{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# heatmap demonstration\n", "- This notebook is part of biokit \n", " - https://github.com/biokit/biokit\n", " - https://pypi.python.org/pypi/biokit\n", "\n", "- heatmap with dendograms: heatmap" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "from biokit.viz import Heatmap\n", "from biokit.viz.heatmap import get_heatmap_df" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = get_heatmap_df() # this is a simple test example" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h = Heatmap(df)\n", "layout = h.plot()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/cokelaer/miniconda3/envs/py3/lib/python3.5/site-packages/ipykernel_launcher.py:6: DeprecationWarning: \n", ".ix is deprecated. Please use\n", ".loc for label based indexing or\n", ".iloc for positional indexing\n", "\n", "See the documentation here:\n", "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n", " \n" ] }, { "data": { "image/png": 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smV0h6Xolm9SbJN0k6etlnViJUIhkR3orIrlc8l8KEQxQ9fX1evvb3x7Kjh07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\nRETKTg0REREREREpOzVERERERESk7P4/Zltpg4aX3FUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "df = pd.DataFrame(numpy.random.randn(40,40))\n", "df[0] += 5\n", "df[10] +=10\n", "df[20] +=5\n", "df.ix[5] += 5\n", "df.ix[15] +=5\n", "df.ix[25] +=5\n", "\n", "h.df = df.copy()\n", "layout = h.plot(cmap=\"RdGy\",vmin=-5, vmax=10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 4 }