From b68a0dcef7271029348929a5f20b48e3b166aaa8 Mon Sep 17 00:00:00 2001 From: Milton Pividori Date: Mon, 20 Nov 2023 20:42:20 -0700 Subject: [PATCH] add notebook to test substructures in data --- .../misc/01-data_with_substructures.ipynb | 1308 +++++++++++++++++ .../misc/py/01-data_with_substructures.py | 266 ++++ 2 files changed, 1574 insertions(+) create mode 100644 nbs/99_manuscript/misc/01-data_with_substructures.ipynb create mode 100644 nbs/99_manuscript/misc/py/01-data_with_substructures.py diff --git a/nbs/99_manuscript/misc/01-data_with_substructures.ipynb b/nbs/99_manuscript/misc/01-data_with_substructures.ipynb new file mode 100644 index 00000000..a410b621 --- /dev/null +++ b/nbs/99_manuscript/misc/01-data_with_substructures.ipynb @@ -0,0 +1,1308 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b9c35e72-e087-4511-9899-5da25f3ff7ba", + "metadata": { + "papermill": { + "duration": 0.006451, + "end_time": "2023-11-20T15:42:04.010493", + "exception": false, + "start_time": "2023-11-20T15:42:04.004042", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Description" + ] + }, + { + "cell_type": "markdown", + "id": "2422b873-5148-44ef-9884-0dd0fa8e69fa", + "metadata": { + "papermill": { + "duration": 0.006569, + "end_time": "2023-11-20T15:42:04.027554", + "exception": false, + "start_time": "2023-11-20T15:42:04.020985", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "This notebooks analyzes CCC in the presence of data with substructures. The analyses are focused on the Reviewer 2's comment:\n", + "\n", + "```\n", + "Consider a scenario where there are two distinct clusters in the data. If the data has a clear cluster, the CCC will always be 1. This may not be an expected result, especially if we know there are substructures in the data, such as different cell types. Will the CCC method fail in such datasets?\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "5d4ae4df-624d-4951-917c-880462cfb658", + "metadata": { + "papermill": { + "duration": 0.005443, + "end_time": "2023-11-20T15:42:04.038338", + "exception": false, + "start_time": "2023-11-20T15:42:04.032895", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2dcd0e52-236a-44cd-9cd9-71cca1232338", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:04.050362Z", + "iopub.status.busy": "2023-11-20T15:42:04.050025Z", + "iopub.status.idle": "2023-11-20T15:42:04.851583Z", + "shell.execute_reply": "2023-11-20T15:42:04.851239Z" + }, + "papermill": { + "duration": 0.809772, + "end_time": "2023-11-20T15:42:04.853250", + "exception": false, + "start_time": "2023-11-20T15:42:04.043478", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "from scipy.stats import pearsonr, spearmanr\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "from ccc import conf\n", + "from ccc.coef import ccc\n", + "from ccc.methods import mic" + ] + }, + { + "cell_type": "markdown", + "id": "e9ef3211-8d35-4b4b-be45-2de384b6fdee", + "metadata": { + "papermill": { + "duration": 0.005226, + "end_time": "2023-11-20T15:42:04.864027", + "exception": false, + "start_time": "2023-11-20T15:42:04.858801", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Settings" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3e9781c8-faf2-41ec-a5c3-ab84dec6a7fa", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:04.876161Z", + "iopub.status.busy": "2023-11-20T15:42:04.876077Z", + "iopub.status.idle": "2023-11-20T15:42:04.878289Z", + "shell.execute_reply": "2023-11-20T15:42:04.877978Z" + }, + "papermill": { + "duration": 0.009172, + "end_time": "2023-11-20T15:42:04.879490", + "exception": false, + "start_time": "2023-11-20T15:42:04.870318", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "RANDOM_STATE = 123" + ] + }, + { + "cell_type": "markdown", + "id": "649a237d-595e-4bd7-a607-7c1773b36cb5", + "metadata": { + "papermill": { + "duration": 0.005174, + "end_time": "2023-11-20T15:42:04.889935", + "exception": false, + "start_time": "2023-11-20T15:42:04.884761", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Paths" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f869a719-5302-4c5b-b496-0878617ea3d3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:04.900870Z", + "iopub.status.busy": "2023-11-20T15:42:04.900777Z", + "iopub.status.idle": "2023-11-20T15:42:04.904748Z", + "shell.execute_reply": "2023-11-20T15:42:04.904473Z" + }, + "papermill": { + "duration": 0.011527, + "end_time": "2023-11-20T15:42:04.906686", + "exception": false, + "start_time": "2023-11-20T15:42:04.895159", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/opt/manuscript/content/images/misc/data_with_substructures')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "OUTPUT_FIGURE_DIR = conf.MANUSCRIPT[\"FIGURES_DIR\"] / \"misc\" / \"data_with_substructures\"\n", + "OUTPUT_FIGURE_DIR.mkdir(parents=True, exist_ok=True)\n", + "display(OUTPUT_FIGURE_DIR)" + ] + }, + { + "cell_type": "markdown", + "id": "35453032-07b1-4e68-9f65-f8ec0d0ebcd1", + "metadata": { + "papermill": { + "duration": 0.005339, + "end_time": "2023-11-20T15:42:04.917565", + "exception": false, + "start_time": "2023-11-20T15:42:04.912226", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Diagonal" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "90611494-e1b4-4c57-b7b9-cf96e7abbfd3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:04.928844Z", + "iopub.status.busy": "2023-11-20T15:42:04.928765Z", + "iopub.status.idle": "2023-11-20T15:42:04.933308Z", + "shell.execute_reply": "2023-11-20T15:42:04.932908Z" + }, + "papermill": { + "duration": 0.011492, + "end_time": "2023-11-20T15:42:04.934585", + "exception": false, + "start_time": "2023-11-20T15:42:04.923093", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "n_samples = 5000\n", + "\n", + "centers = [(-2.5, -2.5), (2.5, 2.5)]\n", + "X, y = make_blobs(\n", + " n_samples=n_samples, centers=centers, shuffle=True, random_state=RANDOM_STATE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e5076d0b-4614-4f67-8c0e-7965f53d6d5b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:04.946428Z", + "iopub.status.busy": "2023-11-20T15:42:04.946271Z", + "iopub.status.idle": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with sns.plotting_context(\"paper\", font_scale=1.8):\n", + " plt.subplots(figsize=(6, 6))\n", + " sns.scatterplot(data=data, x=\"x\", y=\"y\")\n", + " plt.axis(\"equal\")\n", + " sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a4e3f6ff-e904-4dd2-8cb0-63ce1d9ee390", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.149896Z", + "iopub.status.busy": "2023-11-20T15:42:05.149521Z", + "iopub.status.idle": "2023-11-20T15:42:05.152095Z", + "shell.execute_reply": "2023-11-20T15:42:05.151707Z" + }, + "papermill": { + "duration": 0.014974, + "end_time": "2023-11-20T15:42:05.152824", + "exception": false, + "start_time": "2023-11-20T15:42:05.137850", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "datasets_df = data" + ] + }, + { + "cell_type": "markdown", + "id": "c5c37ed4-5751-4b52-8a18-97004c41503b", + "metadata": { + "papermill": { + "duration": 0.003591, + "end_time": "2023-11-20T15:42:05.160098", + "exception": false, + "start_time": "2023-11-20T15:42:05.156507", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Horizontal" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1b869c31-11c5-4d1b-81cc-3eec5df478b1", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.169177Z", + "iopub.status.busy": "2023-11-20T15:42:05.168688Z", + "iopub.status.idle": "2023-11-20T15:42:05.176073Z", + "shell.execute_reply": "2023-11-20T15:42:05.175425Z" + }, + "papermill": { + "duration": 0.012977, + "end_time": "2023-11-20T15:42:05.176938", + "exception": false, + "start_time": "2023-11-20T15:42:05.163961", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "n_samples = 5000\n", + "\n", + "centers = [(-2.5, 0), (2.5, 0)]\n", + "X, y = make_blobs(\n", + " n_samples=n_samples, centers=centers, shuffle=True, random_state=RANDOM_STATE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3c01b5d7-f94a-448f-9b55-ac334497865f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.185466Z", + "iopub.status.busy": "2023-11-20T15:42:05.185077Z", + "iopub.status.idle": "2023-11-20T15:42:05.189947Z", + "shell.execute_reply": "2023-11-20T15:42:05.189444Z" + }, + "papermill": { + "duration": 0.010105, + "end_time": "2023-11-20T15:42:05.190811", + "exception": false, + "start_time": "2023-11-20T15:42:05.180706", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "data = pd.DataFrame(X).rename(columns={0: \"x\", 1: \"y\"})\n", + "data = data.assign(dataset=\"Horizontal\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8bb5c902-7f6d-439e-863e-7588159a23ca", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.199263Z", + "iopub.status.busy": "2023-11-20T15:42:05.198946Z", + "iopub.status.idle": "2023-11-20T15:42:05.203118Z", + "shell.execute_reply": "2023-11-20T15:42:05.202524Z" + }, + "papermill": { + "duration": 0.009354, + "end_time": "2023-11-20T15:42:05.203954", + "exception": false, + "start_time": "2023-11-20T15:42:05.194600", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(5000, 3)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "677299f5-6906-4068-94fa-156cf54ee487", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.212620Z", + "iopub.status.busy": "2023-11-20T15:42:05.212197Z", + "iopub.status.idle": "2023-11-20T15:42:05.219813Z", + "shell.execute_reply": "2023-11-20T15:42:05.219367Z" + }, + "papermill": { + "duration": 0.01286, + "end_time": "2023-11-20T15:42:05.220607", + "exception": false, + "start_time": "2023-11-20T15:42:05.207747", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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xydataset
01.671352-0.772871Horizontal
12.6180610.098650Horizontal
24.620568-0.032470Horizontal
33.648556-2.485625Horizontal
4-5.340847-0.156083Horizontal
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" + ], + "text/plain": [ + " x y dataset\n", + "0 1.671352 -0.772871 Horizontal\n", + "1 2.618061 0.098650 Horizontal\n", + "2 4.620568 -0.032470 Horizontal\n", + "3 3.648556 -2.485625 Horizontal\n", + "4 -5.340847 -0.156083 Horizontal" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e5f89c44-b7d3-4fba-b325-806887d538d7", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.229060Z", + "iopub.status.busy": "2023-11-20T15:42:05.228898Z", + "iopub.status.idle": "2023-11-20T15:42:05.382160Z", + "shell.execute_reply": "2023-11-20T15:42:05.381744Z" + }, + "papermill": { + "duration": 0.159255, + "end_time": "2023-11-20T15:42:05.383709", + "exception": false, + "start_time": "2023-11-20T15:42:05.224454", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with sns.plotting_context(\"paper\", font_scale=1.8):\n", + " plt.subplots(figsize=(6, 6))\n", + " sns.scatterplot(data=data, x=\"x\", y=\"y\")\n", + " plt.axis(\"equal\")\n", + " sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ed27b36e-6da9-44db-98b8-7f60b9ded22b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.404847Z", + "iopub.status.busy": "2023-11-20T15:42:05.404752Z", + "iopub.status.idle": "2023-11-20T15:42:05.407644Z", + "shell.execute_reply": "2023-11-20T15:42:05.407270Z" + }, + "papermill": { + "duration": 0.015908, + "end_time": "2023-11-20T15:42:05.408864", + "exception": false, + "start_time": "2023-11-20T15:42:05.392956", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "datasets_df = datasets_df.append(\n", + " data,\n", + " ignore_index=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "048c94fb-5947-4d10-b0d5-eeb1218c321d", + "metadata": { + "papermill": { + "duration": 0.00919, + "end_time": "2023-11-20T15:42:05.427136", + "exception": false, + "start_time": "2023-11-20T15:42:05.417946", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Vertical" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d7ebe017-5ae6-4d4b-94b7-3367d96626ce", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.446435Z", + "iopub.status.busy": "2023-11-20T15:42:05.446257Z", + "iopub.status.idle": "2023-11-20T15:42:05.452245Z", + "shell.execute_reply": "2023-11-20T15:42:05.451660Z" + }, + "papermill": { + "duration": 0.017549, + "end_time": "2023-11-20T15:42:05.453599", + "exception": false, + "start_time": "2023-11-20T15:42:05.436050", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "n_samples = 5000\n", + "\n", + "centers = [(0, -2.5), (0, 2.5)]\n", + "X, y = make_blobs(\n", + " n_samples=n_samples, centers=centers, shuffle=True, random_state=RANDOM_STATE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3e491c19-2a36-436f-a5f8-e2dcc405304c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.472229Z", + "iopub.status.busy": "2023-11-20T15:42:05.471864Z", + "iopub.status.idle": "2023-11-20T15:42:05.476824Z", + "shell.execute_reply": "2023-11-20T15:42:05.476269Z" + }, + "papermill": { + "duration": 0.015932, + "end_time": "2023-11-20T15:42:05.478110", + "exception": false, + "start_time": "2023-11-20T15:42:05.462178", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "data = pd.DataFrame(X).rename(columns={0: \"x\", 1: \"y\"})\n", + "data = data.assign(dataset=\"Vertical\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1fbcaa46-7bc0-4a4c-8d9d-88c0fde82168", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.497508Z", + "iopub.status.busy": "2023-11-20T15:42:05.497076Z", + "iopub.status.idle": "2023-11-20T15:42:05.500916Z", + "shell.execute_reply": "2023-11-20T15:42:05.500510Z" + }, + "papermill": { + "duration": 0.014885, + "end_time": "2023-11-20T15:42:05.502317", + "exception": false, + "start_time": "2023-11-20T15:42:05.487432", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(5000, 3)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "9103bafa-218d-4bed-aaa5-603855efccce", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.518497Z", + "iopub.status.busy": "2023-11-20T15:42:05.518158Z", + "iopub.status.idle": "2023-11-20T15:42:05.525425Z", + "shell.execute_reply": "2023-11-20T15:42:05.525003Z" + }, + "papermill": { + "duration": 0.014383, + "end_time": "2023-11-20T15:42:05.526198", + "exception": false, + "start_time": "2023-11-20T15:42:05.511815", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " x y dataset\n", + "0 -0.828648 1.727129 Vertical\n", + "1 0.118061 2.598650 Vertical\n", + "2 2.120568 2.467530 Vertical\n", + "3 1.148556 0.014375 Vertical\n", + "4 -2.840847 -2.656083 Vertical" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "c6dd608a-8389-44f4-b042-10a67c6b913d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.536329Z", + "iopub.status.busy": "2023-11-20T15:42:05.536164Z", + "iopub.status.idle": "2023-11-20T15:42:05.651584Z", + "shell.execute_reply": "2023-11-20T15:42:05.651256Z" + }, + "papermill": { + "duration": 0.122491, + "end_time": "2023-11-20T15:42:05.653440", + "exception": false, + "start_time": "2023-11-20T15:42:05.530949", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with sns.plotting_context(\"paper\", font_scale=1.8):\n", + " plt.subplots(figsize=(6, 6))\n", + " sns.scatterplot(data=data, x=\"x\", y=\"y\")\n", + " plt.axis(\"equal\")\n", + " sns.despine()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "5a996e5a-d5e4-4369-a577-c9db247cef21", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.676503Z", + "iopub.status.busy": "2023-11-20T15:42:05.676416Z", + "iopub.status.idle": "2023-11-20T15:42:05.679092Z", + "shell.execute_reply": "2023-11-20T15:42:05.678740Z" + }, + "papermill": { + "duration": 0.015754, + "end_time": "2023-11-20T15:42:05.680310", + "exception": false, + "start_time": "2023-11-20T15:42:05.664556", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "datasets_df = datasets_df.append(\n", + " data,\n", + " ignore_index=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "84fb982b-1dce-4985-99b2-86c74d1d7f33", + "metadata": { + "papermill": { + "duration": 0.010422, + "end_time": "2023-11-20T15:42:05.700913", + "exception": false, + "start_time": "2023-11-20T15:42:05.690491", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Understand how CCC divides samples" + ] + }, + { + "cell_type": "markdown", + "id": "4d78acde-d32c-4660-bab4-30aa89222298", + "metadata": { + "papermill": { + "duration": 0.010085, + "end_time": "2023-11-20T15:42:05.721581", + "exception": false, + "start_time": "2023-11-20T15:42:05.711496", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Prepare datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "603dae3d-0fbe-4fe0-8639-181ba6f13a20", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.739905Z", + "iopub.status.busy": "2023-11-20T15:42:05.739483Z", + "iopub.status.idle": "2023-11-20T15:42:05.746259Z", + "shell.execute_reply": "2023-11-20T15:42:05.745832Z" + }, + "papermill": { + "duration": 0.015066, + "end_time": "2023-11-20T15:42:05.747143", + "exception": false, + "start_time": "2023-11-20T15:42:05.732077", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "datasets = {\n", + " idx: df.drop(columns=\"dataset\") for idx, df in datasets_df.groupby(\"dataset\")\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "79a733f1-c41f-41b7-a5d4-3341014176d8", + "metadata": { + "papermill": { + "duration": 0.005284, + "end_time": "2023-11-20T15:42:05.777953", + "exception": false, + "start_time": "2023-11-20T15:42:05.772669", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0109f1d9-22ff-42fd-8bf8-ab84f449cbbd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.789350Z", + "iopub.status.busy": "2023-11-20T15:42:05.789192Z", + "iopub.status.idle": "2023-11-20T15:42:05.797545Z", + "shell.execute_reply": "2023-11-20T15:42:05.797140Z" + }, + "papermill": { + "duration": 0.015054, + "end_time": "2023-11-20T15:42:05.798329", + "exception": false, + "start_time": "2023-11-20T15:42:05.783275", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def get_cm_line_points(x, y, max_parts, parts):\n", + " \"\"\"\n", + " Given two data vectors (x and y) and the max_parts and parts\n", + " returned from calling cm, this function returns two arrays with\n", + " scalars to draw the lines that separates clusters in x and y.\n", + " \"\"\"\n", + " # get the ccc partitions that maximize the coefficient\n", + " x_max_part = parts[0][max_parts[0]]\n", + " x_unique_k = {}\n", + " for k in np.unique(x_max_part):\n", + " data = x[x_max_part == k]\n", + " x_unique_k[k] = data.min(), data.max()\n", + " x_unique_k = sorted(x_unique_k.items(), key=lambda x: x[1][0])\n", + "\n", + " y_max_part = parts[1][max_parts[1]]\n", + " y_unique_k = {}\n", + " for k in np.unique(y_max_part):\n", + " data = y[y_max_part == k]\n", + " y_unique_k[k] = data.min(), data.max()\n", + " y_unique_k = sorted(y_unique_k.items(), key=lambda x: x[1][0])\n", + "\n", + " x_line_points, y_line_points = [], []\n", + "\n", + " for idx in range(len(x_unique_k) - 1):\n", + " k, (k_min, k_max) = x_unique_k[idx]\n", + " nk, (nk_min, nk_max) = x_unique_k[idx + 1]\n", + "\n", + " x_line_points.append((k_max + nk_min) / 2.0)\n", + "\n", + " for idx in range(len(y_unique_k) - 1):\n", + " k, (k_min, k_max) = y_unique_k[idx]\n", + " nk, (nk_min, nk_max) = y_unique_k[idx + 1]\n", + "\n", + " y_line_points.append((k_max + nk_min) / 2.0)\n", + "\n", + " return x_line_points, y_line_points" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "55ecad23-cf11-4ed5-a81d-c7faa16ad8b9", + "metadata": { + "execution": { + "iopub.execute_input": "2023-11-20T15:42:05.809867Z", + "iopub.status.busy": "2023-11-20T15:42:05.809487Z", + "iopub.status.idle": "2023-11-20T15:42:09.164387Z", + "shell.execute_reply": "2023-11-20T15:42:09.164057Z" + }, + "papermill": { + "duration": 3.363718, + "end_time": "2023-11-20T15:42:09.167366", + "exception": false, + "start_time": "2023-11-20T15:42:05.803648", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with sns.plotting_context(\"paper\", font_scale=1.8):\n", + " g = sns.FacetGrid(\n", + " data=datasets_df,\n", + " col=\"dataset\",\n", + " col_order=[\n", + " \"Diagonal\",\n", + " \"Horizontal\",\n", + " \"Vertical\",\n", + " ],\n", + " col_wrap=3,\n", + " height=5,\n", + " )\n", + " g.map(sns.scatterplot, \"x\", \"y\", s=50, alpha=1)\n", + " g.set_titles(row_template=\"{row_name}\", col_template=\"{col_name}\")\n", + "\n", + " for ds, ax in g.axes_dict.items():\n", + " df = datasets[ds].to_numpy()\n", + " x, y = df[:, 0], df[:, 1]\n", + "\n", + " # pearson and spearman\n", + " r = pearsonr(x, y)[0]\n", + " rs = spearmanr(x, y)[0]\n", + "\n", + " # ccc\n", + " c, max_parts, parts = ccc(x, y, return_parts=True)\n", + " c = ccc(x, y)\n", + " m = mic(x, y)\n", + "\n", + " x_line_points, y_line_points = get_cm_line_points(x, y, max_parts, parts)\n", + " for yp in y_line_points:\n", + " ax.hlines(y=yp, xmin=x.min(), xmax=x.max(), color=\"r\", alpha=0.90)\n", + "\n", + " for xp in x_line_points:\n", + " ax.vlines(x=xp, ymin=y.min(), ymax=y.max(), color=\"r\", alpha=0.90)\n", + "\n", + " # add text box for the statistics\n", + " stats = f\"$CCC$ = {c:.2f}\\n $MIC$ = {m:.2f}\"\n", + " bbox = dict(boxstyle=\"round\", fc=\"white\", ec=\"black\", alpha=0.75)\n", + " ax.text(\n", + " 0.95,\n", + " 0.90,\n", + " stats,\n", + " fontsize=14,\n", + " bbox=bbox,\n", + " transform=ax.transAxes,\n", + " horizontalalignment=\"right\",\n", + " )\n", + "\n", + " plt.savefig(\n", + " OUTPUT_FIGURE_DIR / \"clusters.png\",\n", + " # rasterized=True,\n", + " dpi=300,\n", + " bbox_inches=\"tight\",\n", + " facecolor=\"white\",\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f00d3bab-20b4-489f-bbe8-ef449eda9488", + "metadata": { + "papermill": { + "duration": 0.012744, + "end_time": "2023-11-20T15:42:09.193432", + "exception": false, + "start_time": "2023-11-20T15:42:09.180688", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "all,-execution,-papermill,-trusted", + "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + }, + "papermill": { + "default_parameters": {}, + "duration": 6.519917, + "end_time": "2023-11-20T15:42:09.621389", + "environment_variables": {}, + "exception": null, + "input_path": "nbs/99_manuscript/misc/01-data_with_substructures.ipynb", + "output_path": "nbs/99_manuscript/misc/01-data_with_substructures.run.ipynb", + "parameters": {}, + "start_time": "2023-11-20T15:42:03.101472", + "version": "2.3.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/nbs/99_manuscript/misc/py/01-data_with_substructures.py b/nbs/99_manuscript/misc/py/01-data_with_substructures.py new file mode 100644 index 00000000..cf8eee20 --- /dev/null +++ b/nbs/99_manuscript/misc/py/01-data_with_substructures.py @@ -0,0 +1,266 @@ +# --- +# jupyter: +# jupytext: +# cell_metadata_filter: all,-execution,-papermill,-trusted +# notebook_metadata_filter: -jupytext.text_representation.jupytext_version +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# kernelspec: +# display_name: Python 3 (ipykernel) +# language: python +# name: python3 +# --- + +# %% [markdown] tags=[] +# # Description + +# %% [markdown] tags=[] +# This notebooks analyzes CCC in the presence of data with substructures. The analyses are focused on the Reviewer 2's comment: +# +# ``` +# Consider a scenario where there are two distinct clusters in the data. If the data has a clear cluster, the CCC will always be 1. This may not be an expected result, especially if we know there are substructures in the data, such as different cell types. Will the CCC method fail in such datasets? +# ``` + +# %% [markdown] tags=[] +# # Modules + +# %% tags=[] +import pandas as pd + +from scipy.stats import pearsonr, spearmanr +import matplotlib.pyplot as plt +import seaborn as sns +import numpy as np +from sklearn.datasets import make_blobs + +from ccc import conf +from ccc.coef import ccc +from ccc.methods import mic + +# %% [markdown] tags=[] +# # Settings + +# %% tags=[] +RANDOM_STATE = 123 + +# %% [markdown] tags=[] +# # Paths + +# %% tags=[] +OUTPUT_FIGURE_DIR = conf.MANUSCRIPT["FIGURES_DIR"] / "misc" / "data_with_substructures" +OUTPUT_FIGURE_DIR.mkdir(parents=True, exist_ok=True) +display(OUTPUT_FIGURE_DIR) + +# %% [markdown] tags=[] +# # Diagonal + +# %% tags=[] +n_samples = 5000 + +centers = [(-2.5, -2.5), (2.5, 2.5)] +X, y = make_blobs( + n_samples=n_samples, centers=centers, shuffle=True, random_state=RANDOM_STATE +) + +# %% tags=[] +data = pd.DataFrame(X).rename(columns={0: "x", 1: "y"}) +data = data.assign(dataset="Diagonal") + +# %% tags=[] +data.shape + +# %% tags=[] +data.head() + +# %% tags=[] +with sns.plotting_context("paper", font_scale=1.8): + plt.subplots(figsize=(6, 6)) + sns.scatterplot(data=data, x="x", y="y") + plt.axis("equal") + sns.despine() + +# %% tags=[] +datasets_df = data + +# %% [markdown] tags=[] +# # Horizontal + +# %% tags=[] +n_samples = 5000 + +centers = [(-2.5, 0), (2.5, 0)] +X, y = make_blobs( + n_samples=n_samples, centers=centers, shuffle=True, random_state=RANDOM_STATE +) + +# %% tags=[] +data = pd.DataFrame(X).rename(columns={0: "x", 1: "y"}) +data = data.assign(dataset="Horizontal") + +# %% tags=[] +data.shape + +# %% tags=[] +data.head() + +# %% tags=[] +with sns.plotting_context("paper", font_scale=1.8): + plt.subplots(figsize=(6, 6)) + sns.scatterplot(data=data, x="x", y="y") + plt.axis("equal") + sns.despine() + +# %% tags=[] +datasets_df = datasets_df.append( + data, + ignore_index=True, +) + +# %% [markdown] tags=[] +# # Vertical + +# %% tags=[] +n_samples = 5000 + +centers = [(0, -2.5), (0, 2.5)] +X, y = make_blobs( + n_samples=n_samples, centers=centers, shuffle=True, random_state=RANDOM_STATE +) + +# %% tags=[] +data = pd.DataFrame(X).rename(columns={0: "x", 1: "y"}) +data = data.assign(dataset="Vertical") + +# %% tags=[] +data.shape + +# %% tags=[] +data.head() + +# %% tags=[] +with sns.plotting_context("paper", font_scale=1.8): + plt.subplots(figsize=(6, 6)) + sns.scatterplot(data=data, x="x", y="y") + plt.axis("equal") + sns.despine() + +# %% tags=[] +datasets_df = datasets_df.append( + data, + ignore_index=True, +) + +# %% [markdown] tags=[] +# # Understand how CCC divides samples + +# %% [markdown] tags=[] +# ## Prepare datasets + +# %% tags=[] +datasets = { + idx: df.drop(columns="dataset") for idx, df in datasets_df.groupby("dataset") +} + + +# %% [markdown] tags=[] +# ## Plot + +# %% tags=[] +def get_cm_line_points(x, y, max_parts, parts): + """ + Given two data vectors (x and y) and the max_parts and parts + returned from calling cm, this function returns two arrays with + scalars to draw the lines that separates clusters in x and y. + """ + # get the ccc partitions that maximize the coefficient + x_max_part = parts[0][max_parts[0]] + x_unique_k = {} + for k in np.unique(x_max_part): + data = x[x_max_part == k] + x_unique_k[k] = data.min(), data.max() + x_unique_k = sorted(x_unique_k.items(), key=lambda x: x[1][0]) + + y_max_part = parts[1][max_parts[1]] + y_unique_k = {} + for k in np.unique(y_max_part): + data = y[y_max_part == k] + y_unique_k[k] = data.min(), data.max() + y_unique_k = sorted(y_unique_k.items(), key=lambda x: x[1][0]) + + x_line_points, y_line_points = [], [] + + for idx in range(len(x_unique_k) - 1): + k, (k_min, k_max) = x_unique_k[idx] + nk, (nk_min, nk_max) = x_unique_k[idx + 1] + + x_line_points.append((k_max + nk_min) / 2.0) + + for idx in range(len(y_unique_k) - 1): + k, (k_min, k_max) = y_unique_k[idx] + nk, (nk_min, nk_max) = y_unique_k[idx + 1] + + y_line_points.append((k_max + nk_min) / 2.0) + + return x_line_points, y_line_points + + +# %% tags=[] +with sns.plotting_context("paper", font_scale=1.8): + g = sns.FacetGrid( + data=datasets_df, + col="dataset", + col_order=[ + "Diagonal", + "Horizontal", + "Vertical", + ], + col_wrap=3, + height=5, + ) + g.map(sns.scatterplot, "x", "y", s=50, alpha=1) + g.set_titles(row_template="{row_name}", col_template="{col_name}") + + for ds, ax in g.axes_dict.items(): + df = datasets[ds].to_numpy() + x, y = df[:, 0], df[:, 1] + + # pearson and spearman + r = pearsonr(x, y)[0] + rs = spearmanr(x, y)[0] + + # ccc + c, max_parts, parts = ccc(x, y, return_parts=True) + c = ccc(x, y) + m = mic(x, y) + + x_line_points, y_line_points = get_cm_line_points(x, y, max_parts, parts) + for yp in y_line_points: + ax.hlines(y=yp, xmin=x.min(), xmax=x.max(), color="r", alpha=0.90) + + for xp in x_line_points: + ax.vlines(x=xp, ymin=y.min(), ymax=y.max(), color="r", alpha=0.90) + + # add text box for the statistics + stats = f"$CCC$ = {c:.2f}\n $MIC$ = {m:.2f}" + bbox = dict(boxstyle="round", fc="white", ec="black", alpha=0.75) + ax.text( + 0.95, + 0.90, + stats, + fontsize=14, + bbox=bbox, + transform=ax.transAxes, + horizontalalignment="right", + ) + + plt.savefig( + OUTPUT_FIGURE_DIR / "clusters.png", + # rasterized=True, + dpi=300, + bbox_inches="tight", + facecolor="white", + ) + +# %% tags=[]