2018-05-14-cluster-comparisons.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering comparisons between UNCURL and paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.metrics.cluster import normalized_mutual_info_score as nmi\n",
    "from sklearn.metrics.cluster import adjusted_rand_score as ari"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "spinal_labels = pd.read_table('spinal_cluster_assignment.txt', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cells_subset = np.loadtxt('uncurl_cells_subset.txt', dtype=bool)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = np.loadtxt('w.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "uncurl_labels = w.argmax(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "spinal_labels = spinal_labels.as_matrix().astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "spinal_labels = spinal_labels.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6795663952329298"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmi(spinal_labels[cells_subset], uncurl_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6365951658895126"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari(spinal_labels[cells_subset], uncurl_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The NMI and ARI are both pretty high. Now we want to compare the actual learned clusters, to see which labels match with what."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "spinal_label_ids = np.array([x.split()[0] for x in spinal_labels])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def int_or_nan(x):\n",
    "    if x=='nan':\n",
    "        return 0\n",
    "    else:\n",
    "        return int(x)\n",
    "    \n",
    "spinal_label_ids = np.array(list(map(int_or_nan, spinal_label_ids)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6795663952329296"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmi(spinal_label_ids[cells_subset], uncurl_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_counts = np.zeros((len(set(spinal_label_ids)), len(set(uncurl_labels))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, j in zip(spinal_label_ids[cells_subset], uncurl_labels):\n",
    "    cluster_counts[i, j] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcccbbbba20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 25))\n",
    "sns.heatmap(cluster_counts/cluster_counts.sum(1)[:,np.newaxis],\n",
    "            yticklabels=sorted(list(set(spinal_labels)), key=lambda x: int_or_nan(x.split()[0])),\n",
    "            vmin=0, vmax=1, linewidths=0.5)\n",
    "plt.xlabel('UNCURL clusters')\n",
    "plt.ylabel('Paper clusters')\n",
    "plt.title('Spinal Cord Clusters')\n",
    "plt.savefig('uncurl_k10_clusters.png', dpi=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Re-do with k=20 for uncurl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "w2 = np.loadtxt('w_k20.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "uncurl_labels_2 = w2.argmax(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6866968482950455"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmi(spinal_labels[cells_subset], uncurl_labels_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4188386504881944"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ari(spinal_labels[cells_subset], uncurl_labels_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_counts = np.zeros((len(set(spinal_label_ids)), len(set(uncurl_labels_2))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, j in zip(spinal_label_ids[cells_subset], uncurl_labels_2):\n",
    "    cluster_counts[i, j] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcccb955eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 25))\n",
    "sns.heatmap(cluster_counts/cluster_counts.sum(1)[:,np.newaxis],\n",
    "            yticklabels=sorted(list(set(spinal_labels)), key=lambda x: int_or_nan(x.split()[0])),\n",
    "            vmin=0, vmax=1, linewidths=0.5)\n",
    "plt.xlabel('UNCURL clusters')\n",
    "plt.ylabel('Paper clusters')\n",
    "plt.title('Spinal Cord Clusters')\n",
    "plt.savefig('uncurl_k20_clusters.png', dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}