Mercurial > repos > rakesh4osdd > asist

annotate asist_dynamic.ipynb @ 4:3ea72fb2eaac draft

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author rakesh4osdd
date Wed, 30 Jun 2021 05:48:04 +0000
parents c1a77856070c
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c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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1 {
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2 "cells": [
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3 {
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4 "cell_type": "code",
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5 "execution_count": 1309,
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6 "id": "27cfc66f",
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7 "metadata": {},
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8 "outputs": [],
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9 "source": [
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10 "#ASIST program for phenotype based on Antibiotics profile\n",
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11 "# create a profile based on selected antibiotics only\n",
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12 "# rakesh4osdd@gmail.com, 14-June-2021"
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13 ]
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14 },
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15 {
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16 "cell_type": "code",
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17 "execution_count": 1,
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18 "id": "75a352b7",
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19 "metadata": {},
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20 "outputs": [],
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21 "source": [
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22 "import pandas as pd\n",
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23 "import sys\n",
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24 "import os\n",
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25 "from collections import Counter"
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26 ]
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27 },
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28 {
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29 "cell_type": "code",
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30 "execution_count": 162,
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31 "id": "d66ec0d2",
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32 "metadata": {},
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33 "outputs": [],
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34 "source": [
4
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35 "#input_file=sys.argv[1]\n",
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36 "#output_file=sys.argv[2]\n",
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37 "input_file='test-data/strains_788_input_16k.csv'\n",
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38 "output_file='/mnt/d/PhD_Work/Tina_Work/ASIST_Galaxy/ASIST/strains_788_output_16k.csv'\n",
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39 "#input_file='/mnt/d/PhD_Work/Tina_Work/ASIST_Galaxy/ASIST/asist_example15.csv'\n",
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40 "#output_file='/mnt/d/PhD_Work/Tina_Work/ASIST_Galaxy/ASIST/asist_example15_output.csv'"
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41 ]
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42 },
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43 {
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44 "cell_type": "code",
4
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45 "execution_count": 163,
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46 "id": "bf24c946",
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47 "metadata": {},
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48 "outputs": [],
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49 "source": [
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50 "# strain_profile to phenotype condition\n",
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51 "def s_phen(sus,res,intm,na,pb_sus):\n",
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52 " if (sus>0 and res==0 and na>=0):\n",
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53 " #print('Possible Susceptible')\n",
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54 " phen='Possible Susceptible'\n",
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55 " elif (sus>=0 and 3<=res<7 and na>=0 and pb_sus==0):\n",
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56 " #print('Possible MDR')\n",
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57 " phen='Possible MDR'\n",
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58 " elif (sus>=0 and 7<=res<9 and na>=0 and pb_sus==0):\n",
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59 " #print('Possible XDR')\n",
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60 " phen='Possible XDR'\n",
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61 " #special cases\n",
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62 " elif (sus>=1 and res>0 and na>=0 and pb_sus==1):\n",
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63 " #print('Possible XDR')\n",
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64 " phen='Possible XDR'\n",
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65 " #special cases\n",
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66 " elif (sus>0 and res==9 and na>=0):\n",
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67 " #print('Possible XDR')\n",
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68 " phen='Possible XDR'\n",
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69 " elif (sus==0 and res==9 and na>=0):\n",
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70 " #print('Possible TDR')\n",
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71 " phen='Possible TDR'\n",
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72 " else:\n",
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73 " #print('Strain could not be classified')\n",
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74 " phen='Strain could not be classified ('+ str(intm)+' | ' + str(na) +')'\n",
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75 " return(phen)\n",
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76 "\n",
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77 "#print(s_phen(1,9,0,0))"
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78 ]
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79 },
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80 {
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81 "cell_type": "code",
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82 "execution_count": 164,
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83 "id": "8bad7d9d",
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84 "metadata": {},
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85 "outputs": [],
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86 "source": [
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87 "# define Antibiotic groups as per antibiotic of CLSI breakpoints MIC\n",
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88 "#Aminoglycoside\n",
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89 "cat1=['Amikacin','Tobramycin','Gentamycin','Netilmicin']\n",
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90 "#Beta-lactams- Carbapenems\n",
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91 "cat2=['Imipenem','Meropenam','Doripenem']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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92 "#Fluoroquinolone\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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93 "cat3=['Ciprofloxacin','Levofloxacin']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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94 "#Beta-lactam inhibitor\n",
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95 "cat4=['Piperacillin/tazobactam','Ticarcillin/clavulanicacid']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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96 "#Cephalosporin\n",
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97 "cat5=['Cefotaxime','Ceftriaxone','Ceftazidime','Cefepime']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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98 "#Sulfonamides\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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99 "cat6=['Trimethoprim/sulfamethoxazole']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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100 "#Penicillins/beta-lactamase\n",
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101 "cat7=['Ampicillin/sulbactam']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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102 "#Polymyxins\n",
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rakesh4osdd
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103 "cat8=['Colistin','Polymyxinb']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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104 "#Tetracycline\n",
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105 "cat9=['Tetracycline','Doxicycline','Minocycline']\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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106 "\n",
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107 "def s_profiler(pd_series):\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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108 " #print(type(pd_series),'\\n', pd_series)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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109 " #create a dictionary of dataframe series\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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110 " cats={'s1':cat1,'s2':cat2,'s3':cat3,'s4':cat4,'s5':cat5,'s6':cat6,'s7':cat7,'s8':cat8,'s9':cat9}\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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111 " # find the antibiotics name in input series\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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112 " for cat in cats:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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113 " #print(cats[cat])\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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114 " cats[cat]=pd_series.filter(cats[cat])\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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115 " #print(cats[cat])\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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116 " #define res,sus,intm,na,pb_sus\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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117 " res=0\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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118 " sus=0\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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119 " intm=0\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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120 " na=0\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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121 " pb_sus=0\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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122 " # special case of 'Polymyxin b' for its value\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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123 " if 'Polymyxinb' in pd_series:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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124 " ctp=cats['s8']['Polymyxinb'].strip().lower()\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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125 " if ctp == 'susceptible':\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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126 " pb_sus=1\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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127 " #print((ctp,p_sus))\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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128 " # check all categories\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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129 " for cat in cats:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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130 " #ctp=cats['s8'].iloc[i:i+1].stack().value_counts().to_dict()\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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131 " #print(ctp)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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132 " # Pandas series\n",
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133 " ct=cats[cat].value_counts().to_dict()\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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134 " #print(ct)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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135 " # remove whitespace and convert to lowercase words\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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136 " ct = {k.strip().lower(): v for k, v in ct.items()}\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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137 " #print(ct)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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138 " k=Counter(ct)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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139 " #j=Counter(ct)+Counter(j)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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140 " #print(j)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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141 " # category wise marking\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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142 " if k['resistant']>=1:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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143 " res=res+1\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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144 " if k['susceptible']>=1:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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145 " sus=sus+1\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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146 " if k['intermediate']>=1:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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147 " intm=intm+1\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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148 " if k['na']>=1:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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149 " na=na+1\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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150 " #print(sus,res,intm,na,pb_sus)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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151 " #print(s_phen(sus,res,intm,na,pb_sus))\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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152 " return(s_phen(sus,res,intm,na,pb_sus))"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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153 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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154 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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155 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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156 "cell_type": "code",
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157 "execution_count": 165,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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158 "id": "7629fc10",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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159 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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160 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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161 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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162 "#input_file='input2.csv_table.csv'\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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163 "#output_file=input_file+'_output.txt'\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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164 "strain_profile=pd.read_csv(input_file, sep=',',na_filter=False,skipinitialspace = True)"
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165 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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166 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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167 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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168 "cell_type": "code",
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169 "execution_count": 166,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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170 "id": "bed1abba",
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171 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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172 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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173 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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174 "old_strain_name=strain_profile.columns[0]\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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175 "new_strain_name=old_strain_name.capitalize().strip().replace(' ', '')"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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176 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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177 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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178 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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179 "cell_type": "code",
4
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180 "execution_count": 167,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
181 "id": "a64b5022",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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182 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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183 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
184 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
185 "# make header capitalization, remove leading,lagging, and multiple whitespace for comparision\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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186 "strain_profile.columns=strain_profile.columns.str.capitalize().str.strip().str.replace('\\s+', '', regex=True)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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187 "#print(strain_profile.columns)\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
188 "#strain_profile.head()\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
189 "#strain_profile.columns"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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190 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
191 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
192 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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193 "cell_type": "code",
4
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194 "execution_count": 168,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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195 "id": "caac57d7",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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196 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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197 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
198 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
199 "# add new column in dataframe on second position\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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200 "strain_profile.insert(1, 'Strain phenotype','')\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
201 "#strain_profile.head()"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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202 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
203 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
204 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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205 "cell_type": "code",
4
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206 "execution_count": 169,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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207 "id": "eb4b0c4d",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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208 "metadata": {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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209 "scrolled": true
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
210 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
211 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
212 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
213 "strain_profile['Strain phenotype'] = strain_profile.apply(lambda x: (s_profiler(x)), axis=1)"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
214 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
215 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
216 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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217 "cell_type": "code",
4
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218 "execution_count": 170,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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219 "id": "86441c0f",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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220 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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221 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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222 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
223 "#strain_profile.head()"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
224 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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225 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
226 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
227 "cell_type": "code",
4
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228 "execution_count": 171,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
229 "id": "75698be5",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
230 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
231 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
232 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
233 "#rename headers for old name\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
234 "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'} )"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
235 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
236 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
237 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
238 "cell_type": "code",
4
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239 "execution_count": 172,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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240 "id": "c14a13eb",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
241 "metadata": {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
242 "scrolled": true
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
243 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
244 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
parents:
diff changeset
245 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
246 "#strain_profile.columns"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
247 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
248 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
249 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
250 "cell_type": "code",
4
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251 "execution_count": 173,
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rakesh4osdd
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diff changeset
252 "id": "1b113050",
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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253 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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254 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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255 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
256 "#strain_profile"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
257 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
258 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
259 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
260 "cell_type": "code",
4
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diff changeset
261 "execution_count": 174,
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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262 "id": "5ab72211",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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263 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
264 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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265 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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266 "strain_profile.to_csv(output_file,na_rep='NA',index=False)"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
267 ]
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
268 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
269 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
rakesh4osdd
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diff changeset
270 "cell_type": "code",
4
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diff changeset
271 "execution_count": 175,
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diff changeset
272 "id": "c17c84c4",
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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273 "metadata": {},
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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274 "outputs": [],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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275 "source": [
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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276 "# Open a file with access mode 'a'\n",
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277 "with open(output_file, \"a\") as file_object:\n",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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278 " # Append 'hello' at the end of file\n",
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279 " 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')\")"
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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280 ]
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281 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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282 {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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283 "cell_type": "code",
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284 "execution_count": null,
4
3ea72fb2eaac Deleted selected files test files
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285 "id": "7e8e1fa8",
0
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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286 "metadata": {},
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287 "outputs": [],
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288 "source": []
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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289 }
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290 ],
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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291 "metadata": {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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292 "kernelspec": {
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293 "display_name": "Python 3",
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294 "language": "python",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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295 "name": "python3"
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296 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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297 "language_info": {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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298 "codemirror_mode": {
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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299 "name": "ipython",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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300 "version": 3
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301 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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302 "file_extension": ".py",
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303 "mimetype": "text/x-python",
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304 "name": "python",
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305 "nbconvert_exporter": "python",
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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306 "pygments_lexer": "ipython3",
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307 "version": "3.7.10"
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308 }
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309 },
c1a77856070c "planemo upload for repository https://github.com/rakesh4osdd/asist/tree/master commit f5b374bef15145c893ffdd3a7d2f2978d8052184-dirty"
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310 "nbformat": 4,
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311 "nbformat_minor": 5
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312 }