{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering of scikit-learn toy data sets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Go to:\n",
    "\n",
    "  - [Notebook configuration](scikit_learn_datasets.ipynb#Notebook-configuration)\n",
    "  - [Data set generation](scikit_learn_datasets.ipynb#Data-set-generation)\n",
    "\n",
    "  - CommonNN clustering using ...\n",
    "    - [... point coordinates](scikit_learn_datasets.ipynb#CommonNN-clustering-using-data-point-coordinates-as-input)\n",
    "    - [... pre-computed distances](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-distances)\n",
    "    - [... pre-computed neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods)\n",
    "    - [... pre-computed sorted neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods-(sorted-by-member-index))\n",
    "    - [... pre-computed doubly sorted neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods-(sorted-by-member-index-and-neighbour-count))    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Notebook configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.421187Z",
     "start_time": "2022-11-22T15:23:36.269820Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import sklearn\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",
    "import commonnn\n",
    "from commonnn import cluster\n",
    "from commonnn import _types, _fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.429625Z",
     "start_time": "2022-11-22T15:23:38.424219Z"
    }
   },
   "outputs": [],
   "source": [
    "# Helper function definitions\n",
    "def indent_at_parens(s):\n",
    "    \"\"\"Take a string and introduce indention at parentheses\"\"\"\n",
    "\n",
    "    o = \"\"\n",
    "    level = 1\n",
    "    saw_comma = False\n",
    "    for c in s:\n",
    "        if saw_comma:\n",
    "            if c == \" \":\n",
    "                o += f\"\\n{'    ' * (level - 1)}\"\n",
    "            else:\n",
    "                o += f\"\\n{'    ' * (level - 1)}{c}\"\n",
    "            saw_comma = False\n",
    "            continue\n",
    "\n",
    "        if c == \"(\":\n",
    "            o += f\"(\\n{'    ' * level}\"\n",
    "            level += 1\n",
    "            continue\n",
    "\n",
    "        if c == \")\":\n",
    "            level -= 1\n",
    "            o += f\"\\n{'    ' * level})\"\n",
    "            continue\n",
    "\n",
    "        if c == \",\":\n",
    "            saw_comma = True\n",
    "            o += \",\"\n",
    "            continue\n",
    "\n",
    "        o += c\n",
    "\n",
    "    return o"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print Python and package version information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.445180Z",
     "start_time": "2022-11-22T15:23:38.431707Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python:  3.10.7 (main, Sep 27 2022, 11:41:38) [GCC 10.2.1 20210110]\n",
      "Packages:\n",
      "    matplotlib: 3.6.0\n",
      "    numpy: 1.23.3\n",
      "    sklearn: 1.1.2\n",
      "    commonnn: 0.0.1\n"
     ]
    }
   ],
   "source": [
    "# Version information\n",
    "print(\"Python: \", *sys.version.split(\"\\n\"))\n",
    "\n",
    "print(\"Packages:\")\n",
    "for package in [mpl, np, sklearn, commonnn]:\n",
    "    print(f\"    {package.__name__}: {package.__version__}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use [Matplotlib](https://matplotlib.org/) to create plots. The `matplotlibrc` file in the root directory of the `CommonNNClustering` repository is used to customize the appearance of the plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.460961Z",
     "start_time": "2022-11-22T15:23:38.448211Z"
    }
   },
   "outputs": [],
   "source": [
    "# Matplotlib configuration\n",
    "mpl.rc_file(\n",
    "    \"../../matplotlibrc\",\n",
    "    use_default_template=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.473632Z",
     "start_time": "2022-11-22T15:23:38.463003Z"
    }
   },
   "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 the common-nearest-neighbours (CommonNN) 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)). We will cluster the data sets starting from different input data formats using the provided defaults. For more details see also the [Advanced usage](advanced_usage.ipynb) tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.487291Z",
     "start_time": "2022-11-22T15:23:38.475232Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data set generation parameters\n",
    "np.random.seed(0)\n",
    "n_samples = 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.516211Z",
     "start_time": "2022-11-22T15:23:38.489108Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data set generation\n",
    "# Fit all datasets to the same value range\n",
    "#    using `data = StandardScaler().fit_transform(data)`\n",
    "\n",
    "# circles\n",
    "noisy_circles, _ = datasets.make_circles(\n",
    "    n_samples=n_samples,\n",
    "    factor=.5,\n",
    "    noise=.05\n",
    "    )\n",
    "noisy_circles = StandardScaler().fit_transform(noisy_circles)\n",
    "\n",
    "# moons\n",
    "noisy_moons, _ = datasets.make_moons(\n",
    "    n_samples=n_samples,\n",
    "    noise=.05\n",
    "    )\n",
    "noisy_moons = StandardScaler().fit_transform(noisy_moons)\n",
    "\n",
    "# blobs\n",
    "blobs, _ = datasets.make_blobs(\n",
    "    n_samples=n_samples,\n",
    "    random_state=8\n",
    "    )\n",
    "blobs = StandardScaler().fit_transform(blobs)\n",
    "\n",
    "# None\n",
    "no_structure = np.random.rand(\n",
    "    n_samples, 2\n",
    "    )\n",
    "no_structure = StandardScaler().fit_transform(no_structure)\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",
    "aniso = StandardScaler().fit_transform(aniso)\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",
    "    )\n",
    "varied = StandardScaler().fit_transform(varied)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.525910Z",
     "start_time": "2022-11-22T15:23:38.518944Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define cluster parameters\n",
    "dsets = [ # \"name\", set, **parameters\n",
    "    ('circles', noisy_circles, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'similarity_cutoff': 20,\n",
    "        'member_cutoff': 100,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('moons', noisy_moons, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'similarity_cutoff': 20,\n",
    "        'member_cutoff': 2,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('varied', varied, {\n",
    "        'radius_cutoff': 0.28,\n",
    "        'similarity_cutoff': 20,\n",
    "        'member_cutoff': 20,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('aniso', aniso, {\n",
    "        'radius_cutoff': 0.29,\n",
    "        'similarity_cutoff': 30,\n",
    "        'member_cutoff': 5,\n",
    "        'max_clusters': None\n",
    "         }),\n",
    "    ('blobs', blobs, {\n",
    "        'radius_cutoff': 0.4,\n",
    "        'similarity_cutoff': 20,\n",
    "        'member_cutoff': 2,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ('None', no_structure, {\n",
    "        'radius_cutoff': 0.5,\n",
    "        'similarity_cutoff': 20,\n",
    "        'member_cutoff': 1,\n",
    "        'max_clusters': None\n",
    "        }),\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:38.866646Z",
     "start_time": "2022-11-22T15:23:38.528780Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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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",
    "    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",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CommonNN clustering using data point coordinates as input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:40.162998Z",
     "start_time": "2022-11-22T15:23:38.870195Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.119\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.134\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.176\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.136\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.239\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.115\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",
    "    # Default clustering initialisation\n",
    "    clustering = cluster.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": [
    "When *raw* input data is presented to a `Clustering` on creation without specifying anything else, the obtained `Clustering` object aggregates the needed clustering components, assuming that it got point coordinates as a sequence of sequences. The neighbourhood of a specific point will be collected brute-force by computing the (Euclidean) distances to all other points and comparing them to the radius cutoff. This will be the slowest possible approach but it has fairly conservative memory usage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:40.169159Z",
     "start_time": "2022-11-22T15:23:40.164919Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering(\n",
      "    input_data=InputDataExtComponentsMemoryview(\n",
      "        components of 2000 points in 2 dimensions\n",
      "        ),\n",
      "    fitter=FitterExtCommonNNBFS(\n",
      "        ngetter=NeighboursGetterExtBruteForce(\n",
      "            dgetter=DistanceGetterExtMetric(\n",
      "                metric=MetricExtEuclideanReduced\n",
      "                ),\n",
      "            sorted=False,\n",
      "            selfcounting=True\n",
      "            ),\n",
      "        na=NeighboursExtVectorUnorderedSet,\n",
      "        nb=NeighboursExtVectorUnorderedSet,\n",
      "        checker=SimilarityCheckerExtSwitchContains,\n",
      "        queue=QueueExtFIFOQueue\n",
      "        ),\n",
      "    hierarchical_fitter=None,\n",
      "    predictor=None\n",
      "    )\n"
     ]
    }
   ],
   "source": [
    "# Clustering components used by default (\"coordinates\" recipe)\n",
    "print(indent_at_parens(str(clustering)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CommonNN clustering with pre-computed distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:41.400143Z",
     "start_time": "2022-11-22T15:23:40.171109Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.069\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.084\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.106\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.079\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.183\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.066\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",
    "    # Default clustering initialisation\n",
    "    clustering = cluster.Clustering(data)  \n",
    "    \n",
    "    # Pre-compute distances and choose the corresponding recipe \n",
    "    distances = pairwise_distances(data)\n",
    "    clustering_dist = cluster.Clustering(\n",
    "        distances,\n",
    "        recipe=\"distances\"\n",
    "        )   \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": [
    "When *raw* input data is presented to a `Clustering` on creation in terms of a dense distance matrix, the \"distances\" recipe can be chosen to make the obtained `Clustering` object aggregate the needed clustering components. The neighbourhood of a specific point will be collected brute-force by looking up distances from the input data. This will be somewhat faster as no distances need to be calculated during the clustering but it has a high memory demand. It also allows to leverage smart external methods for the task of the distance calculation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:41.407769Z",
     "start_time": "2022-11-22T15:23:41.402033Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering(\n",
      "    input_data=InputDataExtComponentsMemoryview(\n",
      "        components of 2000 points in 2000 dimensions\n",
      "        ),\n",
      "    fitter=FitterExtCommonNNBFS(\n",
      "        ngetter=NeighboursGetterExtBruteForce(\n",
      "            dgetter=DistanceGetterExtMetric(\n",
      "                metric=MetricExtPrecomputed\n",
      "                ),\n",
      "            sorted=False,\n",
      "            selfcounting=True\n",
      "            ),\n",
      "        na=NeighboursExtVectorUnorderedSet,\n",
      "        nb=NeighboursExtVectorUnorderedSet,\n",
      "        checker=SimilarityCheckerExtSwitchContains,\n",
      "        queue=QueueExtFIFOQueue\n",
      "        ),\n",
      "    hierarchical_fitter=None,\n",
      "    predictor=None\n",
      "    )\n"
     ]
    }
   ],
   "source": [
    "# Clustering components used by the \"distance\" recipe\n",
    "print(indent_at_parens(str(clustering_dist)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CommonNN clustering with pre-computed neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:42.550246Z",
     "start_time": "2022-11-22T15:23:41.409831Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.033\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.046\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.056\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.038\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.133\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.030\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",
    "    clustering = cluster.Clustering(data)  \n",
    "    \n",
    "    # Pre-compute neighbourhoods and choose the corresponding recipe\n",
    "    tree = KDTree(data)\n",
    "    neighbourhoods = tree.query_radius(\n",
    "        data, r=params[\"radius_cutoff\"], return_distance=False\n",
    "        )\n",
    "    \n",
    "    clustering_neighbourhoods = cluster.Clustering(\n",
    "        neighbourhoods,\n",
    "        recipe=\"neighbourhoods\"\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": [
    "When *raw* input data is presented to a `Clustering` on creation in terms of pre-computed neighbourhoods, the \"neighbourhoods\" recipe can be chosen to make the obtained `Clustering` object aggregate the needed clustering components. The neighbourhood of a specific point will looked up from the input data. This will be considerably faster and it has a lower memory demand compared to the \"distances\" case. It also allows to leverage smart external methods for the task of the neighbourhood calculation.\n",
    "\n",
    "Note, that the \"neighbourhoods\" recipe requires the *raw* neighbourhoods in the concrete format of a matrix in which the neighbourhoods of individual points are padded to the length of the largest neighbourhood. If neighbourhoods are presented in terms of a sequence of sequences (with varying length) as one would get from a tree query to `sklearn.neighbors.KDTree`, this can be transformed into the suitable format using the preparation hook `hooks.prepare_neighbourhoods`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:42.556443Z",
     "start_time": "2022-11-22T15:23:42.552288Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering(\n",
      "    input_data=InputDataExtNeighbourhoodsMemoryview(\n",
      "        neighbourhoods of 2000 points\n",
      "        ),\n",
      "    fitter=FitterExtCommonNNBFS(\n",
      "        ngetter=NeighboursGetterExtLookup(\n",
      "            sorted=False,\n",
      "            selfcounting=True\n",
      "            ),\n",
      "        na=NeighboursExtVectorUnorderedSet,\n",
      "        nb=NeighboursExtVectorUnorderedSet,\n",
      "        checker=SimilarityCheckerExtSwitchContains,\n",
      "        queue=QueueExtFIFOQueue\n",
      "        ),\n",
      "    hierarchical_fitter=None,\n",
      "    predictor=None\n",
      "    )\n"
     ]
    }
   ],
   "source": [
    "# Clustering components used by the \"distance\" recipe\n",
    "print(indent_at_parens(str(clustering_neighbourhoods)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CommonNN clustering with pre-computed neighbourhoods (sorted by member index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:43.432468Z",
     "start_time": "2022-11-22T15:23:42.558093Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.003\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.004\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.006\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.004\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.011\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.004\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",
    "    clustering = cluster.Clustering(data)  \n",
    "    \n",
    "    # Pre-compute and sort neighbourhoods and choose the corresponding recipe\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",
    "    # Custom initialisation using a clustering builder\n",
    "    clustering_neighbourhoods_sorted = cluster.Clustering(\n",
    "        neighbourhoods,\n",
    "        recipe=\"sorted_neighbourhoods\"\n",
    "        )\n",
    "    \n",
    "    # Use pre-computed neighbourhoods\n",
    "    clustering_neighbourhoods_sorted.fit(**params)\n",
    "    clustering.labels = clustering_neighbourhoods_sorted.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": [
    "Pre-computed neighbourhood information can be additionally sorted in terms of the indices of the members (i.e. so that within each neighbourhood the members are stored in increasing order of there index in the data set). While this has the same memory demand as using unsorted neighbourhoods, it offers the fastest clustering. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:43.438564Z",
     "start_time": "2022-11-22T15:23:43.434406Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering(\n",
      "    input_data=InputDataExtNeighbourhoodsMemoryview(\n",
      "        neighbourhoods of 2000 points\n",
      "        ),\n",
      "    fitter=FitterExtCommonNNBFS(\n",
      "        ngetter=NeighboursGetterExtLookup(\n",
      "            sorted=True,\n",
      "            selfcounting=True\n",
      "            ),\n",
      "        na=NeighboursExtVector,\n",
      "        nb=NeighboursExtVector,\n",
      "        checker=SimilarityCheckerExtScreensorted,\n",
      "        queue=QueueExtFIFOQueue\n",
      "        ),\n",
      "    hierarchical_fitter=None,\n",
      "    predictor=None\n",
      "    )\n"
     ]
    }
   ],
   "source": [
    "# Clustering components used by the \"distance\" recipe\n",
    "print(indent_at_parens(str(clustering_neighbourhoods_sorted)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## CommonNN clustering with pre-computed neighbourhoods (sorted by member index and neighbour count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:44.281267Z",
     "start_time": "2022-11-22T15:23:43.440481Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        100       None      2         0.500     0.000     00:00:0.003\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        2         None      2         0.500     0.000     00:00:0.005\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.280     20        20        None      3         0.338     0.114     00:00:0.006\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.290     30        5         None      3         0.319     0.050     00:00:0.004\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.400     20        2         None      3         0.334     0.001     00:00:0.011\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "2000      0.500     20        1         None      1         1.000     0.000     00:00:0.003\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",
    "    clustering = cluster.Clustering(data)  \n",
    "    \n",
    "    # Pre-compute and sort neighbourhoods and choose the corresponding recipe\n",
    "    tree = KDTree(data)\n",
    "    neighbourhoods = tree.query_radius(\n",
    "        data, r=params[\"radius_cutoff\"], return_distance=False\n",
    "        )\n",
    "      \n",
    "    n_members = np.array([\n",
    "        n.shape[0]\n",
    "        for n in neighbourhoods\n",
    "    ])\n",
    "    sorted_by_member_count = np.argsort(n_members)\n",
    "    revert_sort = np.argsort(sorted_by_member_count)\n",
    "    \n",
    "    \n",
    "\n",
    "    neighbourhoods = neighbourhoods[sorted_by_member_count]\n",
    "    neighbourhoods = [revert_sort[n] for n in neighbourhoods]\n",
    "\n",
    "    for n in neighbourhoods:\n",
    "        n.sort()\n",
    "       \n",
    "    # Custom initialisation using a clustering builder\n",
    "    clustering_neighbourhoods_sorted = cluster.Clustering(\n",
    "        neighbourhoods,\n",
    "        recipe=\"sorted_neighbourhoods\"\n",
    "        )\n",
    "    \n",
    "    # Use pre-computed neighbourhoods\n",
    "    clustering_neighbourhoods_sorted.fit(**params)\n",
    "    clustering.labels = clustering_neighbourhoods_sorted.labels[revert_sort]\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": [
    "As a further addition to the sorting of each neighbourhood by member indices, it is possible to sort all neighbourhoods according to their member count (i.e. so that the point with the highest neighbour count becomes the first point in the data set). It is not guaranteed but this additional sorting can make the clustering even more efficient. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-22T15:23:44.287089Z",
     "start_time": "2022-11-22T15:23:44.283148Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clustering(\n",
      "    input_data=InputDataExtNeighbourhoodsMemoryview(\n",
      "        neighbourhoods of 2000 points\n",
      "        ),\n",
      "    fitter=FitterExtCommonNNBFS(\n",
      "        ngetter=NeighboursGetterExtLookup(\n",
      "            sorted=True,\n",
      "            selfcounting=True\n",
      "            ),\n",
      "        na=NeighboursExtVector,\n",
      "        nb=NeighboursExtVector,\n",
      "        checker=SimilarityCheckerExtScreensorted,\n",
      "        queue=QueueExtFIFOQueue\n",
      "        ),\n",
      "    hierarchical_fitter=None,\n",
      "    predictor=None\n",
      "    )\n"
     ]
    }
   ],
   "source": [
    "# Clustering components used by the \"distance\" recipe\n",
    "print(indent_at_parens(str(clustering_neighbourhoods_sorted)))"
   ]
  }
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