{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting matplotlib\n", " Downloading matplotlib-3.6.0-cp39-cp39-win_amd64.whl (7.2 MB)\n", " ---------------------------------------- 7.2/7.2 MB 536.5 kB/s eta 0:00:00\n", "Collecting kiwisolver>=1.0.1\n", " Downloading kiwisolver-1.4.4-cp39-cp39-win_amd64.whl (55 kB)\n", " -------------------------------------- 55.4/55.4 kB 961.1 kB/s eta 0:00:00\n", "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\prajwal\\appdata\\roaming\\python\\python39\\site-packages (from matplotlib) (2.8.2)\n", "Collecting fonttools>=4.22.0\n", " Downloading fonttools-4.37.4-py3-none-any.whl (960 kB)\n", " ------------------------------------ 960.8/960.8 kB 950.6 kB/s eta 0:00:00\n", "Requirement already satisfied: numpy>=1.19 in c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from matplotlib) (1.23.3)\n", "Collecting cycler>=0.10\n", " Downloading cycler-0.11.0-py3-none-any.whl (6.4 kB)\n", "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from matplotlib) (9.2.0)\n", "Requirement already satisfied: packaging>=20.0 in c:\\users\\prajwal\\appdata\\roaming\\python\\python39\\site-packages (from matplotlib) (21.3)\n", "Collecting contourpy>=1.0.1\n", " Downloading contourpy-1.0.5-cp39-cp39-win_amd64.whl (161 kB)\n", " -------------------------------------- 162.0/162.0 kB 2.4 MB/s eta 0:00:00\n", "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\prajwal\\appdata\\roaming\\python\\python39\\site-packages (from matplotlib) (3.0.9)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\prajwal\\appdata\\roaming\\python\\python39\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Installing collected packages: kiwisolver, fonttools, cycler, contourpy, matplotlib\n", "Successfully installed contourpy-1.0.5 cycler-0.11.0 fonttools-4.37.4 kiwisolver-1.4.4 matplotlib-3.6.0\n", "Note: you may need to restart the kernel to use updated packages.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " WARNING: The scripts fonttools.exe, pyftmerge.exe, pyftsubset.exe and ttx.exe are installed in 'c:\\Users\\Prajwal\\AppData\\Local\\Programs\\Python\\Python39\\Scripts' which is not on PATH.\n", " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n" ] } ], "source": [ "\n", "\n", "\n", "pip install matplotlib" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting seaborn\n", " Downloading seaborn-0.12.0-py3-none-any.whl (285 kB)\n", " -------------------------------------- 285.1/285.1 kB 5.8 MB/s eta 0:00:00\n", "Requirement already satisfied: pandas>=0.25 in 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c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from matplotlib>=3.1->seaborn) (1.4.4)\n", "Requirement already satisfied: packaging>=20.0 in c:\\users\\prajwal\\appdata\\roaming\\python\\python39\\site-packages (from matplotlib>=3.1->seaborn) (21.3)\n", "Requirement already satisfied: cycler>=0.10 in c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from matplotlib>=3.1->seaborn) (0.11.0)\n", "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from matplotlib>=3.1->seaborn) (9.2.0)\n", "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from matplotlib>=3.1->seaborn) (4.37.4)\n", "Requirement already satisfied: pytz>=2020.1 in c:\\users\\prajwal\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from pandas>=0.25->seaborn) (2022.2.1)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\prajwal\\appdata\\roaming\\python\\python39\\site-packages (from python-dateutil>=2.7->matplotlib>=3.1->seaborn) (1.16.0)\n", "Installing collected packages: seaborn\n", "Successfully installed seaborn-0.12.0\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "pip install seaborn" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Iteration Gen FSR Gen w/o FSR Finetuning FSR Finetuning w/o FSR \\\n", "0 0 100 100 120 120 \n", "1 1 100 100 125 130 \n", "2 2 100 100 130 148 \n", "3 3 100 100 158 179 \n", "\n", " E.Coli Inhibition FSR E.Coli Inhibition w/o FSR >0.85 FSR >0.85 w/o FSR \n", "0 10 22 5 10 \n", "1 8 48 5 18 \n", "2 32 82 18 31 \n", "3 71 95 28 33 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('iterations.csv')\n", "df" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'No. of Molecules used for Finetuning')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "sns.lineplot(x = 'Iteration', y = 'Finetuning FSR', data = df, label = 'FSR', markers='k')\n", "sns.lineplot(x = 'Iteration', y = 'Finetuning w/o FSR', data = df, label = 'Without FSR', markers='k')\n", "plt.ylabel('Molecules used for Finetuning')\n", "plt.title('No. of Molecules used for Finetuning')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'No. of Molecules predicted to inhibit E.Coli')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "sns.lineplot(x = 'Iteration', y = 'E.Coli Inhibition FSR', data = df, label = 'FSR', markers='o')\n", "sns.lineplot(x = 'Iteration', y = 'E.Coli Inhibition w/o FSR', data = df, label = 'Without FSR', markers='o')\n", "plt.ylabel('Molecules predicted to Inhibit E. Coli')\n", "plt.title('No. of Molecules predicted to inhibit E.Coli')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'No. of unique Molecules with 85% or more probability ')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "sns.lineplot(x = 'Iteration', y = '>0.85 FSR', data = df, label = 'FSR')\n", "sns.lineplot(x = 'Iteration', y = '>0.85 w/o FSR', data = df, label = 'Without FSR')\n", "plt.ylabel('Unique molecules with >0.85 probab')\n", "plt.title('No. of unique Molecules with 85% or more probability ')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.5 64-bit", "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": "3.9.5" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "a4329ea539b1232b51730207fd9c93849c82cf9ff2a2d6356a1e6b85d15167f8" } } }, "nbformat": 4, "nbformat_minor": 2 }