diff --git a/nbs/tutorials/06-plot_aesthetics.ipynb b/nbs/tutorials/06-plot_aesthetics.ipynb index d71fd494..34064480 100644 --- a/nbs/tutorials/06-plot_aesthetics.ipynb +++ b/nbs/tutorials/06-plot_aesthetics.ipynb @@ -909,7 +909,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -919,7 +919,7 @@ } ], "source": [ - "multi_2group.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs={'color': \"red\", 'alpha': 0.5});" + "multi_2group.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs={'color': \"red\", 'alpha': 0.2});" ] }, { @@ -1182,11 +1182,130 @@ "multi_2group.mean_diff.plot(delta_text=True, delta_text_kwargs={\"x_adjust\":0.1});" ] }, + { + "cell_type": "markdown", + "id": "bc34d30b", + "metadata": {}, + "source": [ + "## Adding Jitter to slopegraph plots\n", + "\n", + "For paired plots, you can add jitter to the slopegraph by adding a value for `jitter` in the `slopegraph_kwargs` parameter.\n", + "\n", + "This can be useful for specific paired plots when there are many overlapping points.\n", + "\n", + "Currently, Jitter is only available for slopegraphs and only in the x-direction (vertical plots) or y-direction (horizontal plots)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a9501efa", + "metadata": {}, + "outputs": [], + "source": [ + "# Jitter tests\n", + "np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + "Ns = 20 # The number of samples taken from each population\n", + "# Create samples\n", + "c1 = [0.5]*Ns + [1.5]*Ns\n", + "c2 = [2]*Ns + [1]*Ns\n", + "t1 = [1]*Ns + [2]*Ns\n", + "t2 = [1.5]*Ns + [2.5]*Ns\n", + "t3 = [2]*Ns + [1]*Ns\n", + "t4 = [1]*Ns + [2]*Ns\n", + "t5 = [1.5]*Ns + [2.5]*Ns\n", + "id_col = pd.Series(range(1, 2*Ns+1))\n", + "df_jittertest= pd.DataFrame({'Control 1' : c1, 'Test 1' : t1,\n", + " 'Control 2' : c2, 'Test 2' : t2, 'Test 3' : t3,\n", + " 'Test 4' : t4, 'Test 5' : t5, 'ID' : id_col})" + ] + }, + { + "cell_type": "markdown", + "id": "b89ac554", + "metadata": {}, + "source": [ + "For the example below, there are many overlapping points for the paired plot, which makes it look like only one sample." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c7b5d5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df_jittertest, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\", \"Test 3\", \"Test 4\", \"Test 5\")), paired='baseline', id_col='ID')\n", + "multi_2group.mean_diff.plot(horizontal=False);\n", + "multi_2group.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "id": "a4de7e51", + "metadata": {}, + "source": [ + "Adding jitter can help to visualize the data better." + ] + }, { "cell_type": "code", "execution_count": null, "id": "01deabc5", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group.mean_diff.plot(horizontal=False, slopegraph_kwargs={'jitter': 1});\n", + "multi_2group.mean_diff.plot(horizontal=True, slopegraph_kwargs={'jitter': 1});" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db482bd2", + "metadata": {}, "outputs": [], "source": [] } diff --git a/nbs/tutorials/08-horizontal_plot.ipynb b/nbs/tutorials/08-horizontal_plot.ipynb new file mode 100644 index 00000000..3e3b3c6f --- /dev/null +++ b/nbs/tutorials/08-horizontal_plot.ipynb @@ -0,0 +1,578 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Horizontal plots\n", + "\n", + "- order: 8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In DABEST version xx.xx.xx, we introduce a new plotting orientation: **horizontal plots**. \n", + "\n", + "This is useful when you have a large number of groups, and you want to save space on the x-axis (or just would prefer a different layout!). \n", + "\n", + "To access this, provide `horizontal=True` to the `plot` method." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We're using DABEST v2024.03.29\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import dabest\n", + "\n", + "print(\"We're using DABEST v{}\".format(dabest.__version__))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\") # to suppress warnings related to points not being able to be plotted due to dot size" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import norm # Used in generation of populations.\n", + "\n", + "np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + "\n", + "Ns = 20 # The number of samples taken from each population\n", + "\n", + "# Create samples\n", + "c1 = norm.rvs(loc=3, scale=0.4, size=Ns)\n", + "c2 = norm.rvs(loc=3.5, scale=0.75, size=Ns)\n", + "c3 = norm.rvs(loc=3.25, scale=0.4, size=Ns)\n", + "\n", + "t1 = norm.rvs(loc=3.5, scale=0.5, size=Ns)\n", + "t2 = norm.rvs(loc=2.5, scale=0.6, size=Ns)\n", + "t3 = norm.rvs(loc=3, scale=0.75, size=Ns)\n", + "t4 = norm.rvs(loc=3.5, scale=0.75, size=Ns)\n", + "t5 = norm.rvs(loc=3.25, scale=0.4, size=Ns)\n", + "t6 = norm.rvs(loc=3.25, scale=0.4, size=Ns)\n", + "\n", + "\n", + "# Add a `gender` column for coloring the data.\n", + "females = np.repeat('Female', Ns/2).tolist()\n", + "males = np.repeat('Male', Ns/2).tolist()\n", + "gender = females + males\n", + "\n", + "# Add an `id` column for paired data plotting.\n", + "id_col = pd.Series(range(1, Ns+1))\n", + "\n", + "# Combine samples and gender into a DataFrame.\n", + "df = pd.DataFrame({'Control 1' : c1, 'Test 1' : t1,\n", + " 'Control 2' : c2, 'Test 2' : t2,\n", + " 'Control 3' : c3, 'Test 3' : t3,\n", + " 'Test 4' : t4, 'Test 5' : t5, 'Test 6' : t6,\n", + " 'Gender' : gender, 'ID' : id_col\n", + " })" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Swarmplots\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\"), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(horizontal=True);\n", + "\n", + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\"),(\"Test 4\", \"Test 5\")))\n", + "multi_2group.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Repeated Measures\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_baseline_repeated_measures = dabest.load(df, idx=(\"Control 1\", \"Test 1\",),paired=\"baseline\", id_col=\"ID\")\n", + "multi_baseline_repeated_measures.mean_diff.plot(horizontal=True,);\n", + "\n", + "multi_baseline_repeated_measures = dabest.load(df, idx=((\"Control 1\", \"Test 1\", \"Test 2\", \"Test 3\"),(\"Control 2\", \"Test 4\", \"Test 5\", \"Test 6\")),paired=\"baseline\", id_col=\"ID\")\n", + "multi_baseline_repeated_measures.mean_diff.plot(horizontal=True,);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Proportion plots - Barplots and Sankey diagrams\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def create_demo_prop_dataset(seed=9999, N=40):\n", + " import numpy as np\n", + " import pandas as pd\n", + "\n", + " np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + " # Create samples\n", + " n = 1\n", + " c1 = np.random.binomial(n, 0.2, size=N)\n", + " c2 = np.random.binomial(n, 0.2, size=N)\n", + " c3 = np.random.binomial(n, 0.8, size=N)\n", + "\n", + " t1 = np.random.binomial(n, 0.6, size=N)\n", + " t2 = np.random.binomial(n, 0.2, size=N)\n", + " t3 = np.random.binomial(n, 0.3, size=N)\n", + " t4 = np.random.binomial(n, 0.4, size=N)\n", + " t5 = np.random.binomial(n, 0.5, size=N)\n", + " t6 = np.random.binomial(n, 0.6, size=N)\n", + " t7 = np.ones(N)\n", + " t8 = np.zeros(N)\n", + " t9 = np.zeros(N)\n", + "\n", + " # Add a `gender` column for coloring the data.\n", + " females = np.repeat('Female', N / 2).tolist()\n", + " males = np.repeat('Male', N / 2).tolist()\n", + " gender = females + males\n", + "\n", + " # Add an `id` column for paired data plotting.\n", + " id_col = pd.Series(range(1, N + 1))\n", + "\n", + " # Combine samples and gender into a DataFrame.\n", + " df = pd.DataFrame({'Control 1': c1, 'Test 1': t1,\n", + " 'Control 2': c2, 'Test 2': t2,\n", + " 'Control 3': c3, 'Test 3': t3,\n", + " 'Test 4': t4, 'Test 5': t5, 'Test 6': t6,\n", + " 'Test 7': t7, 'Test 8': t8, 'Test 9': t9,\n", + " 'Gender': gender, 'ID': id_col\n", + " })\n", + "\n", + " return df\n", + "df_prop = create_demo_prop_dataset()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Barplots\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df_prop, idx=((\"Control 1\", \"Test 1\"), (\"Control 2\", \"Test 2\"), (\"Test 3\", \"Test 4\"), (\"Test 5\", \"Test 6\")), proportional=True)\n", + "two_groups_unpaired.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sankey diagrams\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_group_baseline = dabest.load(df_prop, idx=(((\"Control 1\", \"Test 1\",\"Test 2\", \"Test 3\"),(\"Test 4\", \"Test 5\", \"Test 6\"))),proportional=True, paired=\"baseline\", id_col=\"ID\")\n", + "multi_group_baseline.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Delta-delta" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "from scipy.stats import norm # Used in generation of populations.\n", + "np.random.seed(9999) # Fix the seed to ensure reproducibility of results.\n", + "\n", + "# Create samples\n", + "N = 20\n", + "y = norm.rvs(loc=3, scale=0.4, size=N*4)\n", + "y[N:2*N] = y[N:2*N]+1\n", + "y[2*N:3*N] = y[2*N:3*N]-0.5\n", + "\n", + "# Add a `Treatment` column\n", + "t1 = np.repeat('Placebo', N*2).tolist()\n", + "t2 = np.repeat('Drug', N*2).tolist()\n", + "treatment = t1 + t2 \n", + "\n", + "# Add a `Rep` column as the first variable for the 2 replicates of experiments done\n", + "rep = []\n", + "for i in range(N*2):\n", + " rep.append('Rep1')\n", + " rep.append('Rep2')\n", + "\n", + "# Add a `Genotype` column as the second variable\n", + "wt = np.repeat('W', N).tolist()\n", + "mt = np.repeat('M', N).tolist()\n", + "wt2 = np.repeat('W', N).tolist()\n", + "mt2 = np.repeat('M', N).tolist()\n", + "\n", + "\n", + "genotype = wt + mt + wt2 + mt2\n", + "\n", + "# Add an `id` column for paired data plotting.\n", + "id = list(range(0, N*2))\n", + "id_col = id + id \n", + "\n", + "\n", + "# Combine all columns into a DataFrame.\n", + "df_delta2 = pd.DataFrame({'ID' : id_col,\n", + " 'Rep' : rep,\n", + " 'Genotype' : genotype, \n", + " 'Treatment': treatment,\n", + " 'Y' : y\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired_delta2 = dabest.load(data = df_delta2, x = [\"Genotype\", \"Genotype\"], y = \"Y\", delta2 = True, experiment = \"Treatment\")\n", + "unpaired_delta2.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mini-Meta" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unpaired = dabest.load(df, idx=((\"Control 1\", \"Test 2\"), (\"Control 2\", \"Test 3\"), (\"Test 4\", \"Test 5\")), mini_meta=True)\n", + "unpaired.mean_diff.plot(horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Aesthetic options\n", + "\n", + "As with the vertical plots, horizontal plots can be customized using the same options. \n", + "\n", + "Shown below are a few cases where the aesthetics are modified, added functionality, or just less intuitive." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Swarm Side\n", + "\n", + "As with the vertical plots, you can specify the side of the swarms via `swarm_side` in the `plot()` function. \n", + "\n", + "In this case, `swarm_side='left'` would plot the swarms upwards, and `swarm_side='right'` would plot the swarms downwards." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Default is `swarm_side='left'`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired = dabest.load(df, idx=(\"Control 1\", \"Test 1\", 'Test 2'), resamples=5000)\n", + "two_groups_unpaired.mean_diff.plot(swarm_side='left', horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`swarm_side='center'`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(swarm_side='center', horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`swarm_side='right'`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_groups_unpaired.mean_diff.plot(swarm_side='right', horizontal=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Table Kwargs\n", + "\n", + "The table axis can be customized using the `horizontal_table_kwargs` argument. A dict of keywords can be passed to customize the table. \n", + "\n", + "If None, the following keywords are passed:\n", + "\n", + "- 'color' : 'yellow', \n", + "- 'alpha' :0.2, \n", + "- 'fontsize' : 12, \n", + "- 'text_color' : 'black', \n", + "- 'text_units' : None, \n", + "- 'paired_gap_dashes' : False, \n", + "- 'fontsize_label': 12, \n", + "- 'label': 'Δ'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),(\"Control 2\", \"Test 2\"),(\"Control 3\", \"Test 3\"),(\"Test 4\", \"Test 5\")))\n", + "multi_2group.mean_diff.plot(horizontal=True, horizontal_table_kwargs={'color': 'red', \n", + " 'alpha': 0.5, \n", + " 'text_color': \n", + " 'white',\n", + " 'text_units':'mm', \n", + " 'label': 'delta mm'\n", + " });" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}