{ "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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xcXH07du3SuOqiDBjxgx69uxJ7969ee2117x4hzzDneoWKa+LrxgLkJOTw3PPPQe41sXXZubMmWRlZfHBBx9QVlZGTEyMt7NWRUTE5e1XqqHQ4AD8+9/WwibG7ObRR9cwaNBknnjiCUpLS5k3bx5fffUVFy5cIDo6mrVr13LttdcybNgwVqxYQdu2bQkODubjjz8G4JprriE8PJyf/OQnVQY6paSkEBYWRmhoqPO6c+fO5euvv2bbtm0cOXKE3/zmN873qgeHoKAg7HY7u3fvZt26dTz22GPOeuc33niDY8eOkZOTw9dff83dd9/tmxtXD75YgrK0tJTCwkIAdu7cyddff13lm7gv6JoIqrFqVsHBbreCQECA9Wy3W99UV62qWPEqk3PntrF27SJmz/4dmzZt4sSJE0yaNImDBw/Sv39/rrnmGjaWf4KdOXOGH374oc5vr/n5+WzevJnAwECSkpI4ffo0U6dOpXPnznz77bfExcVx11138fnnn9fauBobG0t0dDQA4eHhtG/f3vmhuWDBAmbOnIkxBoBOnTp58S56hi+WoLxw4QI33ngjffr0YerUqdjtdgIDA32TwXK6JoJqtHzRsFHTw9cN0suWibRtW7VRsG1bkR/9aJbAvPJ9vxP4T4FZ0q6d1ViYnZ0tPXv2lG+//VZ69+4tkZGRsn37dhERGTdunHTp0kUWL17sbIA+cuSIdOnSRVJTU52Nq++++64EBwdLQECAREREiDFGQkJCZP78+SIi8vrrr0tMTIzccssttTauVvbpp59Knz59xOFwiIhIu3bt5MUXX5QBAwbIrbfeKrm5uV69l55QW0NtZKS/U6ZUw4aPGqSbTcmhtmqMc+cq70kBVgBnOXXKqsYICQlh1qxZJCYmcvLkSQCeeOIJNmzYwJ49e2jTpo3Lt9eePXuyceNGMjMzAfj1r3+Nw+HA4XBw+PBhjDGEhoYyb948+vbty2uvvcbp06fJz8+vc6DToUOHSEtLY/Hixc6Swvnz5wkODmb79u2kpaXx0EMPeeameZFWtyjVsDWb4FBbNUZV8cAs4ANatnzLWY1R8YGfn59PXl4eISEhfPfdd2zbto2BAwcSHx+PSB+ee+4BjEni44+/5Pz5H8jOzmbPnj189tlnvPjii/znf/4nZ8+eJTg4mJycHPLy8sjOzmbLli1cc801OByOS1ZPFRUVMWrUKF555RUGDhzo3B8WFsaYMWMAGDNmzGVNq+AvWt2iVAPni+JJTQ9fVyvVVo3Rvn3N1U3Llrl/7tqqrO6882Jf9orqqePHj4uINdZi//79IiKSnp4ur7zyikv1VI8ePZzXOH/+vNx8883y6quvulx/2rRpsmTJEhER+ec//ymDBw++kluklGoE8FG1UrMJDrV9gC9bZj0iI0WMsZ4vJzCI+GagU0ZGhrRs2dI5mCkhIUGys7NFxBqMN3LkSImLi5OkpCTnfqVU0+Or4GCsa/leYmKibN++3afXrGnQlSeqMQICrHBQnTHgcNT//Eq5q6CgwNld98iRIwQGBtKxY0cAtm7d6va6EYWFhaxYscI5T1VpaSmtW7cmPj4egO7du7NmzRov5MA/vHXfMjMzqwyw/frrr1m9ejU/+9nPrjitxpgdIpJ4xSdw9zrNKTh4S1RURVfYqiIjIS/P16lpnrz1zw2Ql5fHQw89xHfffQfA+vXrnSO1G7L6TGKYm5vL2LFjne1XpaWldOjQgVOnTnk6mQ2OJ+9bZcePH6dXr14cOnSINm3aXHH6fBUcmk2DtDdpzxv/89YqawAPPPAAzzzzDF999RVbt26lQ4cOnk6+T9RnEsPmzFP3beXKlfzsZz+rV2DwpWY5t5KnVVRNeaPKStVfbXNjjRgxgs8//5yQkBCGDh3KSy+9xOuvv+785x45ciTjx48nMDCQYcOGAfh8um9Pqe+CQqWlpZw5c4YBAwbQqlUrnnnmGW6//XY/58r7PLkQ0/Lly3nmmWf8kIsro8HBQyZM0GDQENX3n3vVqlVcffXVjB49mv379zN8+HB+/etfN7jpr709iWFgYCD79++na9eu5ObmkpycTHx8PFFRUd7Mltd5+75VyM/PJycnh5SUFK/kwxs0OKhGzdv/3KWlpXz88cfs3LmTsLAwxo4dy9KlS5k4caJX83U5KiYxrBjkWTGJ4YgRMGSItU+kfgsKGWPo2rUrANdddx1Dhw4lKyurUQcHX9y3Cu+88w5jxozx+azA9dGwvv4odRl8MbNreHg4AwYMICoqipYtWzJ69Gj+/e9/+yJ7bvPFJIaFhYVcuHABsBpWP/vsM3r37u3FXHmfL+5bhbfffptx48Z5JyNe4lZwMMaMNMbkGGNyjTE1tk4ZY+4xxnxljPnSGPNXzyZTKVe++OcePHgwx44do6CgAICNGzfSp08fL+bq8vliEsMvv/ySxMREEhISSE5O5rnnniM2NtY3GfQSX9w3sHowHTt2jBtvvNEHufKgugZCAIHAXqAH0ArYBfSpdkwMsBO4pny7U13n9edKcKppMKbmwYfg2VXW/vGPf0h8fLzExcXJpEmTpKSkxPeZvQSdxPDKNNb7RkMZIQ0kAesrbf8K+FW1Y+YCD13OhTU4qPpqrP/cnnap0f+qdv68b3UtVXwplYMDcC2QXml7ALAF2A1kA2MrvRcNbAVygb8CLeUSn9HuVCuFAQcrbeeX76usJ9DTGPOpMWaLMWZkTScyxkwxxmw3xmw/fvy4G5dWqnYNcXxJQUEBNpsNm81G586dnSsB2my2Kiv91aX6eItvv/2W/v37Y7PZiIuL489//rPzPZ3E8Mr48755alwO5cGh0nYxMEFE4oDbgPnGmIq1iecBc0XkOuAskHbJM18qcpRHm7uBNyptPwD8sdoxfwfWAC2B7lgBpN2lzqslB+UJ9Z0Xy5sq1vO4EtXX8zh//rycP39eRESKioqkW7ducvToUY+kU/lX9b+TxYsXy8CBAyUhIUEeffRRKSsrk71798p1110nBQUFAmwHNgPDgFXAOSALmCOun99fln8mBwIngMDy/UOB/61+vFxmySEfqDxXQDjwXQ3HvCsiP4jIt0AOVjuEUl41YYI1RYnDYT035G/L9Rlp27p1a1q3bg3AhQsXcDgcFf/8qgmpPC4nKyuL0tJSli9fTo8ePZzjcoDOwE4R2QjMAHJExCYiVToLGWPKO+SSB3QETohIWfm+mmqAqnCn0+02IMYY0x04BNwHjK92zFpgHLDYGNMBq5ppnxvnVqpZ8MRI27y8PO644w5yc3P53e9+V2U9ctU4eGJcDtABePpS1zHGhAGLsaqYxFSsDFbVJb9d1BkcRKTUGPMYsB6raPIXEfnSGPMCVsPIe+XvDTfGfAWUAU+JSEFd51aqqfDFSNuoqCiys7M5dOgQo0ePZuzYsY12nqfmyFOD7soFAWdquo4xJgT4X2C6iGwr330M6GCMCSwvPdRUA1SFW+McRGSdiPQUkWgRmV2+b2Z5YKC8quwJEekjIvEistyd8yrVFPhiMF5lYWFh9OrVi08++cRbWVJe4KlxOcBh4E/lP3IaqGhwxhjTGngXeFNEnHOqlweEj4E7y3dNLD+uVjpCWql68sVgvPz8fM6fP+/82c8++4yePXt6MVfK0zw16A4oAAKMMQ+IyFFguzHmC2PMHKzq/SHAZGNMVvkjvvz0TwHTjTG5WCWPxZdKr67noFQ91bbYEzzPvHkX1wX461//yty5c3E4HLRs2ZKFCxfy/fff89xzz/Hxxx8TGBjIHXfcwd13380DDzzAvffey1dffcWoUaO45ZZbeOqppwgICEBE+MUvfsHkyZN9mk9VP55a90UX+1GqkdDFnpQ7qrc5gDUu53LHVuhiP0o1Eg1xMJ5qeBrbYMXGM3+sUg2ULvak3NWY1n3R4KCUBzSmf3ql3KHVSkoppVxocFBKKeVCg4NSSikXGhyUUkq50OCglFLKhQYHpZRSLjQ4KKWUcqHBQSmllAsNDkoppVxocFDqMhUUFGCz2bDZbHTu3JmwsDDndklJidvnKSwsZOHChc7tHTt2MHjwYOLi4ujbty+rVq1yvvfBBx/Qr18/bDYbQ4cOZd8+XWhReZfOyqpUPTz//PMEBV2clvty5ObmMnbsWOdSoDk5ObRo0YLo6Gjy8/NJTExkz549BAcH06NHD9avX09MTAyvvvoq2dnZvPHGG57OjmoEdFZWpRqhJUuWMGjQIGw2G1OnTsXhcLBv3z5iYmIoLCykrKyMIUOGsHHjRmbMmEFOTg42m40ZM2YQGxtLdHQ0AD/60Y84deoUgwYNonPnzhw4cIBRo0Zhs9koLCyka9eubqXnckonSlWmE+8p5SG7d+9mzZo1bN68mRYtWjBlyhSWL1/O+PHjmTZtGlOnTiUhIYF+/foxbNgwIiIiyM3NdZYcKsvJySE6Oprdu3fzX//1Xxw9epQVK1Zw9uxZVq1axZYtW9xKU0VwSE9PByAoKAi73V6ldDJixAiCg4PrOJNqbrTkoJSb7HZrYZ+AAOvZbq/6fmZmJtu2bSMxMRGbzcamTZvYu3cvAOnp6Rw/fpyMjAzmzp17yescOnSItLQ0Fi9ejDEGgH/961+sX7+e/Px8evfuTY8ePepdOgkPD6d9+/bOpUuVqkJE/PIYMGCAKNVYLFsm0ratiLUgqPX40Y9OyNVXh0qXLl0kNDRUrr76aunUqZMkJCTIhQsXqvz86dOnpXfv3tKjRw85cuSIiIjs2bNHEhISpKCgQBYsWCAiIqdOnZKEhARJSEiQkJAQSU1NlSeeeEI6duwoIiLTp0+XNm3aCCAnT56Uhx9+WOx2u4iILFiwQO699155+eWXZerUqVWuUZNPP/1U+vTpIw6Hwyv37EqdOHHCeQ9CQ0Ola9euzu3q9/VSKt9XEZHt27fL9ddfLz/+8Y8lPj5eVq5c6XzvD3/4g/To0cN5XxsyYLv44DNaq5WUcsOzz1Zd3hHg3Ln2tGqVzhNPBFFcXMzp06f5+9//TmZmJq1ataKgoIAzZ84QERHBU089RVpaGqGhoTzyyCOsXbuW4OBgTp8+7az6+fnPf87gwakcPTqJkyd/TMeOp8nPX0x8fFvOnDlDbm4upaWltGzZkgsXLjB06FBKSkro1q0bYJVOVq5cSUZGBjt37rxkfipKJ3a73Vk6aSjat2/vrGqrT4P/5VSp3XTTTYwePZobbrjBo3lpzDQ4KOWGAwdq3l9UdPF1ly5dmDVrFikpKRQUFFBYWEhYWBi9evXixIkTPPHEE9x2221cd911LFmyhD/96U9EREQwYMAAzpw5Q9euMRQWHgJOAXD8+GkKCiKJiAhkzJgxjB49msLCQq699lratm3Lxx9/TLt27ZzXLy4u5vDhw5SVlVFcXMxVV11VS5qLGDVqFK+88goDBw701C3yiSVLlvDaa69RUlLCkCFDmD9/Pnl5eYwYMYLPP/+ckJAQhg4dyksvvcTrr7/urFIbOXIkc+bMcZ6ncpVacHAw/fr182OuGiZtc1DKDRERNe+PjHy+yrfa8ePHs2zZMgYMGEBRURH/93//R+fOnXnssceIiYlh2rRphISE8N1339GvXz8+/PBDduzYQVxcHMHBB4AyIKv88SccjqvZuBH69u3L7t27Wb9+Pa1btyYgwPrXLSgo4EB55KooncycOZNHHnkEwFk6qXDhwgVSU1OZPHkyd955pxfulPdUbvDPysqitLSU5cuX06NHD2eD/9y5c50N/nPmzCE2NpasrKwqgQFg8+bNAERFRfkhJ42DlhyUcsPs2TBlStWqpbZtrf3VVW6YBjh37pxbVT/ulE7i4+OZNWsWaWlp3HDDDbRp04aFCxeyZ88edu3axfz58wkMDGT16tUsXbqUBx54gMTEROLj4xk1ahS9evVi8+bNnDp1ijfffBOApUuXEh8ff+U3x0Psdtd1uCu70vtaXUOuUmtINDgo5YaK9aGffRb274fAQCtQPPus67EiwqRJk3jxxRdd3rtU1U9EhHXu6qzSycXt8ePH8/TTT/Ppp59WqVZKTk52vn7vvfecr995550q50tLS6sjt75nt1cNvvv3W9sjRsCQIda+K72vlTXmKjVf02olpdw0YYL1bbZtWyTSzpEAABp1SURBVCgrs/ZVfIhlZ188LiUlhRUrVji7iLpb9VNx7soCA2sunTQ1NTX4nz0LGzde3L7S+1qhMVep+YUvukTV9NCurKoxioys2p214hESMkvmzZvnPM5ut0tCQoLEx8dL//79ZevWrZKZmSlJSUlSWloqIiK33367vPXWWyIics8990hcXJz87GfTy68xWAICOkjLlm0kLCxMMjMzRUTkt7/9rYSFhUlgYKB07dpVpkyZ4utb4BXG1HxfwTP3dfr06ZKRkSEtW7Z0dotNSEiQ7OxsEWlc9xUfdWXVuZWUugwBAdZHVnXGgMPh+/Q0FVFRtVWpQV6er1PTsOncSko1QLX1Wqptv3JPTVVqtTX4K9/Q4KDUZdAPMe+YMAEWLbJKCsZYz4sWXewIoHxPeyspdRkq91qq3OVSP8Tqb8IEvY8NiVslB2PMSGNMjjEm1xgz4xLHjTXGiDHG6/VhSvnLhAlWPbjDYT3rB5pqiuoMDsaYQOA14FagDzDOGNOnhuOCgf8P+NzTiVRKKeVb7pQcBgG5IrJPREqA5UBqDce9CMwFznswfUoppfzAneAQBhystJ1fvs/JGNMP6CYif7/UiYwxU4wx240x248fP37ZiVVKqSvlrbW/HQ4HI0aMoF27dowePbrKsZmZmfTv35+4uDgmTZpEaWmpx/Ljbe4Eh5omH3H29DbGBAC/B6bVdSIRWSQiiSKS2LFjR/dTqZRq0nzxwT158mSysrLIysoiPT2dBx98kFatWlFcXExaWho//PDDFV3DGMPTTz/N4sWLqxxXVlZGWloaK1euZPfu3XTu3Bl79RWiGjB3gkM+0K3SdjjwXaXtYCAO+MgYkwcMBt7TRmmllLsq1nCo+OB+/PHHndutWrVy+zzufnAD/P3vf+fpp58mNzeXQ4cO0bNnzytaXc8YQ3JyMkFBQVXOf+zYMYKCgpwr7/30pz9l9erVV3aD/MCd4LANiDHGdDfGtALuA5yzeolIkYh0EJEoEYkCtgB3iIgOf1ZK1duSJUsYNGiQRz+4K85x5513snv3bhwOB7169ar3VOCVhYaGcvbsWXbu3ImIsHr1ag4ePFjr8Q1NneMcRKTUGPMYsB4IBP4iIl8aY17AmuPjvUufQSmlrkzlNRxatGjBlClTWL58OePHj3d+cCckJDg/uCMiIsjNzXWuJFebs2fPctVVVxEYGEhmZiZ79uyhqKgIm812xVOBVxcQEMBf//pX/uM//oOSkhJSUlJo0aLxDC1zK6Uisg5YV23fzFqOvaX+yVJKNQe+WMPBbocnnoBjx6w5nGbPtiYcrSAi3H333XzyyScu53F3KvDa3HjjjXzyyScArFu3jrxGNFFU4wljSqkmxRdrONR2jeHDr+LMmTOUlZWRkpLCqFGjiI2NBXB77W93HDt2jE6dOnH+/Hnmzp3LCy+8cPk3yk90biWllF/4Yg2H2q7x4YcBdO/enTVr1hAfH090dDTffPMNffv2Zfjw4Rw9epQNGzawa9cupk2bxsSJE3E4HCxdupTQ0FDn6nozZlgTRiQlJTFu3DjWr19PeHg4GzZsAODXv/41vXv3JiEhgTFjxnDTTTd58hZ6ly/mBa/poes5KNW8+WINB+sagwU6CLQRCBPIFGNE9uzZI4mJiRIdHS333nuvXLhwwS/34XKh6zkopZoyX6zh0BTXidD1HJRSTVZBQQEiNoyxAZ2xJl2wtv/rvzw3WrnqFOsfAP0wxkbr1kPZt2+f5zLUBGlwUEr5XPv27dm/P4ulS7MICUkHHicy0tqeONFzg94qrxMB6XTtuoKlS7P4f//vbl5++WWP5qmp0eCglPKbCRPgl7+EefMuTn/u6UFvFVOs9+hheO+975kwAYqKiujatavf8t0YaFdWpVSD4a1BbwBvvvkmw4cP50c/+hHt2rVjy5YtPshR46UlB6WUz9jtViNxQID1XH0eusqD3mw2G5s2bWLv3r2ANejt+PHjZGRkMHfu3Mu+9u9//3vWr19Pfn4+EyZM4Mknn6x/hpowLTkopXzCF4PeanP48GG++eYb50jre++912V6bVWVlhyUUj7hi0FvtWnfvj0nTpwgNzcXgH/+85/07t3bA7lqurTkoJTyifLPeBdFRRdfx8fHM2vWLFJSUnA4HLRs2ZKFCxeyZ88edu3axfz58wkMDGT16tUsXbqUBx54wDlaedSoUcyZM4ekpCRyc3MpLi4mPDycJUuWkJyczKJFixg9ejSBgYFce+21ZGRk+CbjjZQOglNK+URTHJDmDzoITinVpFQdkGZp29Z1JlbVMGhwUEr5ROUBacZYz4sWWftVw6PBQSkP89Z6yGD11Y+JiSEmJoZly5Z5OuleVzEgzeG4OOhNNUza5qCUFz3//PMEBQVdUZ/63Nxcxo4d6xzgdeLECa6//np27NhBWVkZiYmJZGVlERIS4ulkqwZM2xyUaoLqMzXE+++/z8iRI2nXrh3t27dn2LBhfPDBB/7OkirnrRLjjh07GDx4MHFxcfTt2xfgmor3jDGbjTFZ5Y/DxphVnsqPdmVVykfqOzXEnDlznEtkAoSHh3Po0CF/ZUdV0759e+fvqj4lxorgkJ6eDkBQUBB2u53o6Gjy8/Pp1q1bhDEmWEROi8iQip8zxrwL/M0zudGSg2okfPWtbNWqi1+8MjMz6d+/P3FxcUyaNInS0tJLntvbU0PUVAVsjHEv48qv6lNijI2NJTo6GrC+EAClQIfK5zfGtAOGAu96Ks1aclCNgq++lSUmJjJixAjatm1LWloamzZtIjo6mmeeeQa73c7EiRNrPK8vpoYIDw+vMllcfn4+cXFxl30PlG95cjLBzZs3V7zMq/bWXcAHInLGU+nWkoNq9Dz5raximoVjx44RFBTkfO+nP/0pq1evrjUNvpgaYuTIkbz//vucOnWKgoICNmzYwPDhw+t9/1T9+GoywUOHDpGWlgbwrbgWI8cBb3skQ+W05KAaNW98K4uKikJEOHv2LDt37sRms7F69WoOHjxYazp8NTXEr371K+fkcS+88IL2VPIzX00mWFRUxKhRo3jllVe46667qnwNMcZ0AvoB73syb15fpLq2x4ABA658hW3VrCxbJhIZaS1IHxkpcuedFxeg//3vfy9du3aVhIQESUhIkJ49e8oLL7zg/Nlhw4ZJTEyMFBcXi4i1qHxCQoLLNfLz8yUmJka2bt3q3Pfxxx/LDTfcIAMHDpRf/epXkpiYWGsaIyNFwPURGemJO6Aaqtp+7yEhF/9Gs7OzpWfPnnL8+HERETlx4oTs379fRETS09PllVdekcWLF0tqaqqIiBw5ckR69OjhvMb58+fl5ptvlldffVVERIDtUumzFHgMeFM89Nlc8dCSg2rQavpmdugQtGljbYuHv5UNHDjQuf/GG2/kk08+AWDdunXkXWICoNmzq6YTdGqI5sAXJcZevXqxefNmTp06xZtvvgnQxxgTLyJflF/iPuB5j2fO09HG3YeWHJQ7av5mNkvatfPOt7LKjh49KiIi586dk5tvvlk2bdp0ybRWL+EsW1bPzKsGzx8lRqqVHLz1aJTB4cSJE85qhNDQ0CrVChcuXHD7PAUFBbJgwQLndllZmQwfPlxCQkKcHyYVHA6HTJ8+XXr06CGtW7eWsLAwj157+/btcv3118uPf/xjiY+Pl5UrV7r8THp6uoSEhLh9jabAmJqDA8xzHmO32yUhIUHi4+Olf//+snXrVsnMzJSkpCQpLS0VEZHbb79d3nrrLRERueeeeyQuLk6mT58uGRkZ0rJlS+fvMCEhQbKzs0VE5Je//KX06tVLevbsWWPwUGrZMpG2bav+fbZt690vBhoc3DRr1sW6vctVvf7Z4XBIZmamrFmzxiU4LFq0SH7+85+Lw+EQEetbpSev/c0330hubq6IiBw8eFBCQ0Pl+++/d76/ZcsWuf/++5tdcNC6fNXQ+brE6Kvg0OS6stanW6MxhuTkZIKCglzOu2DBAmbOnOkcdNSpUyePXru2LpUApaWlTJ8+nTlz5njxzjVMOs2zauia6mSCTapB2pPdGqv79ttvWbZsGWvXrqVTp0788Y9/9Nq1K3epBPjv//5vxowZQ2hoaP1vUiNT8Y/27LNW419EhBUYmso/oFINVaMKDna764dEZZUHmwCcO3fOORdNeno6K1euJCMjg507d172tc+cOc/vfhfMqVPbad9+Bbff/hD33HOzx69dMdDFbrdjjCE/P5+1a9fy0UcfWfWAzdCECRoMlPK1RhMcfDXYpLZrl5aGcfLkGABOnBjDiROPkJ19s9cGulR0qfz3v//Nnj17nFVO33//PbGxseTk5LidfqWUulxutTkYY0YaY3KMMbnGmBk1vP+EMeYrY0y2MWaDMSbS0wn1xfQEl7q2yGig4mIfAr08eu0LFy6QmprK5MmTufPOO53777jjDo4cOUJeXh65ublcffXVGhiUUl5XZ8nBGBMIvAb8FMgHthlj3hORryodthNIFJGzxphHgbnAvZ5MqK+mJ0hKSiI3N5fi4mLCw8NZsmQJBw4kA88AE4B5QDCwiKKi1R67dg0DXVi6dCnx8fGevI1KKeWWOleCM8YkAc+LyIjy7V8BiMivazm+HzBfRG641HkvdyW4qCirKqm6yEirh4A3+fPaSilVWUNaCS4MqDzjWH75vtpMppYJoIwxU4wx240x248fP+5+KvFvl0btTqmUam7cCQ41rSZSY3HDGHM/kIhV9+L6QyKLRCRRRBI7duzofiqxeqssWmR9WzfGel60yDe9WPx5baXc4Y/FkO6//366d+/uvM4XX3xR0ylVI+WxaiVjTArwR+BmETlW14Uvt1pJKeWe+iyGlJuby9ixY53jb3JycmjRokWVxZD27NlDcHAw999/P2PHjmX06NGezoK6hIZUrbQNiDHGdDfGtMKaAfC9ygeUtzP8CbjDncCglPIdb43cV01bnb2VRKTUGPMYsB4IBP4iIl8aY17AmuPjPaxqpCBgZfn0EgdE5A4vplsp5QZvjtwHmDFjBjNnzmT48OG8/PLLtGrVyldZU17m1iA4EVkHrKu2b2al1ykeTpdSyg2+mjWg+sh9gLlz59KlSxdKSkqYPHkyv/nNb3jmmWc8n0nlF41mhLRSqip/LFFZeTGkrl27AtC6dWvS0tKYP3++ZzOo/KrJzcqqVHPhi1kDahu5D3D48GHACkDvvvsucXFxns7iJXmrh5bD4WDEiBG0a9fOpbF9yJAhzmt06dKFsWPHeiw/DY2WHJRqpPy0RKVz5P59993HyZMncTgc9O/f3+dTyrdv397ZNlKfHloVwSE9PR0AYwxPP/00p0+fZvHixVWOrWh3AUhNTeWuu+668gw0dL5YNKKmhy4TqlT96EJIF1VfeGvx4sUycOBASUhIkEcffVTKyspk7969ct1110lBQYGUlpZKUlKSbNiwQcaMGSNt2rSRhIQEmT59uvMc//znP10W/apw8uRJueaaa6S4uNjreasOHy32oyUHpRqp2bOrtjmAjtwH767rUuFvf/sbw4cPv6zZnRsbbXNQqpFqriP37XZrvrOAAOvZbq/6fuUeWjabjU2bNrF3717A6qF1/PhxMjIymDt37hWn4e2332bcuHFXnolGQEsOSjVizW0hJH+u61Lh2LFj7Ny5k1tvvbU+WWnwtOSglPKLK+ltVHMPrULef//iVDxdu3blN7/5Db1796Zv375kZGQ4e2gNGDCAU6dOUVJSQv/+/Tlz5ozb67pUWLFiBampqU1+wJ8GB6WUX1T0NsrKyiI9PZ3HH3/cuV3bB2/NPbQKOX/+YnCw2Wy8/PLLtG7dmh9++IEpU6awb98+NmzYQEhICAcPHuTgwYO0bt2ahx56iNDQUGcPrRkzrLXMkpKSGDduHOvXryc8PJwNGzY4z798+fImX6UEWq2klGqAlixZwmuvvUZJSQlDhgxh/vz55OXlERg4gtLSz4EQYCjwEvA6xhSxbNkyTpw4wZw5c4iNjeXxxx8H4Mc//jGRkZF0796drVu3AtZYhpSUFGJjYwF45513qlz/s88+qzVtn3zyiRdy3PBoyUEp1aBU7m2UlZVFaWkpy5cvp0ePHjzwwDQCA6diLTbZDxhGmzZz6NYtlqysLJexFjXNB/Xggw/SuXNn9u3bx9SpU32Wr8ZGg4NSyqfq09voL39JJzb2OC1aZABziYyEl16Ca65xvU7FfFCLFy92zgcF8NZbb3H48GGio6NZuXKl1/LZ2GlwUEr5TEVvo/37rSF7Fb2NsrMvHlPR26ii/SEnJ4fnnnsOsHobiRwmIqKMI0eKycuD1FTX69Q2H1SFwMBA7rnnHv72t795KaeNnwYHpZTP+HM+qIp1LMAKQP/zP/9Dr169vJHNJkEbpJVSPuPP+aB69erF/fff7wwkNpuN119/3dtZbrTqXCbUW3SZUKWan6goqyqpushIyMvzdWquTEFBAcnJyQAcOXKEwMBAOnbsCMDWrVvdHv9QWFjIihUrnBP+ORwObr31Vj7//HNuueUW1q5d6zx24sSJZGVl4XA42L1790mgm4ic8WzOqtLgoJTymeojnMGaD6qxTvvhyfW6RYSNGzc6Z4OtHBy+//57rr76agCMMceAeSLyG49kohba5qCU8pmmPh9UfdbrNsaQnJxMUFCQy3krAoPD4QDrc9vr3+q1zUEp5VNNdT4ob88G++CDD/KPf/wDoDXg9cYSDQ5KKeUGX63XXZu33nqLsrIyWrRocQG4G3irHtmpkwYHpZSqQ0OYDRas8RlAIXAXXg4O2uaglFJ18MX4jNpUH58BtAO+qW+e6qIlB6WUqoMvxmfMmTOHpKQkcnNzKS4uJjw8nCVLlnDTTTdVGZ+B9bnt9fX+tCurUkrVoSGNzzDG7BCRRG9fR6uVVKNzJYvE1KSwsJCFCxe67C8qKqJLly788pe/9GSyVSM2e7Y1HqOypr5etwYH1ehcySIxNaktODzzzDP85Cc/8WSSVSPX1Mdn1ESDg2pS6jMICazpD06dOsWwYcP8nBPV0EyYYFUhORzWc1MODKAN0qoJqe8gpLKyMp566inefvtt1q1b5+fcKOVfGhxUo+HtQUh//OMfSU1NpWvXrl7Nh1KNgQYH1Sj4YhDSli1b2Lx5M6+++irFxcWUlJRw1VVXMbsptzoqVQsNDqpRuNQgpIrgkJKSwtixY/nFL35Bhw4dKCgo4MyZM0RERDgHIYWGhvLII4+wdu1al0FIy5cvd75+44032L17twYG1Wxpg7RqFC53EFLfvn0ZPnw4R48eZcOGDezatYtp06YxceJEHA4HS5cuJTQ01DkIqaJBWillcWsQnDFmJPDfQCDwhojMqfZ+a6x5PgYABcC9IpJ3qXPqIDh1ORrSICSl/KnBDIIzxgQCrwG3An2AccaYPtUOmwycFJHrgN8Dr3g6oap5a46DkJTyJ3eqlQYBuSKyT0RKgOVAarVjUoEl5a9XAcnGGOO5ZKrmrjkOQlLKn9xpkA4DDlbazgeur+0YESk1xhQB7YETlQ8yxkwBpgBERERcYZJVc9VUF4lRqiFyp+RQUwmgekOFO8cgIotEJFFEEisW5FZKKdXwuBMc8oFulbbDge9qO8YY0wIIwVqQQimlVCPkTnDYBsQYY7obY1oB9wHvVTvmPWBi+euxwEbx11zgSiml6q3ONofyNoTHgPVYXVn/IiJfGmNeALaLyHvAm8BSY0wuVonhPm8mWimllHe5NUJaRNYB66rtm1np9XmsBa+VUko1AX5bCc4YcxyoYVhTFR2o1uOpGWnOeYfmnf/mnHdo3vl3J++RIuL1Hj1+Cw7uMMZs98VIwIaoOecdmnf+m3PeoXnnvyHlXedWUkop5UKDg1JKKRcNPTgs8ncC/Kg55x2ad/6bc96heee/weS9Qbc5KKWU8o+GXnJQSinlBxoclFJKuWgQwcEYM9IYk2OMyTXGuCzJZYxpbYx5p/z9z40xUb5PpXe4kfcnjDFfGWOyjTEbjDGR/kint9SV/0rHjTXGiDGmQXTz8wR38m6Muaf89/+lMeavvk6jN7nxtx9hjPnQGLOz/O//Nn+k0xuMMX8xxhwzxuyu5X1jjHm1/N5kG2P6+zqNiIhfH1hTcuwFegCtgF1An2rHTAUWlr++D3jH3+n2Yd5/ArQtf/1oU8m7u/kvPy4Y+BewBUj0d7p9+LuPAXYC15Rvd/J3un2c/0XAo+Wv+wB5/k63B/N/E9Af2F3L+7cB72PNeD0Y+NzXaWwIJYfmvJhQnXkXkQ9F5Gz55hasWXGbCnd+9wAvAnOB875MnJe5k/eHgddE5CSAiBzzcRq9yZ38C3B1+esQXGeDbrRE5F9ceubqVOAtsWwB2hljuvgmdZaGEBxqWkworLZjRKQUqFhMqLFzJ++VTcb6NtFU1Jl/Y0w/oJuI/N2XCfMBd373PYGexphPjTFbytdybyrcyf/zwP3GmHysud3+wzdJaxAu97PB49yaeM/LPLaYUCPkdr6MMfcDicDNXk2Rb10y/8aYAKw1ydN8lSAfcud33wKraukWrBLjx8aYOBE55eW0+YI7+R8HLBaR3xpjkrBmfo4TEYf3k+d3fv/Mawglh+a8mJA7eccYkwI8C9whIhd8lDZfqCv/wUAc8JExJg+r7vW9JtIo7e7f/bsi8oOIfAvkYAWLpsCd/E8GVgCIyGdAG6yJ6ZoDtz4bvKkhBIfmvJhQnXkvr1b5E1ZgaEp1zlBH/kWkSEQ6iEiUiERhtbncISLb/ZNcj3Ln734tVocEjDEdsKqZ9vk0ld7jTv4PAMkAxpjeWMHhuE9T6T/vAQ+W91oaDBSJyGFfJsDv1UrSjBcTcjPv84AgYGV5G/wBEbnDb4n2IDfz3yS5mff1wHBjzFdAGfCUiBT4L9We42b+pwF/NsY8jlWlktZEvhRijHkbq7qwQ3mbyiygJYCILMRqY7kNyAXOAj/3eRqbyL1WSinlQQ2hWkkppVQDo8FBKaWUCw0OSimlXGhwUEop5UKDg1JKKRcaHJRSSrnQ4KCUUsrF/w9+lAV4tQMYBgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "text/plain": [ "8" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "text/plain": [ "8" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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", " plt.title(str(\n", " adjust_text(texts, x, y, arrowprops=dict(arrowstyle='->', color='red'))\n", " )+' iterations')\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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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))\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": { "text/plain": [ "6" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "text/plain": [ "4" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": [ "Nice! But what if we don't want the labels to move along the x axis? Let's allow movement only along y axis. *(Looks like it's currently broken?)*" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "texts = plot_eucs_covers()\n", "adjust_text(texts, x, y, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5), \n", " autoalign='', only_move={'points':'y', 'text':'y'})" ] }, { "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": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": { "needs_background": "light" }, "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": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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", " plt.title('%s iterations' % adjust_text(texts, arrowprops=dict(arrowstyle=\"-\", color='k', lw=0.5),\n", " save_steps=False, save_prefix='/home/ilya/adjustText/examples/mtcars', **kwargs))\n", " else:\n", " plt.title('Original')\n", "plot_mtcars()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aaa everything is overlapping!!! Crazy. Let's fix it." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'en_GB.utf8'" ] }, "execution_count": 15, "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": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ilya/miniconda/envs/hic/lib/python3.7/site-packages/ipykernel_launcher.py:2: MatplotlibDeprecationWarning: \n", "The bytespdate2num class was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use time.strptime or dateutil.parser.parse or datestr2num instead.\n", " \n", "/home/ilya/miniconda/envs/hic/lib/python3.7/site-packages/ipykernel_launcher.py:2: MatplotlibDeprecationWarning: \n", "The strpdate2num class was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use time.strptime or dateutil.parser.parse or datestr2num instead.\n", " \n" ] } ], "source": [ "days, impressions = np.loadtxt(\"../../figures/page-impressions.csv\", unpack=True,\n", " converters={ 0: mdates.bytespdate2num('%Y-%m-%d')})" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_dates(adjust=False):\n", " plt.figure(figsize=(10, 7))\n", " plt.plot_date(x=days, y=impressions)\n", " texts = []\n", " for x, y in zip(days, impressions):\n", " texts.append(plt.text(x, y, int(y)))\n", " if adjust:\n", " plt.title(str(adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5)))+' iterations')\n", "plot_dates(adjust=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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]))\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", " ax.set_title('%s iterations' % adjust_text(texts, add_objects=bars,\n", " autoalign=False, only_move={'points':'y', 'text':'y', 'objects':'y'},\n", " ha='center', va='bottom'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks nice! I guess it can be quite a common use case." ] }, { "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 change some parameters to make labelling more compact than default (I would be lying if I said I knew the best values before trying a few options, although the direction of changes - lower forces and smaller `expand_` options, is quite obvious). Small forces cause it to take a while to run though." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "224" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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, precision=0.001,\n", " expand_text=(1.01, 1.05), expand_points=(1.01, 1.05),\n", " force_text=(0.01, 0.25), force_points=(0.01, 0.25),\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": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "113" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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", "patch = patches.Rectangle((-0.1, 0), 0.2, 100, fill=False, alpha=0) # We add a rectangle to make sure the labels don't move to the right \n", "aa.add_patch(patch)\n", "texts=[]\n", "np.random.seed(0)\n", "for label, y in zip(df.index, df):\n", " texts+=[aa.text(-.1+np.random.random()/1000, 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", "adjust_text(texts, [0 for _ in df], df, ha='right', va='center', add_objects=[patch],\n", " expand_text=(1.05, 1), # We want them to be quite compact, so reducing expansion makes sense\n", " force_text=(0.75, 0), force_objects=(1, 0), #With default forces it takes a very long time to converge, but higher values still produce very nice output\n", " autoalign=False, only_move={'points':'x', 'text':'x', 'objects':'x'}) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### adjust_text also works with cartopy axes!" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ilya/miniconda/envs/hic/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 216, got 192\n", " return f(*args, **kwds)\n", "/home/ilya/miniconda/envs/hic/lib/python3.7/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n", " return f(*args, **kwds)\n" ] }, { "data": { "text/plain": [ "15" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }