{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cell Culture Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load your .csv file" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "filenamea ='celltest.csv'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the Program" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "nbpresent": { "id": "cd624be6-ae33-4153-ba9e-0bc107f93936" }, "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/main/anaconda2/envs/python3/lib/python3.5/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n", "/home/main/anaconda2/envs/python3/lib/python3.5/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" ] } ], "source": [ "#Import necessary libraries\n", "import pandas\n", "from pandas import DataFrame, read_csv\n", "import matplotlib.pyplot \n", "import matplotlib \n", "import seaborn\n", "import math\n", "\n", "# Enable inline plotting\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "nbpresent": { "id": "4b518a7a-ee45-42f6-9094-cc67ff848952" }, "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def data(filenamea):\n", " \n", " \n", " #import file\n", " df1 = pandas.read_csv(filenamea) #import file\n", " df1 = pandas.DataFrame(df1) #convert to dataframe\n", " large = df1\n", " \n", " #figure asthetics\n", " biobots = [\"#b30000\",\"#e63131\",\"#008081\",\"#00d098\",\"#e1e1e1\"];\n", " palette = seaborn.set_palette(biobots);\n", " seaborn.set_context(\"paper\");\n", " seaborn.set_style('ticks')\n", " fig, ax = matplotlib.pyplot.subplots()\n", " \n", " #Set up boxplot\n", " fig.set_size_inches(5, 4)\n", " g= seaborn.boxplot(y=large.CellYieldFlask);\n", " g.set(title='Cell Yield Per Flask');\n", " matplotlib.pyplot.savefig(\"boxplot.png\")\n", " palette = seaborn.set_palette(biobots);\n", " seaborn.set_context(\"paper\");\n", " \n", " # Set second figure\n", " f,(ax1,ax2,ax3,ax4) = matplotlib.pyplot.subplots(ncols=4,figsize=(12,5));\n", " seaborn.regplot(data=large,x=\"Passage\",y=\"CellYieldFlask\",ax=ax1,color=\"#e63131\");\n", " seaborn.regplot(data=large,x=\"DaysCultured\",y=\"CellYieldFlask\", color=\"#008081\",ax=ax2);\n", " seaborn.regplot(data=large,x=\"DensityPlated\",y=\"CellYieldFlask\", color=\"#00d098\",ax=ax3);\n", " seaborn.regplot(data=large,x=\"Flask\",y=\"CellYieldFlask\",color=\"#b30000\",ax=ax4)\n", " #ylabels\n", " ax1.set(ylabel='Cell Yield Per Flask (Millions)')\n", " ax2.set(ylabel='')\n", " ax3.set(ylabel='')\n", " ax4.set(ylabel='')\n", "\n", " #xlabels\n", " ax1.set(xlabel='Passage')\n", " ax2.set(xlabel='Days Cultured')\n", " ax3.set(xlabel='Cell Density Plated per cm^2')\n", " ax4.set(xlabel= 'Flask Size')\n", "\n", " #Titles\n", " ax1.set(title='Cell Yield By Passage')\n", " ax2.set(title='Cell Yield By Days Cultured')\n", " ax3.set(title='Cell Yield By Density Plated')\n", " ax4.set(title='Cell Yield by Flask Size')\n", " matplotlib.pyplot.show()\n", "\n", " f.savefig(\"trends.png\")\n", " \n", " #Data stats\n", " data_matrix = large[\"CellYieldFlask\"].describe()\n", " data_matrix = pd.DataFrame(large[\"CellYieldFlask\"].describe())\n", " print(data_matrix)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def cultureanalysis(filenamea):\n", " data(filenamea)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results\n", "Images are saved as .png files and can be downloaded from the home page" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { 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0hNejR4+iW7du6NixI4CKEWYrB1YiIs9jHhP5n/j4eERFRd002OiWLVswZ84c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\nImSt1rxk/2AuVg6rVYr7CVEFAvEwVp/0+guxN4vDwdErV9K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YhlH0kbUFJf/HHXfcftc3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xlLVmeffTbq6+vTS0WzefHFF7FkyRJ0dHQAAK688ko888wz8xRh8XCGhjBw550w//jH9Jj/iisQ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\nw6PEMk+ePEmHDh2oVatWuWItabD98ccf4+3tzT//+U9iY2P59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Email info@biobots.io." ] } ], "metadata": { "anaconda-cloud": { "environment": null, "summary": "test", "url": "https://anaconda.org/maggiep/cell-culture-analysis" }, "celltoolbar": "Slideshow", "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": "3.5.2" }, "nbpresent": { "slides": { "215b6acd-7968-4b6b-86f5-ed8bcf9d5895": { "id": "215b6acd-7968-4b6b-86f5-ed8bcf9d5895", "prev": null, "regions": { "d6783b1b-abf5-4d1e-857c-fcd491358f27": { "attrs": { "height": 1, "width": 1, "x": 0, "y": 0 }, "content": { "cell": "4b518a7a-ee45-42f6-9094-cc67ff848952", "part": "outputs" }, "id": "d6783b1b-abf5-4d1e-857c-fcd491358f27" } } }, "4d42353a-43d0-4cd0-bdc8-b02ebabf7257": { "id": "4d42353a-43d0-4cd0-bdc8-b02ebabf7257", "prev": "b3f8e0f9-d408-4fa0-af77-4a3c9177a219", "regions": { "e93ecd33-f462-468f-bd29-f7477de19c5a": { "attrs": { "height": 1, "width": 1, "x": 0, "y": 0 }, "content": { "cell": "35b9bbaa-c0b7-4d10-a40c-a0b12e98e343", "part": "outputs" }, "id": "e93ecd33-f462-468f-bd29-f7477de19c5a" } } }, "b3f8e0f9-d408-4fa0-af77-4a3c9177a219": { "id": "b3f8e0f9-d408-4fa0-af77-4a3c9177a219", "prev": "d86d0d82-a0fd-42df-a73f-b2ce1e2d3e83", "regions": { "9f74bd14-7201-4567-b3d2-9d5bbc4201dd": { "attrs": { "height": 0.8, "width": 0.8, "x": 0.1, "y": 0.1 }, "content": { "cell": "3da1a71d-fe8f-459a-beb8-9acff6378e1a", "part": "outputs" }, "id": "9f74bd14-7201-4567-b3d2-9d5bbc4201dd" } } }, "d86d0d82-a0fd-42df-a73f-b2ce1e2d3e83": { "id": "d86d0d82-a0fd-42df-a73f-b2ce1e2d3e83", "prev": "215b6acd-7968-4b6b-86f5-ed8bcf9d5895", "regions": { "85254e7e-596f-4ea4-bce7-ebdc6842afaf": { "attrs": { "height": 0.8, "width": 0.8, "x": 0.1, "y": 0.1 }, "content": { "cell": "11eb24ba-52c9-4c78-9c3a-d877775e7976", "part": "outputs" }, "id": "85254e7e-596f-4ea4-bce7-ebdc6842afaf" } } } }, "themes": {} } }, "nbformat": 4, "nbformat_minor": 1 }