Josh Nicholson added file figures/preprint_inset/figures_preprint_inset1_arXiv_generates_figure1.ipynb  almost 7 years ago

Commit id: 11852e873d41796b6820db86ee8cf78060521ed6

deletions | additions      

         

{  "cells": [  {  "cell_type": "code",  "execution_count": 1,  "metadata": {  "collapsed": true  },  "outputs": [],  "source": [  "%matplotlib inline \n",  "import matplotlib.pyplot as plt\n",  "import numpy as np\n",  "from numpy import loadtxt\n",  "from scipy.optimize import curve_fit\n",  "import matplotlib as mpl\n",  "import decimal\n",  "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",  "\n",  "\n",  "font = {'family' : 'normal',\n",  " 'weight' : 'bold',\n",  " 'size' : 18}\n",  "mpl.rcParams['font.size'] = 16.\n",  "mpl.rcParams['axes.linewidth'] = 1.2"  ]  },  {  "cell_type": "code",  "execution_count": 2,  "metadata": {  "collapsed": true  },  "outputs": [],  "source": [  "ORANGE = (0.90,0.60,0.00)\n",  "SKY_BLUE = (0.35,0.70,0.90)\n",  "BLUE_GREEN = (0.00,0.60,0.50)\n",  "YELLOW = (0.95,0.90,0.25)\n",  "BLUE = (0.00,0.45,0.70)\n",  "VERMILLION = (0.80,0.40,0.00)\n",  "RED_PURPLE = (0.80,0.60,0.70)\n",  "col=[ORANGE,SKY_BLUE,BLUE_GREEN,VERMILLION,RED_PURPLE]\n",  "st='-'\n",  "lt=4"  ]  },  {  "cell_type": "code",  "execution_count": 3,  "metadata": {},  "outputs": [  {  "name": "stdout",  "output_type": "stream",  "text": [  "('Total number of Life Sciences submissions: ', 32284.0)\n",  "('Total number of arXiv submissions: ', 1263265.0)\n"  ]  },  {  "data": {  "image/png": 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jz+M0VZ8oqe4k0pwCzxiOwmzvU4tA2ymJiIhIJ+VUxFNd63MMzGIVbX1mpa+G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\ntJzmk1ueprqjdcTnX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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig = plt.figure(figsize=(10,8))\n",  "ax = fig.add_axes([0.12, 0.12, 0.8, 0.8])\n",  "DATA='life_sciences.txt'\n",  "dat = loadtxt(DATA, unpack=True) # Read Life Sciences Data\n",  "\n",  "## Order of the data is arXiv q-bio, Nature Precedings, F1000Research, PeerJ Preprints, bioRxiv, The Winnower, preprints.org, Wellcome Open Research\n",  "## First month is January 2006, last month is January 2017\n",  "\n",  "t_start=2006 \n",  "t_end=2017 \n",  "\n",  "n_lifesciences=dat.sum(axis=1, dtype='float') # Create array from sums of all submissions per month\n",  "t_lifesciences=np.arange(0,np.size(n_lifesciences),1) # Prepare time array \n",  "t_lifesciences=t_start+t_lifesciences/12.0 # Transform year + month to fractional year\n",  "\n",  "\n",  "\n",  "sum_lifesciences=np.sum(dat)\n",  "print('Total number of Life Sciences submissions: ',sum_lifesciences) # Total number of submissions in Life Sciences\n",  "\n",  "\n",  "ARXIV='arxiv.txt' # Read arXiv Data\n",  "arx = loadtxt(ARXIV, unpack=True)\n",  "t_arxiv=arx[0]+arx[1]/12. # Transform year + month to fractional year \n",  "n_arxiv=arx[2]\n",  "\n",  "\n",  "sum_n_arxiv=np.sum(n_arxiv)\n",  "print('Total number of arXiv submissions: ',sum_n_arxiv)\n",  "\n",  "## Plot \n",  "ax.plot(t_arxiv,n_arxiv,linestyle=st,linewidth=4,color=col[2],alpha=0.8,label='arXiv')\n",  "ax.plot(t_lifesciences,n_lifesciences,linestyle=st,linewidth=4,color=col[1],alpha=0.8,label='Life sciences')\n",  "plt.ylim([0,10500])\n",  "plt.xlim([1991,2017.2])\n",  "\n",  "## Axis, Range, Legend...\n",  "ax.set_xlabel(\"Year\")\n",  "ax.set_ylabel('Submissions per month')\n",  "label=plt.legend(loc='best')\n",  "label.draw_frame(False)\n",  "\n",  "## Add inset plot \n",  "ax2 = inset_axes(ax, width=3, height=2, loc=3, \n",  " bbox_to_anchor=(0.17, 0.48), \n",  " bbox_transform=ax.figure.transFigure) \n",  "ax2.plot(t_lifesciences,n_lifesciences,linestyle=st,linewidth=4,color=col[1],alpha=0.8)\n",  "for label in ax2.xaxis.get_majorticklabels():\n",  " label.set_fontsize(10)\n",  "for label in ax2.yaxis.get_majorticklabels():\n",  " label.set_fontsize(10)\n",  "\n",  "ax2.set_ylim([0,1000])\n",  "ax2.set_xlim([2005.0,2017.2]) \n",  "\n",  "## Uncomment below to print to PDF \n",  "#FILENAME = \"preprint_inset.pdf\"\n",  "#plt.savefig(FILENAME)\n",  "\n",  "## Uncomment below to show plot\n",  "plt.show()\n"  ]  },  {  "cell_type": "code",  "execution_count": null,  "metadata": {  "collapsed": true  },  "outputs": [],  "source": []  }  ],  "metadata": {  "anaconda-cloud": {},  "kernelspec": {  "display_name": "Python 2",  "language": "python",  "name": "python2"  },  "language_info": {  "codemirror_mode": {  "name": "ipython",  "version": 2  },  "file_extension": ".py",  "mimetype": "text/x-python",  "name": "python",  "nbconvert_exporter": "python",  "pygments_lexer": "ipython2",  "version": "2.7.13"  }  },  "nbformat": 4,  "nbformat_minor": 1  }