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Test to generate images from weblogo API
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import PBlib as PB\n", | |
| "import PDBlib as PDB\n", | |
| "import weblogolib\n", | |
| "\n", | |
| "from IPython.display import Image" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Read 90 chain(s) in demo2_tmp/psi_md_traj_1.pdb\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Load Pbxplore data\n", | |
| "chains = PDB.chains_from_files([\"demo2_tmp/psi_md_traj_1.pdb\"])\n", | |
| "seqs = []\n", | |
| "for comment, chain in chains:\n", | |
| " dihedrals = chain.get_phi_psi_angles()\n", | |
| " sequence = PB.assign(dihedrals)\n", | |
| " seqs.append(sequence)\n", | |
| "pb_count = PB.count_matrix(seqs)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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A/qcoiqFQKBAIOCCepfwg8m2gSrTY05RwHBcMBm0yDXW+i8xIJBLKD6iSILAWrUen/6FU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\nQ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| |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 32, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "#Create weblogo from API\n", | |
| "logo_output_format = \"png\"\n", | |
| "#Load data from an occurence matrix\n", | |
| "data = weblogolib.LogoData.from_counts('abcdefghijklmnop', pb_count)\n", | |
| "\n", | |
| "#Generate color scheme\n", | |
| "colors = weblogolib.ColorScheme([\n", | |
| " weblogolib.ColorGroup(\"d\", \"#1240AB\",\"strand main\" ),\n", | |
| " weblogolib.ColorGroup(\"abcdef\",\"#1240AB\", \"strand others\"),\n", | |
| " weblogolib.ColorGroup(\"ghij\",\"#0BD500\", \"coil\"),\n", | |
| " weblogolib.ColorGroup(\"m\", \"#FD0006\", \"helix main\"),\n", | |
| " weblogolib.ColorGroup(\"klnop\", \"#FD0006\", \"helix others\")] )\n", | |
| "\n", | |
| "#Create options\n", | |
| "options = weblogolib.LogoOptions(fineprint=False,\n", | |
| " logo_title=\"demo2_tmp/psi_md_traj_1.pdb\", \n", | |
| " color_scheme=colors, \n", | |
| " stack_width=weblogolib.std_sizes[\"large\"],\n", | |
| " logo_start=1, logo_end=56)\n", | |
| "\n", | |
| "#Create logo\n", | |
| "logo_format = weblogolib.LogoFormat(data, options)\n", | |
| "\n", | |
| "#Generate image\n", | |
| "formatter = weblogolib.formatters[logo_output_format]\n", | |
| "png = formatter(data, logo_format)\n", | |
| "\n", | |
| "#Write it\n", | |
| "with open(\"test_weblogo.png\", \"w\") as f:\n", | |
| " f.write(png)\n", | |
| "\n", | |
| "Image(png)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Reference" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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mSyPGyapcJJtsbiFao2K7g3oCYxMpcgetMwpihBgKCV2XblqVn8hbXKiSCXJV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\nQdAxLbzFhV0nGtxQ741atA5hNJmDaBJCvCAtTRUZ9+Oy0I2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C6RzNEAdr/WrwCHQ+pdLL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i8cPXWD/SCPE8um8xfePqxPZrda62CARgcAAFA2in4KLmNadQDPdHXW63KBF67MHUmtIp2I3jdW\nHahJ0BNvveyo2jx8ZU594D41I2sXUek4qiv6DrVon8J3CNt0D+uHr0hqle2a19B3aIf2uTwRsbpe\ntW6ViEYnFjKsDOsQavQJTrML0P1QasNXbbY1Xb42225c2jpj0pQC63K3o+MLp+tun3jr5Y72bT0H\nnLofcHR8wTTRy3QKNcYyg7Zmfnita2tr4dHoAAAAyganKEqhPptFtP8j8KFuu2ln0Kfcd/W7PbpH\nvMP0LevYZ6ln0H70hm20fwZjowC2MowFtaxLgHHxvvZ5t/ZUprMJmHQFoOzAvb367yfqUqp016Cd\nIBBbTLJ2DZRRY12Vsc6VxZr956K6wzNfQFsLb9q9a30RrfEoaazLNGqMLSbbD3+u+6HEf/ob9tr4\nU6TTWFd1bWif8SOM5zcy/dcHAAAoUSUT0Sruv9W1O9gU/pwtDkNES5bDQcaYYc2JC1fmTgVvWS+B\nMA0o2VIq1hNXG7m2tfCtzXxbM39kf1OGetYLV+Z0XW/T6TngPOndaRpx5iqizbB/5p0/ujTD6mUz\nfFxXZ/2H7wrp8qz7/uFq5lLaz86+Yn0NGQAAQJErkZVhhHYHa2iorTzX337Su5OtrNcO3FJlyLBq\nsXSmWoRqHGSl1SFsUyPjI/ubOoRt/WejVmZWpQso5xeTDXWVrQle7ULF6hNid5Pzi8n5xeTpj2/3\nHd7RWFvZUFdpbJ51ZH/Tkf1N6nCEqVlZl5S1NQU3S7HFpOmnxBaTui26KuS3D7X0HHCOji+Mi/di\ni0ltbNop1LS28F0d9cbhC1rGGgwtR3UFwlkAACgnBYho1fJZqzPDiIiIczbpksnl1O5gJeEqTlLo\nsiKuDAfeNHJxpclD8FPl2eDfTf7fkJDa0j9y7an7Nfaymui/EP3UtY9z7aVftRMRyTLxPMnyymkv\nXKZBmYR2hYiEds61V/etwLR4gLk25EobRUlzSvBTIvpLosvNTbF3//Pw/xyflp7Mx7+d/2Y1g95W\n/92GaqXNsfyTf/+/DfenuIuT5Gxa+UNERBPR+/EnS7oVXfHE8oR4n4gcVZunZmVdUan69Hx+Wbqe\njMwtSUQ01SRSE7V1CX9NtOt7guMFvqnCObckESnXk//75pIUWZbp/62e5A9/GTb/uewZvDSjK+RV\nt+u2dHXWkzip+H6lbvkB0U+F9iOuvSTNK445TtiliJMkRmma6Dvt9DUpRBy7dWbf67o66k17nDHG\nhYAAAAAlrQARrdPpZDPDJicnHz58aPUwwRAZlM3isNBlxfdrRVopGOCcTm7ot7owZSV21wSvRMQJ\n7dzIRZMTSnOr/c7YC55fCYl4hyJJ3LMwl6Q5IpqejZ9+Nl4hnkj7pPt06ggGIlptGiXNKYEPVl4L\n7Q1EJ44fJN7BojS1XITzHOR63iTXXqKD2p+FE9r/cDZ0YWxOW2nABobpmq1euDKni2jZ/h8+DPz3\nez7t9oUdjxybUtbyN252EtGu7ws7/7hd/nbt5lb2DY9JsbvJIweaOoUa9lOMTiwYV3q1tfB9h1ro\nxr/o6mo4WWYBK+dsIiLOc5CISJykyNWnvl8REfuOx/E8ed/k/O9rj21tdmTo4WWcPQEAAFDSbEW0\noij6fD6e54loaGiI13SNzfCW0+l0OldSRFZ7HVBZR7SufdxAnKQ59SdSAmcoco0TdqmBqRK5RkQU\nucoJ7cTz5Gwinuc8B8nZRHKcc+1LOaHQTt5jxs/hPAeJ3jcmtlubHWpsauwGoNI1PU2L51c/XdhF\nQjupEa33zdVIXROyK2K0rZmfbokTUWNtJStamBDvO6orWHaWmb+bePxkWReoxRaTscXk39d4iUj+\nVp76RiSia4nIj6Xdf/cDD0vQEtH1ZGTX94T5ZckYy/Iv5KuJVadQo20ca6rv8I6+Qy3mRSCm/47C\nLiIiWs3mKrLMmf230LPfOTUjGrd3CjXFNucMAADAJlsRbSAQGBkZ4Xk+FAoFg0Ftf9kMb60T7+B4\nXpFXwxFFljk5ztodlDbeQd5jmSsonnXkfd/kPWEXF/7nqW/ElFgtafmrAtGrlS7rO+dJQ20lKx6Y\n+kb8r9+q/6Z/0u6jCai1/+iK/MKdhk3Cyhub+PhTeW+Vi4jml6SmCieLaNnP2PaCMPWN6HiBl7+V\n+Rf4Xd8XHJv4/q22fznTuHzmxxeuzM0vJnUVvY11VY21lR3CtjXKeaU5xfdrIuJce1e+0hCRGGXf\nfDihnZxN5HQaS0eYI/ubhq9IxjTtCe/OHPxsAAAAxcRWRCvLMku+ejwen89n8a3102T7VpTL4jAW\nuKhW6iNZYYCOGFXkOBGtZnCFdhKjbUQp8zKEdvNYX5zUn1NoJ/sJO9de0w4VRMT539c9EFdpD5lf\nlk7c88WfynNLEquF7d86oAu155clIppbkv7Xv4XYPszeKtcf/jL8zg9TAtPrmphee55XK126PXPF\ntLPBETvP94V29dZxplUoaznXL+jaun34rpB5SRkAAEApylkdrSiaPN9c863slHFEqxahMq59XPif\nzXeVZaX7MD2roSQibuCXnPcYPVs6RkTE82lT18IufVArzT17kL1+jxPLw2NSq2Zql6OqorGuUvcw\nnbUg0G5R1+w3bnaervFr41SmqcLJ6l+ZqW/EXd8TtDvwL/B/9wMPEWknnBHRJvpPq5fXnDJQ96NL\nM/HEsvrXxtpKW3FnquvJCEv9xp/Kk/8uZpH/djZxA7/UbjAZlZel1mbHZ2deOR28NS7ea6yr6jvU\nksOfFAAAoHjY6kfrdrvD4bDxtelbP/rRj/74xz8S0Z///OelpZWkUXd395/+9CdKTxRFQRAy7FBf\nX7+wkHaikizLsiyrZbtGT548qa6utnMBf/EXf2HzR8h8DZIk8TyvLUTW+c53vvMf//Efdi4A9xD3\ncM1r2IB76Pf7M+8AAACQTm5ytLIsp/tfkfrWl19+uY4z6wLlbLFOYX6/f91nsHkB9s/g8/lcLhfr\nDlGQC8A9tH8BuIf2LwAAACADuxEtq5cVRdGYvMnwlnU2/xdo8//B9i8gJ2co7AXgHtq/ANzDYrgA\nAAAoY7YiWq/X63a72bPIoaEhIhJFURRFr9drfAvWx+l02vlKAIR7mAu4hwAAUMxs1dECAAAAABTc\nprV3AQAAAAAoYohoi5Qsyy+++CJ7HYlEtm/f7na73W53zpr7ljXjHRNF0e12d3d3d3d3y8Yuv2Bg\nvIf4PQQAgKKFqoMi5fP5QqHQ119/zV4LguDxeAp9USXDeMe6u7vZNOZQKCRJUg6G2JU74z3E7yEA\nABQt5GiLka59aeZWpmBkvGPaIXbI0Vpheg/xewgAAMUJEW0xCgQC2kyYJEnBYNDtdgcCgQJeVQnJ\nfMdyNsSurBnvIX4PAQCgaCGiLTqyLEuSpGtfOjAwEA6HnU4n6hctwh2zz3gPcVcBAKA4IaItOoFA\nQJZln8/HUmJExGIIIvJ4PMgvWpHhjmWYbwdaxnuI30MAAChaiGiLDs/zupBLfciLMMIi0zvGymdt\nDrF7fhjvIX4PAQCgaNmdggs5py7DZ9PX2Ovdu3ezOAyL9C3S3TEMsVsH428dfg8BAKA4oXsXAAAA\nAJQ2VB0AAAAAQGlDRAsAAAAApQ0RLQAAAACUNkS0AAAAAFDa/j+ztPYnZ3mrMAAAAABJRU5ErkJg\ngg==\n", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "Image(filename=\"tutu.PB.logo.png\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "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": "2.7.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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