{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# get the latest version from pypi \n",
"# for other installations approaches, see https://dynamo-release.readthedocs.io/en/latest/ten_minutes_to_dynamo.html#how-to-install\n",
"# !pip install dynamo-release --upgrade --quiet"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/dask/config.py:161: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" data = yaml.load(f.read()) or {}\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" package | \n",
" colorcet | \n",
" loompy | \n",
" tqdm | \n",
" dynamo-release | \n",
" pynndescent | \n",
" cvxopt | \n",
" trimap | \n",
" numdifftools | \n",
" umap-learn | \n",
" hdbscan | \n",
" anndata | \n",
" matplotlib | \n",
" numba | \n",
" pandas | \n",
" python-igraph | \n",
" scikit-learn | \n",
" scipy | \n",
" seaborn | \n",
" statsmodels | \n",
" numpy | \n",
" setuptools | \n",
"
\n",
" \n",
" \n",
" \n",
" version | \n",
" 2.0.2 | \n",
" 3.0.6 | \n",
" 4.42.1 | \n",
" 0.95.2 | \n",
" 0.5.0 | \n",
" 1.2.5 | \n",
" 1.4.3.dev1 | \n",
" 0.9.39 | \n",
" 0.4.6 | \n",
" 0.8.26 | \n",
" 0.7.5 | \n",
" 3.3.2 | \n",
" 0.51.2 | \n",
" 1.1.4 | \n",
" 0.8.3 | \n",
" 0.23.2 | \n",
" 1.5.2 | \n",
" 0.11.0 | \n",
" 0.11.1 | \n",
" 1.16.0 | \n",
" 50.3.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"package colorcet loompy tqdm dynamo-release pynndescent cvxopt trimap \\\n",
"version 2.0.2 3.0.6 4.42.1 0.95.2 0.5.0 1.2.5 1.4.3.dev1 \n",
"\n",
"package numdifftools umap-learn hdbscan anndata matplotlib numba pandas \\\n",
"version 0.9.39 0.4.6 0.8.26 0.7.5 3.3.2 0.51.2 1.1.4 \n",
"\n",
"package python-igraph scikit-learn scipy seaborn statsmodels numpy \\\n",
"version 0.8.3 0.23.2 1.5.2 0.11.0 0.11.1 1.16.0 \n",
"\n",
"package setuptools \n",
"version 50.3.0 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"))\n",
"%matplotlib inline\n",
"\n",
"import dynamo as dyn\n",
"dyn.get_all_dependencies_version()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# emulate ggplot2 plotting styple with white background\n",
"\n",
"dyn.configuration.set_figure_params('dynamo', background='white') "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/xqiu/.local/lib/python3.6/site-packages/numba/np/ufunc/parallel.py:363: NumbaWarning: \u001b[1mThe TBB threading layer requires TBB version 2019.5 or later i.e., TBB_INTERFACE_VERSION >= 11005. Found TBB_INTERFACE_VERSION = 9107. The TBB threading layer is disabled.\u001b[0m\n",
" warnings.warn(problem)\n"
]
}
],
"source": [
"adata = dyn.sample_data.chromaffin()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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