp+jlaT6Mh9LveWZYB1kfHyczGRycpIHH3yQ0dFRdu7cyZo1a+aMvfzyy70MtiT1iPlY6i3PBGvGgQMHuOaaa7jgggsAOOGEEzjllFO44YYbKo5MkspiPpZ6zyJYM775zW/y5JNPcuKJJ85sW7t2LXfffXfb8VdddRWnnXYaY2NjXHHFFf0KU5Jqz3ws9V7fpkNMr0qdnq+kwbN7924AjjzyyJltq1atYseOHXPGrlmzhjPPPJNNmzbx+OOPMzY2xv79+7nooovmjJ1+7YEiXv+JiYmZBRiuRi5TtxXJUje9yMel5WIwH2t+fSuCS16VOmwi4qD7mTlnzBvf+MaZ71evXs1FF13E7//+77ctgkt77Vt/uZR03Pon3VYkSwu1nPm4tFwM5mPNz+kQmrF69WoA9uzZM7Ntz549M9vn85KXvISHH364Z7FJUknMx1LvWQRrxvHHH88LXvACHnjggZltO3bsYMOGDXPG/u7v/u5B93fv3s0LX/jCnscoaelKvmjCsDAfS0vXbWqaRbBmrFixgne/+91cd911ADz00ENs376djRs3snPnTs444wz2798PwOc+9znuvPNOAL73ve9x1VVX8a53vauy2CUt3PTH4iXMCR1W5mNp6bpNTbNPsA4yPj7O5s2bGR0d5Yc//CE33XQTxx57LFNTU+zatYt9+/Zx2GGHcfHFF/Oxj32MAwcO8Mwzz3DGGWfwoQ99qOrwJak2zMdSb1kE6yArV65k69atc7aPjo7y7W9/e+b+2Wefzdlnn93HyCSpLOZjqbecDqGeK3X+4cTEhC15JA2MUnMxmI/VnmeC1XMltuWBxlykEn/ZSBpMpeZiMB+rPc8ES5IkqTgWwZIkSSqORbAkFabkuaGSytGtT7BzgiWpMCXPDZVUjm59gj0TrJ4r9ayTq5ElDZJSczGYj9WeZ4LVc6WedXI1sqRBUmouBvOx2vNMsCTVSERcGBFfiYgvR8RfR8RpVcckSYOob0VwyR/DSCpLt8UYvRIRbwPOAF6XmT8NXAYc2+84JGkY9G06RMkfw0gqS7fFGD30EeDtmbkfIDOvryAGSRoKToeQpBqIiNXAScC6iLgjIr4UEe+tOi5JGlQujFPPTU+FGRsbmz5DVgRXI6vPRoAA3gr8DLAauCsins7MP2odOP1/Eiju/2XJSs3FYD4uzcTEROv025FO4yyC1XOlToVxNbL67Dk0Pt37g+Z0iP8XEZ8CzgcOKoJL/T9ZupJfd/NxWVr/0NuyZctUp3FOh5CkevhO8+vulm2PAMdVEIskDTyLYEmqh4eA79GYBjHtGODvqwlHkgabRbAk1UBm/iPwP4ELACLi+cA7gD+sMi5JGlQWwZJUH78MPCsi7gFuB7YCN1QakSQNKBfGSVJNZOY/AO+qOg5JGgaeCVbPlXq1QFvySBokpeZiMB+rPYtg9dx0W57S+lKOjY0xMjJSdRjSHCUXQyUrNReD+bhU3S5h37YIjoiVEbE1IiYj4u6IOHO+J4mIZ0fEQxExvoRYNQD27t3Lpk2bGB0d5dRTT+XWW2/tOPbSSy9l/fr1rF+/nt/7vd/rY5SSlqLkYmiYmI+lpel2CftOc4LHgcjM0Yg4AZiMiJMyc3eH8e/h4LY8GlLj4+NkJpOTkzz44IOMjo6yc+dO1qxZc9C4z3/+81x99dVs374dgHXr1rF27VrOOuusOY9Z8kdQJR+7pKVZ7nxcej4q/fg115wzwRGxArgQuBYgMx8E7gPe2e4BIuJHgLcDf9a7MNUPBw4c4JprruGCCy4A4IQTTuCUU07hhhvmLi6/6qqrOO+881i5ciUrV65k48aNXHnllW0ft+TEU/KxSzp0vcjHpeej0o9fc7WbDvFy4ChgV8u2HcCpHR7jYuAPgP3LG5r67Zvf/CZPPvkkJ5544sy2tWvXcvfdd88Zu23btgWNOxSHMk+xH/s4f1JSv5SUj/uV86XZ2k2HmP6c5emWbXuAtbMHRsQxwOsyc0tEnD3fE00vxICDr+mswbF7d2O2y5FHHjmzbdWqVezYsaPt2NnjHnvssbaPu3fv3pnXe2RkpOvihKmpqUUnuH7ss9DxU1NTM2cc9u7du6iYNNwmJiZa3yMj1UWiYdeLfLzYXAyDlVsPZR/zseYzX5/gnHU/2oz5MPDbC3mi6YUYGnwRB7/UmbPfCu3HdTI5ObnkmKRh0PoH/pYtW6YqDUa1sJz52FwsHazddIjpPx9XtWxb1bIdgIh4OfCyzLy9R7Gpz1avbqxt3LNnz8y2PXv2zGyfPXb2uGOOOab3QUpSAczHUu+1K4K/ATwFvKpl21pg26xxpwEvjIiJiJgA3gBsat5/WS+CVW8df/zxvOAFL+CBBx6Y2bZjxw42bNgwZ+yGDRsWNE7S4LFP8OAzH0tLt+g+wZl5ALgaOB8gIl4JrANujIiTIuK2iDgsM6/PzPWZOZaZY8Dnga3N+/932Y9EPbdixQre/e53c9111wHw0EMPsX37djZu3MjOnTs544wz2L+/sf5x8+bN3HTTTezdu5e9e/fy6U9/ms2bNx/0eIvpcVlH27Zt4xWveAVbt26tOhTpIPYJHnzLmY/NxebiUi2lT/CVETHZHHNuZj4aESPAicCzaXaDiIjDgVub2/dGxL/MzHOWJXr13fj4OJs3b2Z0dJQf/vCH3HTTTRx77LFMTU2xa9cu9u3bx2GHHcYb3vAG7r//fl7zmtcAcP7558/pSbnQHpd1dPPNN/Mnf/InBy1WkaTFWK58bC42F6uDzOzL7aMf/WiqHPv378+jjjoq77zzzpltr3/96/OSSy6pMKr++da3vpWZmaeddlpef/311QajSgDj2af8utib+bgc5mJzcenmy8VtL5ssLdVielzW0XHHHVd1CJJkLjYXax4WweqJTj0uO/USliQtP3Ox1JlFsHpqoT0uJUm9Yy6W5rIIVk8spselJKk3zMVSZxbB6onF9LiUJPWGuVjqzCJYPTFfj0tJ1fJiGeUwF6tki75YhrRcpntTjo6Ocu655870uCzBPffcw9jYGNu3b+fjH/8455xj62wNDi+WURZzsbm4VId6sQxpyVauXFnsFXrWr1/vWTZJA8FcPFF1GBpQngmWJElScfpWBDsHTVIpus1DkyRVr2/TIabnoElS3XWbhyZJqp7TISRJklQci2BJkiQVxyJYkgrjGg1JJei2PsMWaZJUGNdoSCpBt/UZngmWJElScSyCJUmSVBynQ0hSDUTEVubOfTs7M5/pfzSSNPgsgiWpJjJzrOoYJGlYOB1CkiRJxbEIlqSaiIgrI+JLEfG5iDi96ngkaZA5HUKS6mEncHtmbouIDcAdEfHTmbl99sDpPsHQaCHUbCMkSbUwMTHR2gd9pNM4i2BJqoHM/ETL99si4rPAe4H/MHusfYIl1VnrH/dbtmyZ6jTO6RCSVE9/B7y06iAkaVBZBEtSDUTEr8zatAb4+ypikaRh0Lci2GvVSypFt+vV98gHI2I1QES8DHgz8Kk+xyBJQ6Nvc4KdgyapFN2uV98jlwA3R8QPgecDv5SZd/Y5BkkaGi6Mk6QayMxLaBTCkqQFcE6wJEmSimMRLEmFcY2GpBJ0W5/hdAhJKoxrNCSVoNv6DM8ES5IkqTgWwZIkSSqORbAkSZKKYxEsSZKk4lgES5IkqTgWwZIkSSqORbAkSZKKYxEsSYXxYhmSSuDFMiRJB/FiGZJK4MUyJEmSpFn6VgT78ZukUnT7CE6SVL2+TYfw4zdJpej2EZwkqXpOh5AkSVJxLIIlSZJUHItgSZIkFcciWJIK40JlSSWwT7Ak6SAuVJZUAvsES5IkSbNYBEuSJKk4FsGSJEkqjkWwJEmSitO2CI6IlRGxNSImI+LuiDizw7ifi4hbI+L2iLg3It7f23AlSZKkpevUHWIciMwcjYgTgMmIOCkzd88adxnwtsy8LyKOBe6PiIcz8097GLMkSZK0JHPOBEfECuBC4FqAzHwQuA94Z5v9P5mZ9zXHPQrcAbQ9ayxJGgz2CZZUgkPpE/xy4ChgV8u2HcCpswdm5mWzNq0EHl9kjJKkPrJPsKQSHEqf4DXNr0+3bNsDrJ7viSLiR4ENwPWLCVCSJEnqt/muGJez7keXx/oE8LHMfLjdD6c/foNGZd6sziWpNiYmJlqnGIxUF4kkqZt2RfBjza+rOnw/R0S8B9iXmZ/sNMaP3yTVXesf+Fu2bJmqKo6IeCWNaWw/m5kTVcUhSYOs3XSIbwBPAa9q2bYW2NbuASLircDpwH9q3n/lMscoSVqcjwE/qDoISRpkc4rgzDwAXA2cDzNF7Trgxog4KSJui4jDmj97HfB+4JeA50fEjwC/2a/gJUkHi4gNwDO4SFmS5tXpinHjQETEJHATcG6zBdqRwInAs5vjbgLGgCeA7zZvL+1hvJKk+W1p3iRJ82i7MC4z9wKb2myfBF7Ucv9Fs8dIkqoREW8E7s/MRyI6r2V2obKkOlvoIuX5ukNIkoZE80JHvwqc022sC5Ul1dlCFyl3mg4hSRou5wFfyMynqg5EkoaBZ4IlqR5eC7w6Iv518/6xwOUR8XBmvrnCuCRpIFkES1INZOZ7W+9HxBTwAfsES1J7ToeQpBqJiB+PiAn+6UzwRyoOSZIGkmeCJalGMvMuGq0rJUnz8EywJEmSimMRLEmSpOJYBEtSYaYvltHSTF6SaqeZ40Y6/bxvRbBJV1IpuiXeqk1fLMMrxUmqs2aOm+r0874tjPMKRZJK0S3xSpKq53QISZIkFcciWJIkScWxCJYkSVJxLIIlSZJUHItgSZIkFcciWJIKY8tKSSXo1q6yby3SJEmDwZaVkkrQrV2lZ4IlSZJUHItgSZIkFcciWJIkScWxCJYkSVJxLIIlSZJUHItgSZIkFcciWJIKY59gSSXo1ie4b0WwSVdSKbol3qpN9wlu9tCUpFrq1ie4bxfLsDm7pFJ0S7ySpOo5HUKSJEnFsQiWJElScSyCJUmSVByLYEmSJBXHIliSJEnFsQiWpMLYslJSCbq1q+xbizRJ0mCwZaWkEnRrV+mZYEmSJBXHIliSJEnFsQiWpJqIiIsi4raIuD0i/iYiLqo6JkkaVM4JlqT6uBD42cx8LCJeCeyMiK9l5l1VByZJg8YzwZJUH+/KzMcAMvMh4DvMszJakkpmESxJNZGZfz39fUT8G+AZ4NbqIpKkweV0CEmqkYj4F8AfA88H3p6Ze2aPme4TDI0WQs02QpJUC8bWDGwAAAnPSURBVBMTE6190Ec6jYvM7Ec8bNq0KUdGRky4kmpvYmKC008//Q8zc1NVMUTEKcDngJ+fPSd4fHw87RMsqQQRsSUzx9v9rG9ngm3OLqkU3Rq090Nm3hcRnwXeD7yzylgkaRA5J1iSaiAijmrOA271DzSmRUiSZrEIlqR6OAL4cEQ8DyAijgHeAtxWaVSSNKBcGCdJ9fAo8OfAbRHxA2AVcB1wRaVRSdKAsgiWpBrIzL3Ah5s3SVIXToeQJElScSyCJUmSVByLYEkqzPTFMlqayUtS7TRz3EinnzsnWJIKY992SSXo1rPdM8GSJEkqTtsiOCJWRsTWiJiMiLsj4sxODxARF0fEPc3bf+ldqJIkSdLy6DQdYhyIzByNiBOAyYg4KTN3tw6KiDcA7wbWNTdtj4gdmfnZnkUsSZIkLdGcM8ERsQK4ELgWIDMfBO6j/bXn3wt8OjP3NntU3ghsbvdEU1NTyxTy8Cl98UnJx++xF22k6gA6qVs+ruN7zWMaDnU7prodT9NIpx+0mw7xcuAoYFfLth3AqW3GbljguNol3cWo6ZtqwUo+fo+9aCNVB9BJ3fJxHd9rHtNwqNsx1e14mkY6/aBdEbym+fXplm17gNUdxi5k3JIt9YVZyv5VvymqPPbl2L/K5656/6XyfT+8+9fBYv4NFjq2F4+5GFXHWbdjqvJ4ejV2WI5pWN53ixnb72OKzDx4Q8RrgC8Dz8nMHzS3/Rbwmsx8/ayx+4CzMvPW5v0zgFsz87A5TxTxVeAfm3enmKdlRQcjh7DPcu1f5XOXvn+Vz136/lU+97DuP8I/nXV4Tmb+5BKev2ci4rPAtgUMHWHh/wYLHVvyY1b9/CU/ZtXPX/JjVv38GzLzrHY/aLcw7rHm11Udvp89dlXL/VXA4+2eaFB/GUhSaTr9QpCkkrSbDvEN4CngVS3b1tL+rMG2BY6TJEmSBsacIjgzDwBXA+cDRMQrabRAuzEiToqI2yJierrDlcC5zb7CK4HzmtskSZKkgdXpinHjQETEJHATcG5mPgocCZwIPBsgMz9Po5XaV4D/AzwDfLjEC2ws9AIjEfFzEXFrRNweEfdGxPv7HetyW8zFVZrjnx0RD0XEeJ9C7JlFXljmp5p/RH4xInZExEX9jLUXFvG+PyIiPhUR2yLiruY+P9LveJdbRGyIiL+NiE1dxm1s5ru7I+LSiIg+hTivhcY/qBabe4bFsL8urZr5/gMRMRERd0bEV5vrh4ZaRFzUzOe3R8Tf1CGfQ+PEZ0Tsi4ixqmNZimZemJh1m/M7p+3FMpo9fze12T4JvGjWtkuBSyPi48A/z8xfLPQCG+Ms4AIjwGXA2zLzvog4Frg/Ih7OzD/td8DLaJyFHfu099CjLiIVGGdhF5Z5GXA58KbMfCIiTqb5acuQG2dhr/2HgZcCo0ACtwG/CfxaP4NdThHxVuBtHNwhp924VwOXAq+mMdXsNuB9wCd7HWOXuBYU/4AbZ3G5Z+DV5HVp9SLgPwHrMvPpiPhZ4E8j4lWZ+e2KY1uKC4GfzczHmp+Y74yIr2XmXVUHtkQfA35QdRDLITPHuo3pdCZ4UXp1gY1hscjj/2Rm3tcc9yhwBzC0Zy8Weew0/xJ7O/Bn/YqxVxZ57B8Ers/MJ5pj78/Mi/sVay8s8vhPBu7KzP3NKVd3Aaf0K9Ye2ZaZ5wHf7TLuAuCWzHyieezXMRg5b6HxD6TF5p4hMtSvSxvfBT6SmU8DZOZfAHuBn6o0qqV7V2Y+BpCZDwHfYYB7gy9ERGyg8Yl+2wYHdbQsRTA9usDGEFnw8WfmZbM2rWS433CLee0BLgb+ANjf47j6YTHHfgZweETcEhFfiYhLmvPoh9lijv8W4PUR8fyIeB7weuBrvQ+xdzLzkQUObZfzTo6I5y5/VAu3iPgH1WJzz1CowetykMx8MjM/NX2/ORXocIb79x6Z+dfT30fEv6FRPN5aXUTLYkvzVgsRcWVEfCkiPhcRp7cbs1xF8EBeYKOPFnP8MyLiR2n8gry+R3H1w4KPPSKOAV6Xmf+rH4H1wWJe9xEaZ//+HTBGo5PK5T2MrR8WfPyZ+UlgAvgmjb6O99L42K0E7XJeAEdXE05tHFLeVeVOAx4Gvlh1IEsVEf8iInYA/w34hczcU3VMhyoi3gjcX6M/wnYC12bma4GPAH8eEetmD1quInhazrrfafHH7HF1sdDjn/YJ4GOZ+XCP4umnhRz7h4Hf7kMs/baQY38OjWlAT2TmPhoF8KbmR7rDruvxR8RvAP+Kxrzgl9A4i7ep55ENjnY5byAWx9XAYvOuKtL89Ou/ApuaU4OGWmb+TWauBd5CY57zj1cd06Fo/h76VeB3qo5luWTmJzJzW/P7bcBnaUzHPchy/QJuvagGLd8v6QIbQ2Qxxw9ARLwH2Nc8QzbMFnTsEfFy4GWZeXu/AuuDxbzu3wFaF+s8QqMwHuazgYs5/vcDV7WsBbgS+K0exzco2uW8pId5r/nx3zMdbsP+ke20ReddVac5DeJ/AJdl5j1Vx7Ocmut8Pksjzw2j84AvZOZTVQfSQ39H4yTMQZarCC79AhuLOf7p1b+n01gxO92LeVgt9NhPA1443aoEeAONM6ETzc4Jw2gxr/t2Dv6Y9hgaK3Cf7Fl0vbeY4z8c2Ndyfx9wRO9CGyjtct79mfn9Xj1hZr4xM3+kw21oF+LOsqi8q8pdSmNx7J9ExHMi4iVVB3SoIuKo5jzgVv8APL+KeJbBa4GzW34/HwtcHhFD27UqIn5l1qY1wN/PHrcsRXDpF9hYzPFHxOto/LX4S8Dzm90SfrOayJduoceemddn5vrMHGu2Lfk8sLV5//9WdgBLsMj3/dU03vfPa94/H7ghM4d2geAij/8vgXdEE43/93dUEXevRcTRzcUYL2huugZ4U/MX5woa00CGOucNgvnef1XGpbki4ldptGSd7g9+PMPdIvIIGtdEeB7MrHd5C432h0MnM9+bma9p+f38KPCBzHxzxaEtxQcjYjXMtCh9M/CpOaMyc1luNLocbAUmgbuBM5vbR4FvAytbxl4M3NO8/ZfliqHK20KPv/l9zrpNVB1/H1/7w2kskHqUxgKpz1Qdfx+P/UPAX9O4uMx1wBFVx9+v46dxFvyPaXSEuAv4XzT6ild+DEs49vXN9/IeGh0KPtPc/mIaUx2Oaxm7sZnvttE4IxaDGv8w3Tq9/4b5VofXZdbxnNDmd14C41XHtoRjWkljOtdXgTuBv6LRs3pF1bEt8bh+vPne20vj08uPVB3TEo7ll5u/a+9s5oZ3tRsXzcGSJElSMeqwMl2SJElaFItgSZIkFcciWJIkScWxCJYkSVJxLIIlSZJUnP8PC1qUPel6Xg8AAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Note how in the above examples, the position of the inset axes is independent of the axis limits (more on this in Section 3).\n","\n","Now let's actually create an inset plot for our data:"],"metadata":{"id":"eLsnmObcNR08"}},{"cell_type":"code","source":["# Plot a single inset axis\n","def plot_single_inset(axis):\n"," # Plot original data on the outer axis\n"," plot_original(axis)\n"," axis.set_title('Single Inset')\n","\n"," # Create an inset axis in the bottom right corner\n"," axin = axis.inset_axes([0.55, 0.02, 0.43, 0.43])\n","\n"," # Plot the data on the inset axis\n"," plot_noisy_lines(axin)\n","\n"," # Zoom in on the noisy data in the inset axis\n"," axin.set_xlim(-10, 12)\n"," axin.set_ylim(0.75, 1.4)\n","\n"," # Hide inset axis ticks\n"," axin.set_xticks([])\n"," axin.set_yticks([])\n","\n"," # Add the lines to indicate where the inset axis is coming from\n"," axis.indicate_inset_zoom(axin)\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_single_inset(axis)\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"-qXteu1feWL2","executionInfo":{"status":"ok","timestamp":1654610523186,"user_tz":-60,"elapsed":1113,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"517f0729-c64d-40d1-f1b0-dfa59290635b"},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Perfect! We can see how matplotlib takes care of adding the \"zoom\" lines and the bounding box around the original data on the outer plot.\n","\n","Let's take this further and add two inset axes to the same plot:"],"metadata":{"id":"F42HukcPN6pi"}},{"cell_type":"code","source":["# Plot with two inset axes; one per peak\n","def plot_double_inset(axis):\n"," plot_original(axis)\n"," axis.set_title('Double Inset')\n","\n"," # Add first inset axis in the top left\n"," axin1 = axis.inset_axes([0.02, 0.48, 0.43, 0.43])\n"," c1 = plt.rcParams['axes.prop_cycle'].by_key()['color'][3]\n"," # Set inset axes border colour\n"," plt.setp(axin1.spines.values(), color=c1)\n"," plot_noisy_lines(axin1)\n"," axin1.set_xlim(-7, -1.7)\n"," axin1.set_ylim(0.75, 1.4)\n"," axin1.set_xticks([])\n"," axin1.set_yticks([])\n"," # Set zoom indicator colour\n"," axis.indicate_inset_zoom(axin1, edgecolor=c1)\n"," axin1.set_title('Peak One', size=13, pad=8)\n","\n"," # Add second inset axis in the bottom right\n"," axin2 = axis.inset_axes([0.55, 0.02, 0.43, 0.43])\n"," c2 = plt.rcParams['axes.prop_cycle'].by_key()['color'][4]\n"," plt.setp(axin2.spines.values(), color=c2)\n"," plot_noisy_lines(axin2)\n"," axin2.set_xlim(-1.6, 7.5)\n"," axin2.set_ylim(0.9, 1.4)\n"," axin2.set_xticks([])\n"," axin2.set_yticks([])\n"," axis.indicate_inset_zoom(axin2, edgecolor=c2)\n"," axin2.set_title('Peak Two', backgroundcolor='w', size=13, pad=8)\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_double_inset(axis)\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"R_yu2miyfj-N","executionInfo":{"status":"ok","timestamp":1654610523703,"user_tz":-60,"elapsed":520,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"867f85a6-56aa-4c4f-a8a9-a972e6f4078b"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Now we're using two seperate inset axes, one for each peak in our original data. Furthermore, we've added a title to give additional information about the inset axes, and changed the colors of the inset axes and their zoom indicators.\n","\n","So far we've used the inset axes to zoom in on a particular part of the original data, but let's try something a little different. Rather than having the zoomed in data in the inset axes, let's swap the outer and inset data:"],"metadata":{"id":"eJpePj2eOZCD"}},{"cell_type":"code","source":["# Plot zoomed in data in the outer axis instead\n","def plot_inverted(axis):\n"," plot_zoomed(axis)\n"," axis.set_title('Inverted')\n","\n"," # Plot the zoomed out version in the inset axis\n"," axin = axis.inset_axes([0.58, 0.07, 0.38, 0.38])\n"," plot_noisy_lines(axin)\n"," axin.set_xlim(-150, 150)\n"," axin.set_xticks([-150, 0, 150])\n"," axin.set_yticks([])\n"," axis.indicate_inset_zoom(axin)\n"," axin.set_title('Complete Range', size=13, pad=8)\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_inverted(axis)\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"VGEubDmYhT8k","executionInfo":{"status":"ok","timestamp":1654610525003,"user_tz":-60,"elapsed":1303,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"931ac520-7184-4b7f-9560-0bd80bb38a7f"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["This gives an alternative way of representing the same information, and makes the important information bigger. Note we didn't add the zoom lines. Instead, we're relying on the x axis ticks (and hopefully a caption!) to explain what's going on.\n","\n","We can actually take this further and just plot something completely different in the inset axis:"],"metadata":{"id":"23b0mu3TPMGa"}},{"cell_type":"code","source":["# Calculate the absolute difference between the two lines and plot it w.r.t x\n","def plot_delta(axis):\n"," xs, y1s = calculate_noisy_line(0.02, 1, -4, 1, 3, 2)\n"," _, y2s = calculate_noisy_line(0.019, 0.99, -3.9, 1.1, 2.7, 1.75)\n"," deltas = np.abs(y2s - y1s)\n"," axis.plot(xs, deltas,\n"," color=plt.rcParams['axes.prop_cycle'].by_key()['color'][2])\n","\n","def plot_different_data(axis):\n"," plot_original(axis)\n"," axis.set_title('Different Data')\n","\n"," # Inset axes showing the absolute difference between the two lines\n"," axin1 = axis.inset_axes([0.59, 0.07, 0.36, 0.36])\n"," plot_delta(axin1)\n"," axin1.set_xlim(-150, 150)\n"," axin1.set_xticks([-150, 0, 150])\n"," axin1.set_ylim(0, 0.15)\n"," axin1.set_yticks([0, 0.15])\n"," axin1.set_yticklabels(['0 ', '0.15'])\n"," axin1.set_title('Abs. Diff.', size=13, pad=8)\n","\n"," # Create the usual zoomed in inset axes in the top left corner\n"," axin2 = axis.inset_axes([0.04, 0.6, 0.36, 0.36])\n"," plot_noisy_lines(axin2)\n"," axin2.set_xlim(-10, 12)\n"," axin2.set_ylim(0.75, 1.4)\n"," axin2.set_xticks([])\n"," axin2.set_yticks([])\n"," axis.indicate_inset_zoom(axin2)\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_different_data(axis)\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"d7Y5Iq6WxIST","executionInfo":{"status":"ok","timestamp":1654610526596,"user_tz":-60,"elapsed":1595,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"521b3432-8ee2-4d5b-aee4-96ab8c320320"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["Rather than just zooming in, we're now showing the difference between the two lines in the other inset axis. You can really get creative with using inset axes to add more information to your plots!\n","\n","Finally, let's just see all these plots together. Look how much better the plots with inset axes look than the boring original plots."],"metadata":{"id":"KZs-XYFAP-QI"}},{"cell_type":"code","source":["fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(15, 10))\n","plot_original(axes[0][0])\n","plot_zoomed(axes[1][0])\n","plot_single_inset(axes[0][1])\n","plot_double_inset(axes[1][1])\n","plot_inverted(axes[0][2])\n","plot_different_data(axes[1][2]) \n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":722},"id":"sefNhLorqN88","executionInfo":{"status":"ok","timestamp":1654610532932,"user_tz":-60,"elapsed":6339,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"36123b9c-c1cf-4f97-9e46-6d103a4ea823"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1080x720 with 6 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["## 3 - Misc Inset Axes Details\n","\n","There are a few more minor things to discuss regarding inset axes.\n","\n","**Ineffeciences** - If your plotting code is particularlarly expensive, then you might want to consider only plotting the visible regions to the inset axes. At the moment, we're plotting all of the data, and then cropping. This is ineffecient, but it's fine in this simple use case.\n","\n","**Aspect Ratios** - You may have noticed in the plots above that the aspect ratios for the inset axis and the area of the original plot that it captures do not have to match. This can lead to stretching or squishing of the original data in the inset axis. This is something to be wary of; see the example below:"],"metadata":{"id":"K21jTj_kU68n"}},{"cell_type":"code","source":["def plot_cos(axis):\n"," xs = np.linspace(0, 5.2, 100)\n"," ys = np.sin(3 * xs)\n"," axis.plot(xs, ys)\n","\n","def hide_ticks(ax):\n"," ax.set_xticks([])\n"," ax.set_yticks([])\n","\n","fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","plot_cos(axis)\n","axis.set_xlim(-3, 9)\n","axis.set_ylim(-1.1, 1.1)\n","\n","# Plot inset axis with correct aspect ratio\n","axin1 = axis.inset_axes([0.05, 0.1, 0.25, 0.25])\n","plot_cos(axin1)\n","axin1.set_xlim(0.9, 0.9 + 0.1 * 12)\n","axin1.set_ylim(-1.05, -1.05 + 0.1 * 2.2)\n","axin1.set_title('Correct', size=12)\n","hide_ticks(axin1)\n","axis.indicate_inset_zoom(axin1, edgecolor='g')\n","plt.setp(axin1.spines.values(), color='g')\n","\n","# Plot squashed inset axis\n","axin2 = axis.inset_axes([0.7, 0.1, 0.25, 0.25])\n","plot_cos(axin2)\n","axin2.set_xlim(2.5, 5.0)\n","axin2.set_ylim(-1.05, 1.05)\n","axin2.set_title('Squashed', size=12)\n","hide_ticks(axin2)\n","axis.indicate_inset_zoom(axin2, edgecolor='r')\n","plt.setp(axin2.spines.values(), color='r')\n","\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"UGs7S6s0Vrnv","executionInfo":{"status":"ok","timestamp":1654610532933,"user_tz":-60,"elapsed":6,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"a2f63018-e39e-4526-8d05-a35afb05e417"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Axis Positioning** - In all of the above examples, I've used Axes relative coordinates. As an alternative, it is possible to use Data relative coordinates. Set `transform=axis.transData` when creating the inset axes. Watch out though! This makes the position of the inset axes sensitive to the axes limits; see below:"],"metadata":{"id":"sA3zs1Vkcqxj"}},{"cell_type":"code","source":["def set_lims_and_ticks(ax, x1, x2, y1, y2):\n"," ax.set_xlim(x1, x2)\n"," ax.set_ylim(y1, y2)\n"," ax.set_xticks([x1, x2])\n"," ax.set_yticks([y1, y2])\n","\n","fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(20, 5))\n","\n","# Axes Relative Coords A\n","set_lims_and_ticks(axes[0], 0, 1, 0, 1)\n","x1, x2, y1, y2 = 0.1, 0.4, 0.1, 0.4\n","axin0 = axes[0].inset_axes([x1, y1, x2 - x1, y2 - y1])\n","set_lims_and_ticks(axin0, x1, x2, y1, y2)\n","axes[0].set_title('Axes Relative Coords A')\n","\n","# Axes Relative Coords B\n","set_lims_and_ticks(axes[1], -1, 2, -2, 1)\n","x1, x2, y1, y2 = 0.1, 0.4, 0.1, 0.4\n","axin1 = axes[1].inset_axes([x1, y1, x2 - x1, y2 - y1])\n","set_lims_and_ticks(axin1, x1, x2, y1, y2)\n","axes[1].set_title('Axes Relative Coords B')\n","\n","# Data Relative Coords A\n","set_lims_and_ticks(axes[2], 0, 1, 0, 1)\n","x1, x2, y1, y2 = 0.1, 0.4, 0.1, 0.4\n","axin2 = axes[2].inset_axes([x1, y1, x2 - x1, y2 - y1],\n"," transform=axes[2].transData)\n","set_lims_and_ticks(axin2, x1, x2, y1, y2)\n","axes[2].set_title('Data Relative Coords A')\n","\n","# Data Relative Coords B\n","set_lims_and_ticks(axes[3], -1, 2, -2, 1)\n","x1, x2, y1, y2 = 0.1, 0.4, 0.1, 0.4\n","axin3 = axes[3].inset_axes([x1, y1, x2 - x1, y2 - y1],\n"," transform=axes[3].transData)\n","set_lims_and_ticks(axin3, x1, x2, y1, y2)\n","axes[3].set_title('Data Relative Coords B')\n","\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":326},"id":"lQM-H_tVyhGa","executionInfo":{"status":"ok","timestamp":1654610533986,"user_tz":-60,"elapsed":1058,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"8733bf7a-f885-4695-e900-ea39c5dd1bd8"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1440x360 with 4 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["**Z Ordering** - By default, the inset axis should appear on top of anything you've already plotted. However, for manual control, you can adjust the `zorder` to control what's on top."],"metadata":{"id":"gzSeXChqdaWR"}},{"cell_type":"code","source":["fig, axis = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n","\n","# Default for lines: z=2\n","axis.plot([-0.06, 0.94], [0, 1], zorder=0, label='z=0')\n","axis.plot([-0.02, 0.98], [0, 1], zorder=2, label='z=2')\n","axis.plot([0.02, 1.02], [0, 1], zorder=4, label='z=4')\n","axis.plot([0.06, 1.06], [0, 1], zorder=6, label='z=6')\n","\n","# Default for inset axes: z=5\n","for i in range(7):\n"," axin = axis.inset_axes([0.1 + 0.1*i, 0.1 + 0.1*i, 0.2, 0.2], zorder=i)\n"," hide_ticks(axin)\n"," axin.set_title('z={:d}'.format(i), size=13, loc='left')\n","\n","axis.set_xlim(0, 1)\n","axis.set_ylim(0, 1)\n","\n","axis.legend(loc='best')\n","\n","plt.tight_layout()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"OOosiZQIEfTs","executionInfo":{"status":"ok","timestamp":1654610534758,"user_tz":-60,"elapsed":777,"user":{"displayName":"Joseph Early","userId":"05624770450897554531"}},"outputId":"45a2b063-199b-4635-bf54-af6adae459d3"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 360x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["And that's my guide on using Matplotlib Inset Axes. If you have any questions, please find my details here: www.jearly.co.uk\n","\n","Thanks for reading, and happy plotting!"],"metadata":{"id":"oykXOrg7C2wP"}}]} |
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