{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"))\n",
"\n",
"# Import modules\n",
"\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"from scipy import stats\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"from collections import OrderedDict\n",
"import textwrap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analysis Functions"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"#This function outputs a dataframe with the intraplate variability\n",
"# the input columns defines how the data should be grouped.\n",
"def calculateIntraplateVariability(df, columns):\n",
"\n",
" df2 = df.drop(['A425',\"A620\"], axis =1) #Remove raw data columns, as it is not necessary\n",
"\n",
" #Calculate mean grouped by `columns` (per sample, per plate, per device, but other conditions for Normalise and dilute)\n",
" means= df2.groupby(columns).mean()\n",
" means = means.rename(columns={\"Absorbance (corrected)\": \"Mean Absorbance (corrected)\"})\n",
"\n",
" #Calculate standard deviation\n",
" stds= df2.groupby(columns).std()\n",
" stds = stds.rename(columns={\"Absorbance (corrected)\": \"Intraplate SD\"})\n",
" \n",
" #Concatenate\n",
" stats_df = pd.concat([means, stds], axis=1, sort=False)\n",
" stats_df=stats_df.reset_index()\n",
" stats_df[\"Intraplate CV (%)\"]=100*stats_df[\"Intraplate SD\"]/stats_df[\"Mean Absorbance (corrected)\"]\n",
"\n",
" return stats_df\n",
"\n",
"#This function outputs a dataframe with the intraplate variability\n",
"# the input columns defines how the data should be grouped.\n",
"def calculateInterplateVariability(df, columns):\n",
" \n",
" df2 = df.drop([\"Intraplate SD\", \"Intraplate CV (%)\"], axis =1)\n",
"\n",
" #Calculate mean per sample per plate per device\n",
" means= df2.groupby(columns).mean()\n",
" means = means.drop([\"Plate\"], axis =1)\n",
" means = means.rename(columns={\"Mean Absorbance (corrected)\": \"Mean Interplate Absorbance (corrected)\"})\n",
" \n",
" #Calculate standard deviation\n",
" stds= df2.groupby(columns).std()\n",
" stds = stds.drop([\"Plate\"], axis =1)\n",
" stds = stds.rename(columns={\"Mean Absorbance (corrected)\": \"Interplate SD\"})\n",
" \n",
" #Concatenate\n",
" stats_df = pd.concat([means, stds], axis=1, sort=False)\n",
" stats_df=stats_df.reset_index()\n",
" stats_df[\"Interplate CV (%)\"]=100*stats_df[\"Interplate SD\"]/stats_df[\"Mean Interplate Absorbance (corrected)\"]\n",
"\n",
" return stats_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting functions"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"#This function adds the text defined in `values` to the graph above each group of datapoints, as indicated by the x-tick and its mean value.\n",
"def annotate_graph (col_order,col_sort,df,chart, values,annotation_offset):\n",
" \n",
" means_graph = df.sort_values(by=col_sort)\n",
" means_graph = means_graph.groupby(col_sort)['Absorbance (corrected)'].mean()\n",
" \n",
" for ax, device in zip(chart.axes.flat, col_order):\n",
" \n",
" y_coord = means_graph.loc[device]\n",
" \n",
" for xtick, value, yy in zip(ax.get_xticks(),values,y_coord):\n",
" \n",
" ax.text(xtick, yy+annotation_offset,value, fontsize=10, horizontalalignment='center') #add text)\n",
"\n",
" \n",
"##Add legend to plots in Absorbance plots\n",
"def addLegendToAllPlots(chart, position):\n",
" \n",
" for ax in chart.axes.flat:\n",
" \n",
" ax.legend(title = hue_abs, \n",
" loc=position, \n",
" #bbox_to_anchor=(1.2, 0.6), \n",
" ncol=1,\n",
" frameon=False,\n",
" title_fontsize = 12)\n",
"\n",
"## Different experiments will have data sets with different columns which require different plotting. \n",
"## This function sets all the variables needed so that the same code can be used to do the analysis and make graphs for the different datasets.\n",
"\n",
"def setElementParameters(element):\n",
" #Set columns based on element dataset, for grouping\n",
" if element == MakeMixtures:\n",
"\n",
" file = \"/data_MakeMixtures.csv\"\n",
" columns_intra = [\"Sample Name\", \"Plate\", \"Device\"] \n",
" columns_inter = [\"Sample Name\", \"Device\"] \n",
"\n",
" #Figure variables\n",
" columns_reorder_raw = [\"Well\",\"A425\",\"A620\",\"Absorbance (corrected)\",\"Sample Name\",\"Plate\",\"Device\"]\n",
" x_cat = \"Sample Name\"\n",
" ylim = [0,3]\n",
" row_abs = None\n",
" col_abs = \"Device\"\n",
" hue_abs = \"Plate\"\n",
"\n",
" col_intra = None\n",
" col_order = None\n",
" hue_intra = \"Plate\"\n",
"\n",
" hue_inter = None\n",
" hue_order_inter = None\n",
"\n",
"\n",
" elif element == Aliquot:\n",
"\n",
" file = \"/data_Aliquot.csv\"\n",
" columns_intra = [\"Volume /uL\", \"Plate\", \"Device\"] \n",
" columns_inter = [\"Volume /uL\", \"Device\"] \n",
"\n",
" #Figure variables\n",
" columns_reorder_raw = [\"Well\",\"A425\",\"A620\",\"Absorbance (corrected)\",\"Volume /uL\",\"Plate\",\"Device\"]\n",
" x_cat = \"Volume /uL\"\n",
" ylim = [0,1.8]\n",
" row_abs = None\n",
" col_abs = \"Device\"\n",
" hue_abs = \"Plate\"\n",
"\n",
" col_intra = None\n",
" col_order = None\n",
" hue_intra = \"Plate\"\n",
"\n",
" hue_inter = None\n",
" hue_order_inter = None\n",
"\n",
"\n",
"\n",
" elif element == MixOnto:\n",
"\n",
" file = \"/data_MixOnto.csv\"\n",
" columns_intra = [\"Mix Name\", \"Plate\", \"Device\"] \n",
" columns_inter = [\"Mix Name\", \"Device\"] \n",
"\n",
"\n",
" #Figure variables\n",
" columns_reorder_raw = [\"Well\",\"A425\",\"A620\",\"Absorbance (corrected)\",\"Mix Name\",\"Plate\",\"Device\"]\n",
" x_cat = \"Mix Name\"\n",
" ylim = [0,1]\n",
" row_abs = None\n",
" col_abs = \"Device\"\n",
" hue_abs = \"Plate\"\n",
"\n",
" col_intra = None\n",
" col_order = None\n",
" hue_intra = \"Plate\"\n",
"\n",
" hue_inter = None\n",
" hue_order_inter = None\n",
"\n",
"\n",
" elif element == Dilute:\n",
"\n",
" file = \"/data_Dilute.csv\"\n",
" columns_intra = [\"Concentration /uM\", \"Plate\", \"Device\"] \n",
" columns_inter = [\"Concentration /uM\", \"Device\"] \n",
"\n",
" #Figure variables\n",
" columns_reorder_raw = [\"Well\",\"A425\",\"A620\",\"Absorbance (corrected)\",\"Sample Name\",\"Concentration /uM\",\"Plate\",\"Device\"]\n",
" x_cat = \"Concentration /uM\"\n",
" ylim = [0,3]\n",
" row_abs = \"Plate\"\n",
" col_abs = \"Device\"\n",
" hue_abs = \"Device\"\n",
"\n",
" col_intra = None\n",
" col_order = None\n",
" hue_intra = \"Plate\"\n",
"\n",
" hue_inter = None\n",
" hue_order_inter = None\n",
"\n",
"\n",
"\n",
" elif element == Normalize:\n",
"\n",
" file = \"/data_Normalize.csv\" \n",
" columns_intra = [\"Sample Name\", \"Plate\", \"Device\",\"Normalization\"] \n",
" columns_inter = [\"Sample Name\", \"Device\",\"Normalization\"]\n",
"\n",
" #Figure variables\n",
" columns_reorder_raw = [\"Well\",\"A425\",\"A620\",\"Absorbance (corrected)\",\"Sample Name\",\"Plate\",\"Device\",\"Normalization\"]\n",
" x_cat = \"Sample Name\"\n",
" ylim = [0.5,1.6]\n",
" row_abs = \"Device\"\n",
" col_abs = \"Normalization\"\n",
" hue_abs = \"Plate\"\n",
"\n",
" col_intra = \"Normalization\"\n",
" col_order = ['Without', 'With']\n",
" hue_intra = \"Plate\"\n",
"\n",
" hue_inter = \"Normalization\"\n",
" hue_order_inter = ['Without', 'With']\n",
" \n",
" \n",
" return file, columns_intra, columns_inter, columns_reorder_raw, x_cat, ylim, row_abs, col_abs, hue_abs, col_intra, col_order, hue_intra, hue_inter, hue_order_inter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Global figure settings"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"sns.set(rc={'figure.figsize':(25, 20)})\n",
"\n",
"sns.set_style(\"ticks\")\n",
" #{'font.family':'sans-serif', 'font.sans-serif':'Roboto'})\n",
"sns.set_context(\"paper\", \n",
" font_scale=1.2, \n",
" rc={\n",
" #Font sizes\n",
" 'font.size': 12,\n",
" 'axes.labelsize': 12,\n",
" 'axes.titlesize': 12,\n",
" 'legend.fontsize': 12,\n",
" 'legend.title_fontsize': 12,\n",
" 'xtick.labelsize': 12.0,\n",
" 'ytick.labelsize': 12, \n",
" #Line thickeness\n",
" 'axes.linewidth': 1,\n",
" 'grid.linewidth': 1,\n",
" 'lines.linewidth': 1 \n",
" #'lines.markeredgewidth': 1\n",
" #'lines.markersize': 11.2,\n",
" #'patch.linewidth': 0.48,\n",
" #'xtick.major.pad': 11.2,\n",
" #'xtick.major.width': 1.6,\n",
" #'xtick.minor.width': 0.8,\n",
" #'ytick.major.pad': 11.2,\n",
" #'ytick.major.width': 1.6,\n",
" #'ytick.minor.width': 0.8\n",
" }\n",
" )\n",
"\n",
"# Create an array with the colors you want to use\n",
"colors = [\"#5E9DFF\", # Primary 30\n",
" \"#FFD375\", # BrandMark 30\n",
" \"#D07EFF\"] # Secondary 30\n",
"\n",
"#Color for marker edge in scatter\n",
"edgeMarkerColour = \"#0D0D0D\" # Neutral 90\n",
"\n",
"# Set your custom color palette\n",
"sns.set_palette(sns.color_palette(colors))\n",
"\n",
"\n",
"#Save figure function\n",
"def savefigure(chart,pathToSaveFigs,fileName):\n",
" return chart.savefig(pathToSaveFigs+fileName, dpi=900)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inputs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Element: choose element and get data"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"#Location of raw data file\n",
"#pathToData='C:/Users/Nuno Leitao/Dropbox (Synthace Limited)/Nunos docs/Lab projects/Core Elements - Technical demonstration/'\n",
"pathToData='G:/Shared drives/Synthace/Product/Element Content/Technical Documents/'\n",
"\n",
"##List of elements\n",
"Aliquot = \"Aliquot\"\n",
"MakeMixtures = \"Make Mixtures\"\n",
"MixOnto = \"Mix Onto\"\n",
"Normalize = \"Normalize\"\n",
"Dilute = \"Dilute\"\n",
"\n",
"elements = [Aliquot, MakeMixtures, MixOnto, Normalize, Dilute]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Iterate through each element and:\n",
"# 1. get raw data\n",
"# 2. correct absorbance\n",
"# 3. calculate intra and interplate variance\n",
"# 4. round values\n",
"# 5. save statistics to csv\n",
"# 6. plot corrected absorbance\n",
"# 7. plot intraplate CV\n",
"# 8. plot interplate CV\n",
"\n",
"for element in elements:\n",
" \n",
" file, columns_intra, columns_inter, columns_reorder_raw, x_cat, ylim, row_abs, col_abs, hue_abs, col_intra, col_order, hue_intra, hue_inter, hue_order_inter = setElementParameters(element)\n",
"\n",
" ######################################################################\n",
" ######################## DATA HANDLING ###############################\n",
" ######################################################################\n",
" \n",
" \n",
" #Destination of generated figures\n",
" pathToSaveFigs = pathToData+\"Figures/\"\n",
"\n",
" #Read CSV\n",
" data = pd.read_csv(pathToData+'Structured data files/'+file)\n",
"\n",
" #Subtract A620 from A425\n",
" data[\"Absorbance (corrected)\"]=data[\"A425\"]-data[\"A620\"]\n",
" #Reorder columns\n",
" data=data[columns_reorder_raw]\n",
"\n",
" ######################################################################\n",
" ############################ ANALYSIS ################################\n",
" ###################################################################### \n",
" \n",
" #Calculate intraplate variation\n",
" stats_intra = calculateIntraplateVariability(data, columns_intra)\n",
" \n",
" #Calculate interplate variation\n",
" stats_inter = calculateInterplateVariability(stats_intra, columns_inter) #Interplate variation calculated from intraplate variation\n",
"\n",
" #Round values before graphing\n",
" stats_intra=stats_intra.round(2)\n",
" stats_inter=stats_inter.round(2)\n",
" \n",
" #Save values to a csv\n",
" stats_intra.to_csv(pathToData+\"stats_intra\"+element+\".csv\", index=False)\n",
" stats_inter.to_csv(pathToData+\"stats_inter\"+element+\".csv\", index=False)\n",
"\n",
" ##Generates summary statistics associated with linear regression for Dilute element - Does not separate by sample name\n",
" if element == Dilute:\n",
"\n",
" stats_intra.drop(stats_intra[stats_intra[\"Concentration /uM\"] == 0 ].index, inplace=True)\n",
" stats_inter.drop(stats_inter[stats_inter[\"Concentration /uM\"] == 0 ].index, inplace=True)\n",
"\n",
" devices = data[\"Device\"].unique().tolist()\n",
" plates = data[\"Plate\"].unique().tolist()\n",
" samples = data[\"Sample Name\"].unique().tolist()\n",
"\n",
" summary_stats = pd.DataFrame(columns=[\"Device\",\"Plate\",\"Slope\",\"Intercept\",\"R2_value\",\"P_value\",\"Std_err\"])\n",
"\n",
" for plate in plates:\n",
"\n",
" for device in devices:\n",
"\n",
" slope, intercept, r_value, p_value, std_err = stats.linregress(data[(data['Device'] == device) & (data['Plate'] == plate)][\"Concentration /uM\"], data[(data['Device'] == device) & (data['Plate'] == plate)]['Absorbance (corrected)'])\n",
" summary_stats=summary_stats.append(\n",
" {\n",
" 'Device': device,\n",
" 'Plate': plate,\n",
" 'Slope': slope,\n",
" 'Intercept': intercept,\n",
" 'R2_value': r_value*r_value,\n",
" 'P_value': p_value,\n",
" 'Std_err': std_err,\n",
" },ignore_index=True)\n",
"\n",
" summary_stats.to_csv(pathToData+\"Stats_by_sample.csv\", index=False)\n",
" \n",
" ######################################################################\n",
" ############################ PLOTTING ################################\n",
" ######################################################################\n",
" \n",
" ##################### ABSORBANCE OVER SAMPLE #########################\n",
"\n",
" \n",
" # Plot corrected absorbance over sample name, per plate, per device\n",
" if element == Dilute: #If Dilute, plot the dilution curves\n",
"\n",
" chart = sns.lmplot( data=data,\n",
" x=\"Concentration /uM\",\n",
" y='Absorbance (corrected)',\n",
" hue=\"Device\",\n",
" col = \"Device\",\n",
" row = \"Plate\",\n",
" fit_reg = True,\n",
" truncate= True,\n",
" aspect = 1.2,\n",
" height = 4,\n",
" line_kws={'ls':'dashdot',\"color\":\"black\",\"lw\":0.75},\n",
" scatter_kws={\"s\":50,\"edgecolor\":edgeMarkerColour,\"linewidth\":0.5}\n",
" )\n",
"\n",
" # Annotate r^2 and p value on each plot.\n",
" for ax, r_value, p_value in zip(chart.axes.flat, summary_stats[\"R2_value\"], summary_stats[\"P_value\"]): \n",
" ax.text(0.05, \n",
" 0.95,\n",
" # 'r\\u00b2 = {:.3f}\\np = {:.3g}'.format(r_value, p_value), #real p value\n",
" 'r\\u00b2 = {:.3f}\\np < 0.001'.format(r_value), \n",
" fontsize=12,\n",
" horizontalalignment='left',\n",
" verticalalignment='top',\n",
" transform = ax.transAxes)\n",
"\n",
" #Set y-axis limits\n",
" chart.set(ylim=[-0.2,1.2])\n",
" chart.set(xlim=[-10,160])\n",
"\n",
" #Modify column title\n",
" chart.set_titles(col_template = \"{col_name}\")\n",
"\n",
" ## Add borders\n",
" sns.despine(bottom = False, left = False, right = False, top = False)\n",
"\n",
" else: # for all other elements, plot a categorical plot showing Absorbance over sample/mix name\n",
"\n",
" chart = sns.catplot(\n",
" data=data,\n",
" x=x_cat,\n",
" y='Absorbance (corrected)',\n",
" dodge=True,\n",
" col = col_abs,\n",
" row = row_abs,\n",
" hue = hue_abs,\n",
" margin_titles=True,\n",
" s=8,\n",
" edgecolor = edgeMarkerColour,\n",
" legend_out=True,\n",
" legend=False,\n",
" linewidth = 0.5,\n",
" aspect = 1.2,\n",
" height = 4,\n",
" kind=\"strip\",\n",
" jitter=0.3\n",
" #split=True\n",
" )\n",
"\n",
" #Set y-axis limits\n",
" chart.set(ylim=ylim)\n",
"\n",
" #Add annotations\n",
" # Annotation vary across elements\n",
" if element == Aliquot:\n",
"\n",
" #Annotate datapoints with volume values\n",
" devices = data[\"Device\"].unique().tolist()\n",
" values = [\"75 uL\",\"100 uL\",\"150 uL\",\"200 uL\"]\n",
" offset = 0.15\n",
" annotate_graph(devices,columns_inter[::-1], data,chart, values, offset)\n",
"\n",
" #Add legend\n",
" addLegendToAllPlots(chart, \"upper left\")\n",
"\n",
" #Modify plot title\n",
" for ax,device in zip(chart.axes.flat, devices):\n",
" ax.set_title(device)\n",
"\n",
" elif element == MakeMixtures:\n",
"\n",
" #Annotate datapoints with concentration values\n",
" devices = data[\"Device\"].unique().tolist()\n",
" values = [\"200 uM\",\"167 uM\",\"143 uM\",\"125 uM\",\"111 uM\",\"100 uM\"]\n",
" offset = 0.26\n",
" annotate_graph(devices,columns_inter[::-1], data,chart, values,offset)\n",
"\n",
" #Add legend\n",
" addLegendToAllPlots(chart, \"upper right\")\n",
"\n",
" #Modify plot title\n",
" for ax,device in zip(chart.axes.flat, devices):\n",
" ax.set_title(device)\n",
"\n",
" elif element == MixOnto:\n",
"\n",
" #Annotate datapoints with concentration values\n",
" devices = data[\"Device\"].unique().tolist()\n",
" values = [\"50 uM\",\"25 uM\",\"50 uM\",\"25 uM\"]\n",
" offset = 0.1\n",
" annotate_graph(devices,columns_inter[::-1], data,chart, values, offset)\n",
"\n",
" #Add legend\n",
" addLegendToAllPlots(chart, \"upper right\")\n",
"\n",
" #Modify plot title\n",
" for ax,device in zip(chart.axes.flat, devices):\n",
" ax.set_title(device)\n",
"\n",
"\n",
" elif element == Normalize:\n",
"\n",
" #Change default margin titles\n",
" [plt.setp(ax.texts, text=\"\") for ax in chart.axes.flat] # remove the original texts\n",
" chart.set_titles(row_template = '{row_name}')\n",
" chart.axes[0][0].set_title(\"Without Normalization\")\n",
" chart.axes[0][1].set_title(\"With Normalization\")\n",
"\n",
" #Rotate x labels\n",
" for ax in chart.axes.ravel():\n",
" ax.set_xticklabels(ax.get_xticklabels(), rotation=45,horizontalalignment='right')\n",
"\n",
" #Annotate each value with its concentration and add figure legend to plots on the right\n",
" devices = [\"Gilson Pipetmax\",\"Gilson Pipetmax\",\"Hamilton Microlab STAR\",\"Hamilton Microlab STAR\",\"Tecan Freedom EVO\",\"Tecan Freedom EVO\"]\n",
" means_graph = data.sort_values(by=columns_inter[::-1])\n",
" means_graph = means_graph.groupby(columns_inter[::-1])['Absorbance (corrected)'].mean()\n",
" j=0 \n",
"\n",
" for ax in chart.axes.flat:\n",
"\n",
" if (j % 2) == 0: #Plots on the left hand side \n",
"\n",
" annotation_offset =0.1\n",
" values = [\"100 uM\",\"70 uM\",\"65 uM\",\"85 uM\",\"80 uM\",\"95 uM\",\"75 uM\",\"90 uM\"]\n",
" y_coord = means_graph.loc[\"Without\",devices[j]]\n",
"\n",
" #Annotate values\n",
" for xtick, value,yy in zip(ax.get_xticks(),values,y_coord):\n",
" ax.text(xtick, yy+annotation_offset,value, fontsize=10, horizontalalignment='center')\n",
"\n",
" else: #Plots on the left hand side \n",
" annotation_offset =0.1\n",
" values = [\"50 uM\",\"50 uM\",\"50 uM\",\"50 uM\",\"50 uM\",\"50 uM\",\"50 uM\",\"50 uM\"]\n",
" y_coord = means_graph.loc[\"With\",\"Gilson Pipetmax\"][0]\n",
"\n",
" for xtick, value in zip(ax.get_xticks(),values):\n",
"\n",
" #Annotate values\n",
" ax.text(xtick, y_coord+annotation_offset,value, fontsize=10, horizontalalignment='center') \n",
"\n",
" #Add figure legend\n",
" ax.legend(title = hue_abs, \n",
" loc='upper right', \n",
" #bbox_to_anchor=(1.2, 0.6), \n",
" ncol=1,\n",
" frameon=False,\n",
" title_fontsize = 12)\n",
" j=j+1\n",
"\n",
" ## Add borders\n",
" sns.despine(bottom = False, left = False, right = False, top = False)\n",
"\n",
" fileName = element+\" - Absorbance over sample, per plate, per device.jpg\"\n",
" savefigure(chart,pathToSaveFigs,fileName)\n",
" \n",
" \n",
" ##################### INTRAPLATE CV #########################\n",
" \n",
" \n",
" # Plot intraplate absorbance over sample name, per plate, per device\n",
" chart = sns.catplot(\n",
" data=stats_intra,\n",
" x='Device',\n",
" y='Intraplate CV (%)',\n",
" dodge=True,\n",
" col = col_intra,\n",
" col_order = col_order,\n",
" hue = hue_intra,\n",
" margin_titles=True,\n",
" s=8,\n",
" legend_out=False,\n",
" legend=True,\n",
" linewidth = 0.5,\n",
" edgecolor = edgeMarkerColour,\n",
" aspect = 1.4,\n",
" height = 4,\n",
" kind=\"strip\",\n",
" jitter=0.2\n",
" #split=True\n",
" )\n",
"\n",
" #Device names are long and overlap. Make sure they break into a new line\n",
" max_width = 15\n",
" for ax in chart.axes.ravel():\n",
" ax.set_xticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_xticklabels())\n",
"\n",
" #Set y scale limits\n",
" chart.set(ylim=[0,8])\n",
"\n",
" if element == Normalize:\n",
" chart.axes[0][0].legend(title = hue_intra, edgecolor=\"white\",title_fontsize = 12)\n",
" chart.axes[0][1].legend(title = hue_intra, edgecolor=\"white\",title_fontsize = 12)\n",
"\n",
" # Add reference value horizontal line\n",
" chart.axes[0][0].axhline(5,ls=\"dashdot\",color=\"black\")\n",
" chart.axes[0][1].axhline(5,ls=\"dashdot\",color=\"black\")\n",
"\n",
" norm = [\"Without Normalization\",\"With Normalization\"]\n",
" for ax,nor in zip(chart.axes.flat, norm):\n",
" ax.set_title(nor)\n",
"\n",
" else:\n",
" chart.axes[0][0].legend(title = hue_intra, edgecolor=\"white\",title_fontsize = 12)\n",
"\n",
" # Add reference value horizontal line\n",
" chart.axes[0][0].axhline(5,ls=\"dashdot\",color=\"black\")\n",
"\n",
" ## Add borders\n",
" sns.despine(bottom = False, left = False, right = False, top = False)\n",
"\n",
" plt.margins(x=0.2)\n",
"\n",
"\n",
" #Save figure\n",
" fileName = element+\" - Intraplate CV over device, per plate.jpg\"\n",
" savefigure(chart,pathToSaveFigs,fileName)\n",
" \n",
" \n",
" ######################### INTERPLATE CV ##############################\n",
" \n",
" \n",
" # Plot intraplate absorbance over sample name, per plate, per device\n",
" chart = sns.catplot(\n",
" data=stats_inter,\n",
" x='Device',\n",
" y='Interplate CV (%)',\n",
" hue=hue_inter,\n",
" hue_order = hue_order_inter,\n",
" margin_titles=True,\n",
" s=8,\n",
" legend_out=False,\n",
" legend=False,\n",
" linewidth = 0.5,\n",
" edgecolor = edgeMarkerColour,\n",
" aspect = 1.4,\n",
" height = 4,\n",
" kind=\"strip\",\n",
" jitter=0.2,\n",
" dodge = True\n",
" )\n",
"\n",
" #Device names are long and overlap. Make sure they break into a new line\n",
" max_width = 15\n",
" for ax in chart.axes.ravel():\n",
" ax.set_xticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_xticklabels())\n",
"\n",
" #Set y scale limits\n",
" chart.set(ylim=[0,5])\n",
"\n",
" # Add reference value horizontal line\n",
" plt.axhline(y=2.5, ls='dashdot', color= edgeMarkerColour)\n",
"\n",
" ## Add borders\n",
" sns.despine(bottom = False, left = False, right = False, top = False)\n",
"\n",
" plt.margins(x=0.1)\n",
"\n",
" if element == Normalize:\n",
" #Format legend\n",
" chart.axes[0][0].legend(title = hue_inter, edgecolor=\"white\",title_fontsize = 12)\n",
"\n",
" fileName = element+\" - Interplate CV over device, per plate.jpg\"\n",
" savefigure(chart,pathToSaveFigs,fileName)\n"
]
}
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