From e685323c05838489291f645998fc1c7762193dfc Mon Sep 17 00:00:00 2001 From: Leila Inigo de la Cruz Date: Tue, 25 Jan 2022 15:21:50 +0100 Subject: [PATCH 1/5] redesigning the first 10% truncation --- notebooks/pipeline_workflow.ipynb | 414 +++++++++--------- .../processing/dna_features_helpers.py | 2 +- 2 files changed, 208 insertions(+), 208 deletions(-) diff --git a/notebooks/pipeline_workflow.ipynb b/notebooks/pipeline_workflow.ipynb index b64babe..e69ed36 100644 --- a/notebooks/pipeline_workflow.ipynb +++ b/notebooks/pipeline_workflow.ipynb @@ -2,14 +2,16 @@ "cells": [ { "cell_type": "markdown", + "metadata": {}, "source": [ "## Notebook showing a general workflow for the postprocessing analysis for the satay pipeline " - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 1, + "metadata": {}, + "outputs": [], "source": [ "\n", "import os, sys\n", @@ -27,26 +29,16 @@ "# importing the transposon mapping function\n", "\n", "from transposonmapper import transposonmapper\n" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 3, - "source": [ - "\n", - "bamfile= '../transposonmapper/data_files/files4test/SRR062634.filt_trimmed.sorted.bam'\n", - "#bamfile='../transposonmapper/data_files/WT_merged-DpnII-NlaIII-a_trimmed.sorted.bam'\n", - "#filename='SRR062634.filt_trimmed.sorted.bam'\n", - "assert os.path.isfile(bamfile), \"Not a file or directoy\"\n", - "\n", - "transposonmapper(bamfile=bamfile) " - ], + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Getting coordinates of all genes ...\n", "Getting reads for chromosome ref|NC_001133| ...\n", @@ -116,18 +108,28 @@ ] } ], - "metadata": {} + "source": [ + "\n", + "bamfile= '../transposonmapper/data_files/files4test/SRR062634.filt_trimmed.sorted.bam'\n", + "#bamfile='../transposonmapper/data_files/WT_merged-DpnII-NlaIII-a_trimmed.sorted.bam'\n", + "#filename='SRR062634.filt_trimmed.sorted.bam'\n", + "assert os.path.isfile(bamfile), \"Not a file or directoy\"\n", + "\n", + "transposonmapper(bamfile=bamfile) " + ] }, { "cell_type": "code", "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "wig_files=[]\n", "bed_files=[]\n", "pergene_files=[]\n", "#data_dir= \"../satay/data_files/data_unmerged/\"\n", - "#data_dir=\"../transposonmapper/data_files/files4test/\"\n", - "data_dir=\"/data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/data/dbem1dbem3dnrp1-1st-Enzo-dataset-SEQUENCING/align_out\"\n", + "data_dir=\"../transposonmapper/data_files/files4test/\"\n", + "#data_dir=\"/data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/data/dbem1dbem3dnrp1-1st-Enzo-dataset-SEQUENCING/align_out\"\n", "#data_dir=\"../transposonmapper/data_files/\"\n", "for root, dirs, files in os.walk(data_dir):\n", " for file in files:\n", @@ -141,32 +143,23 @@ "\n", "\n", "\n" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "markdown", + "metadata": {}, "source": [ "### Clean the wig and bed files generated by transposon mapper (it is ok if run in spyder)" - ], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 3, - "source": [ - "## clean wig files for proper visualization in the genome Browser http://genome-euro.ucsc.edu/cgi-bin/hgGateway\n", - "custom_header = \"\"\n", - "split_chromosomes = False\n", - "for files in zip(wig_files,bed_files):\n", - " cleanfiles(filepath=files[0], custom_header=custom_header, split_chromosomes=split_chromosomes)\n", - " cleanfiles(filepath=files[1], custom_header=custom_header, split_chromosomes=split_chromosomes)\n" - ], + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Wig file loaded /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/data/dbem1dbem3dnrp1-1st-Enzo-dataset-SEQUENCING/align_out/D18524C717111_BDDP200001534-1A_HJVN5DSXY_L1_sample1interleavedsorted_singleend_trimmed.sorted.bam.wig\n", "evaluating chromosome I\n", @@ -205,11 +198,20 @@ ] } ], - "metadata": {} + "source": [ + "## clean wig files for proper visualization in the genome Browser http://genome-euro.ucsc.edu/cgi-bin/hgGateway\n", + "custom_header = \"\"\n", + "split_chromosomes = False\n", + "for files in zip(wig_files,bed_files):\n", + " cleanfiles(filepath=files[0], custom_header=custom_header, split_chromosomes=split_chromosomes)\n", + " cleanfiles(filepath=files[1], custom_header=custom_header, split_chromosomes=split_chromosomes)\n" + ] }, { "cell_type": "code", "execution_count": 4, + "metadata": {}, + "outputs": [], "source": [ "cleanbed_files=[]\n", "for root, dirs, files in os.walk(data_dir):\n", @@ -222,28 +224,16 @@ " for file in files:\n", " if file.endswith(\"clean.wig\"):\n", " cleanwig_files.append(os.path.join(root, file))" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 5, - "source": [ - "#transposonread_profileplot_genome.py (to check the insertion and read distribution throughout the genome)\n", - "#example of file to analyse with profile_genome\n", - "bed_file=cleanbed_files[0]\n", - "variable=\"transposons\" #\"reads\" \"transposons\"\n", - "bar_width=None\n", - "savefig=False\n", - "\n", - "profile=profile_genome(bed_file=bed_file, variable=variable, bar_width=bar_width, savefig=savefig,showfig=True)\n", - "\n" - ], + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Genome length: 12071326\n", "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", @@ -251,48 +241,39 @@ ] }, { - "output_type": "display_data", "data": { + "image/png": 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sWY+Q+WSSh461fW6ST80ycFV9TZLbW2unZny/SdeFaXu037extataa8dba8ePHTs249sCAAAALN6sR8j8dJI3V9WPJPlgkkck+a4kV804/Bcn+QdV9Xez83PZD66qn0vy4ao6dzg65twktw/PvyXJBSPDn5/k1qH9/AntAAAAAGtj1iNkrkzy0iRfn+SHh9sfGtr31Vp7UWvt/NbaI7Nzsd63tNaeneTaJJcPT7s8yRuG+9cmuayq7l9VF2bn4r3vGE5vuqOqnjL8utJzR4YBAAAAWAszHSEzXED31cPfPL00yTVV9bwkNyd51vB+11fVNUnel+SuJC9ord09DPP8JK/JzsWF3zj8AQAAAKyNPQOZqvr7Sb6mtfZPJjz2k0ne0Fo7UCDSWvvtJL893P9IkqdPed6VmXAETmvtZJLHHeQ9AQAAAFbJfqcs/bMkPzflsZ9L8r3zLQcAAABg8+0XyFzcWnvblMf+3ySPnXM9AAAAABtvv0DmzKo6a8pjD8rOdVwAAAAAOID9Apl3ZecXlSb52iTvnms1AAAAAFtgv19Z+jfZ+RWkhyT5D0luS3Jukq9L8v1J/rfFlgcAAACwefYMZFprvzn8JPUPJ/m3Iw99KMm3tNbetMjiAAAAADbRfkfIpLX2uiSvq6pHJzknyUdaazcuvDIAAACADbVvILNLCAMAAAAwH/td1BcAAACAORPIAAAAAHQmkAEAAADobOZryFTVZyd5dJIHjba31t4y76IAAAAANtlMgUxVfVOSlyf5aJKPjzzUkjxq/mUBAAAAbK5Zj5C5MsnXt9beuMhiAAAAALbBrNeQOSPJmxZZCAAAAMC2mDWQ+cEkL64qFwEGAAAAOKJZT1n6riSfl+T7quojow+01j5/7lUBAAAAbLBZA5lnL7QKAAAAgC0yUyDTWnvrogsBAAAA2BYzXROmqo5V1Uuq6k+q6pPD7Uuq6n6LLhAAAABg08x6ytIPJXlykn+a5INJHpHk+5M8ODvXlwEAAABgRrMGMs9K8vjW2u4FfW+sqncmeU8EMgAAAAAHMuvPWNcB2wEAAACYYtZA5peS/GpVPaOqHlNVlyT5lSTXLKwyAAAAgA016ylL35fkxUlenuRvJbk1yS8m+YEF1QUAAACwsWb92etPJ/lXwx8AAAAARzDrz14/raouHO5/XlWdqKpXV9XnLbY8AAAAgM0z6zVkXpHk7uH+jyQ5lqQluWoRRQEAAABsslmvIXNea+3mqjojyTOSPCLJp7NzLRkAAABgxPHjx3Py5Mlll8EKmzWQ+euqeniSxyV5X2vto1V1v+wcKQMAAADAAcwayPxEkt9Pcr8k3zm0fXGSP1xATQAAAAAbbdZfWfrBqnp9krtba388NP9Zkm9ZWGUAAAAAG2rWI2SS5E+SPLWqnpydMOZ3W2t3LaYsAAAAgM01UyBTVX87ya8mOTPJh5JckOSTVfX3W2s3LLA+AAAAgI1zkJ+9virJBa21L2qtnZ/kJ4d2AAAAAA5g1kDmCUl+pLXWRtp+bGgHAAAA4ABmDWRuTfKlY21fMrQDAAAAcACzXtT3XyS5tqp+LckHkzwiyd9L8uxFFQYAAACwqWY6Qqa1dm2SL0zyB0nOGm6f1Fp7wwJrAwAAANhIM//sdWvtj6rqyiSfm+S/jV1PBgAAmOL48ePLLgGAFTPTETJV9TlV9bNJPpHkz5N8oqp+tqrOXmh1AAAAABto1ov6/kySM5M8MTunLD0xyf2TvHpBdQEAAABsrFlPWXpaknNba58Y/r+hqr4pfmUJAAAA4MBmPULmxiSPHGv7/KEdAAAAgAOY9QiZ65K8abiOzIeSXJCdn7z+2ar6x7tPaq05hQkAAABgH7MGMl+U5Kbh9ouGtj9O8tThL0laXFMGAAAAYF8zBTKttactuhAAAACAbTHrz14/tKoeNNw/vaq+uaqeU1WzXoMGAAAAgMGsgcqvJblouP9vknxPku9O8sOLKAoAAABgk816DZkvSPLu4f43Zue6MR9Ncn2S75p/WQAAAACba9ZA5u4k96uqL0jy31trNw+nKz1ocaUBAAAAbKZZA5k3JrkmyTlJXju0XZzkzxZRFAAAAMAmmzWQ+ZYklye5M8nPDm2fm+RfL6AmAAAAgI02689efyrJVWNtv72IggAAAAA23UyBTFWdnZ1fVnpCxq4b01r7O/MvCwAAAGBzzXrK0i8kuX92riPz8cWVAwAAALD5Zg1knprkocOpSwAAAAAcwWkzPu+/Jjn/sG9SVQ+oqndU1Xuq6vqqesnQfnZVvbmq3j/cPmRkmBdV1U1VdWNVPWOk/UlV9d7hsZdVVR22LgAAAIBlmPUImbck+Y2q+pkkfz76QGvt1TMM/6kkX95a+2hVHUvyO1X1xiRfm+S61tpLq+qFSV6Y5J9X1cVJLkvy2CR/K8l/qqovaK3dneSVSa5I8l+S/HqSS7Lzs9wAAAAAa2HWQOZLktyS5CvH2luSfQOZ1lpL8tHh32PDX0tyaZIvG9pPJPntJP98aH/tcIrUB6rqpiRPrqo/TfLg1trbk6Sqrk7yzAhkAAAAgDUy689eP+2ob1RVpyc5leR/SPLy1trvVdXDW2u3De9xW1U9bHj6edk5AmbXLUPbncP98fZJ73dFdo6kycUXX3zU8gEAAADmZtZryNyjdpy2+zfrcK21u1trT8jOtWieXFWP2+ttJr3EHu2T3u+q1trx1trxY8eOzVomAAAAwMLNFKhU1XlV9fqq+kiSu7JzpMru34G01v4qO6cmXZLkw1V17vAe5ya5fXjaLUkuGBns/CS3Du3nT2gHAAAAWBuzHuHyk0k+neTp2bkWzBcmuTbJP51l4Kp6aFV9znD/zCRfkeQPh9e4fHja5UneMNy/NsllVXX/qrowyUVJ3jGc3nRHVT1l+HWl544MAwAAALAWZr2o71OTfH5r7WNV1Vpr76mq5yX53SQ/NcPw5yY5MVxH5rQk17TWfq2q3p7kmuG1bk7yrCRprV1fVdckeV92jsh5wfALS0ny/CSvSXJmdi7m64K+AAAAwFqZNZC5OzvBSJL8VVU9NMlfZ8oFdce11v5rkidOaP9Ido66mTTMlUmunNB+Msle158BAAAAWGmznrL0e0n+7nD/N5P8+yS/nOTkIooCAAAA2GSzHiHznPxNePOdSb47yVlJfmz+JQEAAABstn0DmeG6Lz+e5Iokaa19IskPLLguAAAAgI217ylLw8V0vyrJZxZfDgAAAMDmm/UaMj+a5CVVdWyRxQAAAABsgz0Dmar6huHutyf53iR3VNWHqurm3b+FVwgAAACwYfa7hsy/S/KLSZ7doRYAAACArbBfIFNJ0lp7a4daAAAAALbCfoHM6VX1tAzBzCSttbfMtyQAAACAzbZfIHP/JK/K9ECmJXnUXCsCAAAA2HD7BTIfa60JXAAAAADmaNafvQYAAABgTvYLZKZeOwYAAACAw9kzkGmtndWrEAAAAIBt4ZQlAAAAgM4EMgAAAACdCWQAAAAAOhPIAAAAAHQmkAEAAADoTCADAAAA0JlABgAAAKAzgQwAAABAZwIZAAAAgM4EMgAAAACdCWQAAAAAOhPIAAAAAHQmkAEAAADoTCADAAAA0JlABgAAAKAzgQwAAABAZwIZAAAAgM4EMgAAAACdCWQAAAAAOhPIAAAAAHQmkAEAAADoTCADAAAA0JlABgAAAKAzgQwAAABAZwIZAAAAgM4EMgAAAACdCWQAAAAAOhPIAAAAAHQmkAEAAADoTCADAAAA0JlABgAAAKAzgQwAAABAZwIZAAAAgM4EMgAAAACdCWQAAAAAOhPIAAAAAHQmkAEAAADoTCADAAAA0JlABgAAAKAzgQwAAABAZwIZAAAAgM4EMgAAAACddQlkquqCqvqtqrqhqq6vqu8Y2s+uqjdX1fuH24eMDPOiqrqpqm6sqmeMtD+pqt47PPayqqoe4wAAAAAwL72OkLkryXe31h6T5ClJXlBVFyd5YZLrWmsXJblu+D/DY5cleWySS5K8oqpOH17rlUmuSHLR8HdJp3EAAAAAmIsugUxr7bbW2juH+3ckuSHJeUkuTXJieNqJJM8c7l+a5LWttU+11j6Q5KYkT66qc5M8uLX29tZaS3L1yDAAAAAAa6H7NWSq6pFJnpjk95I8vLV2W7IT2iR52PC085J8aGSwW4a284b74+2T3ueKqjpZVSfvvPPOuY4DAAAAwFF0DWSq6kFJ/kOS72yt/fVeT53Q1vZov29ja1e11o631o4fO3bs4MUCAAAALEi3QKaqjmUnjPn51tovD80fHk5DynB7+9B+S5ILRgY/P8mtQ/v5E9oBAAAA1kavX1mqJK9KckNr7UdGHro2yeXD/cuTvGGk/bKqun9VXZidi/e+Yzit6Y6qesrwms8dGQYAAABgLZzR6X2+OMlzkry3qt49tP2LJC9Nck1VPS/JzUmelSStteur6pok78vOLzS9oLV29zDc85O8JsmZSd44/AEAAACsjS6BTGvtdzL5+i9J8vQpw1yZ5MoJ7SeTPG5+1QEAAAD01f1XlgAAAAC2nUAGAAAAoDOBDAAAAEBnAhkAAACAzgQyAAAAAJ0JZAAAAAA6E8gAAAAAdCaQAQAAAOhMIAMAABzaqVOnll0CwFoSyAAAAAD3ELT2IZABAAAA6EwgAwAAANCZQAYAAACgM4EMAAAAQGcCGWAjuRAZsC6OHz++7BIAgCUQyKwYO2UAAJvN/h4AiUAGYOXZcQcAgM0jkAEAAADoTCDD0vjWHwAAgG0lkAEAAADoTCADAAAA0JlABgAAAKAzgQwAAABAZwIZAADW3qlTp5ZdAgAciEAGAKZYhV+DW4UaAACYP4EMAAAAQGcCGWCrOfoAAABYBoEMAAAAC3H8+HFfgMEUAhkAAACAzgQyAAAAAJ0JZAAAAAA6E8gAAAAAdCaQAQAAAOhMIAMAAADQmUAGmMjPEwIAACyOQAYAAACgM4EMAAAAQGcCGYCB07QAAIBeBDIAAAAAnQlkZuBbczaJ+RkAAGD5BDIArD1BI7AurK8A2CWQAQAAWKJTp04tuwRgCQQyAKwt3zQDALCuBDIAsOIET/vTRwDAuhHILNnx48e3aidym8YVgOVyCgAAsMoEMnsQHgDA3oQeAMC2OmpmIJABAAAA6EwgAwBrzhGdwLI4Sg7g8AQyK8QONQAAAGwHgQwALMGpU6d8swwAsMUEMgAAAMDGWJdfMxbIsBTrsHAAALBc9hmBTSaQWRIbF2ZlXtk8pikA3JttI6w+y+n8CWQOwTn/AAAswzZ+INrGcQa2g0AGIJuzs7cp48GOVZ+eq/AFxar3EQDANAIZgCXzgRIAANbDPPfdBTIAAADMnS+d2Hb7LQNdApmqenVV3V5VfzDSdnZVvbmq3j/cPmTksRdV1U1VdWNVPWOk/UlV9d7hsZdVVfWoH2DV2eEBYJvZDgLrqNcRMq9JcslY2wuTXNdauyjJdcP/qaqLk1yW5LHDMK+oqtOHYV6Z5IokFw1/468JwAayo80mMl+vLtMGgB66BDKttf+c5C/Hmi9NcmK4fyLJM0faX9ta+1Rr7QNJbkry5Ko6N8mDW2tvb621JFePDLNx7AhsNtMXAAC2h/1/JlnmNWQe3lq7LUmG24cN7ecl+dDI824Z2s4b7o+3T1RVV1TVyao6eeeddx6oMAsLzOb48eOWFwAAYCWt+meVVbyo76TrwrQ92idqrV3VWjveWjt+7NixuRUHAADA6n/YndWmjAfrZ5mBzIeH05Ay3N4+tN+S5IKR552f5Nah/fwJ7QDAEtmRBSCxPYCDWmYgc22Sy4f7lyd5w0j7ZVV1/6q6MDsX733HcFrTHVX1lOHXlZ47MgwAAGvGhzfgqKxHWLajzINnzLGOqarqF5N8WZLPrapbkvyfSV6a5Jqqel6Sm5M8K0laa9dX1TVJ3pfkriQvaK3dPbzU87Pzi01nJnnj8AcAAACwVroEMq21b5jy0NOnPP/KJFdOaD+Z5HFzLA0AAACguy6BDMAqc6jr+jHNAABYd6v4K0tbb1M/aGzqeMGq2sRlbq9x2sTxBbaXdRrA5hPIwILYkQJYHOtYABbB9oWeBDIslRUeLIZla32ZdtCXZQ6AZdnqQMYGGPqwrAEAi7It+xnbMp7LtOl9vOnjt45c1BcAWEvrumO5rnVDb5YVYNNt9REysGguQMpRnDp1KqdOnTrwcOatzWS6sknMz6vN9IHlsfxtF4HMERw/ftwCAwBwCPahANh2AhmANedILAAAWD8CmX34MAPby/K/WkyP7bLN03ubx32XPgBgG2xVIGPjvrpMG2BbWf+x7SwDsBksy3BwWxXIrDIrMAAOwnZjM5iOMPtyYHmBPg7zoxIcjkAGFszOw/Lo++1gOgOzsK4AYNUIZGAB7PQBMM62AebLL54Cs1rVdYVABpZoVVcM7M10AzgY600gWe11wSrXxuYSyNDdtJWdlSAA82B7sr1M+/lbtT5dtXqA1bJu6wiBDABrZd02tMDqsj5ZLabH5nA6Gb2s+3wmkAEYYQcC1pvlF+vx9eIXloDDOMg6YZXXHwIZOILxhXuVF3YOZtWm5arVw+KZ5gBsC9u8fvT1atm6QGaZM+A2z/zbPO7j9AXLtOrz36rXx+Jsyjddh7WocTp16tRCXhdgG2zi9obVsnWBzF4scMA2sK7rR18fzbb337aPP7A+DrO+muc6zvpye2zatN6aQGbTJhzArFxPAQ7PsrM8+n67mf6bZ12n6brWPQ/bPO69bE0gs0zzmpFHX8fCscOh2DA76w1Yvnl/I7xqy/Wq1TPNutQJLId1BL0IZMbsLnwWwvnRl7CaVjXQtM7QBwelv5Zj0/p908YHZtV73reswd8QyLDy1m2lvW71sj/TFDioo643NnG9syrjtCp1AMu1e5ShdQLLtBWBzMc//vFll8AGm2UlbkW/GfabjqYzq8q8uTlMS7bBIk73px/9zrKs47y3FYHMOlvHmao3fTR/29Kn2zKewPJt0/pmHcd1HWveVKYFq8KXruvrsNNlGdNzKwOZ8UPTVnVBWtW6VsWqXv+C1bfMZWse723dsL22edpv+zXetnW8500/kpgPtpFpvljr1r+rdBTeVgYyi7ZuM+Sy6a/F9IF+vbfDBrHjHwKX3a+rtAFZtMPU2GsYOIh5z2PrFOwedF27SlxbYn1Nm26m5+FsSr9tynhwX+s8bbc+kFnHibdONW/Th0e2j4t2zsekfpj3TwP3HG4bHKVv9Gs/jiQ9uHWeP1ex9kXVtOqByyK3O+s+jsuwTrUym02aplsfyKyLTZrp9rLo8dyWfuRvjE/zdZgHDlLjssZnHfrxsFZ9R39VTFq2VnEdfpQPONse5s3r9G5fzmwP04he7P8wT8ucrgKZOTjoBOx16LIVxsHpM9bZOl8bZ9uXvWV+8N/2vp+FPgJmZX2xmfaarqb5+pjn/uq8prtAZoH2m0h2pFfTOn+opR/Tav569ukqTr9ZjzDZ9BB+UUfeLPIInlXo+x77HKtkna9Ns6n0NYcxywfcZX/5ve1W5TPrOh5tOct7CWQOyPnYs1u3leE2HPq4btNkHSzroo/bcrHJVRzHVayJPg6z3C1r/bAKDtNXPa8ftckB3arZ7ZNVuD4YR9frw/Wqfe5a5Dxnfu5vVfpcIHMAqzLR5mFR47JqK85VctAdzVXZid+k+X7dLWJa7C6zmzSdj7Ljv0n9sC4W9QHtoNujVZ72q1xbb/qCZVnkvLes/edVWZ56ng60aV9oreNRI0exzGtDLuq9BDIbaFPPcVylFc469+OmWpVpsqmH0c9z+VuHIwyOah1rnmTR4zFtx2rZ/bfs9+9lnb7tXcdpsgo1r8qXO9Oetwp9xHpbtXl8Febpw25L132ZXNfaBTIL0nuG6H2Y7yTbcHTMpl67YRtO12I5VnHjvgrh7qr1yaJt2/VNNslRrmt01OcuyzrUOC+b8O3yPKzitmpVrVI/rdJ2eBu+8D1K0HPY5656n8yDQGbBFrmwb8MMugp2N9K9+ntTp2uPoyJWdYdqVb71Z/7m/WH1qCYtA0d9/02cb6dtS4+6DllWXx/ldNN1P2pt2bUs+/0PYlW2katQwyw27TTug34oPsi2ZJ37ZZ4W+cXtIvrYdLu3eU+nWV9PIHNI67zzclh7rZwXtZJYVD+vy/RYlzoPosc4LeNorVX8pmUd3n8Tv51dxhGSRx32IMHSvEKoZc/ji7IJX5wsu+5V35b3nL+XPS0Oa5XqXqVaejnsEQmr3FerXNssFln/qoSto9blyMlVOIJXIDNHi9pAL/Lbuv0W4GmPr9pO0CrVuGiruNIdt8ga12H8t8UmTYfx+WqeRyqMt/fot8NsjzYxHFvW+/WwitvhZQYpiw7iZ9nP2MT5bJPMe70+6XmH2R8137AMm/ol1bz0rFsgs6HWdeZPZtup29bDJldp3JZRy2GDNx/+ZjPPupc9XdZ1Gsybfpifde7L3l8GzdOqHuq/zja9Pw66r7Dq+5SLONJgFcarl2Xur876xfhhvhyf9vq91pmb9AXpssdDIDNY9oRYJQc5LH2THXT8VyGgWLVptuh6Vnle3aQN1aw2dZx7B1WLfp2jTKdlB23zNK/5tdd6bl7PPciO/VFqmad5HGGwyKON5/m6q7z8rHJtB3GYAGYVtgOH2S896n7SMrbrhw0ntsEyx30ey8Y8g6pVd5DaBTLcY9YZf9aFaJl6vP+832NVDmldpaMWVjlwWYRVG88eO6aL1iMAWYV13rxsynj0sEnT/Sj0wd4OM5+swhc8R30eO1Z5Wq6zTdg/2SSLDrw3fboKZOZkVWaUg3zbsgrf1C7aJiSsR7XfPLHowxJ7frO4zlZ1fOa5nljVcZyXTR+/TWE67c0H8+kWsS1cxbBmHb54W6ae+8+L6OdVONqnh0XPp8s62nSV+3wW617/Ighk5mwdZrJ1qHEvq3w4aU/L2Clb1IfzWTZq6zBN1tWsfb/tO+EHtUl9tQ0B/qo4zOkU83htDu+gX3Jsi72Ocl2Ffuq933iQsHNV9/FWYbptikX35bLC9YPMv4v6nHFUvT+TCGS2xFFnrFVZQObpsBu8VT38dJnTaJ47o5s4r+1l1cZ3XQ6vX7Z1GOejHkIshJluE8dpL6s2vqtWzzz0HqdZvtzaxH6exbzWf0cNVw9Swzw/fK/KdF/0L6dtomUfzX7U/Y5FvfZRzbpOOGyNAhkObVVW2Juo1zcjy15xj7/WXt+msZpW9ZvPcdPq7FnrKvTLMnfGV2H8D2Ld6mV9zbLtm3Rk6aT709oWteyv+3LSaz9oEV9Wjc83m3qKy0Gt+/guYlldxf3rVaplml41CmTYGuuw4B/WqnyoXEQd6z7dVnEjCMzfJizjmzAOvaxaXx0mHN/0I1pX/cuteb3/JtrU8UqWdzTcqh7hv4kOOt4CGcjmfqvg0OP1sy3TaVvGc5Xo8+2wTqckMN08D/1f5GkE22wbjyiir95fgrIcZyy7gHVhpmddmFdZFas4L65iTZtKX8NiHT9+PCdPnrxPG+tjFU4dZzFMI2blCBm23rqvMOf1beimH7oM82A+B1aJdRLAehPIbBEbbQCA9bLo/Tf7hwDLI5ABAACmEtoALIZABgAAjkBgAcBhCGQAAAAAOhPIAAAAAHS2loFMVV1SVTdW1U1V9cJl1wMAAABwEGsXyFTV6UlenuSrk1yc5Buq6uLlVgUAAAAwu7ULZJI8OclNrbU/aa19Oslrk1y65JoAAAAAZlattWXXcCBV9fVJLmmtfcvw/3OS/C+ttW8be94VSa5IknPOOedJj3zkI/OZG27befCTdyYPOHbPc097zLl/89jgxkffP4++8VP3PHbaY86dWtPo4+Ovs/v6N3zmL/OY087ODZ/5yzz6xk/d6/V3H5s0/O7zdm+n1Tv6XruvMzrsrt3X2Mterz9ax7RhxvtiUk27be/6zO154mkPu6cPR4fZvT/+nvu916T7k+odrSmZ3Dfj88HosLtG6xy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+ "image/svg+xml": "\n\n\n \n \n \n \n 2021-09-22T14:12:56.489405\n image/svg+xml\n \n \n Matplotlib v3.4.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", "text/plain": [ "
" - ], - "image/svg+xml": "\n\n\n \n \n \n \n 2021-09-22T14:12:56.489405\n image/svg+xml\n \n \n Matplotlib v3.4.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", - "image/png": 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" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], - "metadata": {} + "source": [ + "#transposonread_profileplot_genome.py (to check the insertion and read distribution throughout the genome)\n", + "#example of file to analyse with profile_genome\n", + "bed_file=cleanbed_files[0]\n", + "variable=\"transposons\" #\"reads\" \"transposons\"\n", + "bar_width=None\n", + "savefig=False\n", + "\n", + "profile=profile_genome(bed_file=bed_file, variable=variable, bar_width=bar_width, savefig=savefig,showfig=True)\n", + "\n" + ] }, { "cell_type": "code", "execution_count": 6, - "source": [ - "# genomic features \n", - "i=0\n", - "wig_file = cleanwig_files[i]\n", - "pergene_insertions_file = pergene_files[i]\n", - "plotting=True\n", - "variable=\"reads\" #\"reads\" or \"insertions\"\n", - "savefigure=False\n", - "verbose=True\n", - "\n", - " \n", - "region = \"I\" #e.g. 1, \"I\", [\"I\", 0, 10000\"], gene name (e.g. \"CDC42\")\n", - "dna_features(region=region,\n", - " wig_file=wig_file,\n", - " pergene_insertions_file=pergene_insertions_file,\n", - " variable=variable,\n", - " plotting=plotting,\n", - " savefigure=savefigure,\n", - " verbose=verbose)\n" - ], + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Selected region: I\n", "Chromosome length = 230218\n", @@ -300,76 +281,7 @@ ] }, { - "output_type": "execute_result", "data": { - "text/plain": [ - " Feature_name Standard_name Feature_alias Feature_type Essentiality \\\n", - "0 noncoding noncoding None None \n", - "1 TEL01L TEL01L Telomere None \n", - "2 YAL069W YAL069W Gene; Dubious False \n", - "3 TEL01L TEL01L Telomere None \n", - "4 ARS102 ARS102 ARS None \n", - ".. ... ... ... ... ... \n", - "237 YAR071W PHO11 Gene; Verified False \n", - "238 noncoding noncoding None None \n", - "239 YAR073W IMD1 Gene; Dubious False \n", - "240 YAR075W YAR075W Gene; Dubious False \n", - "241 noncoding noncoding None None \n", - "\n", - " Chromosome Position Nbasepairs Ninsertions \\\n", - "0 I [0, 1] 2 0 \n", - "1 I [2, 335] 334 23 \n", - "2 I [336, 650] 315 24 \n", - "3 I [651, 707] 57 3 \n", - "4 I [708, 776] 69 1 \n", - ".. ... ... ... ... \n", - "237 I [225461, 226864] 1404 41 \n", - "238 I [226865, 227742] 878 3 \n", - "239 I [227743, 228844] 1102 17 \n", - "240 I [228845, 229318] 474 6 \n", - "241 I [229319, 229411] 93 0 \n", - "\n", - " Ninsertions_truncatedgene Nreads \\\n", - "0 0 0 \n", - "1 23 284 \n", - "2 12 312 \n", - "3 3 59 \n", - "4 1 1 \n", - ".. ... ... \n", - "237 33 223 \n", - "238 3 5 \n", - "239 15 67 \n", - "240 3 20 \n", - "241 0 0 \n", - "\n", - " Nreads_list Nreads_truncatedgene \\\n", - "0 [0.0] 0 \n", - "1 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 284 \n", - "2 [0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, ... 143 \n", - "3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 59 \n", - "4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... 1 \n", - 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" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": 7, "source": [ "# genomic features \n", "i=0\n", "wig_file = cleanwig_files[i]\n", "pergene_insertions_file = pergene_files[i]\n", - "plotting=False\n", + "plotting=True\n", "variable=\"reads\" #\"reads\" or \"insertions\"\n", "savefigure=False\n", "verbose=True\n", "\n", - "dna_df2=[]\n", - "for chrom in ['I', 'II', 'III', 'IV','V', 'VI', 'VII', 'VIII', 'IX', 'X', 'XI', 'XII', 'XIII', 'XIV', 'XV', 'XVI']:\n", - "# region=chrom\n", " \n", - " region = chrom #e.g. 1, \"I\", [\"I\", 0, 10000\"], gene name (e.g. \"CDC42\")\n", - " dna_df2.append(dna_features(region=region,\n", - " wig_file=wig_file,\n", - " pergene_insertions_file=pergene_insertions_file,\n", - " variable=variable,\n", - " plotting=plotting,\n", - " savefigure=savefigure,\n", - " verbose=verbose))\n", - "data_genome=pd.concat(dna_df2, axis=0,ignore_index=True)" - ], + "region = \"I\" #e.g. 1, \"I\", [\"I\", 0, 10000\"], gene name (e.g. \"CDC42\")\n", + "dna_features(region=region,\n", + " wig_file=wig_file,\n", + " pergene_insertions_file=pergene_insertions_file,\n", + " variable=variable,\n", + " plotting=plotting,\n", + " savefigure=savefigure,\n", + " verbose=verbose)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Selected region: I\n", "Chromosome length = 230218\n", @@ -713,20 +690,45 @@ ] } ], - "metadata": {} + "source": [ + "# genomic features \n", + "i=0\n", + "wig_file = cleanwig_files[i]\n", + "pergene_insertions_file = pergene_files[i]\n", + "plotting=False\n", + "variable=\"reads\" #\"reads\" or \"insertions\"\n", + "savefigure=False\n", + "verbose=True\n", + "\n", + "dna_df2=[]\n", + "for chrom in ['I', 'II', 'III', 'IV','V', 'VI', 'VII', 'VIII', 'IX', 'X', 'XI', 'XII', 'XIII', 'XIV', 'XV', 'XVI']:\n", + "# region=chrom\n", + " \n", + " region = chrom #e.g. 1, \"I\", [\"I\", 0, 10000\"], gene name (e.g. \"CDC42\")\n", + " dna_df2.append(dna_features(region=region,\n", + " wig_file=wig_file,\n", + " pergene_insertions_file=pergene_insertions_file,\n", + " variable=variable,\n", + " plotting=plotting,\n", + " savefigure=savefigure,\n", + " verbose=verbose))\n", + "data_genome=pd.concat(dna_df2, axis=0,ignore_index=True)" + ] }, { "cell_type": "code", "execution_count": 9, + "metadata": {}, + "outputs": [], "source": [ "data_genome.to_excel(\"/data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/data/dbem1dbem3dnrp1-1st-Enzo-dataset-SEQUENCING/align_out/data-enzo.xlsx\")" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plotting=False\n", "variable=\"reads\" #\"reads\" or \"insertions\"\n", @@ -749,13 +751,37 @@ " savefigure=savefigure,\n", " verbose=verbose))\n", " data_genome.append(pd.concat(dna_df2, axis=0,ignore_index=True))" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", + "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", + "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", + "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", + "Plotting: read_per_gene\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# volcano plots\n", "\n", @@ -783,33 +809,7 @@ " normalize=normalize,\n", " trackgene_list=trackgene_list,\n", " figure_title=figure_title)" - ], - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", - "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", - "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", - "Reading file : /data/localhome/linigodelacruz/Documents/PhD_2018/Documentation/SATAY/src(source-code)/Transposonmapper/transposonmapper/data_files/Cerevisiae_AllEssentialGenes_List.txt\n", - "Plotting: read_per_gene\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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" - }, - "metadata": { - "needs_background": "light" - } - } - ], - "metadata": {} + ] } ], "metadata": { @@ -817,8 +817,8 @@ "hash": "2730163c4b7859d47c676f1a1fe8f6449d0f2539972cd0f9489fa74976c27e38" }, "kernelspec": { - "name": "python3", - "display_name": "Python 3.8.10 64-bit ('satay-dev': conda)" + "display_name": "Python 3.8.10 64-bit ('satay-dev': conda)", + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -836,4 +836,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/transposonmapper/processing/dna_features_helpers.py b/transposonmapper/processing/dna_features_helpers.py index 2aa9464..a9b25f7 100755 --- a/transposonmapper/processing/dna_features_helpers.py +++ b/transposonmapper/processing/dna_features_helpers.py @@ -463,7 +463,7 @@ def build_dataframe(dna_dict,start_chr,end_chr,insrt_in_chrom_list,reads_in_chro N_reads_list_true.append(np.array(N_reads,dtype=float)) N_insrt_list.append(len([ins for ins in N_reads if not ins == 0])) if not f_type == None and f_type.startswith('Gene'): - N10percent = 100#int(len(N_reads) * 0.1) #TRUNCATED GENE DEFINITION + N10percent = int(len(N_reads) * 0.1) #TRUNCATED GENE DEFINITION 100 N_reads_truncatedgene_list.append(sum(N_reads[N10percent:-N10percent])) N_insrt_truncatedgene_list.append(len([ins for ins in N_reads[N10percent:-N10percent] if not ins == 0])) else: From 4cd196187218a4f4e9567924fe3a1ad9bddd677a Mon Sep 17 00:00:00 2001 From: Leila Inigo de la Cruz Date: Tue, 25 Jan 2022 15:55:58 +0100 Subject: [PATCH 2/5] change to the standard of lower case for variableStep --- .../SRR062634.filt_trimmed.sorted.bam.wig | 34 +++++++++---------- transposonmapper/exporting/save_as_wig.py | 2 +- 2 files changed, 18 insertions(+), 18 deletions(-) diff --git a/transposonmapper/data_files/files4test/SRR062634.filt_trimmed.sorted.bam.wig b/transposonmapper/data_files/files4test/SRR062634.filt_trimmed.sorted.bam.wig index 3c6ddc8..d690870 100644 --- a/transposonmapper/data_files/files4test/SRR062634.filt_trimmed.sorted.bam.wig +++ b/transposonmapper/data_files/files4test/SRR062634.filt_trimmed.sorted.bam.wig @@ -1,5 +1,5 @@ track type=wiggle_0 ,maxheightPixels=60 name=SRR062634.filt_trimmed.sorted.bam -VariableStep chrom=chrref|NC_001133| +variableStep chrom=chrref|NC_001133| 23708 1 23719 1 31487 1 @@ -8,7 +8,7 @@ VariableStep chrom=chrref|NC_001133| 120156 1 120186 1 126867 2 -VariableStep chrom=chrref|NC_001134| +variableStep chrom=chrref|NC_001134| 68281 1 68324 2 72368 1 @@ -39,7 +39,7 @@ VariableStep chrom=chrref|NC_001134| 681992 2 682025 1 682029 2 -VariableStep chrom=chrref|NC_001135| +variableStep chrom=chrref|NC_001135| 42004 1 57049 1 57086 1 @@ -49,7 +49,7 @@ VariableStep chrom=chrref|NC_001135| 247924 2 247930 1 247952 3 -VariableStep chrom=chrref|NC_001136| +variableStep chrom=chrref|NC_001136| 133 1 33361 1 57025 1 @@ -100,10 +100,10 @@ VariableStep chrom=chrref|NC_001136| 1357513 4 1412423 3 1412424 1 -VariableStep chrom=chrref|NC_001137| +variableStep chrom=chrref|NC_001137| 79258 1 86481 3 -VariableStep chrom=chrref|NC_001138| +variableStep chrom=chrref|NC_001138| 210337 1 210344 5 210350 4 @@ -113,7 +113,7 @@ VariableStep chrom=chrref|NC_001138| 210372 1 210396 43 210412 1 -VariableStep chrom=chrref|NC_001139| +variableStep chrom=chrref|NC_001139| 69350 8 69357 5 69383 1 @@ -164,7 +164,7 @@ VariableStep chrom=chrref|NC_001139| 808415 1 1010880 1 1010911 2 -VariableStep chrom=chrref|NC_001140| +variableStep chrom=chrref|NC_001140| 81890 1 81893 2 111561 1 @@ -186,7 +186,7 @@ VariableStep chrom=chrref|NC_001140| 549757 2 549762 3 549764 1 -VariableStep chrom=chrref|NC_001141| +variableStep chrom=chrref|NC_001141| 105779 1 105789 1 128704 1 @@ -195,7 +195,7 @@ VariableStep chrom=chrref|NC_001141| 154019 1 163218 1 254921 2 -VariableStep chrom=chrref|NC_001142| +variableStep chrom=chrref|NC_001142| 141069 1 470174 1 519258 1 @@ -214,7 +214,7 @@ VariableStep chrom=chrref|NC_001142| 701728 1 701747 5 701767 2 -VariableStep chrom=chrref|NC_001143| +variableStep chrom=chrref|NC_001143| 22037 2 22040 2 22079 1 @@ -231,7 +231,7 @@ VariableStep chrom=chrref|NC_001143| 518141 1 613752 1 635450 2 -VariableStep chrom=chrref|NC_001144| +variableStep chrom=chrref|NC_001144| 41219 1 41265 1 48856 1 @@ -266,7 +266,7 @@ VariableStep chrom=chrref|NC_001144| 829458 1 873640 1 873669 2 -VariableStep chrom=chrref|NC_001145| +variableStep chrom=chrref|NC_001145| 40166 2 87027 1 87060 2 @@ -279,7 +279,7 @@ VariableStep chrom=chrref|NC_001145| 822618 1 822626 16 822628 1 -VariableStep chrom=chrref|NC_001146| +variableStep chrom=chrref|NC_001146| 135871 1 357010 4 359341 26 @@ -309,7 +309,7 @@ VariableStep chrom=chrref|NC_001146| 772656 1 784227 1 784259 2 -VariableStep chrom=chrref|NC_001147| +variableStep chrom=chrref|NC_001147| 13998 1 45693 4 63057 1 @@ -338,7 +338,7 @@ VariableStep chrom=chrref|NC_001147| 944460 1 954134 4 954135 1 -VariableStep chrom=chrref|NC_001148| +variableStep chrom=chrref|NC_001148| 9540 1 138286 1 138292 1 @@ -352,7 +352,7 @@ VariableStep chrom=chrref|NC_001148| 536772 1 536777 1 536780 2 -VariableStep chrom=chrref|NC_001224| +variableStep chrom=chrref|NC_001224| 1212 1 2847 1 3267 1 diff --git a/transposonmapper/exporting/save_as_wig.py b/transposonmapper/exporting/save_as_wig.py index 16658b8..c82de59 100644 --- a/transposonmapper/exporting/save_as_wig.py +++ b/transposonmapper/exporting/save_as_wig.py @@ -73,7 +73,7 @@ def save_as_wig(wigfile, tncoordinates_array, ref_tid, readnumb_array): filename = os.path.splitext(base)[0] f.write("track type=wiggle_0 ,maxheightPixels=60 name=" + filename + "\n") for kk in ref_names: - f.write("VariableStep chrom=chr" + kk + "\n") + f.write("variableStep chrom=chr" + kk + "\n") index = np.where( tncoordinateswig_duplicatesremoved_array[:, 0] == int(ref_tid[kk] + 1) From cef5ef01b2b5c48c9b00b74ae2a1f1d330648846 Mon Sep 17 00:00:00 2001 From: Leila Inigo de la Cruz Date: Tue, 25 Jan 2022 16:24:48 +0100 Subject: [PATCH 3/5] release 1.1.4 --- CHANGELOG.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index a405ff9..fac51c0 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,6 +4,14 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). +## [1.1.4] - 2022-01-25 + +### Modified + +- Fix the file in the transposonmapper module inside the exporting submodule: save_as_wig.py +- The change is related to save the wig file as the standard convention which requires a lower case letter instead of a capital one that was the case of previous versions. Specifically, the change of the `VariableStep` line to `variableStep`. +- This change is not affecting the functionality of the code. + ## [1.1.3] - 2021-11-23 ### Added From 955360fadb77a73a2984cabd7e7ce05b557da7aa Mon Sep 17 00:00:00 2001 From: Leila Inigo de la Cruz Date: Tue, 25 Jan 2022 16:25:23 +0100 Subject: [PATCH 4/5] release 1.1.4 --- CITATION.cff | 2 +- setup.cfg | 2 +- transposonmapper/__version__.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/CITATION.cff b/CITATION.cff index 5f7410e..f1d755a 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -26,5 +26,5 @@ message: "If you use this software, please cite it using these metadata." repository-code: "https://github.com/SATAY-LL/Transposonmapper" title: transposonmapper doi: 10.5281/zenodo.4636301 -version: 1.1.3 +version: 1.1.4 ... diff --git a/setup.cfg b/setup.cfg index 750dbdf..4898896 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,5 +1,5 @@ [bumpversion] -current_version = 1.1.3 +current_version = 1.1.4 [bumpversion:file:transposonmapper/__version__.py] search = __version__ = "{current_version}" diff --git a/transposonmapper/__version__.py b/transposonmapper/__version__.py index 0b2f79d..c72e379 100644 --- a/transposonmapper/__version__.py +++ b/transposonmapper/__version__.py @@ -1 +1 @@ -__version__ = "1.1.3" +__version__ = "1.1.4" From a6f7bf92295437c7a608991ddb0988c9a540505e Mon Sep 17 00:00:00 2001 From: Leila Inigo de la Cruz Date: Tue, 25 Jan 2022 16:30:57 +0100 Subject: [PATCH 5/5] update changelog with the gene truncation --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index fac51c0..37c7810 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Fix the file in the transposonmapper module inside the exporting submodule: save_as_wig.py - The change is related to save the wig file as the standard convention which requires a lower case letter instead of a capital one that was the case of previous versions. Specifically, the change of the `VariableStep` line to `variableStep`. - This change is not affecting the functionality of the code. +- Fix the 10% first truncation of the gene calculation. Basically redefine`N10percent` to `int(len(N_reads) * 0.1)` ## [1.1.3] - 2021-11-23