Mercurial > repos > rakesh4osdd > clsi_profile

annotate asist_dynamic.ipynb @ 3:683299422575 draft

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"planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
author rakesh4osdd
date Tue, 29 Jun 2021 05:20:41 +0000
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683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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1 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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2 "cells": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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3 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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4 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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5 "execution_count": 1309,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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6 "id": "27cfc66f",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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7 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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8 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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9 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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10 "#ASIST program for phenotype based on Antibiotics profile\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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11 "# create a profile based on selected antibiotics only\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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12 "# rakesh4osdd@gmail.com, 14-June-2021"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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13 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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14 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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15 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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16 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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17 "execution_count": 1,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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18 "id": "75a352b7",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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19 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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20 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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21 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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22 "import pandas as pd\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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23 "import sys\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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24 "import os\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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25 "from collections import Counter"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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26 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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27 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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28 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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29 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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30 "execution_count": 176,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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31 "id": "d66ec0d2",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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32 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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33 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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34 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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35 "input_file=sys.argv[1]\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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36 "output_file=sys.argv[2]\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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37 "#input_file='test-data/asist_input.csv'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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38 "#output_file='test-data/asist_output.csv'"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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39 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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40 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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41 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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42 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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43 "execution_count": 177,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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44 "id": "bf24c946",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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45 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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46 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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47 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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48 "# strain_profile to phenotype condition\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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49 "def s_phen(sus,res,intm,na,pb_sus):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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50 " if (sus>0 and res==0 and na>=0):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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51 " #print('Possible Susceptible')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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52 " phen='Possible Susceptible'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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53 " elif (sus>=0 and 3<=res<7 and na>=0 and pb_sus==0):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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54 " #print('Possible MDR')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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55 " phen='Possible MDR'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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56 " elif (sus>=0 and 7<=res<9 and na>=0 and pb_sus==0):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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57 " #print('Possible XDR')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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58 " phen='Possible XDR'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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59 " #special cases\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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60 " elif (sus>=1 and res>0 and na>=0 and pb_sus==1):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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61 " #print('Possible XDR')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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62 " phen='Possible XDR'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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63 " #special cases\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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64 " elif (sus>0 and res==9 and na>=0):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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65 " #print('Possible XDR')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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66 " phen='Possible XDR'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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67 " elif (sus==0 and res==9 and na>=0):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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68 " #print('Possible TDR')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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69 " phen='Possible TDR'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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70 " else:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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71 " #print('Strain could not be classified')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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72 " phen='Strain could not be classified ('+ str(intm)+' | ' + str(na) +')'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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73 " return(phen)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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74 "\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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75 "#print(s_phen(1,9,0,0))"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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76 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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77 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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78 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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79 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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80 "execution_count": 178,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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81 "id": "8bad7d9d",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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82 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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83 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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84 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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85 "# define Antibiotic groups as per antibiotic of CLSI breakpoints MIC\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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86 "#Aminoglycoside\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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87 "cat1=['Amikacin','Tobramycin','Gentamycin','Netilmicin']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
88 "#Beta-lactams- Carbapenems\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
89 "cat2=['Imipenem','Meropenam','Doripenem']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
90 "#Fluoroquinolone\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
91 "cat3=['Ciprofloxacin','Levofloxacin']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
92 "#Beta-lactam inhibitor\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
93 "cat4=['Piperacillin/tazobactam','Ticarcillin/clavulanicacid']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
94 "#Cephalosporin\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
95 "cat5=['Cefotaxime','Ceftriaxone','Ceftazidime','Cefepime']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
96 "#Sulfonamides\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
97 "cat6=['Trimethoprim/sulfamethoxazole']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
98 "#Penicillins/beta-lactamase\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
99 "cat7=['Ampicillin/sulbactam']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
100 "#Polymyxins\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
101 "cat8=['Colistin','Polymyxinb']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
102 "#Tetracycline\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
103 "cat9=['Tetracycline','Doxicycline','Minocycline']\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
104 "\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
105 "def s_profiler(pd_series):\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
106 " #print(type(pd_series),'\\n', pd_series)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
107 " #create a dictionary of dataframe series\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
108 " cats={'s1':cat1,'s2':cat2,'s3':cat3,'s4':cat4,'s5':cat5,'s6':cat6,'s7':cat7,'s8':cat8,'s9':cat9}\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
109 " # find the antibiotics name in input series\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
110 " for cat in cats:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
111 " #print(cats[cat])\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
112 " cats[cat]=pd_series.filter(cats[cat])\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
113 " #print(cats[cat])\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
114 " #define res,sus,intm,na,pb_sus\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
115 " res=0\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
116 " sus=0\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
117 " intm=0\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
118 " na=0\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
119 " pb_sus=0\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
120 " # special case of 'Polymyxin b' for its value\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
121 " if 'Polymyxinb' in pd_series:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
122 " ctp=cats['s8']['Polymyxinb'].strip().lower()\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
123 " if ctp == 'susceptible':\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
124 " pb_sus=1\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
125 " #print((ctp,p_sus))\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
126 " # check all categories\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
127 " for cat in cats:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
128 " #ctp=cats['s8'].iloc[i:i+1].stack().value_counts().to_dict()\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
129 " #print(ctp)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
130 " # Pandas series\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
131 " ct=cats[cat].value_counts().to_dict()\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
132 " #print(ct)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
133 " # remove whitespace and convert to lowercase words\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
134 " ct = {k.strip().lower(): v for k, v in ct.items()}\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
135 " #print(ct)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
136 " k=Counter(ct)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
137 " #j=Counter(ct)+Counter(j)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
138 " #print(j)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
139 " # category wise marking\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
140 " if k['resistant']>=1:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
141 " res=res+1\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
142 " if k['susceptible']>=1:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
143 " sus=sus+1\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
144 " if k['intermediate']>=1:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
145 " intm=intm+1\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
146 " if k['na']>=1:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
147 " na=na+1\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
148 " #print(sus,res,intm,na,pb_sus)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
149 " #print(s_phen(sus,res,intm,na,pb_sus))\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
150 " return(s_phen(sus,res,intm,na,pb_sus))"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
151 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
152 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
153 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
154 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
155 "execution_count": 179,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
156 "id": "7629fc10",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
157 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
158 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
159 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
160 "#input_file='input2.csv_table.csv'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
161 "#output_file=input_file+'_output.txt'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
162 "strain_profile=pd.read_csv(input_file, sep=',',na_filter=False,skipinitialspace = True)"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
163 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
164 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
165 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
166 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
167 "execution_count": 180,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
168 "id": "bed1abba",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
169 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
170 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
171 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
172 "old_strain_name=strain_profile.columns[0]\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
173 "new_strain_name=old_strain_name.capitalize().strip().replace(' ', '')"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
174 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
175 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
176 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
177 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
178 "execution_count": 181,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
179 "id": "a64b5022",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
180 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
181 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
182 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
183 "# make header capitalization, remove leading,lagging, and multiple whitespace for comparision\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
184 "strain_profile.columns=strain_profile.columns.str.capitalize().str.strip().str.replace('\\s+', '', regex=True)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
185 "#print(strain_profile.columns)\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
186 "#strain_profile.head()\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
187 "#strain_profile.columns"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
188 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
189 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
190 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
191 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
192 "execution_count": 182,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
193 "id": "caac57d7",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
194 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
195 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
196 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
197 "# add new column in dataframe on second position\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
198 "strain_profile.insert(1, 'Strain phenotype','')\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
199 "#strain_profile.head()"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
200 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
201 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
202 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
203 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
204 "execution_count": 183,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
205 "id": "eb4b0c4d",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
206 "metadata": {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
207 "scrolled": true
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
208 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
209 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
210 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
211 "strain_profile['Strain phenotype'] = strain_profile.apply(lambda x: (s_profiler(x)), axis=1)"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
212 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
213 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
214 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
215 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
216 "execution_count": 184,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
217 "id": "86441c0f",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
218 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
219 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
220 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
221 "#strain_profile.head()"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
222 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
223 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
224 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
225 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
226 "execution_count": 185,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
227 "id": "75698be5",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
228 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
229 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
230 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
231 "#rename headers for old name\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
232 "strain_profile=strain_profile.rename(columns = {new_strain_name:old_strain_name, 'Ticarcillin/clavulanicacid':'Ticarcillin/ clavulanic acid','Piperacillin/tazobactam':'Piperacillin/ tazobactam','Trimethoprim/sulfamethoxazole': 'Trimethoprim/ sulfamethoxazole','Ampicillin/sulbactam':'Ampicillin/ sulbactam', 'Polymyxinb': 'Polymyxin B'} )"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
233 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
234 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
235 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
236 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
237 "execution_count": 186,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
238 "id": "c14a13eb",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
239 "metadata": {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
240 "scrolled": true
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
241 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
242 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
243 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
244 "#strain_profile.columns"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
245 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
246 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
247 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
248 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
249 "execution_count": 187,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
250 "id": "ff484767",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
251 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
252 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
253 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
254 "#strain_profile"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
255 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
256 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
257 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
258 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
259 "execution_count": 188,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
260 "id": "5ab72211",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
261 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
parents:
diff changeset
262 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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263 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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264 "strain_profile.to_csv(output_file,na_rep='NA',index=False)"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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265 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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266 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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267 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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268 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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269 "execution_count": 189,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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270 "id": "020dbe85",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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271 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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272 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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273 "source": [
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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274 "# Open a file with access mode 'a'\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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275 "with open(output_file, \"a\") as file_object:\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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276 " # Append 'hello' at the end of file\n",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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277 " file_object.write(\"Note: \\n1. 'MDR': Multidrug-resistant, 'XDR': Extensively drug-resistant, 'TDR':totally drug resistant, NA': Data Not Available.\\n2. 'Strain could not be classified' numbers follow the format as ('Number of antibiotics categories count as Intermediate' | 'Number of antibiotics categories count as NA')\")"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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278 ]
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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279 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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280 {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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281 "cell_type": "code",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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282 "execution_count": null,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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283 "id": "9c17e66a",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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284 "metadata": {},
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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285 "outputs": [],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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286 "source": []
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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287 }
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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288 ],
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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289 "metadata": {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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290 "kernelspec": {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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291 "display_name": "Python 3",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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292 "language": "python",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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293 "name": "python3"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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294 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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295 "language_info": {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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296 "codemirror_mode": {
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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297 "name": "ipython",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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298 "version": 3
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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299 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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300 "file_extension": ".py",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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301 "mimetype": "text/x-python",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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302 "name": "python",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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303 "nbconvert_exporter": "python",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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304 "pygments_lexer": "ipython3",
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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305 "version": "3.7.10"
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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306 }
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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307 },
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
rakesh4osdd
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308 "nbformat": 4,
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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309 "nbformat_minor": 5
683299422575 "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f085b88bf75f7b45ac3b0c4e1c39214c0ac0b67d"
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310 }