Mercurial > repos > jay > pdaug_ml_models
diff PDAUG_Basic_Plots/PDAUG_Basic_Plots.py @ 0:0973f093d98f draft
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
author | jay |
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date | Wed, 28 Oct 2020 02:31:40 +0000 |
parents | |
children | d5a209484c17 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/PDAUG_Basic_Plots/PDAUG_Basic_Plots.py Wed Oct 28 02:31:40 2020 +0000 @@ -0,0 +1,185 @@ +from wordcloud import WordCloud, STOPWORDS +import matplotlib.pyplot as plt +import glob, os, sys +import pandas as pd +import plotly.express as px +################################### +from wordcloud import WordCloud, STOPWORDS +import matplotlib.pyplot as plt + + +def ReturnPeptide(Infile): + + file = open(Infile) + lines = file.readlines() + + Index = [] + Pep = [] + + for line in lines: + if '>' in line: + line = line.strip('\n') + line = line.strip('\r') + Index.append(line.strip('\n')) + else: + line = line.strip('\n') + line = line.strip('\r') + Pep.append(line) + return Pep, Index + + +def FragReturn(Seq, d): + + tokens = [] + for seq in Seq: + + for l in range(d): + if l < d: + for x in range(int(len(seq)/d)): + s = (x*d)+l + e = s+d + if len(seq[s:e]) == d: + tokens.append(seq[s:e]) + + else: + pass + else: + pass + return tokens + +def PlotWordCloud(TokenList, OutFile): + + comment_words = '' + stopwords = set(STOPWORDS) + comment_words += " ".join(TokenList)+" " + + wordcloud = WordCloud(width = 800, height = 800, + background_color ='white', + stopwords = stopwords, + min_font_size = 10).generate(comment_words) + + plt.figure(figsize = (8, 8), facecolor = None) + plt.imshow(wordcloud) + plt.axis("off") + plt.tight_layout(pad = 0) + plt.savefig(OutFile,dpi=600) + + +def HeatMapPlot(Infile, IndexColumn, x_label, y_label, Workdirpath, htmlOutDir, htmlFname): + + if not os.path.exists(htmlOutDir): + os.makedirs(htmlOutDir) + + df = pd.read_csv(Infile, sep="\t") + y_ticks = list(df[IndexColumn]) + + fig = px.imshow(df[df.columns.tolist()[1:]], labels=dict(x=x_label, y=y_label), y=y_ticks) + fig.update_xaxes(side="top") + + fig.write_html(os.path.join(Workdirpath, htmlOutDir, htmlFname)) + + +def BoxPlot(InFile, Feature, label, Workdirpath, htmlOutDir, htmlFname): + + Workdirpath = os.path.join(os.getcwd(),'report_dir') + + if not os.path.exists(htmlOutDir): + os.makedirs(htmlOutDir) + + df = pd.read_csv(InFile, sep="\t") + fig = px.box(df, y=Feature, color=label, notched=True, title="Box plot of "+Feature ) + fig.write_html(os.path.join(Workdirpath, htmlOutDir, htmlFname)) + + +def ScatterPlot(InFile, Feature1, Feature2, Feature3, Label, PlotType, Workdirpath, htmlOutDir, htmlFname): + + Workdirpath = os.path.join(os.getcwd(),'report_dir') + + if not os.path.exists(htmlOutDir): + os.makedirs(htmlOutDir) + + df = pd.read_csv(InFile, sep="\t") + + + if PlotType == "3D": + fig = px.scatter_3d(df, x=Feature1, y=Feature2, z=Feature3, color=Label) + fig.write_html(os.path.join(Workdirpath, htmlOutDir, htmlFname)) + + elif PlotType == "2D": + fig = px.scatter(df, x=Feature1, y=Feature2, color=Label) + fig.write_html(os.path.join(Workdirpath, htmlOutDir, htmlFname)) + + +def WordCloudPlot(InFile, d, Workdirpath, htmlOutDir, htmlFname): + + Workdirpath = os.path.join(os.getcwd(),'report_dir') + if not os.path.exists(htmlOutDir): + os.makedirs(htmlOutDir) + + Peps,_ = ReturnPeptide(InFile) + Frags = FragReturn(Peps, int(d)) + + PlotWordCloud(Frags, "out.png") + #HTML_Gen(os.path.join(Workdirpath, htmlOutDir, htmlFname)) + + +if __name__=="__main__": + + + import argparse + + parser = argparse.ArgumentParser(description='Deployment tool') + subparsers = parser.add_subparsers() + + HM = subparsers.add_parser('HeatMap') + HM.add_argument("-I", "--InFile", required=True, default=None, help="Path to target tsv file") + HM.add_argument("-C", "--IndexColumn", required=True, help="") + HM.add_argument("-x", "--x_label", required=True, help="") + HM.add_argument("-y","--y_label", required=True, help="") + HM.add_argument("--htmlOutDir", required=False, default=os.path.join(os.getcwd(),'report_dir'), help="Path to html directory") + HM.add_argument("--htmlFname", required=False, help="HTML out file", default="report.html") + HM.add_argument("--Workdirpath", required=False, default=os.getcwd(), help="Path to working directory") + + BP = subparsers.add_parser('BoxPlot') + BP.add_argument("-I", "--InFile", required=True, default=None, help="Input file") + BP.add_argument("-F", "--Feature", required=True, default=None, help="Feature list") + BP.add_argument("-O", "--htmlOutDir", required=False, default=os.path.join(os.getcwd(),'report_dir'), help="Path to html dir") + BP.add_argument("-Hf", "--htmlFname", required=False, help="HTML out file", default="report.html") + BP.add_argument("-Wp", "--Workdirpath", required=False, default=os.getcwd(), help="Path to Working Directory") + BP.add_argument("-L", "--Label", required=False, default=False, help="Working Directory Path") + + SP = subparsers.add_parser('ScatterPlot') + SP.add_argument("-I", "--InFile", required=True, default=None, help="Path to target tsv file") + SP.add_argument("-F1", "--Feature1", required=True, default=True, help="Path to target tsv file") + SP.add_argument("-F2", "--Feature2", required=True, default=True, help="Roatate ticks") + SP.add_argument("-F3", "--Feature3", required=False, help="Roatate ticks") + SP.add_argument("-O","--htmlOutDir", required=False, default=os.path.join(os.getcwd(),'report_dir'), help="HTML Out Dir") + SP.add_argument("-Hf","--htmlFname", required=False, help="HTML out file", default="jai.html") + SP.add_argument("-Wp","--Workdirpath", required=False, default=os.getcwd(), help="Working Directory Path") + SP.add_argument("-T", "--PlotType", required=True, help="") + SP.add_argument("-L","--Label", required=False, default=False, help="Working Directory Path") + + WC = subparsers.add_parser('WordCloud') + WC.add_argument("-I", "--InFile", required=True, default=None, help="Path to target tsv file") + WC.add_argument("-D", "--FragSize", required=True, default=None, help="Path to target tsv file") + WC.add_argument("-O","--htmlOutDir", required=False, default=os.path.join(os.getcwd(),'report_dir'), help="HTML Out Dir") + WC.add_argument("-Hf","--htmlFname", required=False, help="HTML out file", default="report.html") + WC.add_argument("-Wp","--Workdirpath", required=False, default=os.getcwd(), help="Working Directory Path") + + + args = parser.parse_args() + + if sys.argv[1] == "HeatMap": + HeatMapPlot(args.InFile, args.IndexColumn, args.x_label, args.y_label, args.Workdirpath, args.htmlOutDir, args.htmlFname) + + elif sys.argv[1] == "ScatterPlot": + ScatterPlot(args.InFile, args.Feature1, args.Feature2, args.Feature3, args.Label, args.PlotType, args.Workdirpath, args.htmlOutDir, args.htmlFname) + + elif sys.argv[1] == "BoxPlot": + BoxPlot(args.InFile, args.Feature, args.Label, args.Workdirpath, args.htmlOutDir, args.htmlFname) + + elif sys.argv[1] == "WordCloud": + WordCloudPlot(args.InFile, args.FragSize, args.Workdirpath, args.htmlOutDir, args.htmlFname) + + else: + print("In Correct Option:")