03_Train_VAE.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e3c6323e-7961-40d6-9c58-dda9b37c695d",
   "metadata": {},
   "source": [
    "# 03 Train VAE\n",
    "The `vae` module of SPARROW performs cell type inference via a latent representation $Z$, in both supervised and unsupervised modes. In the supervised mode, $Z$ coembeds the expression matrix $X$ of the SRT data with the expression matrix $X'$ of the scRNA-seq data from analogous tissues. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9f314a94-cac7-4aa7-b72f-94e6dd91dda3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jupyter/envs/spatial2/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scanpy as sc\n",
    "import dask.dataframe as dd\n",
    "import os,sys\n",
    "import scanpy as sc\n",
    "import torch\n",
    "import umap\n",
    "import json\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import pyro.optim\n",
    "from pyro.infer import SVI, config_enumerate, Trace_ELBO\n",
    "\n",
    "sys.path.append(\"/home/jupyter/tools/\")\n",
    "import SPARROW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e96371a2-c7fb-4bf7-af01-d5e32ff2fc7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the subdirectory in which you will save model outputs\n",
    "\n",
    "my_model_dir = \"test_model\"\n",
    "directory = f\"/home/jupyter/sparrow_demo/{my_model_dir}\"\n",
    "if not os.path.exists (directory):\n",
    "    os.makedirs(directory)\n",
    "\n",
    "os.chdir(directory)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "912f5260-c83c-432b-9bae-edfdf9cf7a15",
   "metadata": {},
   "source": [
    "## orthogonal scRNA-seq is available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0255c1fd-d6f9-4ec3-848e-36ea950968c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the scRNA-seq anndata\n",
    "import scanpy as sc\n",
    "scRNA_seq=sc.read_h5ad(\"/home/jupyter/tools/SPARROW/testdata/tonsil_scRNA.h5ad\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "11be3bca-43f2-4d7c-8260-25cab051b92e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 253950 × 224\n",
       "    obs: 'celltypes'\n",
       "    var: 'genes'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scRNA_seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "82e0fa3b-5bb1-453b-9a8a-6999089a8c73",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<SPARROW.preprocessing.ingest.read_parquet at 0x7f7f6c475be0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the parquet file previously created according to notebook 02\n",
    "parquet_dir = \"/home/jupyter/tools/SPARROW/testdata/tonsil_EXP409/\"\n",
    "obj = SPARROW.preprocessing.ingest.read_parquet(f\"{parquet_dir}\",n_meta_col=6)\n",
    "obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f18e9f34-c846-4797-881c-9f2409748a3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>center_x</th>\n",
       "      <th>center_y</th>\n",
       "      <th>min_x</th>\n",
       "      <th>min_y</th>\n",
       "      <th>max_x</th>\n",
       "      <th>max_y</th>\n",
       "      <th>CD4</th>\n",
       "      <th>TNFRSF17</th>\n",
       "      <th>IL4R</th>\n",
       "      <th>LGALS2</th>\n",
       "      <th>PIK3IP1</th>\n",
       "      <th>IL2RB</th>\n",
       "      <th>GZMB</th>\n",
       "      <th>PAG1</th>\n",
       "      <th>RELB</th>\n",
       "      <th>EBI3</th>\n",
       "      <th>TGFB1</th>\n",
       "      <th>NKG7</th>\n",
       "      <th>COL1A1</th>\n",
       "      <th>AICDA</th>\n",
       "      <th>KLRB1</th>\n",
       "      <th>PASK</th>\n",
       "      <th>TNFAIP3</th>\n",
       "      <th>TGFB3</th>\n",
       "      <th>TNFSF10</th>\n",
       "      <th>SOX4</th>\n",
       "      <th>SOX9</th>\n",
       "      <th>TNFSF14</th>\n",
       "      <th>CCR7</th>\n",
       "      <th>FGL2</th>\n",
       "      <th>LIF</th>\n",
       "      <th>DNAJB1</th>\n",
       "      <th>SDC1</th>\n",
       "      <th>BLK</th>\n",
       "      <th>IL36A</th>\n",
       "      <th>CCND2</th>\n",
       "      <th>TNFRSF13B</th>\n",
       "      <th>CDH1</th>\n",
       "      <th>PDGFRB</th>\n",
       "      <th>ZBTB32</th>\n",
       "      <th>IL1B</th>\n",
       "      <th>GNLY</th>\n",
       "      <th>CAPG</th>\n",
       "      <th>MCM6</th>\n",
       "      <th>CSTA</th>\n",
       "      <th>STAT3</th>\n",
       "      <th>CXCL9</th>\n",
       "      <th>ZAP70</th>\n",
       "      <th>CD27</th>\n",
       "      <th>IRF8</th>\n",
       "      <th>SPIB</th>\n",
       "      <th>EAF2</th>\n",
       "      <th>CCNA2</th>\n",
       "      <th>GZMA</th>\n",
       "      <th>EBP</th>\n",
       "      <th>DOK2</th>\n",
       "      <th>LCN2</th>\n",
       "      <th>CARS1</th>\n",
       "      <th>ARID5B</th>\n",
       "      <th>PDE3B</th>\n",
       "      <th>THY1</th>\n",
       "      <th>CSF1R</th>\n",
       "      <th>CCNB2</th>\n",
       "      <th>TNFRSF13C</th>\n",
       "      <th>S100B</th>\n",
       "      <th>STAT5B</th>\n",
       "      <th>CTLA4</th>\n",
       "      <th>STAT6</th>\n",
       "      <th>CD3D</th>\n",
       "      <th>CXXC5</th>\n",
       "      <th>IL7R</th>\n",
       "      <th>TMEM154</th>\n",
       "      <th>RRM2</th>\n",
       "      <th>CXCL10</th>\n",
       "      <th>XCR1</th>\n",
       "      <th>VEGFB</th>\n",
       "      <th>IRF3</th>\n",
       "      <th>MAL</th>\n",
       "      <th>CDC20</th>\n",
       "      <th>CD7</th>\n",
       "      <th>CD6</th>\n",
       "      <th>GIMAP7</th>\n",
       "      <th>CD55</th>\n",
       "      <th>PER1</th>\n",
       "      <th>SWAP70</th>\n",
       "      <th>DCTPP1</th>\n",
       "      <th>RASSF1</th>\n",
       "      <th>RFLNB</th>\n",
       "      <th>CSF1</th>\n",
       "      <th>MX2</th>\n",
       "      <th>KRT6A</th>\n",
       "      <th>IL3RA</th>\n",
       "      <th>TBX1</th>\n",
       "      <th>PRR5</th>\n",
       "      <th>PRELP</th>\n",
       "      <th>HLA-DQA1</th>\n",
       "      <th>E2F1</th>\n",
       "      <th>CXCL12</th>\n",
       "      <th>FCER2</th>\n",
       "      <th>IKZF3</th>\n",
       "      <th>CD8A</th>\n",
       "      <th>ATF7IP2</th>\n",
       "      <th>ITGAL</th>\n",
       "      <th>BCL11B</th>\n",
       "      <th>STMN1</th>\n",
       "      <th>APP</th>\n",
       "      <th>PAX5</th>\n",
       "      <th>MS4A7</th>\n",
       "      <th>CCL20</th>\n",
       "      <th>PLCG2</th>\n",
       "      <th>STAT1</th>\n",
       "      <th>CD47</th>\n",
       "      <th>APOBEC3C</th>\n",
       "      <th>CR1</th>\n",
       "      <th>TAGAP</th>\n",
       "      <th>TULP4</th>\n",
       "      <th>MAPKAPK2</th>\n",
       "      <th>STX7</th>\n",
       "      <th>FCGR2B</th>\n",
       "      <th>SLAMF7</th>\n",
       "      <th>PYHIN1</th>\n",
       "      <th>FCRL1</th>\n",
       "      <th>FCRL3</th>\n",
       "      <th>MKI67</th>\n",
       "      <th>PRDM1</th>\n",
       "      <th>STMN3</th>\n",
       "      <th>GBP5</th>\n",
       "      <th>VEGFA</th>\n",
       "      <th>MMP9</th>\n",
       "      <th>PLAU</th>\n",
       "      <th>PRF1</th>\n",
       "      <th>UGCG</th>\n",
       "      <th>RCAN3</th>\n",
       "      <th>KLF4</th>\n",
       "      <th>HLA-DMA</th>\n",
       "      <th>TNFSF13B</th>\n",
       "      <th>FOXP3</th>\n",
       "      <th>PPP1R10</th>\n",
       "      <th>SPI1</th>\n",
       "      <th>CYBB</th>\n",
       "      <th>TPD52</th>\n",
       "      <th>TNFRSF4</th>\n",
       "      <th>TNFRSF18</th>\n",
       "      <th>DDX58</th>\n",
       "      <th>LY86</th>\n",
       "      <th>IRF4</th>\n",
       "      <th>IL6ST</th>\n",
       "      <th>IL33</th>\n",
       "      <th>TMEM156</th>\n",
       "      <th>TIGIT</th>\n",
       "      <th>POU2F2</th>\n",
       "      <th>IGHD</th>\n",
       "      <th>CD8B</th>\n",
       "      <th>SP140</th>\n",
       "      <th>CD247</th>\n",
       "      <th>CCDC50</th>\n",
       "      <th>CD79B</th>\n",
       "      <th>ABLIM1</th>\n",
       "      <th>POU2AF1</th>\n",
       "      <th>MAF</th>\n",
       "      <th>TCF7</th>\n",
       "      <th>CPVL</th>\n",
       "      <th>CFP</th>\n",
       "      <th>IRF7</th>\n",
       "      <th>TPST2</th>\n",
       "      <th>SELENOM</th>\n",
       "      <th>CD14</th>\n",
       "      <th>CSF2RB</th>\n",
       "      <th>IRF1</th>\n",
       "      <th>RELA</th>\n",
       "      <th>BCL6</th>\n",
       "      <th>CEBPD</th>\n",
       "      <th>CUL3</th>\n",
       "      <th>ZEB2</th>\n",
       "      <th>IL1R1</th>\n",
       "      <th>ALDH2</th>\n",
       "      <th>HLA-DMB</th>\n",
       "      <th>LTA</th>\n",
       "      <th>TOP2A</th>\n",
       "      <th>GFI1</th>\n",
       "      <th>COL17A1</th>\n",
       "      <th>BANK1</th>\n",
       "      <th>CCNE1</th>\n",
       "      <th>TNF</th>\n",
       "      <th>IKZF2</th>\n",
       "      <th>NELL2</th>\n",
       "      <th>SYNE1</th>\n",
       "      <th>MBNL1</th>\n",
       "      <th>ORAI2</th>\n",
       "      <th>TNFRSF1B</th>\n",
       "      <th>CLIC3</th>\n",
       "      <th>KLF6</th>\n",
       "      <th>LINC00861</th>\n",
       "      <th>LINC00926</th>\n",
       "      <th>LEF1</th>\n",
       "      <th>LYN</th>\n",
       "      <th>IDO1</th>\n",
       "      <th>MYBL1</th>\n",
       "      <th>MYC</th>\n",
       "      <th>MAML2</th>\n",
       "      <th>IL32</th>\n",
       "      <th>BIRC3</th>\n",
       "      <th>JAML</th>\n",
       "      <th>CTSH</th>\n",
       "      <th>SESN3</th>\n",
       "      <th>BACH2</th>\n",
       "      <th>PLD4</th>\n",
       "      <th>NUDT4</th>\n",
       "      <th>FKBP11</th>\n",
       "      <th>TCL1A</th>\n",
       "      <th>PRKCH</th>\n",
       "      <th>STAT2</th>\n",
       "      <th>GNG2</th>\n",
       "      <th>TSPAN3</th>\n",
       "      <th>PECAM1</th>\n",
       "      <th>CLEC10A</th>\n",
       "      <th>ITGAE</th>\n",
       "      <th>DYNLL2</th>\n",
       "      <th>PITPNC1</th>\n",
       "      <th>FOSB</th>\n",
       "      <th>STAT5A</th>\n",
       "      <th>CDCA3</th>\n",
       "      <th>CCL5</th>\n",
       "      <th>TRAC</th>\n",
       "      <th>MARCKS</th>\n",
       "      <th>MYO1F</th>\n",
       "      <th>FOXP1</th>\n",
       "      <th>MUC1</th>\n",
       "      <th>EBF1</th>\n",
       "      <th>TCF4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: read-parquet, 1 graph layer</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "              center_x center_y    min_x    min_y    max_x    max_y      CD4 TNFRSF17     IL4R   LGALS2  PIK3IP1    IL2RB     GZMB     PAG1     RELB     EBI3    TGFB1     NKG7   COL1A1    AICDA    KLRB1     PASK  TNFAIP3    TGFB3  TNFSF10     SOX4     SOX9  TNFSF14     CCR7     FGL2      LIF   DNAJB1     SDC1      BLK    IL36A    CCND2 TNFRSF13B     CDH1   PDGFRB   ZBTB32     IL1B     GNLY     CAPG     MCM6     CSTA    STAT3    CXCL9    ZAP70     CD27     IRF8     SPIB     EAF2    CCNA2     GZMA      EBP     DOK2     LCN2    CARS1   ARID5B    PDE3B     THY1    CSF1R    CCNB2 TNFRSF13C    S100B   STAT5B    CTLA4    STAT6     CD3D    CXXC5     IL7R  TMEM154     RRM2   CXCL10     XCR1    VEGFB     IRF3      MAL    CDC20      CD7      CD6   GIMAP7     CD55     PER1   SWAP70   DCTPP1   RASSF1    RFLNB     CSF1      MX2    KRT6A    IL3RA     TBX1     PRR5    PRELP HLA-DQA1     E2F1   CXCL12    FCER2    IKZF3     CD8A  ATF7IP2    ITGAL   BCL11B    STMN1      APP     PAX5    MS4A7    CCL20    PLCG2    STAT1     CD47 APOBEC3C      CR1    TAGAP    TULP4 MAPKAPK2     STX7   FCGR2B   SLAMF7   PYHIN1    FCRL1    FCRL3    MKI67    PRDM1    STMN3     GBP5    VEGFA     MMP9     PLAU     PRF1     UGCG    RCAN3     KLF4  HLA-DMA TNFSF13B    FOXP3  PPP1R10     SPI1     CYBB    TPD52  TNFRSF4 TNFRSF18    DDX58     LY86     IRF4    IL6ST     IL33  TMEM156    TIGIT   POU2F2     IGHD     CD8B    SP140    CD247   CCDC50    CD79B   ABLIM1  POU2AF1      MAF     TCF7     CPVL      CFP     IRF7    TPST2  SELENOM     CD14   CSF2RB     IRF1     RELA     BCL6    CEBPD     CUL3     ZEB2    IL1R1    ALDH2  HLA-DMB      LTA    TOP2A     GFI1  COL17A1    BANK1    CCNE1      TNF    IKZF2    NELL2    SYNE1    MBNL1    ORAI2 TNFRSF1B    CLIC3     KLF6 LINC00861 LINC00926     LEF1      LYN     IDO1    MYBL1      MYC    MAML2     IL32    BIRC3     JAML     CTSH    SESN3    BACH2     PLD4    NUDT4   FKBP11    TCL1A    PRKCH    STAT2     GNG2   TSPAN3   PECAM1  CLEC10A    ITGAE   DYNLL2  PITPNC1     FOSB   STAT5A    CDCA3     CCL5     TRAC   MARCKS    MYO1F    FOXP1     MUC1     EBF1     TCF4\n",
       "npartitions=2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
       "               float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64   float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64   float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64   float64   float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64  float64\n",
       "                   ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...       ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...       ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...       ...       ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...\n",
       "                   ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...       ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...       ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...       ...       ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...      ...\n",
       "Dask Name: read-parquet, 1 graph layer"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj.parquet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "341e1449-05b1-41af-a3b6-47b173bd1a89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CD4', 'TNFRSF17', 'IL4R', 'LGALS2', 'PIK3IP1', 'IL2RB', 'GZMB', 'PAG1',\n",
       "       'RELB', 'EBI3',\n",
       "       ...\n",
       "       'STAT5A', 'CDCA3', 'CCL5', 'TRAC', 'MARCKS', 'MYO1F', 'FOXP1', 'MUC1',\n",
       "       'EBF1', 'TCF4'],\n",
       "      dtype='object', length=224)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check the parquet file is loaded properly\n",
    "obj._genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "063402c3-c776-4079-9a8d-476154e6c538",
   "metadata": {},
   "outputs": [],
   "source": [
    "#first select training gene features. The command below selectes gene features that are expressed in at least 5% of all cells,\n",
    "#the feature variance being above 0.1\n",
    "features_to_train = SPARROW.VAE.vae.feature_selection(obj,genes=None,min_perc=0.05,var=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "7abbe3db-a0bd-4783-afdb-d6d032304178",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#now find the intersection between selected gene features from SRT and those in scRNA-seq\n",
    "scrna_genes = set(np.unique(scRNA_seq.var['genes']))\n",
    "selected_features=set(features_to_train).intersection(scrna_genes)\n",
    "len(selected_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "69a97676-08b4-44ae-a0e8-f54dafb53722",
   "metadata": {},
   "outputs": [],
   "source": [
    "#train test split \n",
    "X_train,X_test,X_prime_train,X_prime_test,label_train,label_test = SPARROW.VAE.vae.train_test_split(\n",
    "    obj,\n",
    "    scRNA_seq,\n",
    "    label='celltypes',\n",
    "    use_xprime_labels=True,\n",
    "    selected_features=selected_features,\n",
    "    train_perc=0.8,\n",
    "    random_seed=42,\n",
    "    output_path = directory\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "e791bf58-79d9-4314-bcf2-5a9434fee4e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((708724, 172), (177181, 172), (203160, 172), (50790, 172), 203160, 50790)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, X_test.shape, X_prime_train.shape, X_prime_test.shape, len(label_train), len(label_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "61ef1334-7942-4b53-94d4-3f41181badb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Initialize VAE model with specific dimensions for input ( X_train.shape[1]) ,hidden layers ([200,100,80]), and logit layers ([50,40,14]). The last dimension of logits layers need to be the same as the number of cell types defined in accompanying scRNA-seq data.\n",
    "len(np.unique(scRNA_seq.obs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "a425fad9-9350-4c49-a1c2-ecc2ed1ba811",
   "metadata": {},
   "outputs": [],
   "source": [
    "#set up model architecture. Layer dimensions and layer numbers are both tunable parameters.\n",
    "VAEmodel=SPARROW.VAE.vae.vae(X_train.shape[1],[160,84],[64,48,14])\n",
    "\n",
    "# Provide a name for saving the model\n",
    "model_output_name = \"sparrow_demo_vae_model\"\n",
    "\n",
    "# Set up the optimizer for training\n",
    "\n",
    "AdamArgs = {'lr': 2e-3, 'weight_decay': 1e-5}\n",
    "optimizer = pyro.optim.Adam(AdamArgs)\n",
    "svi = SVI(\n",
    "    VAEmodel.model, \n",
    "    config_enumerate(VAEmodel.guide, \"sequential\", expand=True),\n",
    "    optimizer, \n",
    "    loss=Trace_ELBO()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8e58a24-6ed0-409a-8d12-e4be024059d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Begin training and monitor the loss. The loss is written to a log file with a user defined name.\n",
    "SPARROW.VAE.vae.train(\n",
    "    VAEmodel, svi, X_train.values, X_prime_train, label_train,\n",
    "    num_epochs = 5,\n",
    "    log_name = f\"{directory}/training_{model_output_name}.log\",\n",
    "    write = False,  #we are not saving the model yet. If saving is desired, set write=True\n",
    ") \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "f98ac66d-12c6-4695-a26c-211c42e7eb88",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Evaluate and apply the trained VAE model.\n",
    "#note the model here is not trained to convergence; this is for demonstration only\n",
    "VAEmodel.eval() # set the model to evaluation mode\n",
    "\n",
    "with torch.no_grad():  # Disable gradient computation for inference\n",
    "    # Obtain latent representations\n",
    "    loc,_=VAEmodel.Encoder(torch.from_numpy(X_train.values).type(torch.float))\n",
    "    locprime,_ = VAEmodel.Encoder(torch.from_numpy(X_prime_train).type(torch.float))\n",
    "    \n",
    "    # Generate logits from the latent representations\n",
    "    logits,_=VAEmodel.Encoder_logits(loc)\n",
    "    logitsprime,_=VAEmodel.Encoder_logits(locprime)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "5ae8d52a-cf50-4b72-81bc-7c652ec98be2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction accuracy for scRNA-seq labels is 82.71%\n"
     ]
    }
   ],
   "source": [
    "# Check prediction accuracy in percentage format:\n",
    "print(f'Prediction accuracy for scRNA-seq labels is {100 * len(np.where(logitsprime.argmax(axis=1).numpy() == label_train)[0]) / len(locprime):.2f}%')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "0e42ed03-6170-4fd4-9bb2-dd090cea6c1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_umap(input_array, n_neighbors=15, metric='euclidean', angular=True, random_state=16, metric_kwds=None):\n",
    "    \"\"\"\n",
    "    Perform UMAP dimensionality reduction using precomputed nearest neighbors.\n",
    "    \n",
    "    Parameters:\n",
    "    - input_array (np.ndarray): Input data array.\n",
    "    - n_neighbors (int): Number of neighbors for UMAP.\n",
    "    - metric (str): Distance metric to use for nearest neighbors.\n",
    "    - angular (bool): Whether to use angular distance for tree-building.\n",
    "    - random_state (int): Random seed for reproducibility.\n",
    "    - metric_kwds (dict or None): Additional keyword arguments for the metric.\n",
    "\n",
    "    Returns:\n",
    "    - umap_model (umap.UMAP): Fitted UMAP model.\n",
    "    - transformed_data (np.ndarray): Transformed data.\n",
    "    \"\"\"\n",
    "    # Compute nearest neighbors\n",
    "    knn_indices, knn_dists, rp_trees = umap.umap_.nearest_neighbors(\n",
    "        input_array, \n",
    "        n_neighbors=n_neighbors, \n",
    "        metric=metric, \n",
    "        metric_kwds=metric_kwds, \n",
    "        angular=angular, \n",
    "        random_state=random_state\n",
    "    )\n",
    "    \n",
    "    # Fit UMAP with precomputed nearest neighbors\n",
    "    umap_model = umap.UMAP(\n",
    "        precomputed_knn=(knn_indices, knn_dists, rp_trees),\n",
    "        n_neighbors=n_neighbors,\n",
    "        metric=metric,\n",
    "        random_state=random_state\n",
    "    ).fit(input_array)\n",
    "    \n",
    "    return umap_model, umap_model.transform(input_array)\n",
    "\n",
    "# Randomly sample indices for two datasets\n",
    "idx = np.random.permutation(np.arange(len(loc)))[:10000]\n",
    "idx_prime = np.random.permutation(np.arange(len(locprime)))[:10000]\n",
    "\n",
    "# Combine the sampled data and run UMAP\n",
    "combined_data = np.concatenate((loc.numpy()[idx], locprime.numpy()[idx_prime]))\n",
    "umap_fit, umap_transform = run_umap(combined_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "af1f5569-b1a8-432d-bece-b2b2be5b7f49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f79fc20fe80>"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(*umap_transform[10000:].T,s=5,marker='.',edgecolors='none',c = 'g',label = 'scRNAseq')\n",
    "\n",
    "plt.scatter(*umap_transform[:10000].T,s=5,marker='.',edgecolors='none', c = 'b',label = 'merFISH')\n",
    "\n",
    "plt.legend(markerscale = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac465a4b-db74-4537-be88-32f85e726956",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the trained model once training stabilizes\n",
    "VAEmodel.eval()\n",
    "torch.save(VAEmodel.state_dict(), f\"./training_{model_output_name}.json\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38153c8d-a9cd-4ccb-9dd4-4a90a0a06a73",
   "metadata": {},
   "source": [
    "## orthogonal scRNA-seq is unavailable\n",
    "First train the VAE model to obtain the latent representation $Z$, then cluster $Z$ based on kmeans or leiden to manually annotate cell types from the clustering outcome."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "1b090cd8-07dd-4ca2-8f38-1a59aebedfc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<SPARROW.preprocessing.ingest.read_parquet at 0x7f7aa971cca0>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the parquet file previously created according to notebook 02\n",
    "parquet_dir = \"/home/jupyter/sparrow_demo/test_parquet/\"\n",
    "obj = SPARROW.preprocessing.ingest.read_parquet(f\"{parquet_dir}\",n_meta_col=9)\n",
    "obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "8432ec1a-f775-472d-9771-abbce09629d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#train test split \n",
    "X_train,X_test,_,_,_,_ = SPARROW.VAE.vae.train_test_split(\n",
    "    obj,\n",
    "    selected_features=obj._genes_no_blank,\n",
    "    train_perc=0.8,\n",
    "    random_seed=42,\n",
    "    output_path = directory\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "a3039b63-4b5f-4cf7-9be6-3c5b752d2148",
   "metadata": {},
   "outputs": [],
   "source": [
    "#set up model architecture. Layer dimensions and layer numbers are both tunable parameters.\n",
    "VAEmodelunsupervised=SPARROW.VAE.vae.vae(X_train.shape[1],[160,84],[64,32,14])\n",
    "\n",
    "# Provide a name for saving the model\n",
    "model_output_name = \"sparrow_demo_unsupervised_vae_model\"\n",
    "\n",
    "# Set up the optimizer for training\n",
    "\n",
    "AdamArgs = {'lr': 2e-3, 'weight_decay': 1e-5}\n",
    "optimizer = pyro.optim.Adam(AdamArgs)\n",
    "svi = SVI(\n",
    "    VAEmodelunsupervised.model, \n",
    "    config_enumerate(VAEmodelunsupervised.guide, \"sequential\", expand=True),\n",
    "    optimizer, \n",
    "    loss=Trace_ELBO()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7f2a24d-9df4-402f-bfef-66f799d9906f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Begin training and monitor the loss. The loss is written to a log file with a user defined name.\n",
    "SPARROW.VAE.vae.train(\n",
    "    VAEmodelunsupervised, svi, X_train.values,\n",
    "    num_epochs = 5,\n",
    "    log_name = f\"{directory}/training_{model_output_name}.log\",\n",
    "    write = False,  #we are not saving the model yet. If saving is desired, set write=True\n",
    ") \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "d24499b4-a4e1-4b70-8c13-4236ac5bbd16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f7aa048f6a0>"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate and apply the trained VAE model.\n",
    "#note the model here is not trained to convergence; this is for demonstration only\n",
    "VAEmodelunsupervised.eval()\n",
    "with torch.no_grad():\n",
    "    loc,scale=VAEmodelunsupervised.Encoder(torch.from_numpy(X_train.values).type(torch.float))\n",
    "idx = np.random.permutation(np.arange(len(loc)))[:10000]\n",
    "# Visualise Z in UMAP space \n",
    "\n",
    "umap_fit, umap_transform = run_umap(loc.numpy()[idx])\n",
    "plt.scatter(*umap_transform.T,s = 1,marker='.')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddb1605d-e3ba-4b52-bfbd-da4117d4657e",
   "metadata": {},
   "source": [
    "### use Leiden to cluster on $Z$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "8f709b68-04a0-469f-9928-c0c4d1f193a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neighbors import kneighbors_graph\n",
    "import igraph as ig\n",
    "import leidenalg\n",
    "import numpy as np\n",
    "\n",
    "def leiden_clustering(Z, n_neighbors=5):\n",
    "    \"\"\"\n",
    "    Perform Leiden clustering on the latent representation Z.\n",
    "    \n",
    "    Parameters:\n",
    "    ----------\n",
    "    Z : numpy.ndarray\n",
    "        Latent representation from a VAE model encoder\n",
    "    n_neighbors : int, optional, default=5\n",
    "        Number of neighbors to consider for the k-NN graph.\n",
    "    \n",
    "    Returns:\n",
    "    -------\n",
    "    List[int]\n",
    "        Membership indices indicating the cluster assignment for each node.\n",
    "    \"\"\"\n",
    "    if not isinstance(Z, np.ndarray):\n",
    "        raise ValueError(\"Input Z must be a numpy array.\")\n",
    "    if not isinstance(n_neighbors, int) or n_neighbors <= 0:\n",
    "        raise ValueError(\"n_neighbors must be a positive integer.\")\n",
    "    \n",
    "    # Create a k-NN graph from Z\n",
    "    knn_graph = kneighbors_graph(Z, n_neighbors=n_neighbors, include_self=False, mode='connectivity')\n",
    "    adjacency_matrix = knn_graph.toarray()\n",
    "    \n",
    "    # Symmetrize the adjacency matrix\n",
    "    sym_adjacency_matrix = np.maximum(adjacency_matrix, adjacency_matrix.T)\n",
    "    \n",
    "    # Convert adjacency matrix to an igraph graph\n",
    "    graph = ig.Graph.Adjacency((sym_adjacency_matrix > 0).tolist())\n",
    "    graph.es['weight'] = sym_adjacency_matrix[sym_adjacency_matrix.nonzero()]  # Assign edge weights\n",
    "    \n",
    "    # Perform Leiden clustering\n",
    "    partition = leidenalg.find_partition(graph, leidenalg.RBConfigurationVertexPartition, weights='weight', n_iterations=-1,\n",
    "                                        resolution_parameter = 1)\n",
    "    \n",
    "    return partition.membership\n",
    "\n",
    "#compute clusters on subsampled Z \n",
    "membership = leiden_clustering(loc.numpy()[idx])\n",
    "membership = np.array(membership)\n",
    "# Visualize the clusters on a UMAP projection\n",
    "\n",
    "for i in range(max(membership)):\n",
    "    plt.scatter(*umap_transform[membership == i].T,s = 1 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "7395c778-001b-4d54-9b6d-ffa327ad2d36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "membership = np.array(membership)\n",
    "for i in range(max(membership)):\n",
    "    plt.scatter(*umap_transform[membership == i].T,s = 1 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0774f010-028d-4939-b8ff-ddc82b04e612",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "My Environment",
   "language": "python",
   "name": "myenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}