{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering of scikit-learn Toy data sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:22:58.067082Z",
     "start_time": "2020-06-09T15:22:57.863688Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.neighbors import KDTree\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "from cnnclustering import cluster\n",
    "from cnnclustering import _types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The notebook was created using Python 3.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:22.691008Z",
     "start_time": "2020-06-08T09:14:22.685971Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.8 (default, Mar 11 2021, 08:58:19) \n",
      "[GCC 8.3.0]\n"
     ]
    }
   ],
   "source": [
    "# Version information\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Notebook configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:52.376618Z",
     "start_time": "2020-06-09T15:20:52.352120Z"
    }
   },
   "outputs": [],
   "source": [
    "# Matplotlib configuration\n",
    "mpl.rc_file(\n",
    "    \"../../matplotlibrc\",\n",
    "    use_default_template=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:45.262300Z",
     "start_time": "2020-06-09T15:20:45.252405Z"
    }
   },
   "outputs": [],
   "source": [
    "# Axis property defaults for the plots\n",
    "ax_props = {\n",
    "    \"xlabel\": None,\n",
    "    \"ylabel\": None,\n",
    "    \"xlim\": (-2.5, 2.5),\n",
    "    \"ylim\": (-2.5, 2.5),\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"aspect\": \"equal\"\n",
    "}\n",
    "\n",
    "# Line plot property defaults\n",
    "line_props = {\n",
    "    \"linewidth\": 0,\n",
    "    \"marker\": '.',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-11T13:48:26.641740Z",
     "start_time": "2019-09-11T13:48:26.638371Z"
    }
   },
   "source": [
    "## Data set generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-11T13:48:56.480391Z",
     "start_time": "2019-09-11T13:48:56.477467Z"
    }
   },
   "source": [
    "To see Common-nearest-neighbour clustering in action, let's have a look at a handful of basic 2D data sets from scikit-learn (like here in the [scikit-learn documentation](https://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:37.174346Z",
     "start_time": "2020-06-09T15:20:37.166543Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data set generation parameters\n",
    "np.random.seed(0)\n",
    "n_samples = 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:37.692680Z",
     "start_time": "2020-06-09T15:20:37.673720Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data set generation\n",
    "# circles\n",
    "noisy_circles, _ = datasets.make_circles(\n",
    "    n_samples=n_samples,\n",
    "    factor=.5,\n",
    "    noise=.05\n",
    "    )\n",
    "\n",
    "# moons\n",
    "noisy_moons, _ = datasets.make_moons(\n",
    "    n_samples=n_samples,\n",
    "    noise=.05\n",
    "    )\n",
    "\n",
    "# blobs\n",
    "blobs, _ = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    random_state=8\n",
    "    )\n",
    "\n",
    "# None\n",
    "no_structure = np.random.rand(\n",
    "    n_samples, 2\n",
    "    )\n",
    "\n",
    "# aniso\n",
    "random_state = 170\n",
    "X, y = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    random_state=random_state\n",
    "    )\n",
    "\n",
    "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n",
    "aniso = np.dot(X, transformation)\n",
    "\n",
    "# varied\n",
    "varied, _ = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    cluster_std=[1.0, 2.5, 0.5],\n",
    "    random_state=random_state\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:38.688601Z",
     "start_time": "2020-06-09T15:20:38.678685Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define cluster parameters\n",
    "dsets = [ # \"name\", set, **parameters\n",
    "    ('circles', noisy_circles, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 100,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('moons', noisy_moons, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 2,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('varied', varied, {\n",
    "        'radius_cutoff': 0.28,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 20,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('aniso', aniso, {\n",
    "        'radius_cutoff': 0.29,\n",
    "        'cnn_cutoff': 30,\n",
    "        'member_cutoff': 5,\n",
    "        'max_clusters': None\n",
    "         }),\n",
    "    ('blobs', blobs, {\n",
    "        'radius_cutoff': 0.4,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 2,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('None', no_structure, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'cnn_cutoff': 20,\n",
    "        'member_cutoff': 1,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:20:55.450564Z",
     "start_time": "2020-06-09T15:20:55.122748Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the original data sets\n",
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, *_) in enumerate(dsets):\n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "    # Plot\n",
    "    Ax[count].plot(data[:, 0], data[:, 1], **line_props)\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Common-nearest-neighbours clustering on data points as input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:37:45.458018Z",
     "start_time": "2020-06-09T15:37:42.499867Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.078\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.073\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.097\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.080\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.104\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.067\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "\n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "\n",
    "    clustering = cluster.prepare_clustering(data)\n",
    "\n",
    "    # Calculate neighbours brute force\n",
    "    clustering.fit(**params)\n",
    "    print()\n",
    "\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Common-nearest-neighbours clustering with pre-computed distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T15:52:29.578919Z",
     "start_time": "2020-06-09T15:52:27.697935Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.028\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.030\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.040\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.033\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.043\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.028\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "    \n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "    \n",
    "    clustering = cluster.prepare_clustering(data)  \n",
    "    \n",
    "    # Pre-compute distances\n",
    "    distances = pairwise_distances(data)\n",
    "    clustering_dist = cluster.prepare_clustering(distances)\n",
    "    clustering_dist._metric = _types.MetricExtPrecomputed()\n",
    "    \n",
    "    # Use pre-computed distances\n",
    "    clustering_dist.fit(**params)\n",
    "    clustering._labels = clustering_dist._labels\n",
    "    print()\n",
    "\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Common-nearest-neighbours clustering with pre-computed neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T16:01:09.992260Z",
     "start_time": "2020-06-09T16:01:09.031178Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.005\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.007\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.011\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.008\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.014\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.007\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "    \n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "    \n",
    "    clustering = cluster.prepare_clustering(data)  \n",
    "    \n",
    "    # Pre-compute neighbourhoods\n",
    "    tree = KDTree(data)\n",
    "    neighbourhoods = tree.query_radius(\n",
    "        data, r=params[\"radius_cutoff\"], return_distance=False\n",
    "        )\n",
    "    clustering_neighbourhoods = cluster.prepare_clustering(\n",
    "        neighbourhoods,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **cluster.registered_recipies[\"from_neighbourhoods_lookup\"]\n",
    "    )\n",
    "    \n",
    "    # Use pre-computed neighbourhoods\n",
    "    clustering_neighbourhoods.fit(**params)\n",
    "    clustering._labels = clustering_neighbourhoods._labels\n",
    "    print()\n",
    "\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Common-nearest-neighbours clustering with pre-computed sorted neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T16:01:09.992260Z",
     "start_time": "2020-06-09T16:01:09.031178Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.002\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.003\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.004\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.003\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.007\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         c         min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.002\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 3)\n",
    "Ax = ax.flatten()\n",
    "\n",
    "for count, (name, data, params) in enumerate(dsets):\n",
    "    \n",
    "    # Fit all datasets to the same value range\n",
    "    data = StandardScaler().fit_transform(data)\n",
    "    \n",
    "    clustering = cluster.prepare_clustering(data)  \n",
    "    \n",
    "    # Pre-compute neighbourhoods\n",
    "    tree = KDTree(data)\n",
    "    neighbourhoods = tree.query_radius(\n",
    "        data, r=params[\"radius_cutoff\"], return_distance=False\n",
    "        )\n",
    "\n",
    "    for n in neighbourhoods:\n",
    "        n.sort()\n",
    "\n",
    "    clustering_neighbourhoods = cluster.prepare_clustering(\n",
    "        neighbourhoods,\n",
    "        preparation_hook=cluster.prepare_neighbourhoods,\n",
    "        **cluster.registered_recipies[\"from_neighbourhoods_lookup\"]\n",
    "    )\n",
    "    \n",
    "    clustering_neighbourhoods._similarity_checker = _types.SimilarityCheckerExtScreensorted()\n",
    "    \n",
    "    # Use pre-computed neighbourhoods\n",
    "    clustering_neighbourhoods.fit(**params)\n",
    "    clustering._labels = clustering_neighbourhoods._labels\n",
    "    print()\n",
    "\n",
    "    clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n",
    "    Ax[count].set(**ax_props)\n",
    "    Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n",
    "    \n",
    "fig.subplots_adjust(\n",
    "    left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n",
    "    )"
   ]
  }
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