main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating rules & clouds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = np.random.randint(low=0, high=50, size= 50)\n",
    "x2 = np.random.randint(low=0, high=50, size= 50)\n",
    "x3 = np.random.randint(low=0, high=50, size= 50)\n",
    "x4 = np.random.randint(low=0, high=50, size= 50)\n",
    "x5 = np.random.randint(low=0, high=50, size= 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "cloud1 = np.zeros((50, 5))\n",
    "cloud2 = np.zeros((50, 5))\n",
    "cloud3 = np.zeros((50, 5))\n",
    "cloud4 = np.zeros((50, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    " rule_1 = x1 ** 2 + 4 * x2 + 9 * x3 ** 2 + x4 + x5  \n",
    " rule_2 = x1 ** 3 + 5 * x2 + x3 + 3 * x4 + x5 * 8   \n",
    " rule_3 = x1 + 4 * x2 + x3 ** 3 + 23 * x4 + 5 * x5  \n",
    " rule_4 = 8 * x1 ** 2 + x2 + 4 * x3 + 10 * x4 + 3 * x5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(50):\n",
    "    cloud1[i] = [x1[i] ** 2, 4 * x2[i], 9 * x3[i] ** 2, x4[i], x5[i]]\n",
    "    cloud2[i] = [x1[i] ** 3, 5 * x2[i], x3[i], 3 * x4[i], 8 * x5[i]]\n",
    "    cloud3[i] = [x1[i], 4 * x2[i], x3[i] ** 3, 23 * x4[i], 5 * x5[i]]\n",
    "    cloud4[i] = [8 * x1[i] ** 2, x2[i], 4 * x3[i], 10 * x4[i], 3 * x5[i]]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### making PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "cloud1_after = pca.fit_transform(cloud1)\n",
    "cloud2_after = pca.fit_transform(cloud2)\n",
    "cloud3_after = pca.fit_transform(cloud3)\n",
    "cloud4_after = pca.fit_transform(cloud4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ca1d6f3e950>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(cloud1_after[:,0], cloud1_after[:,1], c='magenta')\n",
    "plt.scatter(cloud2_after[:,0], cloud2_after[:,1], c='green')\n",
    "plt.scatter(cloud3_after[:,0], cloud3_after[:,1], c='yellow')\n",
    "plt.scatter(cloud4_after[:,0], cloud4_after[:,1], c='red')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "reduced_clouds = [cloud1_after, cloud2_after, cloud3_after, cloud4_after]\n",
    "all_points = np.vstack(reduced_clouds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6523380>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6389760>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n"
     ]
    },
    {
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      ],
      "text/plain": [
       "KMeans(n_clusters=4)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=4)\n",
    "kmeans.fit(all_points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 0, 0, 1, 0, 3, 0, 3, 0, 1, 0, 0, 0, 3, 3, 3, 3,\n",
       "       1, 1, 3, 0, 2, 0, 3, 0, 0, 0, 2, 0, 1, 3, 0, 0, 0, 0, 2, 0, 1, 2,\n",
       "       0, 0, 0, 1, 3, 3, 2, 0, 0, 3, 3, 0, 1, 2, 1, 3, 0, 0, 0, 0, 3, 0,\n",
       "       3, 0, 2, 2, 0, 1, 1, 1, 3, 0, 2, 1, 0, 0, 0, 0, 3, 0, 0, 1, 0, 0,\n",
       "       3, 0, 0, 3, 0, 0, 1, 0, 0, 1, 3, 1, 0, 0, 0, 2, 0, 0, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3], dtype=int32)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = kmeans.labels_\n",
    "labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualisation Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ca1d655c550>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "for i in range(4):\n",
    "    plt.scatter(all_points[labels == i, 0], all_points[labels == i, 1], label=f'Cluster {i+1}')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Кластеризация разделила точки по-другому."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Optimal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "sse = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n"
     ]
    }
   ],
   "source": [
    "k_values = range(1, 11)\n",
    "for k in k_values:\n",
    "    kmeans = KMeans(n_clusters=k)\n",
    "    kmeans.fit(all_points)\n",
    "    sse.append(kmeans.inertia_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(k_values, sse, marker='o')\n",
    "plt.title('Метод локтя')\n",
    "plt.xlabel('Количество кластеров (k)')\n",
    "plt.ylabel('Сумма квадратов расстояний (SSE)')\n",
    "plt.xticks(k_values)\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6259080>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7ca1d6f20540>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "                   ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/home/annya/anaconda3/lib/python3.11/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "             ^^^^^^^^^^^^^^^^^^\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n"
     ]
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=3, n_init=10)\n",
    "kmeans.fit(all_points)\n",
    "labels = kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ca1d7973cd0>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "for i in range(3):\n",
    "    plt.scatter(all_points[labels == i, 0], all_points[labels == i, 1], label=f'Cluster {i+1}')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Addition  \n",
    "А что если попробовать на трехмерном пространстве и сравнить с L1-регуляризацией, когда мы убираем один из параметров?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import SelectFromModel\n",
    "from sklearn import linear_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = linear_model.Lasso()\n",
    "sfm = SelectFromModel(estimator=clf, max_features=2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf.fit(cloud1,cloud1)\n",
    "cloud1_after_lasso = sfm.transform(cloud1)\n",
    "\n",
    "clf.fit(cloud2,cloud2)\n",
    "cloud2_after_lasso = sfm.transform(cloud2)\n",
    "\n",
    "clf.fit(cloud3,cloud3)\n",
    "cloud3_after_lasso = sfm.transform(cloud3)\n",
    "\n",
    "clf.fit(cloud4,cloud4)\n",
    "cloud4_after_lasso = sfm.transform(cloud4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ca1d62d9d50>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(cloud1_after_lasso[:,0], cloud1_after_lasso[:,1], c='magenta')\n",
    "plt.scatter(cloud2_after_lasso[:,0], cloud2_after_lasso[:,1], c='green')\n",
    "plt.scatter(cloud3_after_lasso[:,0], cloud3_after_lasso[:,1], c='yellow')\n",
    "plt.scatter(cloud4_after_lasso[:,0], cloud4_after_lasso[:,1], c='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Вывод\n",
    "Можно заметить, что графики поменялись лишь в масштабировании и смещении относительно осей, однако относительно друг друга они приблизительно сохранили свое положение. Однако график с PCA более репрезентативен по сравнению с графиком L1. Таким образом, можно сделать вывод, что PCA оптимально выбрало компоненты и облака, созданные по разным правилам не наложились друг на друга. Разница с отображением L1 может быть связана с разным подходом внутри данных функций и разной стандартизации значений при вычислении."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}