{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "import glob" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Meansamplegenotypeorder
51140.258miRFP670-DMSO-1670-DMSO1
52636.155miRFP670-DMSO-1670-DMSO1
52737.144miRFP670-DMSO-1670-DMSO1
52844.186miRFP670-DMSO-1670-DMSO1
52941.278miRFP670-DMSO-1670-DMSO1
...............
1293797.216YG1009-1SynPCB-iRFP12
1283700.072YG1009-1SynPCB-iRFP12
1274195.423YG1009-1SynPCB-iRFP12
1004817.959YG1009-1SynPCB-iRFP12
1234254.237YG1009-1SynPCB-iRFP12
\n", "

600 rows × 4 columns

\n", "
" ], "text/plain": [ " Mean sample genotype order\n", "511 40.258 miRFP670-DMSO-1 670-DMSO 1\n", "526 36.155 miRFP670-DMSO-1 670-DMSO 1\n", "527 37.144 miRFP670-DMSO-1 670-DMSO 1\n", "528 44.186 miRFP670-DMSO-1 670-DMSO 1\n", "529 41.278 miRFP670-DMSO-1 670-DMSO 1\n", ".. ... ... ... ...\n", "129 3797.216 YG1009-1 SynPCB-iRFP 12\n", "128 3700.072 YG1009-1 SynPCB-iRFP 12\n", "127 4195.423 YG1009-1 SynPCB-iRFP 12\n", "100 4817.959 YG1009-1 SynPCB-iRFP 12\n", "123 4254.237 YG1009-1 SynPCB-iRFP 12\n", "\n", "[600 rows x 4 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genotypes = [\"SynPCB-703\",\"iRFP-DMSO\",\"SynPCB-iRFP\",\"SynPCB-670\",\"iRFP-BV\",\"iRFP-PCB\",\"703-DMSO\",\"703-PCB\",\"703-BV\",\"670-PCB\",\"670-DMSO\",\"670-BV\"]\n", "orders = [8,9,12,4,10,11,5,7,6,3,1,2]\n", "flist = glob.glob(\"quantification/*.csv\")\n", "df = pd.DataFrame()\n", "for file, genotype, order in zip(flist, genotypes, orders):\n", " file_tmp = pd.read_csv(file,index_col=0)\n", " file_tmp[\"sample\"] = file[15:-4]\n", " file_tmp[\"genotype\"] = genotype\n", " file_tmp[\"order\"] = order\n", " df = pd.concat([df,file_tmp])\n", "df = df.reset_index(drop = True)\n", "df2 = df.sort_values('order')\n", "df2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,7))\n", "plt.rcParams['pdf.fonttype'] = 42\n", "sns.boxplot(data=df2, x='genotype', y='Mean', color ='lightgrey',fliersize=0 , width=0.5)\n", "sns.swarmplot(x=\"genotype\", y=\"Mean\", data=df2, color=\"cornflowerblue\", size=5, alpha =0.5)\n", "#plt.savefig(\"20210717-miRFP-PCB-1.pdf\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }