diff --git a/projects/Figures/Figure_01v1_DimRedZoology.ipynb b/projects/Figures/Figure_01v1_DimRedZoology.ipynb new file mode 100644 index 0000000..cfc8562 --- /dev/null +++ b/projects/Figures/Figure_01v1_DimRedZoology.ipynb @@ -0,0 +1,670 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8205c233-a401-446e-aa81-9f2339864123", + "metadata": {}, + "source": [ + "# Manuscript Figure 1: A Zoology of Dimensionality Reduction Outcomes\n", + "\n", + "Comparing dimensionality reduction algorithms (DRAs) side-by-side at different hyperparameter settings shows a diversity of potential features and outcomes. In this notebook, we show how t-SNE and UMAP embeddings show considerable variation in the structures present in embeddings of different data sets." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "93e7ac41-63b4-4185-8fb9-f63208804dc2", + "metadata": {}, + "outputs": [], + "source": [ + "from EMBEDR import EMBEDR, EMBEDR_sweep\n", + "from EMBEDR.human_round import *\n", + "import EMBEDR.plots.EMBEDR_Figure_01v1_DimRed_Zoology as F01\n", + "import EMBEDR.plotting_utility as putl\n", + "\n", + "import matplotlib\n", + "import matplotlib.gridspec as gs\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os\n", + "import pandas as pd\n", + "import scanpy as sc\n", + "import seaborn as sns\n", + "from sklearn.metrics import pairwise_distances as pwd\n", + "import warnings\n", + "\n", + "%matplotlib inline\n", + "\n", + "warnings.filterwarnings(\"ignore\", message=\"This figure includes Axes that\")\n", + "warnings.filterwarnings(\"ignore\", message=\"tight_layout not applied: \")" + ] + }, + { + "cell_type": "markdown", + "id": "ac8baadb-425c-4c26-8a08-d62e2dcd90eb", + "metadata": {}, + "source": [ + "### Set runtime parameters here...\n", + "\n", + "While many of these parameters can be ignored by users, we make them explicit here to show some of the options available when using EMBEDR. Most important, however, is to give your project a **name** and a **directory** in which it can store intermediate results. EMBEDR has been written to be efficient with memory and time, but for larger hyperparameter sweeps this can still result in saving dozens of files, so specifying this directory can help with project management down the road." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b0781415-52b4-4222-b8ca-957b6aea213d", + "metadata": {}, + "outputs": [], + "source": [ + "## Project details\n", + "project_name = \"EMBEDR_Figure_01v1_DimRedZoology\"\n", + "project_dir = \"/home/emj760/../../projects/b1042/ejohnson/projects/Figures/\"\n", + "\n", + "## Set parameters at which to plot data.\n", + "## In this script, we'll be exploring t-SNE and UMAP, each at two parameter values,\n", + "## hence the list of tuples.\n", + "DR_params = [('tSNE', 10),\n", + " ('UMAP', 15),\n", + " ('tSNE', 120),\n", + " ('UMAP', 150)]\n", + "\n", + "## Set other parameters\n", + "n_components = 2 ## Embedding dimension.\n", + "n_data_embed = 3 ## How many data embeddings to generate (we do 3 here for later figures).\n", + "n_null_embed = 1 ## How many null embeddings to generate.\n", + "random_seed = 1\n", + "initialization = 'random' ## Random initialization of t-SNE and UMAP are advised\n", + " ## so as to avoid local minima.\n", + "n_jobs = -1 ## Use all available cores." + ] + }, + { + "cell_type": "markdown", + "id": "ce904b73-006f-47f3-919a-895752c2df04", + "metadata": {}, + "source": [ + "### Load the data and metadata\n", + "\n", + "Here we load the Tabula Muris Marrow data set. The data is stored as an `anndata` object, so we load it with the scanpy package. The metadata are then stored as the `.obs` attribute." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b6628a3f-1076-4688-89fd-d0b851b1c2ea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input data `X` is 4771 x 50!\n" + ] + } + ], + "source": [ + "## Select which data to use\n", + "seq_type = \"FACS\"\n", + "tissue = \"Marrow\"\n", + "\n", + "## Path to data.\n", + "data_dir = f\"../../data/tabula-muris/04_facs_processed_data/\"\n", + "\n", + "## Load the data\n", + "data = sc.read_h5ad(os.path.join(data_dir, f\"{seq_type}/Processed_{tissue.title()}.h5ad\"))\n", + "\n", + "## Save the metadata\n", + "metadata = data.obs\n", + "\n", + "## Use the first 50 PCs\n", + "X = data.obsm['X_pca']\n", + "n_samples, n_features = X.shape\n", + "print(f\"Input data `X` is {n_samples} x {n_features}!\")\n", + "\n", + "## Clear the full data structure if memory is a concern.\n", + "del data" + ] + }, + { + "cell_type": "markdown", + "id": "b2fb3609-600d-4994-ba90-6cb5dc149701", + "metadata": {}, + "source": [ + "### Run EMBEDR for each of the parameter combinations.\n", + "\n", + "In this case, we simply want a single embedding for each combo, so this shouldn't take very long." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "87e94d23-4f94-43f9-b834-224c3ecb8252", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "---> Finding 32 nearest neighbors to query points in existing kNN graph using an approximate search and the 'euclidean'' metric...\n", + "---> Time Elapsed: 0.75 seconds!\n", + "\n", + "Initialized EMBEDR.tSNE_Embed object!\n", + "\n", + "Generating null 1 / 1\n", + "---> Finding 32 nearest neighbors to query points in existing kNN graph using an approximate search and the 'euclidean'' metric...\n", + "---> Time Elapsed: 0.71 seconds!\n", + "\n", + "Initialized EMBEDR.tSNE_Embed object!\n", + "\n", + "\n", + "Generating null 1 / 1\n", + "\n", + "---> Finding 362 nearest neighbors to query points in existing kNN graph using an approximate search and the 'euclidean'' metric...\n", + "---> Time Elapsed: 1.2 seconds!\n", + "\n", + "Initialized EMBEDR.tSNE_Embed object!\n", + "\n", + "Generating null 1 / 1\n", + "---> Finding 362 nearest neighbors to query points in existing kNN graph using an approximate search and the 'euclidean'' metric...\n", + "---> Time Elapsed: 1.2 seconds!\n", + "\n", + "Initialized EMBEDR.tSNE_Embed object!\n", + "\n", + "---> Finding 151 nearest neighbors to query points in existing kNN graph using an approximate search and the 'euclidean'' metric...\n", + "---> Time Elapsed: 0.97 seconds!\n", + "\n", + "Generating null 1 / 1\n", + "---> Finding 151 nearest neighbors to query points in existing kNN graph using an approximate search and the 'euclidean'' metric...\n", + "---> Time Elapsed: 1 seconds!\n" + ] + } + ], + "source": [ + "embObjs = {}\n", + "for alg, param in DR_params:\n", + " \n", + " ## If we're doing t-SNE, then we use the `perplexity` parameter...\n", + " if alg.lower() == 'tsne':\n", + " perp = param\n", + " n_neib = None\n", + " ## If we're doing UMAP, then we use the `n_neighbors` parameter.\n", + " else:\n", + " perp = None\n", + " n_neib = param\n", + "\n", + " ## Initialize a new object at each loop.\n", + " embObj = EMBEDR(X=X,\n", + " n_jobs=n_jobs,\n", + " random_state=random_seed,\n", + " n_data_embed=n_data_embed,\n", + " n_null_embed=n_null_embed,\n", + " n_components=n_components,\n", + " DRA=alg, ## HERE WE SET DRA\n", + " perplexity=perp, ## HERE WE SET HYPERPARAMETERS\n", + " n_neighbors=n_neib,\n", + " project_name=project_name,\n", + " project_dir=project_dir,\n", + " verbose=1)\n", + " embObj.fit(X) ## Use `fit` to generate the embeddings.\n", + " \n", + " embObjs[(alg, param)] = embObj" + ] + }, + { + "cell_type": "markdown", + "id": "a688fc5c-2fd5-4eae-a6d7-c32a72712d39", + "metadata": {}, + "source": [ + "### Show the Results!\n", + "\n", + "Here we can then quickly see the different results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "733822dc-1a9b-4a19-ba58-bcdbddef7100", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_rows = n_cols = 2\n", + "fig, axes = plt.subplots(n_rows, n_cols, figsize=(8, 8))\n", + "\n", + "for ii, (alg, param) in enumerate(DR_params):\n", + " rowNo, colNo = int(ii / n_cols), int(ii % n_cols)\n", + " axis = axes[rowNo, colNo]\n", + " \n", + " embObj = embObjs[(alg, param)]\n", + " \n", + " ## We can provide the metadata and a column name to make a plot\n", + " ## colored by that metadata. Using `is_categorical` coerces a\n", + " ## categorical style, otherwise the metadata will be interpreted\n", + " ## as a number.\n", + " embObj.plot(plot_type='cell_ontology_class',\n", + " metadata=metadata,\n", + " is_categorical=True,\n", + " cmap='husl',\n", + " axis=axis,\n", + " scatter_size=3,\n", + " scatter_alpha=0.5,\n", + " show_legend=False,\n", + " cite_EMBEDR=False)\n", + " \n", + " axis.set_title(f\"{alg} @ {param}\")" + ] + }, + { + "cell_type": "markdown", + "id": "fc2b6883-3922-4510-8c95-166998bfa024", + "metadata": {}, + "source": [ + "### Improved Figures\n", + "\n", + "We can also add a few details to improve the figure. First, we set environment parameters and parameters specific to this figure." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "38641cb7-bf83-415c-ab2b-1982ffb5c46e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['granulocyte', 'naive B cell', 'Slamf1-negative multipotent progenitor cell', 'precursor B cell', 'immature B cell', 'late pro-B cell', 'monocyte', 'hematopoietic precursor cell', 'granulocytopoietic cell', 'macrophage']\n" + ] + } + ], + "source": [ + "## Where to save generated figures.\n", + "fig_dir = f\"./Figure_01v1_DimRedZoology/\"\n", + "\n", + "## Show ALL axes borders (useful for gridspec setup)\n", + "show_all_axes = False \n", + "\n", + "## Environment-wide parameters.\n", + "plt.rcParams['svg.fonttype'] = 'none'\n", + "sns.set(color_codes=True)\n", + "sns.set_style('whitegrid')\n", + "matplotlib.rc(\"font\", size=10)\n", + "matplotlib.rc(\"xtick\", labelsize=10)\n", + "matplotlib.rc(\"ytick\", labelsize=10)\n", + "matplotlib.rc(\"axes\", labelsize=12)\n", + "matplotlib.rc(\"axes\", titlesize=16)\n", + "matplotlib.rc(\"legend\", fontsize=10)\n", + "matplotlib.rc(\"figure\", titlesize=12)\n", + "\n", + "## Figure size and gridspec size\n", + "my_dpi = 400\n", + "fig_wid = 7.2 ## inches (8 inch-wide paper minus margins)\n", + "fig_hgt = 0.8 * fig_wid\n", + "fig_pad = 0.5\n", + "\n", + "## Automatically set n_rows based on conditions and n_cols.\n", + "n_cols = 2\n", + "n_rows = int(np.ceil(len(DR_params) / n_cols))\n", + "\n", + "## Main gridspec parameters.\n", + "main_wspace = 0.005\n", + "main_hspace = 0.01\n", + "main_spns_2_show = 'all'\n", + "main_spn_alpha = 0.5\n", + "main_spn_width = 1.0\n", + "main_height_ratios = [1, 1]\n", + "\n", + "## Toggle for axes borders.\n", + "if show_all_axes:\n", + " spine_alpha = 1\n", + "else:\n", + " spine_alpha = 0\n", + " \n", + "title_size=14\n", + "title_pad=-15\n", + "\n", + "base_cmap = sns.color_palette()\n", + "cblind_cmap = sns.color_palette('colorblind')\n", + "bright_cmap = sns.color_palette('bright')\n", + "\n", + "axis_kwds = {'spines_2_show': 'all',\n", + " 'spine_alpha': 0.5,\n", + " 'spine_width': 1}\n", + "\n", + "## This utility function returns several useful breakdowns of a metadata column.\n", + "processed_label = putl.process_categorical_label(metadata,\n", + " 'cell_ontology_class',\n", + " cmap='colorblind')\n", + "[raw_labels, label_counts, long_labels, label_mapper, label_cmap] = processed_label\n", + "\n", + "## Get the label names for the 10 largest cell types.\n", + "clust_2_label = [label_counts.index.values[cl] for cl in np.arange(10)]\n", + "print(clust_2_label)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cedd6aa8-eee4-4b88-b2cd-c6bbc9353735", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Saving EMBEDR_Figure_01v1_DimRedZoology to file (pdf, tiff, png)\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.pdf\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.tiff\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.png\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, back_axis, main_gs, main_axes = F01.make_figure_grid()\n", + "\n", + "for rowNo in range(n_rows):\n", + " for colNo in range(n_cols):\n", + " idx = rowNo * n_cols + colNo\n", + " embObj = embObjs[DR_params[idx]]\n", + " axis = main_axes[rowNo][colNo]\n", + " \n", + " embObj.plot(plot_type='cell_ontology_class',\n", + " metadata=metadata,\n", + " is_categorical=True,\n", + " labels_2_show=clust_2_label,\n", + " cmap='colorblind',\n", + " axis=axis,\n", + " axis_kwds=axis_kwds,\n", + " scatter_size=3,\n", + " scatter_alpha=0.5,\n", + " show_legend=False,\n", + " cite_EMBEDR=False)\n", + " \n", + " axis = F01.add_median_labels(axis,\n", + " embObj.data_Y[0],\n", + " raw_labels,\n", + " clust_2_label)\n", + " \n", + " if DR_params[idx][0].lower() == 'tsne':\n", + " kEff = human_round(embObj.kEff)\n", + " title = f\"t-SNE: \" + r\"$k_{Eff} \\approx $\" + f\"{kEff:.0f}\"\n", + " else:\n", + " title = f\"UMAP: \" + r\"$k = $\" + f\"{embObj._max_nn:.0f}\"\n", + " \n", + " axis.set_title(title, fontsize=title_size, pad=title_pad)\n", + " ylim = axis.get_ylim()\n", + " axis.set_ylim(ylim[0], ylim[1] + 0.1 * (ylim[1] - ylim[0]))\n", + "\n", + "fig.tight_layout(pad=fig_pad)\n", + "\n", + "putl.add_panel_numbers(main_axes, edge_pad=5)\n", + "\n", + "back_axis = F01.add_category_boxes(fig,\n", + " back_axis,\n", + " main_axes,\n", + " clust_2_label,\n", + " processed_label)\n", + "\n", + "fig.tight_layout()\n", + "\n", + "putl.save_figure(fig, project_name, fig_dir=fig_dir, formats=['pdf', 'tiff', 'png'], dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "7fba7a46-0323-4161-af65-de7dabe1f1e9", + "metadata": {}, + "source": [ + "### More Figures\n", + "\n", + "We can also add more embeddings at each DRA/parameter combo to show the effect of different random seeds!" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cc082857-21ac-409a-b8ed-cb8a6ee14d58", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Saving EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt to file (pdf, tiff, png)\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.pdf\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.tiff\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.png\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_rows, n_cols = 4, 3\n", + "\n", + "[fig,\n", + " back_axis,\n", + " main_gs,\n", + " main_axes] = F01.make_figure_grid(n_rows=n_rows, n_cols=n_cols, fig_size=(8, 11))\n", + "\n", + "for rowNo in range(n_rows):\n", + " for colNo in range(n_cols):\n", + " idx = rowNo * n_cols + colNo\n", + " embObj = embObjs[DR_params[rowNo]]\n", + " axis = main_axes[rowNo][colNo]\n", + " \n", + " embObj.plot(plot_type='cell_ontology_class',\n", + " embed_2_show=colNo, ## Use this keyword to change the displayed embedding!\n", + " metadata=metadata,\n", + " is_categorical=True,\n", + " labels_2_show=clust_2_label,\n", + " cmap='colorblind',\n", + " axis=axis,\n", + " axis_kwds=axis_kwds,\n", + " scatter_size=3,\n", + " scatter_alpha=0.5,\n", + " show_legend=False,\n", + " cite_EMBEDR=False)\n", + " \n", + " axis = F01.add_median_labels(axis,\n", + " embObj.data_Y[colNo],\n", + " raw_labels,\n", + " clust_2_label)\n", + " \n", + " if DR_params[rowNo][0].lower() == 'tsne':\n", + " kEff = human_round(embObj.kEff)\n", + " title = f\"t-SNE: \" + r\"$k_{Eff} \\approx $\" + f\"{kEff:.0f}\"\n", + " else:\n", + " title = f\"UMAP: \" + r\"$k = $\" + f\"{embObj._max_nn:.0f}\"\n", + " \n", + " axis.set_title(title, fontsize=title_size, pad=title_pad)\n", + " ylim = axis.get_ylim()\n", + " axis.set_ylim(ylim[0], ylim[1] + 0.1 * (ylim[1] - ylim[0]))\n", + "\n", + "fig.tight_layout(pad=fig_pad)\n", + "\n", + "putl.add_panel_numbers(main_axes, edge_pad=3)\n", + "\n", + "back_axis = F01.add_category_boxes(fig,\n", + " back_axis,\n", + " main_axes,\n", + " clust_2_label,\n", + " processed_label,\n", + " text_vert_pad=-0.005)\n", + "\n", + "fig.tight_layout()\n", + "\n", + "fig_name = \"EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt\"\n", + "putl.save_figure(fig, fig_name, fig_dir=fig_dir, formats=['pdf', 'tiff', 'png'], dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "9b72b7dc-4f5b-48db-98c1-b138a71fade8", + "metadata": {}, + "source": [ + "Alternately, we can examine these embeddings based on intrinsic properties like the distance to a $k$th neighbor or the number of important neighbors..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34352122-536d-423f-a550-9d82b8a4e54b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Saving EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability to file (pdf, tiff, png)\n", + "Saving ./Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.pdf\n" + ] + } + ], + "source": [ + "from EMBEDR.plots.embedr_scatterplots import Scatterplot\n", + "\n", + "n_rows, n_cols = 4, 3\n", + "\n", + "[fig,\n", + " back_axis,\n", + " main_gs,\n", + " main_axes] = F01.make_figure_grid(n_rows=n_rows, n_cols=n_cols, fig_size=(8, 11))\n", + "\n", + "for rowNo in range(n_rows):\n", + " for colNo in range(n_cols):\n", + " idx = rowNo * n_cols + colNo\n", + " embObj = embObjs[DR_params[rowNo]]\n", + " axis = main_axes[rowNo][colNo]\n", + " \n", + " alg, param = DR_params[rowNo]\n", + " \n", + " show_cbar = False\n", + " if colNo == n_cols - 1:\n", + " show_cbar = True\n", + " \n", + " if alg.lower() == 'tsne':\n", + " cbar_ticks = [0.5, 0.75, 1., 1.25, 1.5, 1.75, 2., 2.25, 2.5]\n", + " cbar_tlabs = [f\"{human_round(10**cbt):.0f}\" for cbt in cbar_ticks]\n", + " SPL = Scatterplot(embObj.data_Y[colNo],\n", + " embObj._kEff,\n", + " fig=fig,\n", + " axis=axis,\n", + " log_labels=True,\n", + " cmap='magma',\n", + " plot_order='desc',\n", + " axis_kwds=axis_kwds,\n", + " scatter_size=3,\n", + " scatter_alpha=0.5,\n", + " show_cbar=show_cbar,\n", + " cbar_label=r\"$k_{\\mathrm{Eff}}$\",\n", + " cbar_ticks=cbar_ticks,\n", + " cbar_ticklabels=cbar_tlabs,\n", + " cite_EMBEDR=False)\n", + " \n", + " kEff = human_round(embObj.kEff)\n", + " title = f\"t-SNE: \" + r\"$k_{Eff} \\approx $\" + f\"{kEff:.0f}\"\n", + " \n", + " else:\n", + " cbar_ticks = [0.75, 1., 1.25, 1.5, 1.75, 2., 2.25, 2.5]\n", + " cbar_tlabs = [f\"{human_round(10**cbt):.0f}\" for cbt in cbar_ticks]\n", + " d99 = np.percentile(embObj.data_kNN.kNN_dst[:, param - 1], 99)\n", + " values = np.clip(embObj.data_kNN.kNN_dst[:, param - 1], 0, d99)\n", + " SPL = Scatterplot(embObj.data_Y[colNo],\n", + " embObj.data_kNN.kNN_dst[:, param - 1],\n", + " fig=fig,\n", + " axis=axis,\n", + " cmap='viridis',\n", + " plot_order='desc',\n", + " log_labels=True,\n", + " axis_kwds=axis_kwds,\n", + " scatter_size=3,\n", + " scatter_alpha=0.5,\n", + " show_cbar=show_cbar,\n", + " cbar_ticks=cbar_ticks,\n", + " cbar_ticklabels=cbar_tlabs,\n", + " cbar_label=r\"Dist. to $k$th Neighbor\",\n", + " cite_EMBEDR=False)\n", + " \n", + " title = f\"UMAP: \" + r\"$k = $\" + f\"{embObj._max_nn:.0f}\"\n", + " \n", + " axis = SPL.plot()\n", + " \n", + " axis.set_title(title, fontsize=title_size, pad=title_pad)\n", + " ylim = axis.get_ylim()\n", + " axis.set_ylim(ylim[0], ylim[1] + 0.1 * (ylim[1] - ylim[0]))\n", + " \n", + "putl.add_panel_numbers(main_axes, edge_pad=3)\n", + "\n", + "fig.tight_layout(pad=fig_pad)\n", + "\n", + "fig_name = \"EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability\"\n", + "putl.save_figure(fig, fig_name, fig_dir=fig_dir, formats=['pdf', 'tiff', 'png'], dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5a6e4afc-8744-4cd5-8de6-68b5904783bb", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "EMBEDR_kernel", + "language": "python", + "name": "embedr" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.pdf b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.pdf new file mode 100644 index 0000000..efdd230 Binary files /dev/null and b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.pdf differ diff --git a/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.png b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.png new file mode 100644 index 0000000..adb74e2 Binary files /dev/null and b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_01v1_DimRedZoology.png differ diff --git a/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.pdf b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.pdf new file mode 100644 index 0000000..261ed27 Binary files /dev/null and b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.pdf differ diff --git a/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.png b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.png new file mode 100644 index 0000000..12e1025 Binary files /dev/null and b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byCellOnt.png differ diff --git a/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.pdf b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.pdf new file mode 100644 index 0000000..21abfdd Binary files /dev/null and b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.pdf differ diff --git a/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.png b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.png new file mode 100644 index 0000000..66d0678 Binary files /dev/null and b/projects/Figures/Figure_01v1_DimRedZoology/EMBEDR_Figure_S01v1_DimRedZoology_Extended_byVariability.png differ