Skip to content

Instantly share code, notes, and snippets.

@hughesadam87
Last active October 8, 2015 10:08
Show Gist options
  • Save hughesadam87/3316813 to your computer and use it in GitHub Desktop.
Save hughesadam87/3316813 to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": "7 21 Analysis"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"7_21 Analysis: Quantifying NP binding on gold nanoparticles of various coatings"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 1<h3> Read in the data to pandas. Data was saved intentionally so that sorting would automatically yield: baseline, np's, and then various time points after the addition of BSA. Here are the run notes."
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Samples:\n",
"\t-Made 2mM MHA and MUD by adding 3mg MUD/MHA to 7.3/5.2mL ethanol respectively (MW mud=204.4 mha=288.5)\n",
"\t-Made .5mg/mL BSA\n",
"\t-Made .5mL NP solutions of\n",
"\t\tBare\n",
"\t\tMHA\n",
"\t\t2:1 MHA:MUD (50uL drops each time, no pipetter bias)\n",
"\t\t1:1 MHA:MUD\n",
"\t\t1:2 MHA:MUD\n",
"\t\t1:4 MHA:MUD\n",
"\n",
"\t-Added 35uL of each above to 500uL NP solutions (made by cutting 1mL samples in half)\n",
"\n",
"Procedure:\n",
"\t-Take baseline\n",
"\t-Add np's\n",
"\t-Add 100uL BSA with careful mixing (cf=19ug/mL)\n",
"\t-Retake baselines periodically until they converge, time is not really important, but convergence is."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pandas import read_csv, DataFrame, Series\n",
"from numpy import linspace\n",
"from cookb_signalsmooth import smooth\n",
"from scipy.integrate import simps\n",
"import sys\n",
"\n",
"filename='Concatenated_data/bsa_all.csv'\n",
"data=read_csv(filename, sep='\\t', header=0, index_col=0)\n",
"rows=data.index"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 400
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 2<h3> Verify sorting looks ok, reindex data."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cols_sorted=sorted(list(data.columns.values))\n",
"cols_sorted"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 401,
"text": [
"['1_baseline.txt',\n",
" '1_nps.txt',\n",
" '1_sample_1.txt',\n",
" '1_sample_2.txt',\n",
" '1_sample_3.txt',\n",
" '1_sample_4.txt']"
]
}
],
"prompt_number": 401
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reindex data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data=data.reindex(columns=cols_sorted) #Renaming is necessary"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 402
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 3<h3> Subtract out baseline, and pop from set"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"baseline='1_baseline.txt' #May also want to just identify by index 0 to avoid rediting"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 403
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for entry in data:\n",
" data[entry]=data[entry]-data[baseline]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 404
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data.pop(baseline)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 405,
"text": [
"wavenumber\n",
"400.0 0\n",
"400.5 0\n",
"401.0 0\n",
"401.5 0\n",
"402.0 0\n",
"402.5 0\n",
"403.0 0\n",
"403.5 0\n",
"404.0 0\n",
"404.5 0\n",
"405.0 0\n",
"405.5 0\n",
"406.0 0\n",
"406.5 0\n",
"407.0 0\n",
"...\n",
"793.0 0\n",
"793.5 0\n",
"794.0 0\n",
"794.5 0\n",
"795.0 0\n",
"795.5 0\n",
"796.0 0\n",
"796.5 0\n",
"797.0 0\n",
"797.5 0\n",
"798.0 0\n",
"798.5 0\n",
"799.0 0\n",
"799.5 0\n",
"800.0 0\n",
"Name: 1_baseline.txt, Length: 801"
]
}
],
"prompt_number": 405
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Apply a smooth curve to the short wavelength region of the pre-bsa sample and then scale to the inflection point. **Note that we are doing this automatically rather than choosing a fixed wavelength (eg $lambda$=440nm) to see if this varies between experiments. I assume it lands between 420 and 460.**"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"col0=data.columns[0]\n",
"short=data[col0].ix[400.0:480.0]\n",
"smoothed_values=smooth(short.values, window_len=20, window='flat') #Method is built to handle numpy arrays not dataframes, so I have to manually pass values and reconstruct the frame\n",
"smooth_sub=Series(smoothed_values, index=short.index) #Series prevents attribute resetting using s1.values=s2 for example, so have to recreate\n",
"\n",
"fig, ax1 = plt.subplots(1, figsize=(16,12)) #This is quick command to define subplot layout\n",
"ax1.plot(smooth_sub.index.values, smooth_sub, color='red'); ax1.plot(short.index.values, short, alpha=0.5)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 406,
"text": [
"[<matplotlib.lines.Line2D at 0x127446cc>]"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA60AAAK8CAYAAAAEWFlVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niHSLSSsRERERERHp1v8Dk8GYv3dhyx0AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 406
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"xmin=smooth_sub.index[smooth_sub.argmin()] #row index for min value in smoothed curve\n",
"ymin=smooth_sub.get_value(xmin)\n",
"print 'Min X at wavelength\\t', xmin, '\\tand Y=\\t', ymin"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Min X at wavelength\t433.5 \tand Y=\t0.3248625\n"
]
}
],
"prompt_number": 407
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 4<h3> Average data via slice around smoothed minimum with left/right of +- 2.5nm box (This is the most flat region in the spectra)"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"box=2.5 #nm\n",
"yslice=data.ix[xmin-box:xmin+box].mean(axis=0) #CAREFUL, ROW LABELS MUST BE FLOAT (435.0) AS OPPOSED TO (435) WHICH IS READ AS INDICIES"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 408
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"yslice"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 409,
"text": [
"1_nps.txt 0.325197\n",
"1_sample_1.txt 0.321400\n",
"1_sample_2.txt 0.319760\n",
"1_sample_3.txt 0.322982\n",
"1_sample_4.txt 0.300792"
]
}
],
"prompt_number": 409
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 5<h3> Scale data to a fixed value."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What I'm going to do now is arbitrarily scale all the curves so that they have an absorbance of 1 at 440 (aka scale the shortwavelength region to 1) <br/>\n",
"$\\mbox{scale}_i=\\frac{1.0}{\\mbox{yslice}_i}$"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data=data * (1.0 / yslice)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 410
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Zoom in on various regions of this plot and check out the behavior"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"short=data.ix[435.0:475.0]\n",
"med=data.ix[510.0:540.0]\n",
"high=data.ix[640.0:680.0]\n",
"\n",
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(16,12)) #This is quick command to define subplot layout\n",
"ax1.plot(data.index.values, data); ax2.plot(short.index.values, short)\n",
"ax3.plot(med.index.values, med); ax4.plot(high.index.values, high) #Need to return x,y because not using .plot() routine\n",
"ax1.legend(loc='upper right') #SYNTAX IS CORRECT ACCORDING TO AN EXAMPLE!"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6wAAAK8CAYAAADrmjJrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 411
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the proper scaling, it's actually quite easy to see **two important things**:<br/><br/>\n",
" 1. The binding of BSA happens rapidly in free solution for these concentrations.<br/>\n",
" 2. The presence of BSA (on bare np's at least) affects wavelengths > 510nm (althought it's difficult to see the difference at large $\\lambda$).<br/><br/>\n",
"To quantify this difference, I will simply divide the the last timepoint by the timepoint before BSA addition."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 6<h3> Smooth and then quantify (relatively) the change in signal before and after BSA."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"last=data.columns[-1] ; first=data.columns[0]\n",
"diff=(data[last] / data[first]).ix[400.0:700.0]\n",
"sub=(data[last] - data[first]) #Use the xmin as the starting point\n",
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,12)) #This is quick command to define subplot layout\n",
"ax1.plot(diff.index.values, diff) ; ax2.plot(sub.index.values, sub)\n",
"ax1.set_title('Division of curves'); ax2.set_title('Subtraction of curves')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 412,
"text": [
"<matplotlib.text.Text at 0x109e806c>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6wAAALHCAYAAACKf89pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghJJX8fz1Q/+I5+bufAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 412
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What we can see then is that the signal is increased for all wavelenghts > 500; however, the majority of the weight in this signal is between 500 and 650. <h3 style=\"color:red\">It's really important to remember the subtracted(right) plot is sensitive to scaling; however, the normalized/divided plot is not. Therefore, I can compare trials relatively if I scale to 1 each time; however, the y-axis values mean nothing unless I remove scaling completely.</h3> "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I will now fix fit a smooth curve to the subtracted curve using a method from the scipy smoothing cookbook, then will use the absolute area under the curve as my metric for assessing binding efficacy of various coatings."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"smoothed_values=smooth(sub.values, window_len=20, window='flat', set_left=False, set_right=False) #Method is built to handle numpy arrays not dataframes, so I have to manually pass values and reconstruct the frame\n",
"smooth_sub=Series(smoothed_values, index=sub.index) #Series prevents attribute resetting using s1.values=s2 for example, so have to recreate\n",
"fig, ax1 = plt.subplots(1, figsize=(16,12)) #This is quick command to define subplot layout\n",
"ax1.plot(smooth_sub.index.values, smooth_sub, color='red', lw=5) \n",
"ax1.plot(sub.index.values, sub, alpha=0.4)\n",
"ax1.plot(sub.index.values, np.zeros(sub.index.values.shape), color='green')\n",
"ax1.set_title('Division of curves')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 413,
"text": [
"<matplotlib.text.Text at 0x10967d6c>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA7UAAALHCAYAAABRxGVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIpPUDuwQuggYjpAoAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 413
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"**Note that the drop around 500nm is really because there is a rightward shift in weight."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 7<h3> Analyze with several metrics."
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Metric 1: Total area under the curve (not absolute area) which should balance out effects of shifting.\n",
"Metric 2: Absorbance at max lambda.\n",
"Metric 3: Area between 510 and 650."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"m1=simps(smooth_sub.values) #Total area under curve\n",
"m2x=smooth_sub.index[smooth_sub.argmax()] \n",
"#m2x=smooth_sub.ix[460.0:650.0].index[smooth_sub.ix[460.0:650.0].argmax()] #UNCOMMENT ONLY IF PEAK MAX IS APPEARING ON WINGS\n",
"m2y=smooth_sub.get_value(m2x)\n",
"\n",
"m3start=510.0 ; m3end=650.0 #sliced area\n",
"m3=simps(smooth_sub.ix[m3start:m3end].values)\n",
"print 'Total area under the curve\\n\\n', m1\n",
"print '\\n\\nWavelength and value of absorbance max:\\n\\n', m2x, '\\t', m2y\n",
"print '\\n\\nTotal area under wavelength interval', str(m3start), ':', str(m3end), '\\n\\n', m3"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Total area under the curve\n",
"\n",
"11.3128667098\n",
"\n",
"\n",
"Wavelength and value of absorbance max:\n",
"\n",
"543.5 \t0.0737983745786\n",
"\n",
"\n",
"Total area under wavelength interval 510.0 : 650.0 \n",
"\n",
"10.1427708716\n"
]
}
],
"prompt_number": 414
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 8<h3> Output data. Note: I am running a file in append mode so that I can loop through this script for all of my experimental runs and simply append to the data file. This was used when I ran through the data file by file for quick up to date input, but commented out once all data was gathered into the same outfile."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"notes='No notes' #Any additional notes that I'd like to output with my files\n",
"\n",
"#o=open('7_21_data.txt', 'a')\n",
"outlist=[filename, xmin, ymin, m1, m2x, m2y, m3, notes]\n",
"outlist=[str(entry) for entry in outlist]\n",
"#o.write('\\t'.join(outlist)+'\\n') #Better than putting the newline in the outlist because an extra tab is added then\n",
"#o.close()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 415
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:blue\">Step 9<h3> Plot the data comparitively. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3 style=\"color:red\">The presence of MUD actually seems to change the long wavelength profile of the signal. Therefore, I think the absorbance max is the best statistic we have now. This needs refined now, maybe either to average the max, and also do consider if the long wavelength behavior can still be captured.<h3> "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"labels=['Bare', 'MHA', '2_1', '1_1', '1_2', '1_4']\n",
"summary=read_csv('7_21_data.txt', sep='\\t', header=0, index_col=0)\n",
"ymax_data=Series(summary.ymaxfinal, index=labels)\n",
"totalarea=Series(summary.total_area, index=labels)\n",
"croppedarea=Series(summary.cropped_area, index=labels)\n",
"summary\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>xmin_smoothing</th>\n",
" <th>ymin_smoothing</th>\n",
" <th>total_area</th>\n",
" <th>xmaxfinal</th>\n",
" <th>ymaxfinal</th>\n",
" <th>cropped_area</th>\n",
" <th>Notes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Filename</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td><strong>Concatenated_data/bsa_all.csv</strong></td>\n",
" <td> 433.5</td>\n",
" <td> 0.324862</td>\n",
" <td> 11.312867</td>\n",
" <td> 543.5</td>\n",
" <td> 0.073798</td>\n",
" <td> 10.142771</td>\n",
" <td> No notes</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>Concatenated_data/pure_mha.csv</strong></td>\n",
" <td> 445.5</td>\n",
" <td> 0.408869</td>\n",
" <td> 2.710575</td>\n",
" <td> 539.5</td>\n",
" <td> 0.027420</td>\n",
" <td> 3.115587</td>\n",
" <td> Need to go back and look at long wavelength behav</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>Concatenated_data/2_1.csv</strong></td>\n",
" <td> 441.5</td>\n",
" <td> 0.345943</td>\n",
" <td> 1.559717</td>\n",
" <td> 545.0</td>\n",
" <td> 0.032516</td>\n",
" <td> 3.187790</td>\n",
" <td> Also shows a low dip in long wavelength behavior </td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>Concatenated_data/1_1.csv</strong></td>\n",
" <td> 444.0</td>\n",
" <td> 0.359869</td>\n",
" <td> 5.814144</td>\n",
" <td> 555.5</td>\n",
" <td> 0.023431</td>\n",
" <td> 3.831106</td>\n",
" <td> Long wavelength on this one is prolated, perhaps </td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>Concatenated_data/1_2.csv</strong></td>\n",
" <td> 439.0</td>\n",
" <td> 0.316972</td>\n",
" <td> 3.960299</td>\n",
" <td> 555.5</td>\n",
" <td> 0.018302</td>\n",
" <td> 2.961098</td>\n",
" <td> Again long wavelength behavior tends to be domina</td>\n",
" </tr>\n",
" <tr>\n",
" <td><strong>Concatenated_data/1_4.csv</strong></td>\n",
" <td> 438.5</td>\n",
" <td> 0.323600</td>\n",
" <td> 0.081670</td>\n",
" <td> 540.0</td>\n",
" <td> 0.011299</td>\n",
" <td> 1.051873</td>\n",
" <td> Had to mess with step 7 because signal noise at w</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 416,
"text": [
" xmin_smoothing ymin_smoothing total_area xmaxfinal ymaxfinal cropped_area Notes\n",
"Filename \n",
"Concatenated_data/bsa_all.csv 433.5 0.324862 11.312867 543.5 0.073798 10.142771 No notes\n",
"Concatenated_data/pure_mha.csv 445.5 0.408869 2.710575 539.5 0.027420 3.115587 Need to go back and look at long wavelength behav\n",
"Concatenated_data/2_1.csv 441.5 0.345943 1.559717 545.0 0.032516 3.187790 Also shows a low dip in long wavelength behavior \n",
"Concatenated_data/1_1.csv 444.0 0.359869 5.814144 555.5 0.023431 3.831106 Long wavelength on this one is prolated, perhaps \n",
"Concatenated_data/1_2.csv 439.0 0.316972 3.960299 555.5 0.018302 2.961098 Again long wavelength behavior tends to be domina\n",
"Concatenated_data/1_4.csv 438.5 0.323600 0.081670 540.0 0.011299 1.051873 Had to mess with step 7 because signal noise at w"
]
}
],
"prompt_number": 416
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(16,12)) #This is quick command to define subplot layout\n",
"ax1.plot(ymax_data, color='red') \n",
"ax2.plot(totalarea, color='blue')\n",
"ax3.plot(croppedarea, color='green') \n",
"ax1.set_title('Max Absorbance') ; ax2.set_title('Total Area') ; ax3.set_title('Reduced Area (510-650nm)')\n",
"ax1.set_xticklabels(labels) ; ax2.set_xticklabels(labels) ; ax3.set_xticklabels(labels)\n",
"fig.suptitle(\"Experimental Results Summary\", fontsize=14) #NOT WORKING?!"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 417,
"text": [
"<matplotlib.text.Text at 0x10897c6c>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA6wAAALJCAYAAACwda4ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2cPnzgK/3gAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 417
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"The behavior is as expected, escept for the jump, which changes based on how one decides to measure the data. It's clear that the binding does fall off with a gradation. I think the key here is that the MUD-containing compounds cause a change at longer wavelengths; therefore, more thought needs to go into how to develop this metric."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment