{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Examples\n", "##### Some usage examples and ways to make the figure better than what default options yield." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First import stuff" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from adjustText import adjust_text\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A very simple example also shown in the wiki to simply introduce the call signature of `adjust_text`" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(0)\n", "x, y = np.random.random((2,30))\n", "fig, ax = plt.subplots()\n", "plt.plot(x, y, 'bo')\n", "texts = [plt.text(x[i], y[i], 'Text%s' %i) for i in range(len(x))]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(0)\n", "x, y = np.random.random((2,30))\n", "fig, ax = plt.subplots()\n", "plt.plot(x, y, 'bo')\n", "texts = [plt.text(x[i], y[i], 'Text%s' %i) for i in range(len(x))]\n", "adjust_text(texts)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, y, 'bo')\n", "texts = [ax.text(x[i], y[i], 'Text%s' %i) for i in range(len(x))]\n", "adjust_text(texts, arrowprops=dict(arrowstyle='->', color='red'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### First a very simple example with labelling one point out of many" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_scatter(adjust=False):\n", " np.random.seed(100)\n", " x, y = np.random.random((2,400))\n", "\n", " fig, ax = plt.subplots()\n", " ax.plot(x, y, 'bo')\n", "\n", " texts = [plt.text(x[0], y[0], 'Something')]\n", " if adjust:\n", " adjust_text(texts, x, y, arrowprops=dict(arrowstyle='->', color='red'))\n", "_ = plot_scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the label overlaps many points here and it is difficult to understand what it says. Also it is not clear which of the points it corresponds to. Let's try to asjust its location with default parameters while adding an arrow to connect it to the original point." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_scatter(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the number we see in the output is number of iteration the algorithm used to adjust the location of the text. The result is much better! The text doesn't overlap anything and is legible while clearly corresponding to one particular point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A very simple example from http://stackoverflow.com/q/19073683/1304161, but I'll show some special tricks with it\n", "First let's just create the data and plot it with no adjustment or anything. Then I will show how to restrict movement along one of the axes, repel text from the lina and some logic behind potential adjustment of parameters to make your plot look nicer." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "together = [(0, 1.0, 0.4), (25, 1.0127692669427917, 0.41), (50, 1.016404709797609, 0.41), (75, 1.1043426359673716, 0.42), (100, 1.1610446924342996, 0.44), (125, 1.1685687930691457, 0.43), (150, 1.3486407784550272, 0.45), (250, 1.4013999168008104, 0.45)]\n", "together.sort()\n", "\n", "text = [x for (x,y,z) in together]\n", "eucs = [y for (x,y,z) in together]\n", "covers = [z for (x,y,z) in together]\n", "def plot_eucs_covers():\n", " plt.plot(eucs,covers,color=\"black\", alpha=0.5)\n", " texts = []\n", " for xt, yt, s in zip(eucs, covers, text):\n", " texts.append(plt.text(xt, yt, s, ha='center', va='center'))\n", " return texts\n", "_ = plot_eucs_covers()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's just apply the text adjustment with all default parameters and define the arrow properties we like." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "texts = plot_eucs_covers()\n", "adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now one of the labels overlays the line and two are very close to it, that's not pretty. We'll create some virtual points along the lines using linear interpolation to repel the labels from the graph itself." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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RAODj44P09HQEBASIXBnZEwYWIiLq08WLF7F//360tLRAKpVi5syZmDVrFrsqZHb8L46IiHpobm7G/v37cenSJQDsqpD4GFiIiEhHEARcvHgROTk5uq5KfHw8Zs2aBZlMJnZ5ZMcYWIiICADQ1NSE/fv34/LlywAAX19fpKenw9/fX+TKiBhYiIjsXm9dlVmzZiE+Pp5dFbIYDCxERHbs4a6Kn58f0tPT4efnJ3JlRPoYWIiI7JAgCLhw4QJycnLQ2trKrgpZPAYWIiI709jYiP379+Pbb78FwK4KWQep2AUQkfnk5+cjJSUFAQEBkEgkyMzM1FsvCAK2bNmCgIAAuLi4YPbs2brJwrq1t7fjF7/4Bby9vTFkyBCkpqbizp07ZhwFDZYgCPjmm2+QkZGBb7/9FjKZDHPmzMELL7zAsEIWj4GFyI40NzcjLCwM7777bq/rf//73+Ott97Cu+++i7Nnz8LPzw8LFixAY2Ojbpv169dj7969+Pzzz3HixAk0NTVhyZIl0Gg05hoGDUJjYyM+//xzfPnll2htbYW/vz9++tOfIiEhgaeAyCpIBEEQxC7CGFQqFdzd3aFUKqFQKMQuh8jiSSQS7N27F+np6QC6/vYdEBCA9evX49e//jWArm6Kr68v/vM//xM/+9nPoFQqMXz4cHz00UdYvnw5AODevXsIDAxETk4OkpKSxBoO9aG7q/L111+jra0NMpkMCQkJiIuLY1AhizDQ3292WIgIAHDjxg1UV1cjMTFRt8zJyQkJCQkoKioCAJSUlKCjo0Nvm4CAAISGhuq2IcvR2NiIzz77DHv37kVbWxsCAgLw05/+lJPAkVXiRbdEBACorq4G0DVZ2A/5+vri1q1bum0cHR3h6enZY5vu/Ul8giDg/PnzOHDggK6rMnv2bMTFxUEq5d9TyToxsBCRHolEovdeEIQeyx42kG3IPFQqFfbt24eKigoAXR2w9PR0+Pj4iFwZ0eNhYCEiANDdJVJdXa03FXtNTY2u6+Ln5we1Wo36+nq9LktNTQ1iY2PNWzDpEQQBZWVlOHjwoK6rMmfOHMTGxrKrQjaB/xUTEQAgODgYfn5+yMvL0y1Tq9U4fvy4LoxERkbCwcFBb5uqqipcuHCBgUVEKpUKn3zyCbKystDW1oYnnngCa9euxcyZMxlWyGaww0JkR5qamnD16lXd+xs3bqCsrAxeXl4YOXIk1q9fjzfffBMhISEICQnBm2++CVdXV6xcuRIA4O7ujueffx4vv/wyhg0bBi8vL7zyyiuYMmUK5s+fL9aw7JYgCCgtLcXBgwfR3t4OuVyOOXPmICYmhkGFbA4DC5EdKS4uxpw5c3TvN2zYAAB49tlnsWvXLvzqV79Ca2srXnzxRdTX1yM6Ohq5ublwc3PT7fP2229DLpdj2bJlaG1txbx587Br1y7edWJmSqUS2dnZuHbtGgBgxIgRSEtLw/Dhw0WujMg0BjUPS0ZGBv7whz+gqqoKkydPxjvvvIP4+PhH7ldYWIiEhASEhoairKys120+//xz/PjHP0ZaWlqPWTj7w3lYiMge9NZVmTt3LmbMmMGuClmlgf5+G9xh2bNnD9avX4+MjAzExcXhb3/7G5KTk3Hp0iWMHDmyz/2USiVWr16NefPm4f79+71uc+vWLbzyyisDCj9ERPbm4a5KYGAg0tLS4O3tLXJlRKZncIclOjoaERER2LFjh27ZxIkTkZ6eju3bt/e534oVKxASEgKZTIbMzMweHRaNRoOEhAQ899xzKCgoQENDAzssRCbQ2NiIxsZGBAQEiF0KDZAgCDh37hxyc3PZVSGbY5KZbtVqNUpKSvRmuQSAxMTEfme53LlzJ65du4bNmzf3uc22bdswfPhwPP/88wOqpb29HSqVSu9FRP3TaDTYuXMnPvjgA9TV1YldDg1AQ0MDPvroI+zbtw/t7e0IDAzE2rVrebsy2R2DTgnV1tZCo9H0OhNmX7NcVlRUYOPGjSgoKIBc3vvXFRYW4u9//3uf17X0Zvv27di6deuAtycioLy8HA8ePAAA3L9/H8OGDRO5IuqLIAgoKSlBbm4u1Go15HI55s2bh+joaAYVskuDuktooDNhajQarFy5Elu3bsW4ceN6/azGxkb8y7/8Cz744AODzsO++uqrujscgK6WUmBg4ID3J7I3giDgxIkTuvcNDQ3iFUP9qq+vR3Z2Nm7cuAEAGDlyJNLS0hgwya4ZFFi8vb0hk8l6dFN+OBPmDzU2NqK4uBilpaVYt24dAECr1UIQBMjlcuTm5sLLyws3b95ESkqKbj+tVttVnFyOK1euYMyYMT0+28nJCU5OToaUT2TXvv32W9TW1ure19fXi1gN9UYQBBQXFyMvLw9qtRoODg6YN28epk+fzq4K2T2DAoujoyMiIyORl5eHpUuX6pbn5eUhLS2tx/YKhQLl5eV6yzIyMnDkyBH84x//QHBwMGQyWY9tXn/9dTQ2NuJPf/oTuyZERiAIAgoKCgAAHh4eaGhoYIfFwjzcVQkKCkJaWhq8vLxErozIMhh8SmjDhg1YtWoVoqKiEBMTg/fffx+VlZVYu3YtgK5TNXfv3sXu3bshlUoRGhqqt7+Pjw+cnZ31lj+8jYeHR6/LiWhwbty4gXv37un+xv7FF18wsFgIQRBw9uxZHDp0SNdVmT9/PqZPn84HShL9gMGBZfny5airq8O2bdtQVVWF0NBQ5OTkICgoCEDXc0UqKyuNXigRDV53dyUiIgJPPPEEgK5rWPiUZXE9ePAA2dnZuHnzJgB2VYj6M6iZbi0R52Eh6t2dO3fw3//935BKpfjlL3+JIUOG4Le//S0EQcD/+3//D0OGDBG7RLsjCALOnDmDQ4cOoaOjAw4ODliwYAGmTZvGAEl2x2Qz3RKRdem+M+jJJ5+Eu7s7AMDNzQ0qlQoNDQ0MLGb24MEDZGVl4datWwCAUaNGIS0tDZ6eniJXRmTZGFiIbFhNTQ2+/fZbSCQSxMXF6ZZ7eHjoAkv3KSIyLUEQcPr0aRw+fBgdHR1wdHTEggULEBUVxa4K0QAwsBDZsO7uyoQJE/Se4uvh4YHKykpeeGsmdXV1yMrK0l3fFxwcjNTUVHZViAzAwEJko+rr63HhwgUA6PFA0e478RhYTEur1eLMmTN6XZXExERERkayq0JkIAYWIhtVVFQErVaLMWPG9HjQIQOL6T3cVRk9ejRSU1N1/+6JyDAMLEQ2qKmpCaWlpQCAmTNn9ljf/aPJ2W6NT6vV6q5V6ezshKOjI5KSkhAREcGuCtFjYGAhskGnTp1CZ2cnRowYgVGjRvVY/8MOC+diMZ7a2lpkZWXh9u3bAIAxY8YgJSWFXRUiI2BgIbIxbW1tOHv2LICua1d6CyPu7u6QSCTo7OxEc3Mzhg4dau4ybYpWq8WpU6dw5MgRdHZ2wsnJCYmJieyqEBkRAwuRjTlz5gza29vh4+PT51PSZTKZ3lwsDCyDV1tbi8zMTNy5cwdAV1clNTVVN+cNERkHAwuRDeno6MCpU6cAdF270t/f7j09PXWBZcSIEeYq0WZotVqcPHkSR48e1XVVkpKSMHXqVHZViEyAgYXIhpw7dw4tLS3w8PB45MNDPTw8cOvWLd4pNAjff/89srKydF2VsWPHIiUlhV0VIhNiYCGyERqNBkVFRQCAuLg4SKXSfrfnrc2G02q1KCoqwrFjx3RdlYULFyI8PJxdFSITY2AhshHl5eVQKpUYOnQopk6d+sjtGVgMU1NTg6ysLNy9excAEBISgpSUFD5slchMGFiIbIBWq9VNwx8TEwO5/NF/tBlYBkar1aKwsBDHjh2DRqOBs7MzFi5ciLCwMHZViMyIgYXIBnz77beora2Fs7MzoqKiBrQP52J5tJqaGmRmZuLevXsAgHHjxmHJkiXsqhCJgIGFyMoJgqDrrkyfPh1OTk4D2k+hUOjmYmlqaoKbm5spy7QqGo0GhYWFOH78uK6rkpycjCeffJLBjkgkDCxEVu769eu4d+8eHBwcEB0dPeD9ZDIZFAoFlEolGhoaGFj+6f79+8jMzERVVRWArq5KSkoK//0QiYyBhcjKFRQUAAAiIiIwZMgQg/b18PDQBZbAwEBTlGc1NBoNTpw4gfz8fGg0Gri4uCA5ORlTpkxhV4XIAjCwEFmxO3fu4ObNm5BKpYiNjTV4f87F0qW6uhpZWVm6rsr48eOxZMkSdlWILAgDC5EV6+6uhIWFDWrSMk9PTwD2e6dQd1fl+PHj0Gq1cHFxwaJFixAaGsquCpGFYWAhslI1NTW4cuUKJBIJ4uLiBvUZ9nxrc3V1NTIzM1FdXQ0AmDBhApYsWcLnKhFZKAYWIivVfWfQxIkT4e3tPajPsMfAotFoUFBQgPz8fHZViKwIAwuRFaqvr8eFCxcAdD3kcLDsbS6WqqoqZGZm4v79+wC6wt7ixYvZVSGyAgwsRFaosLAQWq0WY8aMQUBAwKA/R6FQQCqVQqPR2PRcLBqNBvn5+SgoKIBWq4WrqysWLVqEyZMn23xII7IVDCxEVqapqQllZWUAgPj4+Mf6LKlUCoVCgYaGBpudi+XhrsqkSZOwePFig28BJyJxMbAQWZmTJ0+is7MTgYGBCAoKeuzP8/DwQENDA+rr621qLpbOzk7k5+fjxIkTuq7K4sWLMXnyZLFLI6JBYGAhsiKtra04e/YsgK5rV4xxOsMWL7y9d+8eMjMzUVNTAwCYPHkyFi1axK4KkRVjYCGyImfPnoVarYaPjw/GjRtnlM+0pcDS2dmJ48eP667xGTJkCBYvXoxJkyaJXRoRPSYGFiIroVarcerUKQBd164Y62JRWwksd+/eRWZmJr7//nsAQGhoKJKTk9lVIbIRDCxEVuLcuXNoaWmBp6enUa/DsPbA0tnZiWPHjqGwsBCCIGDIkCFYsmQJJk6cKHZpRGREDCxEVkCj0aCoqAgAEBcXB6lUarTP7p6eX6lUQqvVGvWzTe3hrsqUKVOQnJwMV1dXkSsjImNjYCGyAt988w1UKhWGDh2K8PBwo362m5ub3lwsCoXCqJ9vCp2dnTh69CiKioogCAKGDh2KxYsXs6tCZMMYWIgsnFar1U3DHxMTA7ncuH9spVIp3N3dUV9fj4aGBosPLHfu3EFmZiZqa2sBAE8++SQWLlzIrgqRjWNgIbJw3377Lerq6uDs7IyoqCiTfIeHh4cusIwcOdIk3/G4Ojo6cOzYMb2uypIlSzBhwgSxSyMiM2BgIbJggiCgoKAAABAdHQ0nJyeTfI+lX3h7+/ZtZGVl6XVVkpOT4eLiInJlRGQuDCxEFuz69euoqqqCg4MDoqOjTfY93YGlvr7eZN8xGB0dHTh69ChOnjwJQRDg5uaGJUuWYPz48WKXRkRmxsBCZMG6uyuRkZEmvUbDEjsslZWVyMrKQl1dHQAgLCwMCxcuZFeFyE4xsBBZqNu3b+PmzZuQyWSIiYkx6XdZUmDp6OjAkSNHcOrUKV1XJSUlxWgz+xKRdWJgIbJQ3XcGPfnkk3B3dzfpd3UHFrHnYnm4qxIeHo6kpCR2VYiIgYXIEt2/fx9XrlyBRCJBXFycyb+vey4WrVaLxsZGkwekh3V0dODw4cM4ffo0BEGAQqFASkoKQkJCzFoHEVkuBhYiC9TdXZk0aRK8vb1N/n0Pz8VizsBy69YtZGVl4cGDBwCAqVOnIikpCc7OzmargYgsHwMLkYWpr6/HhQsXAAAzZ8402/d6enrqAktQUJDJv0+tVuPw4cM4c+aMrquSmpqKsWPHmvy7icj6MLAQWZjuh/iNHTsW/v7+Zvtec154e/PmTWRlZeluo46IiEBiYiK7KkTUJwYWIgvS2NiI0tJSAEB8fLxZv9scgUWtVuPQoUM4c+YMAMDd3R0pKSnsqhDRIzGwEFmQU6dOQaPRIDAw0OxT5Js6sNy4cQPZ2dm6rkpkZCQWLFjArgoRDQgDC5GFaG1txdmzZwF0dVckEolZv99Us92q1Wrk5eXpxubu7o7U1FSMGTPGqN9DRLaNgYXIQpw5cwZqtRq+vr6i3M7bHVhUKpXR5mK5ceMGsrKydF2bqKgoLFiwwGTPRCIi28XAQmQB1Go1Tp8+DaDrziBzd1eArrlYZDIZNBoNVCqVLsAMRnt7Ow4dOqTrqnh4eCA1NRWjR482UrVEZG8YWIgswLlz59DS0gJPT09MnjxZlBokEgnc3d3x4MEDNDQ0DDqwXL9+HdnZ2bquyrRp0zB//nx2VYjosTCwEIlMo9GgqKgIQFd3Raxp8YGuTkh3YDFUe3s78vLyUFxcrPustLQ0BAcHG7lKIrJHDCxEIvvmm2+gUqng5uaGsLAwUWsZ7J1C165dQ3Z2NpRKJYCursqCBQvg6Oho5AqJyF4xsBCJSKvV6qbhj4mJgVwu7h9JT09PAAMPLO3t7cjNzUVJSYlu/9TUVHZViMjoGFiIRHT58mXU1dXBxcUFkZGRYpdjUIfl6tWr2Ldvn66rMn36dMyfP59dFSIyCQYWIpEIgqDrrkyfPt0iLkodSGBpa2tDbm4uzp07B6Crq5KWloZRo0aZvkAislsMLEQiuXbtGqqqquDg4IDo6GixywHw6LlYrl69iuzsbKhUKgBAdHQ05s2bx64KEZkcAwuRSAoKCgB0Tabm6uoqcjVdhg4dqpuLRalU6q5paWtrw8GDB3XPOfLy8kJaWppZnupMRAQAg7p/MiMjA8HBwXB2dkZkZKTuf7yPUlhYCLlcjvDwcL3lX375JaKiouDh4YEhQ4YgPDwcH3300WBKI7IKlZWVuHXrFmQyGWJiYsQuR0cikfQ4LVRRUYGMjAyUlpZCIpFgxowZ+PnPf86wQkRmZXCHZc+ePVi/fj0yMjIQFxeHv/3tb0hOTsalS5f6fVibUqnE6tWrMW/ePNy/f19vnZeXFzZt2oQJEybA0dERX331FZ577jn4+PggKSnJ8FERWbjua1fCwsKgUChErkafh4cH6urqUF1djfPnz6OsrAxA15/T9PR0sz+UkYgIACSCIAiG7BAdHY2IiAjs2LFDt2zixIlIT0/H9u3b+9xvxYoVCAkJgUwmQ2Zmpu5/gn2JiIjA4sWL8R//8R8DqkulUsHd3R1KpdLifgCIfuj+/fvYsWMHJBIJ1q1bh2HDholdkp59+/bpblMGoOuqzJ07Fw4ODiJWRkS2aKC/3wadElKr1SgpKUFiYqLe8sTERN1Mnb3ZuXMnrl27hs2bNz/yOwRBwOHDh3HlyhXMmjWrz+3a29uhUqn0XkTWoLu7MmnSJIsLKwD0puQfNmwY/vVf/xVJSUkMK0QkKoNOCdXW1kKj0cDX11dvua+vL6qrq3vdp6KiAhs3bkRBQUG/k2IplUo88cQTaG9vh0wmQ0ZGBhYsWNDn9tu3b8fWrVsNKZ9IdA8ePMCFCxcAdE3Db4kmTJiA8vJyjB07FnPmzGFQISKLMKi7hB5+kqwgCL0+XVaj0WDlypXYunUrxo0b1+9nurm5oaysDE1NTTh8+DA2bNiA0aNHY/bs2b1u/+qrr2LDhg269yqVCoGBgYYPhsiMCgsLIQgCQkJC4O/vL3Y5vRo+fDhefPFFscsgItJj0Ckhb29vyGSyHt2UmpqaHl0XAGhsbERxcTHWrVsHuVwOuVyObdu24fz585DL5Thy5Mj/FSKVYuzYsQgPD8fLL7+MZ555pt9rYpycnKBQKPReRJassbFRd+3W43RX8vPzkZKSgoCAAEgkEmRmZurWdXR04Ne//jWmTJmCIUOGICAgAKtXr8a9e/f0PmP27NmQSCR6rxUrVgy6JiIiUzMosDg6OiIyMhJ5eXl6y/Py8hAbG9tje4VCgfLycpSVlelea9euxfjx41FWVtbvZFmCIKC9vd2Q8ogs2smTJ6HRaDBy5MjHuiW4ubkZYWFhePfdd3usa2lpwblz5/DGG2/g3Llz+PLLL/Hdd98hNTW1x7YvvPACqqqqdK+//e1vg66JiMjUDD4ltGHDBqxatQpRUVGIiYnB+++/j8rKSqxduxZA16mau3fvYvfu3ZBKpQgNDdXb38fHB87OznrLt2/fjqioKIwZMwZqtRo5OTnYvXu33p1IRNastbUVxcXFAID4+PjH+qzk5GQkJyf3us7d3b3HXyj+8pe/YPr06aisrNS7JdnV1RV+fn6PVQsRkbkYHFiWL1+Ouro6bNu2DVVVVQgNDUVOTo7ub4xVVVWorKw06DObm5vx4osv4s6dO3BxccGECRPw8ccfY/ny5YaWR2SRzpw5A7VaDT8/P4wdO9as361UKvUmhOv2ySef4OOPP4avry+Sk5OxefNmuLm5mbU2IqKBMngeFkvFeVjIUqnVarz99ttobW3FM88806Pr+DgkEgn27t2L9PT0Xte3tbVh5syZur8EdPvggw8QHBwMPz8/XLhwAa+++irGjh3boztDRGRqA/395rOEiEyspKQEra2t8PLywqRJk8z2vR0dHVixYgW0Wi0yMjL01r3wwgu6fw4NDUVISAiioqJw7tw5REREmK1GIqKBGtSzhIhoYDo7O3Hy5EkAQFxcXI+nH5tKR0cHli1bhhs3biAvL++RXceIiAg4ODigoqLCLPURERmKHRYiE/rmm2+gUqng5uaGsLAws3xnd1ipqKjA0aNHBzSb7sWLF9HR0WGxc8MQETGwEJmIVqtFYWEhACA2NrbfmZ4N0dTUhKtXr+re37hxA2VlZfDy8kJAQACeeeYZnDt3Dl999RU0Go1u3iQvLy84Ojri2rVr+OSTT7Bo0SJ4e3vj0qVLePnllzF16lTExcUZpUYiImNjYCEykcuXL6Ourg4uLi6IjIw02ucWFxdjzpw5uvfdMz4/++yz2LJlC7KzswEA4eHhevsdPXoUs2fPhqOjIw4fPow//elPaGpqQmBgIBYvXozNmzdDJpMZrU4iImNiYCEyAUEQUFBQAKDrCeeOjo5G++zZs2ejv5v7HnXjX2BgII4fP260eoiIzIEX3RKZwNWrV1FdXQ1HR0dMnz5d7HKIiKweAwuRCZw4cQIAEBkZCVdXV5GrISKyfgwsREZWWVmJW7duQSaTISYmRuxyiIhsAgMLkZF1X7sSHh7OWZeJiIyEgYXIiKqrq1FRUQGJRMJbhImIjIiBhciIuq9dmTx5Mry8vESuhojIdjCwEBnJgwcPcPHiRQDAzJkzRa6GiMi2MLAQGUlhYSEEQUBISAj8/PzELoeIyKYwsBAZgUqlQllZGQAgPj5e3GKIiGwQAwuREZw8eRIajQYjR47EyJEjxS6HiMjmMLAQPaaWlhaUlJQAYHeFiMhUGFiIHtOZM2egVqvh5+eHsWPHil0OEZFNYmAhegxqtRqnT58G0HVnkEQiEbkiIiLbxMBC9BhKSkrQ2toKLy8vTJo0SexyiIhsFgML0SB1dnaiqKgIQFd3RSrlHyciIlPh/2GJBun8+fNobGyEm5sbnnzySbHLISKyaQwsRIOg1WpRWFgIAIiNjYVcLhe5IiIi28bAQjQIly5dwoMHD+Di4oLIyEixyyEisnkMLEQGEgRB95DD6OhoODo6ilwREZHtY2AhMtDVq1dRXV0NR0dHREdHi10OEZFdYGAhMlBBQQEAICoqCi4uLiJXQ0RkHxhYiAxw69YtVFZWQiaTISYmRuxyiIjsBgMLkQG6r10JDw+Hm5ubyNUQEdkPBhaiAaqurkZFRQUkEgni4uLELoeIyK4wsBANUPe1K5MnT4aXl5fI1RAR2RcGFqIBqKurw6VLlwAA8fHxIldDRGR/GFiIBqCwsBCCIGDcuHHw9fUVuxwiIrvDwEL0CCqVCufPnwfQ9ZBDIiIyPwYWokc4efIkNBoNgoKCMHLkSLHLISKySwwsRP1oaWlBcXExAF67QkQkJgYWon6cPn0aHR0d8Pf3x5gxY8Quh4jIbjGwEPWhvb0dZ86cAdB17YpEIhG5IiIi+8XAQtSHkpIStLa2YtiwYZg4caLY5RAR2TUGFqJedHZ24uTJkwCAuLg4SKX8o0JEJCb+X5ioF+fPn0djYyMUCgXCwsLELoeIyO4xsBA9RKvVorCwEAAQGxsLmUwmckVERMTAQvSQS5cu4cGDB3B1dUVERITY5RARERhYiPQIgqB7yGF0dDQcHR1FroiIiAAGFiI9FRUVuH//PhwdHTF9+nSxyyEion9iYCH6px92V6KiouDi4iJyRURE1I2BheifKisrcfv2bchkMsTExIhdDhER/QADC9E/dXdXpk6dCjc3N5GrISKiH2JgIQJQVVWFq1evQiKRIDY2VuxyiIjoIQwsRABOnDgBAAgNDYWXl5fI1RAR0cMYWMju1dXV4dKlSwC6HnJIRESWh4GF7F5hYSEEQcC4cePg6+srdjlERNQLBhayayqVCufPnwcAxMfHi1wNERH1hYGF7FpRURE0Gg1GjRqFwMBAscshIqI+MLCQ3WppaUFJSQkAXrtCRGTpGFjIbp0+fRodHR3w9/fHmDFjxC6HiIj6MajAkpGRgeDgYDg7OyMyMlI34dajFBYWQi6XIzw8XG/5Bx98gPj4eHh6esLT0xPz58/HmTNnBlMa0YC0t7fj9OnTALquXZFIJCJXRERE/TE4sOzZswfr16/Hpk2bUFpaivj4eCQnJ6OysrLf/ZRKJVavXo158+b1WHfs2DH8+Mc/xtGjR3Hy5EmMHDkSiYmJuHv3rqHlEQ1ISUkJ2traMGzYMEyYMEHscoiI6BEkgiAIhuwQHR2NiIgI7NixQ7ds4sSJSE9Px/bt2/vcb8WKFQgJCYFMJkNmZibKysr63Faj0cDT0xPvvvsuVq9ePaC6VCoV3N3doVQqoVAoBjwesj+dnZ1455130NTUhLS0NEydOlXskoiI7NZAf78N6rCo1WqUlJQgMTFRb3liYiKKior63G/nzp24du0aNm/ePKDvaWlpQUdHR78zjra3t0OlUum9iB6ls7MTubm5aGpqgkKhwJNPPil2SURENAAGBZba2lpoNJoek2v5+vqiurq6130qKiqwceNGfPLJJ5DL5QP6no0bN+KJJ57A/Pnz+9xm+/btcHd31714Syo9SnV1NT744IOu66OOH8fsadMgk8nELouIiAZgYAniIQ9foCgIQq8XLWo0GqxcuRJbt27FuHHjBvTZv//97/HZZ5/h2LFjcHZ27nO7V199FRs2bNC9V6lUDC3UK61WixMnTuD48ePQaDRwdXXFkuvXMen+fbFLIyKiATIosHh7e0Mmk/XoptTU1PQ6pXljYyOKi4tRWlqKdevWAej68RAEAXK5HLm5uZg7d65u+z/+8Y948803cejQoUe26p2cnODk5GRI+WSHamtrsXfvXt0F3BMmTEBKSgqGbNgAsLtCRGQ1DAosjo6OiIyMRF5eHpYuXapbnpeXh7S0tB7bKxQKlJeX6y3LyMjAkSNH8I9//APBwcG65X/4wx/wm9/8BgcPHkRUVJSh4yDSIwgCTp8+jUOHDqGzsxPOzs5YtGgRpkyZwluYiYiskMGnhDZs2IBVq1YhKioKMTExeP/991FZWYm1a9cC6DpVc/fuXezevRtSqRShoaF6+/v4+MDZ2Vlv+e9//3u88cYb+PTTTzFq1ChdB2fo0KEYOnTo44yP7FB9fT2ysrJw8+ZNAMCYMWOQlpbGu8eIiKyYwYFl+fLlqKurw7Zt21BVVYXQ0FDk5OQgKCgIAFBVVfXIOVkelpGRAbVajWeeeUZv+ebNm7FlyxZDSyQ7JQgCzp07h4MHD0KtVsPR0RGJiYmIjIxkV4WIyMoZPA+LpeI8LPZNpVIhOzsbV69eBQAEBQUhPT0dnp6eGDVqFG7dutVjnxdffBF//etfsWbNGnz44Yd666Kjo3Hq1Cmz1E5EZM8G+vs9qLuEiCyFIAgoLy9HTk4O2traIJfLMW/ePMyYMUPXVTl79iw0Go1unwsXLmDBggX40Y9+pFu2cOFC7Ny5U/fe0dHRfIMgIqJHYmAhq9Xc3IyvvvoKly9fBgAEBARg6dKlGD58uN52D7//3e9+hzFjxiAhIUG3zMnJCX5+fqYvmoiIBoWBhazS5cuX8dVXX6G5uRlSqRSzZ8/GzJkzIZX2PxeiWq3Gxx9/jA0bNuhd13Ls2DH4+PjAw8MDCQkJ+O1vfwsfHx9TD4OIiAaIgYWsSmtrK77++mt88803ALpmWV66dOmAuyOZmZloaGjAmjVrdMuSk5Pxox/9CEFBQbhx4wbeeOMNzJ07FyUlJZzrh4jIQvCiW7IaV69eRXZ2NlQqFSQSCWbOnImEhIQBP/IBAJKSkuDo6Ih9+/b1uU1VVRWCgoLw+eef46mnnjJG6URE1AdedEs2o729HXl5eSguLgYADBs2DEuXLsWIESMM+pxbt27h0KFD+PLLL/vdzt/fH0FBQaioqBh0zUREZFwMLGTRbt26hczMTNTX1wPout14/vz5cHBwMPizdu7cCR8fHyxevLjf7erq6nD79m34+/sPqmYiIjI+BhaySB0dHThy5AhOnToFQRDg4eGBtLQ0vcc5GEKr1WLnzp149tln9U4hNTU1YcuWLXj66afh7++Pmzdv4rXXXoO3t7fe4yeIiEhcDCxkce7evYu9e/eitrYWABAREYGkpKTHugD20KFDqKysxL/+67/qLZfJZCgvL8fu3bvR0NAAf39/zJkzB3v27IGbm9tjjYOIiIyHF92SxdBoNDh+/DhOnDgBrVYLNzc3pKamIiQkROzSiIjIRHjRLVmV+/fvY+/evboHX06ZMgWLFi2Ci4uLyJUREZElYGAhUWm1WhQWFuLYsWPQaDRwdXXF4sWLMXnyZLFLIyIiC8LAQqKpra1FZmYm7ty5AwAYP348UlJSMHToUJErIyIiS8PAQmYnCAJOnz6Nw4cPo6OjA05OTli0aBGefPJJvenyiYiIujGwkFk1NDQgMzMTN2/eBACMHj0aaWlpcHd3F7cwIiKyaAwsZBaCIKC0tBQHDhyAWq2Gg4MDEhMTERUVxa4KERE9EgMLmVxjYyOys7N1U92PHDkS6enp8PLyErkyIiKyFgwsZDKCIODChQvIyclBa2sr5HI55s6dixkzZkAqlYpdHhERWREGFjKJ5uZm7N+/H5cuXQIABAQEYOnSpRg+fLjIlRERkTViYCGj+/bbb7Fv3z40NzdDKpUiISEBM2fOhEwmE7s0IiKyUgwsZDRtbW34+uuvcf78eQCAj48Pli5dyqceExHRY2NgIaO4du0asrKyoFKpIJFIEBcXh9mzZ+s9GZmIiGiw+GtCj0WtViM3NxfFxcUAAC8vLyxduhSBgYEiV0ZERLaEgYUG7datW8jMzER9fT0AYPr06Zg/fz4cHR1FroyIiGwNAwsZrLOzE0eOHMHJkychCALc3d2RlpaG0aNHi10aERHZKAYWMsjdu3eRmZmJ77//HgAwdepUJCUlwdnZWeTKiIjIljGw0IBoNBrk5+ejoKAAWq0WQ4cORWpqKsaNGyd2aUREZAcYWOiR7t+/j8zMTFRVVQEAQkNDsWjRIri6uopcGRER2QsGFuqTVqtFUVERjh49Co1GAxcXFyxevBihoaFil0ZERHaGgYV6VVdXh8zMTNy+fRsAMG7cOKSmpmLo0KEiV0ZERPaIgYX0CIKAM2fO4NChQ+jo6ICTkxOSk5MRFhYGiUQidnlERGSnGFhIp6GhAVlZWbhx4wYAYPTo0UhLS4O7u7vIlRERkb1jYCEIgoCysjIcOHAA7e3tcHBwwIIFCzBt2jR2VYiIyCIwsNi5xsZG7Nu3D9999x0AIDAwEOnp6Rg2bJjIlREREf0fBhY7duHCBezfvx+tra2QyWSYO3cuYmJiIJVKxS6NiIhIDwOLHWppacH+/ftx8eJFAIC/vz+WLl0KHx8fkSsjIiLqHQOLnbly5Qqys7PR3NwMqVSKWbNmIT4+HjKZTOzSiIiI+sTAYifa2tpw4MABlJWVAQCGDx+OpUuXIiAgQNzCiIiIBoCBxQ5cv34dWVlZUCqVkEgkiI2NxZw5cyCX8/ATEZF14C+WDVOr1cjLy8PZs2cBAF5eXkhPT8fIkSNFroyIiMgwDCw2qrKyEpmZmXjw4AEAYNq0aViwYAEcHR1FroyIiMhwDCw2prOzE0ePHkVRUREEQYBCoUBaWhrGjBkjdmlERESDxsBiQ+7du4e9e/fi+++/BwCEh4dj4cKFcHZ2FrkyIiKix8PAYgM0Gg0KCgqQn58PrVaLoUOHIiUlBePHjxe7NCIiIqNgYLFyNTU12Lt3L6qqqgAAkydPxuLFi+Hq6ipyZURERMbDwGKltFotTp48iSNHjkCj0cDFxQWLFy9GaGio2KUREREZHQOLFXrw4AH27t2L27dvAwDGjRuHlJQUuLm5iVwZERGRaTCwWBFBEHD27Fnk5eWho6MDTk5OWLhwIcLDwyGRSMQuj4iIyGQYWKyEUqlEVlYWrl+/DgAIDg5GWloaPDw8xC2MiIjIDBhYLJwgCCgrK8OBAwfQ3t4OBwcHzJ8/H9OnT2dXhYiI7AYDiwVramrCvn37cOXKFQDAiBEjsHTpUgwbNkzkyoiIiMyLgcVCXbx4EV999RVaW1shk8kwZ84cxMbGQiqVil0aERGR2TGwWJiWlhbk5OTgwoULAAA/Pz8sXboUvr6+IldGREQkHgYWC3LlyhXs27cPTU1NkEqliI+Px6xZsyCTycQujYiISFQMLBagra0NBw8eRGlpKQBg+PDhSE9PxxNPPCFyZURERJaBgUVk169fR1ZWFpRKJSQSCWJiYjBnzhw4ODiIXRoREZHFGNQVnBkZGQgODoazszMiIyNRUFAwoP0KCwshl8sRHh6ut/zixYt4+umnMWrUKEgkErzzzjuDKcsotm/fjmnTpsHNzQ0+Pj5IT0/X3aXTbc2aNZBIJHqvGTNmGPQ9arUaOTk52L17N5RKJTw9PbFmzRokJiYyrBARET3E4MCyZ88erF+/Hps2bUJpaSni4+ORnJyMysrKfvdTKpVYvXo15s2b12NdS0sLRo8ejd/97nfw8/MztCSjOn78OF566SWcOnUKeXl56OzsRGJiIpqbm/W2W7hwIaqqqnSvnJycAX/H7du38d577+HMmTMAgGnTpuHnP/85goKCjDoWIiIiWyERBEEwZIfo6GhERERgx44dumUTJ05Eeno6tm/f3ud+K1asQEhICGQyGTIzM1FWVtbrdqNGjcL69euxfv16Q8qCSqWCu7s7lEolFAqFQfv25/vvv4ePjw+OHz+OWbNmAejqsDQ0NCAzM9Ogz+rs7MTRo0dRVFQEQRCgUCiQlpaGMWPGGK1eIiIiazLQ32+DrmFRq9UoKSnBxo0b9ZYnJiaiqKioz/127tyJa9eu4eOPP8ZvfvMbQ76yT+3t7Whvb9e9V6lURvnchymVSgCAl5eX3vJjx47Bx8cHHh4eSEhIwG9/+1v4+Ph0rRQEKMvLsb+sDG2dnXo1NjQ0AADCwsKQnJwMZ2dnk9RNRERkSwwKLLW1tdBoND3mBPH19UV1dXWv+1RUVGDjxo0oKCiAXG68a3y3b9+OrVu3Gu3zeiMIAjZs2ICZM2ciNDRUtzw5ORk/+tGPEBQUhBs3buCNN97A3LlzUVJSAicnJ0CjwbmwMHw3axYwZ47eZw4ZMgQpKSmYMGGCSWsnIiKyJYNKEA8/w0YQhF6fa6PRaLBy5Ups3boV48aNG1yFfXj11VexYcMG3XuVSoXAwECjfse6devwzTff4MSJE3rLly9frvvn0NBQREVFISgoCPv378dTTz0FyOW4+9FHwNWrmD59OoKDgwF0/XsLCgqCi4uLUeskIiKydQYFFm9vb8hksh7dlJqaml5nYm1sbERxcTFKS0uxbt06AIBWq4UgCJDL5cjNzcXcuXMHVbiTk1NXN8NEfvGLXyA7Oxv5+fkYMWJEv9v6+/sjKCgIFRUVALoC3N27dwEA4eHhCAgIMFmdRERE9sCgu4QcHR0RGRmJvLw8veV5eXmIjY3tsb1CoUB5eTnKysp0r7Vr12L8+PEoKytDdHT041VvAoIgYN26dfjyyy9x5MgRXXekP3V1dbh9+zb8/f0BAA8ePEBrayvkcrl+kHvjDcCwa5yJiIgIgzgltGHDBqxatQpRUVGIiYnB+++/j8rKSqxduxZA16mau3fvYvfu3ZBKpXrXfgCAj48PnJ2d9Zar1WpcunRJ9893795FWVkZhg4dirFjxz7O+Az20ksv4dNPP0VWVhbc3Nx03SR3d3e4uLigqakJW7ZswdNPPw1/f3/cvHkTr732Gry9vbF06VIA0HVX/P39/29afUEA/vQnYN06gM8FIiIiMojBgWX58uWoq6vDtm3bUFVVhdDQUOTk5OjmEKmqqnrknCwPu3fvHqZOnap7/8c//hF//OMfkZCQgGPHjhla4mPpvl179uzZest37tyJNWvWQCaToby8HLt370ZDQwP8/f0xZ84c7NmzB25ubgD+L7DoTa0vkQAJCQwrREREg2DwPCyWylTzsAzGBx98gLt37+Lpp5/GlClT/m9FSgqwb594hREREVmYgf5+D2pqfupbZ2en7jRSj4t1e7mTioiIiB6NgcXI7t+/D41GA1dXV3h4eIhdDhERkU1gYDGyO3fuAOi6fqW3uWmIiIjIcAwsRtZ9wW2vc7fYxuVCREREZsfAYmS93iFEREREj4WBxYhaW1tRV1cHoJfAotUCUv7rJiIiGgz+ghpRd3dl2LBhPZ8X1N4O8MnMREREg8LAYkT9ng5qawNM+OwjIiIiW8bAYkQ/vEOoh/Z2BhYiIqJBYmAxkh8+obnXO4R4SoiIiGjQGFiMpKGhAS0tLZDJZPpPaO7GU0JERESDxsBiJN2ng/z8/CCX9/JMSXZYiIiIBo2BxUgeOf8Kr2EhIiIaNAYWI+n3+hWAHRYiIqLHwMBiBBqNBlVVVQD66bB0dgKurmasioiIyHb0crEFGer+/fvo7OyEi4sLvLy8et9o5kwgJsa8hREREdkIBhYj+OH1K30+oVku73oRERGRwXhKyAj4wEMiIiLTYmAxgn5nuCUiIqLHxsDymNra2lBbWwsA2LVrFyQSid7Lz89Pt60gCNiyZQsCAgLg4uKC2bNn4+LFi2KVTkREZDUYWB7TvXv3AACenp5wdHTE5MmTUVVVpXuVl5frtv3973+Pt956C++++y7Onj0LPz8/LFiwAI2NjWKVT0REZBUYWB7Tw6eD5HI5/Pz8dK/hw4cD6OquvPPOO9i0aROeeuophIaG4sMPP0RLSws+/fRT0eonIiKyBgwsj+nhCeMqKioQEBCA4OBgrFixAtevXwcA3LhxA9XV1UhMTNTt6+TkhISEBBQVFZm/cCIiIivCwPIYfviE5ieeeALR0dHYvXs3Dh48iA8++ADV1dWIjY1FXV0dqqurAaDHgxF9fX1164iIiKh3nBjkMSiVSjQ1NUEqlcLPzw+BgYG6dVOmTEFMTAzGjBmDDz/8EDNmzACAHvO0CILQ99wtREREBIAdlsfS3V3x8/ODg4NDj/VDhgzBlClTUFFRobtb6OFuSk1NTY+uCxEREeljYHkMj5owrr29HZcvX4a/vz+Cg4Ph5+eHvLw83Xq1Wo3jx48jNjbWLPUSERFZK54SegwP3yH0yiuvICUlBSNHjkRNTQ1+85vfQKVS4dlnn4VEIsH69evx5ptvIiQkBCEhIXjzzTfh6uqKlStXijkMIiIii8fAMkg/fEJz9x1Cd+7cwY9//GPU1tZi+PDhmDFjBk6dOoWgoCAAwK9+9Su0trbixRdfRH19PaKjo5Gbmws3NzfRxkFERGQNJIIgCGIXYQwqlQru7u5QKpVQKBQm/77q6mq89957cHZ2xq9//WteOEtERDQIA/395jUsg9R9OiggIIBhhYiIyMQYWAaJT2gmIiIyHwaWQXp4hlsiIiIyHQaWQWhvb8f3338PgB0WIiIic2BgGYR79+5BEAS4u7tj6NChYpdDRERk8xhYBoGng4iIiMyLgWUQHp4wjoiIiEyLgWUQeIcQERGReTGwGEilUqGxsRFSqRQBAQFil0NERGQXGFgM1H06yMfHp9cnNBMREZHxMbAYiKeDiIiIzI+BxUC8Q4iIiMj8GFgMoNVqce/ePQDssBAREZkTA4sBvv/+e6jVajg6OsLb21vscoiIiOwGA4sBfnj9ilTKf3VERETmwl9dA3DCOCIiInEwsBiAdwgRERGJg4FlgNRqNWpqagDwDiEiIiJzY2AZoO4nNCsUCri5uYldDhERkV1hYBkgng4iIiISDwPLADGwEBERiYeBZYC67xDi9StERETmx8AyAI2NjVCpVJBIJHxCMxERkQgYWAag+3TQ8OHD4ejoKHI1RERE9oeBZQD4wEMiIiJxMbAMAGe4JSIiEtegAktGRgaCg4Ph7OyMyMhIFBQUDGi/wsJCyOVyhIeH91j3xRdfYNKkSXBycsKkSZOwd+/ewZRmdHxCMxERkfgMDix79uzB+vXrsWnTJpSWliI+Ph7JycmorKzsdz+lUonVq1dj3rx5PdadPHkSy5cvx6pVq3D+/HmsWrUKy5Ytw+nTpw0tz+jq6urQ3t4OBwcH+Pj4iF0OERGRXZIIgiAYskN0dDQiIiKwY8cO3bKJEyciPT0d27dv73O/FStWICQkBDKZDJmZmSgrK9OtW758OVQqFb7++mvdsoULF8LT0xOfffbZgOpSqVRwd3eHUqmEQqEwZEj9Ki0tRVZWFoKCgvDcc88Z7XOJiIho4L/fBnVY1Go1SkpKkJiYqLc8MTERRUVFfe63c+dOXLt2DZs3b+51/cmTJ3t8ZlJSUr+f2d7eDpVKpfcyBU4YR0REJD6DAkttbS00Gg18fX31lvv6+qK6urrXfSoqKrBx40Z88sknkMvlvW5TXV1t0GcCwPbt2+Hu7q57BQYGGjKUAeMdQkREROIb1EW3EolE770gCD2WAYBGo8HKlSuxdetWjBs3ziif2e3VV1+FUqnUvW7fvm3ACAZuxowZiIqKYmAhIiISkUGBxdvbGzKZrEfno6ampkeHBOiaIba4uBjr1q2DXC6HXC7Htm3bcP78ecjlchw5cgQA4OfnN+DP7Obk5ASFQqH3ely93f0UFhaGJUuWGPW6GCIiIjKMQYHF0dERkZGRyMvL01uel5eH2NjYHtsrFAqUl5ejrKxM91q7di3Gjx+PsrIyREdHAwBiYmJ6fGZubm6vn2kqg737iYiIiEyv94tK+rFhwwasWrUKUVFRiImJwfvvv4/KykqsXbsWQNepmrt372L37t2QSqUIDQ3V29/HxwfOzs56y3/5y19i1qxZ+M///E+kpaUhKysLhw4dwokTJx5zeAP31ltv4fnnn8dPfvITAMA777yDgwcPYseOHf3e/URERESmZ3BgWb58Oerq6rBt2zZUVVUhNDQUOTk5CAoKAgBUVVUZ3JWIjY3F559/jtdffx1vvPEGxowZgz179ug6MKbWfffTxo0b9ZY/6u4nIiIiMg+D52GxVI8zD8u9e/fwxBNPoLCwUO801JtvvokPP/wQV65cMXa5REREBBPNw2LrDL1TiYiIiMyDgQWG3/1ERERE5sXAAsPvfiIiIiLzMviiW1v1qLufiIiISDwMLP/0qLufiIiISDy8S4iIiIhEw7uEiIiIyGYwsBAREZHFY2AhIiIii2czF912X4qjUqlEroSIiIgGqvt3+1GX1NpMYGlsbAQABAYGilwJERERGaqxsRHu7u59rreZu4S0Wi3u3bsHNzc3o06nr1KpEBgYiNu3b9vk3Ue2Pj7A9sfI8Vk3js+62fr4ANOPURAENDY2IiAgAFJp31eq2EyHRSqVYsSIESb7fIVCYbP/MQK2Pz7A9sfI8Vk3js+62fr4ANOOsb/OSjdedEtEREQWj4GFiIiILB4DyyM4OTlh8+bNcHJyErsUk7D18QG2P0aOz7pxfNbN1scHWM4YbeaiWyIiIrJd7LAQERGRxWNgISIiIovHwEJEREQWj4GFiIiILJ5dBZb8/HykpKQgICAAEokEmZmZj9zn+PHjiIyMhLOzM0aPHo333nuvxzZffPEFJk2aBCcnJ0yaNAl79+41QfWPZorx7dq1CxKJpMerra3NRKPon6FjrKqqwsqVKzF+/HhIpVKsX7++1+2s9RgOZHyWdAwNHd+XX36JBQsWYPjw4VAoFIiJicHBgwd7bGetx28g47Pm43fixAnExcVh2LBhcHFxwYQJE/D222/32M5aj99AxmdJxw8Y3O9Et8LCQsjlcoSHh/dYZ45jaFeBpbm5GWFhYXj33XcHtP2NGzewaNEixMfHo7S0FK+99hr+7d/+DV988YVum5MnT2L58uVYtWoVzp8/j1WrVmHZsmU4ffq0qYbRJ1OMD+ia3bCqqkrv5ezsbIohPJKhY2xvb8fw4cOxadMmhIWF9bqNNR/DgYwPsJxjaOj48vPzsWDBAuTk5KCkpARz5sxBSkoKSktLddtY8/EbyPgA6z1+Q4YMwbp165Cfn4/Lly/j9ddfx+uvv473339ft401H7+BjA+wnOMHGD7GbkqlEqtXr8a8efN6rDPbMRTsFABh7969/W7zq1/9SpgwYYLesp/97GfCjBkzdO+XLVsmLFy4UG+bpKQkYcWKFUardTCMNb6dO3cK7u7uJqjw8Q1kjD+UkJAg/PKXv+yx3JqP4Q/1NT5LPYaGjq/bpEmThK1bt+re28rx6/bw+Gzt+C1dulT4l3/5F917Wzt+D4/PUo+fIBg2xuXLlwuvv/66sHnzZiEsLExvnbmOoV11WAx18uRJJCYm6i1LSkpCcXExOjo6+t2mqKjIbHUO1kDGBwBNTU0ICgrCiBEjsGTJkh5/+7N21nwMB8pWjqFWq0VjYyO8vLx0y2zp+PU2PsB2jl9paSmKioqQkJCgW2ZLx6+38QHWf/x27tyJa9euYfPmzb2uN9cxZGDpR3V1NXx9ffWW+fr6orOzE7W1tf1uU11dbbY6B2sg45swYQJ27dqF7OxsfPbZZ3B2dkZcXBwqKirEKNkkrPkYDoQtHcP/+q//QnNzM5YtW6ZbZkvHr7fx2cLxGzFiBJycnBAVFYWXXnoJP/nJT3TrbOH49Tc+az9+FRUV2LhxIz755BPI5b0/L9lcx9BmntZsKhKJRO+98M+JgX+4vLdtHl5mqR41vhkzZmDGjBm69XFxcYiIiMBf/vIX/PnPfzZfoSZmzcfwUWzlGH722WfYsmULsrKy4OPjo7fOFo5fX+OzheNXUFCApqYmnDp1Chs3bsTYsWPx4x//WLfe2o9ff+Oz5uOn0WiwcuVKbN26FePGjet3W3McQwaWfvj5+fVIiDU1NZDL5Rg2bFi/2zycNi3RQMb3MKlUimnTplnN3w4GwpqP4WBY4zHcs2cPnn/+efzv//4v5s+fr7fOFo5ff+N7mDUev+DgYADAlClTcP/+fWzZskX3g24Lx6+/8T3Mmo5fY2MjiouLUVpainXr1gHoOm0pCALkcjlyc3Mxd+5csx1DnhLqR0xMDPLy8vSW5ebmIioqCg4ODv1uExsba7Y6B2sg43uYIAgoKyuDv7+/OUo0C2s+hoNhbcfws88+w5o1a/Dpp59i8eLFPdZb+/F71PgeZm3H72GCIKC9vV333tqP38MeHl9v663l+CkUCpSXl6OsrEz3Wrt2LcaPH4+ysjJER0cDMOMxNOolvBausbFRKC0tFUpLSwUAwltvvSWUlpYKt27dEgRBEDZu3CisWrVKt/3169cFV1dX4d///d+FS5cuCX//+98FBwcH4R//+Idum8LCQkEmkwm/+93vhMuXLwu/+93vBLlcLpw6dcomxrdlyxbhwIEDwrVr14TS0lLhueeeE+RyuXD69Gmzj08QDB+jIAi67SMjI4WVK1cKpaWlwsWLF3XrrfkYCsKjx2dJx9DQ8X366aeCXC4X/vrXvwpVVVW6V0NDg24baz5+AxmfNR+/d999V8jOzha+++474bvvvhP+53/+R1AoFMKmTZt021jz8RvI+Czp+AnC4P4f80O93SVkrmNoV4Hl6NGjAoAer2effVYQBEF49tlnhYSEBL19jh07JkydOlVwdHQURo0aJezYsaPH5/7v//6vMH78eMHBwUGYMGGC8MUXX5hhND2ZYnzr168XRo4cKTg6OgrDhw8XEhMThaKiIjONqKfBjLG37YOCgvS2seZj+KjxWdIxNHR8CQkJ/W7fzVqP30DGZ83H789//rMwefJkwdXVVVAoFMLUqVOFjIwMQaPR6H2utR6/gYzPko6fIAzu/zE/1FtgEQTzHEOJIPzzKksiIiIiC8VrWIiIiMjiMbAQERGRxWNgISIiIovHwEJEREQWj4GFiIiILB4DCxEREVk8BhYiIiKyeAwsREREZPEYWIiIiMjiMbAQERGRxWNgISIiIovHwEJEREQW7/8DLVAgeLiPON0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import interpolate\n", "texts = plot_eucs_covers()\n", "f = interpolate.interp1d(eucs, covers)\n", "x = np.linspace(min(eucs), max(eucs), 500)\n", "y = f(x)\n", "adjust_text(texts, x, y, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this is quite good! Making the distance of labels to the line exactly right is difficult because of the artificial way we are repelling them and different shape of the line close to different labels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now a real-world example of a volcano plot\n", "(idea and data from http://www.gettinggeneticsdone.com/2016/01/repel-overlapping-text-labels-in-ggplot2.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First let's just plot the data " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('../../figures/volcano_data.csv')\n", "def plot_volcano(adjust=False, **kwargs):\n", " plt.figure(figsize=(7, 10))\n", " threshold = 0.05\n", " xns, yns = data['log2FoldChange'][data['padj']>=threshold], -np.log10(data['pvalue'][data['padj']>=threshold])\n", " plt.scatter(xns, yns, c='grey', edgecolor=(1,1,1,0), label='Not Sig')\n", " xs, ys = data['log2FoldChange'][data['padj']" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_volcano(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this is very nice now!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now a classical mtcars dataset; example from ggrepel package for R" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mtcars = pd.read_csv('../../figures/mtcars.csv')\n", "def plot_mtcars(adjust=False, *args, **kwargs):\n", " plt.figure(figsize=(9, 6))\n", " plt.scatter(mtcars['wt'], mtcars['mpg'], s=15, c='r', edgecolors=(1,1,1,0))\n", " texts = []\n", " for x, y, s in zip(mtcars['wt'], mtcars['mpg'], mtcars['Car']):\n", " texts.append(plt.text(x, y, s, size=9))\n", " plt.xlabel('wt')\n", " plt.ylabel('mpg')\n", " if adjust:\n", " adjust_text(texts, arrowprops=dict(arrowstyle=\"-\", color='k', lw=0.5))\n", "plot_mtcars()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aaa everything is overlapping!!! Crazy. Let's fix it." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_mtcars(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this is pretty good!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that I specified the figure size for two latter examples. Obviously, making it larger is one of the easiest ways to reduce overlaps, but often it is limited - that's when this library can help!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now an example from https://blog.mafr.de/2012/03/11/time-series-data-with-matplotlib/ with adding labels" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'en_GB.utf8'" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.dates as mdates\n", "import locale\n", "locale.setlocale(locale.LC_ALL,'en_GB.utf8') #I have it set to Russian, without this dates don't work" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "impressions = pd.read_table(\"../../figures/page-impressions.csv\", names=['days', 'impressions'])\n", "impressions['days'] = pd.to_datetime(impressions['days'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_dates(adjust=False):\n", " plt.figure(figsize=(10, 7))\n", " plt.plot_date(x=impressions['days'], y=impressions['impressions'])\n", " texts = []\n", " for i, (x, y) in impressions.iterrows():\n", " texts.append(plt.text(x, y, int(y)))\n", " if adjust:\n", " adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))\n", "plot_dates(adjust=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_dates(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Labelling bars above them\n", "It is possible to repel labels from any additional matplotlib objects, in this case bars, but can also be a legend, for example. Note, that the objects' bounding boxes are used, with a bounding box being the smallest rectangle contataining the object." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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11Vct6jn7vQEA2E56err8/f3l7u6u0NBQ7d+/v8m6s2bNkslksjqGDBlirvP555/rl7/8pQYMGCCTyaS0tDSrdr777jslJCTIz89PHh4eioiI0EcffWSP4V0X7g0AALbHVA7Azhyxj48kRUVFOf1ePo54+prUPu4NAOD6ZWdnKyEhQenp6YqMjNTq1asVHR2t4uLiRp/UunLlSr388svm1xcvXtTw4cP1wAMPmMsuXLig2267TQ888IAWLVrU6PvOmzdPn332mTZu3Kg+ffpo06ZNmjBhgoqLi+Xr62v7gV4D7g0AAPZhMvjfppWamhp5enqqurpaXbt2dXR3ADizn3pKaht/xJpebLo/xvOO+7jnc9Ua9wSwv9GjR+uOO+5QRkaGuSwoKEjTpk1TSkrKT16/fft23X///Tp16pR5xvWVBgwYoISEBCUkJJjLfvjhB3Xp0kVvv/22xT6gI0aM0H333afly5df36Bs5Ea7N3ymWuOeAIBttfRzlaWjAAAAuOHU1dXp8OHDioqKsiiPiorSgQMHWtRGZmamJkyY0GgiqSkXL15UfX293N3dLco9PDxUWFjY4nbsiXsDAID9sHQUQLvjrLO2AADXyA6zg6uqqlRfXy8vLy+Lci8vL/PDcppTXl6ud999V2+99Var3rdLly4KDw/XsmXLFBQUJC8vL23ZskWHDh3SwIEDW9WWvXBvAACwH2a0AQAAp2frTdslKScnR8HBwXJzc1NwcLByc3Mtzjds6H71sWDBAruMEfZhuiqJZxiGVVljsrKy1K1bN02bNq3V77lx40YZhiFfX1+5ublp1apVevjhh+Xi4tLqtuyJewMAgO2RaAMAAE6tYdP2JUuW6MiRIxo7dqyio6OtnkzcYOXKlSovLzcfp0+fVvfu3S02bT948KBiY2MVFxenTz75RHFxcYqJidGhQ4fMdT766COLdvLz8yXJoh04r549e8rFxcVqhlZlZaXVTK6rGYahdevWKS4uTq6urq1+74CAABUUFOj8+fM6ffq0PvzwQ/3rX/+Sv79/q9uSLs/kbuq4FjfSvQEAwNmQaMMNxxGPqs/IyNCwYcPUtWtXde3aVeHh4Xr33XftMbzrxv0B0N6kpqZq7ty5mjdvnoKCgpSWlqZ+/fpZbOJ+JU9PT3l7e5uPjz/+WN9++61mz55trpOWlqZ7771XSUlJCgwMVFJSksaPH2/xGdarVy+Ldv76178qICBAd999t72HDBtwdXVVaGioOUHaID8/XxEREc1eW1BQoJMnT2ru3LnX1YdOnTrJx8dH3377rfLy8jR16tTras9WuDcAANgPibZ2yhFLaNpDssQesx4aHlX/8ssvy9vbu9F2+vbtq5dfflkff/yxPv74Y/2v//W/NHXqVH3++ed2Gee14v4AaG/stWn7wYMHrdqcOHFik23W1dVp06ZNmjNnTouW1sE5JCYmau3atVq3bp2OHj2qRYsWqbS0VPPnz5ckJSUl6bHHHrO6LjMzU6NHj1ZISIjVubq6OhUVFamoqEh1dXUqKytTUVGRTp48aa6Tl5enXbt26dSpU8rPz9fPf/5zDR482CLZ62jcGwAA7MSAlerqakOSUV1d7eiuNGrr1q3GLbfcYrzxxhtGcXGxsXDhQqNTp07Gl19+2Wj9c+fOGeXl5ebj9OnTRvfu3Y3nn3/eXOfAgQOGi4uL8dJLLxlHjx41XnrpJaNjx47GBx98YK6zY8cO45133jGOHTtmHDt2zHj22WeNW265xfjss8/sPeQWGzVqlDF//nyLssDAQOOZZ55p0fW5ubmGyWQy/vnPfzZ63s/Pz/jDH/7QorZuvfVWY+3atS2q21ZulPujF9Tk0eYub9Hd9NHW3XGme3MFZ/9cdQTuScuUlZUZkoz/+3//r0X57373O2PQoEE/ef1XX31luLi4GNnZ2Rblt9xyi7F582aLss2bNxuurq6NtpOdnW24uLgYZWVlrRwBWsSOn6Wvv/664efnZ7i6uhp33HGHUVBQYD43c+ZM4+6777aof+7cOcPDw8NYs2ZNo+2dOnXKkGR1XNlOdna2cdtttxmurq6Gt7e3sWDBAuPcuXPXPAZ7fbbfCPemAZ+p1rgnAGBbLf1c5amj7dCVS2iky8tf8vLylJGRoZSUFKv6np6e8vT0NL/evn17s0topMvfYhYUFCgtLU1btmyRJE2ZMsWi3d/97nfKyMjQBx98YDU7zhEaZj0888wzFuX2flT91err6/XnP/9Z33//vcLDw6+5HVvj/gBoz+yxaXtr2szMzFR0dLT69OnT8k7DKcTHxys+Pr7Rc1lZWVZlnp6eunDhQpPtDRgwQMZPPAU1JiZGMTExreqnI3BvAACwPZaOtjPOsoSmvr5eW7dudapkia0eVd+QwGytTz/9VJ07d5abm5vmz5+v3NxcBQcHX1Nb9sD9AdAe2WvTdm9v7xa3+eWXX2rPnj3X/PkHAACAmweJtnbGXsmSioqKFrXZHpIljnhUvSQNHjxYRUVF+uCDD/T4449r5syZKi4uvqa27In7A6A9sdem7eHh4VZt7t69u9E2169fr969e2vy5MnXMAL7c8S+rd99950SEhLk5+cnDw8PRURE6KOPPrLL+AAAANoTlo62U45aQtOQLDl37pxycnI0c+ZMFRQUOEWyzZGPqpcu/2fw9ttvlySFhYXpo48+0sqVK7V69epras/WuD8A2qvExETFxcUpLCxM4eHhWrNmjdWm7WVlZdqwYYPFdc1t2r5w4UKNGzdOr7zyiqZOnaq3335be/bsUWFhoUW9S5cuaf369Zo5c6Y6dnS+fzY1POQmPT1dkZGRWr16taKjo1VcXKz+/ftb1V+5cqVefvll8+uLFy9q+PDhFg+5OXjwoGJjY7Vs2TJNnz5dubm5iomJUWFhoUaPHi1Jmjdvnj777DNt3LhRffr00aZNmzRhwgQVFxfL19fX/gO3M9OLTf+byni++aWRNzruDQAAzWNGWzvj6CU0DcmSsLAwpaSkaPjw4Vq5cuV1jMh2nOFR9VcyDEO1tbU2a+96cX8AtFexsbFKS0tTcnKyRowYoX379mnnzp3mLRDKy8utnp5cXV2tnJycJj+3IiIitHXrVq1fv17Dhg1TVlaWsrOzzYmkBnv27FFpaanmzJljn8Fdpyv3bQ0KClJaWpr69eunjIyMRut7enrK29vbfHz88cfN7tsaGBiopKQkjR8/XmlpaZKkH374QTk5OVqxYoXGjRun22+/XS+88IL8/f2bfF8AAICbhfN9NYtmXZksmT59urk8Pz9fU6dObfbaliyhWbRokbmsqSU0V3K2ZIk9Zj3U1dWZlzhe+aj6zp07m2doPfvss4qOjla/fv303XffaevWrdq7d6927dp1zWOxxzfGN9L9AXBzsfWm7ZI0Y8YMzZgxo9k6UVFRP7m5u6PY6yE3Bw8etPj3gHR539aGRNvFixdVX18vd3d3izoeHh5WMwIBAABuNiTa2iFHLaFpD8mS2NhYnT17VsnJySovL1dISEiLZz00NTPvq6++0siRI82vX331Vb366qu6++67tXfvXknS119/rbi4OJWXl8vT01PDhg3Trl27dO+999pnoNeI+wMANw5b7dv61ltvWZT/1L6tXbp0UXh4uJYtW6agoCB5eXlpy5YtOnTokAYOHHidowIAAGjfSLS1Q/ZIljQsoVm6dKmee+45BQQEWC2haS/JEkc8qj4zM7NVfXQk7g8A3FgcsW/rxo0bNWfOHPn6+srFxUV33HGHHn74Yf3973+/tkEAAADcIEi0tVOOWEJDsgQAAOfhyH1bAwICVFBQoO+//141NTXy8fFRbGys/P39r3NUAAAA7RsPQwAAAGiH7PWQm4Z9W6/U1L6tnTp1ko+Pj7799lvl5eX95H6xAAAANzpmtAH/jcfVN417AwDOyVH7tubl5ckwDA0ePFgnT57UU089pcGDB1s8vRQAAOBmxIw2AABgJT09Xf7+/nJ3d1doaKj279/fZN1Zs2bJZDJZHUOGDLGol5OTo+DgYLm5uSk4OFi5ubkW5/ft26cpU6aoT58+MplM2r59uz2GdkOJjY1VWlqakpOTNWLECO3bt6/F+7Y2NptN+p99W9evX69hw4YpKyvLat/W6upqLViwQIGBgXrsscd01113affu3brlllvsN1gAAIB2gBltAADAQnZ2thISEpSenq7IyEitXr1a0dHRKi4uVv/+/a3qr1y5Ui+//LL59cWLFzV8+HA98MAD5rKDBw8qNjZWy5Yt0/Tp05Wbm6uYmBgVFhaaEzjff/+9hg8frtmzZ+uXv/yl/Qfaxuw1O9gR+7bGxMQoJiamVf0EAAC4GTCjDQAAWEhNTdXcuXM1b948BQUFKS0tTf369VNGRkaj9T09PeXt7W0+Pv74Y3377bcWywjT0tJ07733KikpSYGBgUpKStL48eOVlpZmrhMdHa3ly5fr/vvvt/cQAQAAALtgRhsAADCrq6vT4cOH9cwzz1iUR0VF6cCBAy1qIzMzUxMmTDAvX5Quz2hbtGiRRb2JEydaJNrQtth/EwAAwPaY0QabaM1ePpJUW1urJUuWyM/PT25ubgoICNC6devM5//1r38pOTlZAQEBcnd31/Dhw7Vr1y6rdsrKyvToo4+qR48e+tnPfqYRI0bo8OHDNh8fANwsqqqqVF9fLy8vL4tyLy8vVVRU/OT15eXlevfddzVv3jyL8oqKimtuEwAAAGgvmNGG69bavXyky3u7fP3118rMzNTtt9+uyspKXbx40Xx+6dKl2rRpk9544w0FBgYqLy9P06dP14EDBzRy5EhJ0rfffqvIyEj9/Oc/17vvvqvevXvr//2//6du3bq1xbAB4IZmMlnOdjIMw6qsMVlZWerWrZumTZtmszYBAACA9oJEG67blXv5SJf34cnLy1NGRoZSUlKs6u/atUsFBQUqKSlR9+7dJUkDBgywqLNx40YtWbJEkyZNkiQ9/vjjysvL03/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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = [{'rf': [[10, 0.682312925170068], [20, 0.714904143475572], [30, 0.729107400535972], [40, 0.718944547515976], [50, 0.7372706658420943], [60, 0.7291486291486291], [70, 0.7332302618016904], [80, 0.7291486291486291], [90, 0.7291486291486291]], 'besttree': 0.7372706658420943}, {'rf': [[10, 0.6576994434137291], [20, 0.6760874046588332], [30, 0.7086786229643371], [40, 0.6943929086786229], [50, 0.6984951556380127], [60, 0.6903731189445474], [70, 0.7025974025974027], [80, 0.7128014842300556], [90, 0.7086786229643373]], 'besttree': 0.7128014842300556}, {'rf': [[10, 0.5763347763347764], [20, 0.5783962069676354], [30, 0.5946402803545661], [40, 0.5988455988455988], [50, 0.6028653885796743], [60, 0.6089466089466089], [70, 0.6171098742527313], [80, 0.6130488559059988], [90, 0.6130488559059988]], 'besttree': 0.6171098742527313}, {'rf': [[10, 0.6741084312512883], [20, 0.7025767882910741], [30, 0.6964337250051535], [40, 0.7127396413110699], [50, 0.7167594310451453], [60, 0.712677798392084], [70, 0.7269635126777982], [80, 0.7351061636775922], [90, 0.7350855493712636]], 'besttree': 0.7351061636775922}, {'rf': [[10, 0.6719645433931148], [20, 0.7006184291898577], [30, 0.7066378066378066], [40, 0.7107606679035251], [50, 0.7086580086580087], [60, 0.7269841269841271], [70, 0.718841475984333], [80, 0.7249433106575964], [90, 0.7188827045969903]], 'besttree': 0.7269841269841271}, {'rf': [[10, 0.5722119150690579], [20, 0.5641723356009071], [30, 0.5845186559472274], [40, 0.5947227375798805], [50, 0.6048649762935477], [60, 0.6049062049062048], [70, 0.6048443619872191], [80, 0.6007833436404865], [90, 0.6048855905998763]], 'besttree': 0.6049062049062048}, {'rf': [[10, 0.54582560296846], [20, 0.5478664192949907], [30, 0.5499278499278499], [40, 0.564172335600907], [50, 0.5621109049680477], [60, 0.5621109049680478], [70, 0.5600700886415172], [80, 0.5580705009276438], [90, 0.5600907029478458]], 'besttree': 0.564172335600907}, {'rf': [[10, 0.6171304885590599], [20, 0.6435992578849722], [30, 0.6354566068851784], [40, 0.6577819006390435], [50, 0.6618429189857762], [60, 0.6557410843125129], [70, 0.6638425066996495], [80, 0.65578231292517], [90, 0.6618841475984334]], 'besttree': 0.6638425066996495}, {'rf': [[10, 0.6578643578643579], [20, 0.6944135229849515], [30, 0.69853638425067], [40, 0.7005565862708719], [50, 0.6985569985569986], [60, 0.6985363842506699], [70, 0.6964955679241392], [80, 0.6923933209647496], [90, 0.7005565862708719]], 'besttree': 0.7005565862708719}]\n", "\n", "fig = plt.figure(facecolor=\"w\",figsize=(15,15))\n", "for i,result in enumerate(data):\n", "# Let's plot the bars\n", " ax=fig.add_subplot(3,3,i+1)\n", " x = [item[0] for item in result['rf']]\n", " y = [item[1] for item in result['rf']]\n", " ax.axis(ymin=0.5,ymax=0.8,xmin=4,xmax=100)\n", " bars=ax.bar(x,y,color='green',tick_label=x,width=2)\n", "# And add the labels, while changing the colour of some of the bars\n", " texts=[]\n", " for j,rect in enumerate(bars):\n", " left = rect.get_x()+1\n", " top = rect.get_y()+rect.get_height()\n", " texts.append(ax.text(left,top,'%.3f'%y[j], ha='center', va='bottom'))\n", " if y[j] == result['besttree']:\n", " rect.set_facecolor('red')\n", " \n", "# Now adjust the text. We don't want to move in the x direction and we want the labels to vertically aligned with the bars.\n", "# I also noticed that having a weaker force to repel texts from ech other makes the figure nicer.\n", " ax.set_ylabel('CA')\n", " adjust_text(texts, add_objects=bars,\n", " only_move='y+')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks nice! I guess it can be quite a common use case." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Difficult examples\n", "\n", "Now a couple very nice real-world plots using data from universaldependencies.org v2.2 by Kim Gerdes. This is something about the prevalence of particular syntactic structures in different languages, which are colour-coded by their language group. You can see how languages of some groups are very nicely clustered together!\n", "It is really dense in some areas, so we increase the time limit for the algorithm to 1 second, instead of default 0.1 second. No other parameter adjustment necessary to get very decent results!" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "d1={'Afrikaans': 1.35, 'Amharic': 9.51, 'AncientGreek': 11.62, 'Arabic': 9.22, 'Armenian': 2.92, 'Bambara': 0.1, 'Basque': 8.46, 'Belarusian': 2.48, 'Breton': 24.0, 'Bulgarian': 5.12, 'Buryat': 0.0, 'Cantonese': 4.5, 'Catalan': 1.97, 'Chinese': 0.05, 'Coptic': 4.41, 'Croatian': 4.17, 'Czech': 8.74, 'Danish': 14.58, 'Dutch': 15.3, 'English': 0.79, 'Erzya': 21.74, 'Estonian': 17.1, 'Faroese': 8.92, 'Finnish': 5.82, 'French': 2.44, 'Galician': 7.0, 'German': 20.6, 'Gothic': 11.11, 'Greek': 4.88, 'Hebrew': 1.48, 'Hindi': 0.16, 'Hungarian': 7.46, 'Indonesian': 1.12, 'Irish': 98.16, 'Italian': 6.8, 'Japanese': 0.0, 'Kazakh': 0.46, 'Komi': 17.24, 'Korean': 0.04, 'Kurmanji': 0.37, 'Latin': 6.14, 'Latvian': 3.34, 'Lithuanian': 0.98, 'Maltese': 0.0, 'Marathi': 1.95, 'Naija': 0.11, 'NorthSami': 4.48, 'Norwegian': 12.59, 'OldChurchSlavonic': 13.42, 'OldFrench': 10.6, 'Persian': 2.45, 'Polish': 15.49, 'Portuguese': 3.1, 'Romanian': 12.75, 'Russian': 5.9, 'Sanskrit': 9.46, 'Serbian': 9.7, 'Slovak': 11.67, 'Slovenian': 12.08, 'Spanish': 3.41, 'Swedish': 13.36, 'SwedishSign': 18.89, 'Tagalog': 100.0, 'Tamil': 5.61, 'Telugu': 0.0, 'Thai': 0.0, 'Turkish': 9.95, 'Ukrainian': 5.39, 'UpperSorbian': 5.66, 'Urdu': 0.21, 'Uyghur': 1.96, 'Vietnamese': 0} \n", "d2={'Afrikaans': 2.63, 'Amharic': 0.59, 'AncientGreek': 41.61, 'Arabic': 73.29, 'Armenian': 20.6, 'Bambara': 0.0, 'Basque': 18.53, 'Belarusian': 33.54, 'Breton': 53.99, 'Bulgarian': 30.08, 'Buryat': 0.38, 'Cantonese': 5.31, 'Catalan': 23.57, 'Chinese': 0.24, 'Coptic': 28.02, 'Croatian': 28.64, 'Czech': 37.94, 'Danish': 14.95, 'Dutch': 21.98, 'English': 9.93, 'Erzya': 42.54, 'Estonian': 38.92, 'Faroese': 16.07, 'Finnish': 23.02, 'French': 5.85, 'Galician': 19.7, 'German': 19.77, 'Gothic': 49.52, 'Greek': 35.74, 'Hebrew': 35.52, 'Hindi': 0.39, 'Hungarian': 28.8, 'Indonesian': 4.5, 'Irish': 98.64, 'Italian': 25.96, 'Japanese': 0.0, 'Kazakh': 0.44, 'Komi': 20.17, 'Korean': 0.04, 'Kurmanji': 0.46, 'Latin': 32.51, 'Latvian': 37.48, 'Lithuanian': 39.38, 'Maltese': 10.34, 'Marathi': 2.78, 'Naija': 4.44, 'NorthSami': 32.38, 'Norwegian': 19.04, 'OldChurchSlavonic': 53.81, 'OldFrench': 35.13, 'Persian': 0.73, 'Polish': 36.67, 'Portuguese': 13.93, 'Romanian': 30.23, 'Russian': 33.52, 'Sanskrit': 31.1, 'Serbian': 25.7, 'Slovak': 39.69, 'Slovenian': 31.77, 'Spanish': 22.06, 'Swedish': 19.8, 'SwedishSign': 18.69, 'Tagalog': 97.92, 'Tamil': 0.55, 'Telugu': 0.95, 'Thai': 0.15, 'Turkish': 4.67, 'Ukrainian': 32.81, 'UpperSorbian': 23.85, 'Urdu': 0.18, 'Uyghur': 4.06, 'Vietnamese': 1.62} \n", "langnameGroup={\"AncientGreek\":\"Indo-European\", \"Arabic\":\"Semitic\", \"Basque\":\"isolate\", \"Belarusian\":\"Indo-European-Baltoslavic\", \"Bulgarian\":\"Indo-European-Baltoslavic\", \"Cantonese\":\"Sino-Austronesian\", \"Catalan\":\"Indo-European-Romance\", \"Chinese\":\"Sino-Austronesian\", \"Coptic\":\"Afroasiatic\", \"Croatian\":\"Indo-European-Baltoslavic\", \"Czech\":\"Indo-European-Baltoslavic\", \"Danish\":\"Indo-European-Germanic\", \"Dutch\":\"Indo-European-Germanic\", \"English\":\"Indo-European-Germanic\", \"Estonian\":\"Agglutinating\", \"Finnish\":\"Agglutinating\", \"French\":\"Indo-European-Romance\", \"Galician\":\"Indo-European-Romance\", \"German\":\"Indo-European-Germanic\", \"Gothic\":\"Indo-European-Germanic\", \"Greek\":\"Indo-European\", \"Hebrew\":\"Semitic\", \"Hindi\":\"Indo-European\", \"Hungarian\":\"Agglutinating\", \"Indonesian\":\"Sino-Austronesian\", \"Irish\":\"Indo-European\", \"Italian\":\"Indo-European-Romance\", \"Japanese\":\"Agglutinating\", \"Kazakh\":\"Agglutinating\", \"Korean\":\"Agglutinating\", \"Latin\":\"Indo-European-Romance\", \"Latvian\":\"Indo-European-Baltoslavic\", \"Lithuanian\":\"Indo-European-Baltoslavic\", \"Norwegian\":\"Indo-European-Germanic\", \"OldChurchSlavonic\":\"Indo-European-Baltoslavic\", \"Persian\":\"Indo-European\", \"Polish\":\"Indo-European-Baltoslavic\", \"Portuguese\":\"Indo-European-Romance\", \"Romanian\":\"Indo-European-Romance\", \"Russian\":\"Indo-European-Baltoslavic\", \"Sanskrit\":\"Indo-European\", \"Slovak\":\"Indo-European-Baltoslavic\", \"Slovenian\":\"Indo-European-Baltoslavic\", \"Spanish\":\"Indo-European-Romance\", \"Swedish\":\"Indo-European-Germanic\", \"Tamil\":\"Dravidian\", \"Turkish\":\"Agglutinating\", \"Ukrainian\":\"Indo-European-Baltoslavic\", \"Urdu\":\"Indo-European\", \"Uyghur\":\"Agglutinating\", \"Vietnamese\":\"Sino-Austronesian\",'Afrikaans':'Indo-European-Germanic', 'SwedishSign':'Indo-European-Germanic', 'Kurmanji':'Indo-European', 'NorthSami':'Agglutinating', 'UpperSorbian':\"Indo-European-Baltoslavic\", 'Buryat':'Agglutinating', 'Telugu':'Dravidian', 'Serbian':\"Indo-European-Baltoslavic\", 'Marathi':'Indo-European','Naija':\"Indo-European-Germanic\", \"OldFrench\":\"Indo-European-Romance\", \"Maltese\":\"Semitic\", \"Thai\":\"Sino-Austronesian\",\"Amharic\":\"Afroasiatic\", 'Erzya': 'Agglutinating', 'Faroese':\"Indo-European-Germanic\", 'Tagalog':\"Sino-Austronesian\", 'Bambara':'Niger-Congo', 'Breton':\"Indo-European\", 'Armenian':\"Indo-European\", 'Komi': 'Agglutinating'}\n", "groupColors={\"Indo-European-Romance\":'brown',\"Indo-European-Baltoslavic\":'purple',\"Indo-European-Germanic\":'olive',\"Indo-European\":'royalBlue',\"Sino-Austronesian\":'limeGreen', \"Agglutinating\":'red'}\n", "groupMarkers={\"Indo-European-Romance\":'<',\"Indo-European-Baltoslavic\":'^',\"Indo-European-Germanic\":'v',\"Indo-European\":'>',\"Sino-Austronesian\":'s', \"Agglutinating\":'+'}\n", "\n", "col1 = pd.Series(d1)\n", "col2 = pd.Series(d2)\n", "\n", "c=[groupColors.get(langnameGroup[label],'k') for label in col1.index]\n", "m=[groupMarkers.get(langnameGroup[label],'o') for label in col1.index]\n", "\n", "fig = plt.figure(figsize=(10,10)) \n", "gs = gridspec.GridSpec(2, 2, width_ratios=[1, 25], height_ratios=[25, 1]) \n", "aa = plt.subplot(gs[0])\n", "ax = plt.subplot(gs[1])\n", "bb = plt.subplot(gs[3])\n", "li,la = (-15,100)\n", "plt.xlim(li,la)\n", "plt.ylim(li,la)\n", "ax.set_xlim([li,la])\n", "ax.set_ylim([li,la])\n", "aa.set_xlim([0, 1])\n", "aa.set_ylim([li,la])\n", "bb.set_ylim([0, 1])\n", "ax.set_xticks([0, 50,100], minor=False) # only the 50% is major\n", "ax.set_xticks([0,25,50,75,100], minor=True) # all 10th are minor\n", "ax.set_yticks([0, 50,100], minor=False) # only the 50% is major\n", "ax.set_yticks([0,25,50,75,100], minor=True) # all 10th are minor\n", "ax.grid(which='both', axis='both',alpha=.5) # draw grid\n", "ax.plot([0, 1], [0, 1], transform=ax.transAxes, alpha=.5, color=\"gray\") # diagonal\n", "aa.set_xticks([], minor=False) \n", "aa.set_yticks([], minor=False)\n", "bb.set_xticks([], minor=False) \n", "bb.set_yticks([], minor=False)\t\n", "\n", "for xx, yy, cc, mm in zip(col1, col2, c, m):\n", " ax.scatter(xx, yy, marker=mm, c=cc)\n", "aa.scatter([0.5 for _ in col1], col2, c=c, alpha=0.5)\n", "bb.scatter(col1, [0.5 for _ in col2], c=c, alpha=0.5)\n", "\n", "texts=[]\n", "for label, x, y in zip(col1.index, col1, col2):\n", " texts+=[ax.text(x, y, label, color=groupColors.get(langnameGroup[label],'k'), fontsize=8)] # for adjustText\n", "\n", "adjust_text(texts, col1.values, col2.values, ax=ax, time_lim=1, #Give it 1 second instead of 0.1 sec to arrange such dense labels\n", " arrowprops=dict(arrowstyle='-', color='gray', alpha=.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also look at distribution of languages across just one of these features, and we can use adjust_text to nicely arrange the labels along one axis." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import patches\n", "d={'Afrikaans': 1.93, 'Amharic': 44.56, 'AncientGreek': 33.06, 'Arabic': 65.9, 'Armenian': 20.16,\n", "'Bambara': 0.13, 'Basque': 20.4, 'Belarusian': 26.28, 'Breton': 53.21, 'Bulgarian': 25.77, 'Buryat': 0.4,\n", "'Cantonese': 4.4, 'Catalan': 19.14, 'Chinese': 0.19, 'Coptic': 11.67, 'Croatian': 24.72, 'Czech': 36.6,\n", "'Danish': 16.38, 'Dutch': 21.72, 'English': 4.9, 'Erzya': 40.76, 'Estonian': 36.45,\n", "'Faroese': 14.19, 'Finnish': 17.88, 'French': 4.67,\n", "'Galician': 17.52, 'German': 21.45, 'Gothic': 34.23, 'Greek': 34.27,\n", "'Hebrew': 28.75, 'Hindi': 1.4, 'Hungarian': 27.91, 'Indonesian': 2.6,\n", "'Irish': 87.93, 'Italian': 22.75, 'Japanese': 0.0, 'Kazakh': 0.89, 'Komi': 19.34, 'Korean': 0.35, 'Kurmanji': 0.61,\n", "'Latin': 27.5, 'Latvian': 24.22, 'Lithuanian': 28.8, 'Maltese': 7.26, 'Marathi': 2.64,\n", "'Naija': 2.29, 'NorthSami': 21.18, 'Norwegian': 19.43, 'OldChurchSlavonic': 37.51, 'OldFrench': 20.14,\n", "'Persian': 0.99, 'Polish': 30.55, 'Portuguese': 12.84, 'Romanian': 29.0, 'Russian': 29.15,\n", "'Sanskrit': 20.09, 'Serbian': 24.1, 'Slovak': 33.18, 'Slovenian': 31.72, 'Spanish': 19.09, 'Swedish': 18.84, 'SwedishSign': 19.23,\n", "'Tagalog': 98.18, 'Tamil': 2.95, 'Telugu': 0.85, 'Thai': 0.06, 'Turkish': 6.38,\n", "'Ukrainian': 26.38, 'UpperSorbian': 22.03, 'Urdu': 0.74, 'Uyghur': 3.58, 'Vietnamese': 1.78}\n", "langnameGroup={\"AncientGreek\":\"Indo-European\", \"Arabic\":\"Semitic\", \"Basque\":\"isolate\", \"Belarusian\":\"Indo-European-Baltoslavic\", \"Bulgarian\":\"Indo-European-Baltoslavic\", \"Cantonese\":\"Sino-Austronesian\", \"Catalan\":\"Indo-European-Romance\", \"Chinese\":\"Sino-Austronesian\", \"Coptic\":\"Afroasiatic\", \"Croatian\":\"Indo-European-Baltoslavic\", \"Czech\":\"Indo-European-Baltoslavic\", \"Danish\":\"Indo-European-Germanic\", \"Dutch\":\"Indo-European-Germanic\", \"English\":\"Indo-European-Germanic\", \"Estonian\":\"Agglutinating\", \"Finnish\":\"Agglutinating\", \"French\":\"Indo-European-Romance\", \"Galician\":\"Indo-European-Romance\", \"German\":\"Indo-European-Germanic\", \"Gothic\":\"Indo-European-Germanic\", \"Greek\":\"Indo-European\", \"Hebrew\":\"Semitic\", \"Hindi\":\"Indo-European\", \"Hungarian\":\"Agglutinating\", \"Indonesian\":\"Sino-Austronesian\", \"Irish\":\"Indo-European\", \"Italian\":\"Indo-European-Romance\", \"Japanese\":\"Agglutinating\", \"Kazakh\":\"Agglutinating\", \"Korean\":\"Agglutinating\", \"Latin\":\"Indo-European-Romance\", \"Latvian\":\"Indo-European-Baltoslavic\", \"Lithuanian\":\"Indo-European-Baltoslavic\", \"Norwegian\":\"Indo-European-Germanic\", \"OldChurchSlavonic\":\"Indo-European-Baltoslavic\", \"Persian\":\"Indo-European\", \"Polish\":\"Indo-European-Baltoslavic\", \"Portuguese\":\"Indo-European-Romance\", \"Romanian\":\"Indo-European-Romance\", \"Russian\":\"Indo-European-Baltoslavic\", \"Sanskrit\":\"Indo-European\", \"Slovak\":\"Indo-European-Baltoslavic\", \"Slovenian\":\"Indo-European-Baltoslavic\", \"Spanish\":\"Indo-European-Romance\", \"Swedish\":\"Indo-European-Germanic\", \"Tamil\":\"Dravidian\", \"Turkish\":\"Agglutinating\", \"Ukrainian\":\"Indo-European-Baltoslavic\", \"Urdu\":\"Indo-European\", \"Uyghur\":\"Agglutinating\", \"Vietnamese\":\"Sino-Austronesian\",'Afrikaans':'Indo-European-Germanic', 'SwedishSign':'Indo-European-Germanic', 'Kurmanji':'Indo-European', 'NorthSami':'Agglutinating', 'UpperSorbian':\"Indo-European-Baltoslavic\", 'Buryat':'Agglutinating', 'Telugu':'Dravidian', 'Serbian':\"Indo-European-Baltoslavic\", 'Marathi':'Indo-European','Naija':\"Indo-European-Germanic\", \"OldFrench\":\"Indo-European-Romance\", \"Maltese\":\"Semitic\", \"Thai\":\"Sino-Austronesian\",\"Amharic\":\"Afroasiatic\", 'Erzya': 'Agglutinating', 'Faroese':\"Indo-European-Germanic\", 'Tagalog':\"Sino-Austronesian\", 'Bambara':'Niger-Congo', 'Breton':\"Indo-European\", 'Armenian':\"Indo-European\", 'Komi': 'Agglutinating'}\n", "groupColors={\"Indo-European-Romance\":'brown',\"Indo-European-Baltoslavic\":'purple',\"Indo-European-Germanic\":'olive',\"Indo-European\":'royalBlue',\"Sino-Austronesian\":'limeGreen', \"Agglutinating\":'red'}\n", "df = pd.Series(d)\n", "c=[groupColors.get(langnameGroup[label],'k') for label in df.index]\n", "fig, aa = plt.subplots(figsize=(7, 9))\n", "aa.axes.get_xaxis().set_visible(False)\n", "aa.set_xlim(-10, 0.1)\n", "aa.set_ylim(-1, 101)\n", "aa.scatter([0 for _ in df], df, c=c, alpha=0.5, edgecolors='none') \n", "aa.spines['left'].set_visible(False)\n", "aa.spines['top'].set_visible(False)\n", "aa.spines['bottom'].set_visible(False)\n", "aa.yaxis.set_label_position('right') \n", "aa.yaxis.set_ticks_position('right')\n", "plt.tight_layout()\n", "\n", "texts=[]\n", "np.random.seed(0)\n", "for label, y in zip(df.index, df):\n", " texts+=[aa.text(-.1+np.random.random()/100, y, label, # A small random shift prevents labels which have exactly the same coordinates from being stuck together\n", " # (not a problem in this example really, but wanted to mention this possibility)\n", " color=groupColors.get(langnameGroup[label],'k'), fontsize=8,\n", " ha='right', va='center')]\n", "adjust_text(texts, [0 for _ in df], df, avoid_self=False,\n", " time_lim=1, force_text=(1, 0),# Since the movements are so contrained, high force speeds up the process a lot\n", " expand=(1, 1), # We want them to be quite compact, so reducing expansion makes sense\n", " only_move='x-', #Only allow movement to the left\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### adjust_text also works with cartopy axes!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cartopy.crs as ccrs\n", "fig = plt.figure(figsize=[10, 8])\n", "ax = plt.subplot(1, 1, 1, projection=ccrs.NorthPolarStereo())\n", "ax.coastlines(resolution='50m')\n", "ax.set_extent([-180,180,53,90],crs=ccrs.PlateCarree())\n", "np.random.seed(0)\n", "loclon = np.random.randint(-180, 180, 25)\n", "loclat = np.random.randint(53, 90, 25)\n", "ax.scatter(loclon, loclat,s=75,\n", " linewidth=2, marker='o',alpha=0.3,edgecolors='black',c='red',\n", " transform=ccrs.PlateCarree() )\n", "texts = [ax.text(loclon[i], loclat[i], 'Location%s' %i, ha='center', color='r',\n", " va='center',transform=ccrs.PlateCarree()) for i in range(len(loclon))]\n", "adjust_text(texts, arrowprops=dict(arrowstyle='->', color='blue'), ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks for getting to the end, feel free to contribure more examples or let me know what you think!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "adjusttext", "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": "3.10.9" }, "vscode": { "interpreter": { "hash": "2c4acb23a451f4fe2bb80d589eb9794a8ef98f196bb0fe57894caf47ebb03df5" } } }, "nbformat": 4, "nbformat_minor": 4 }