notebook_5_solving_with_GMRES.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-27T22:57:39.170682Z",
     "start_time": "2024-07-27T22:57:35.224453Z"
    }
   },
   "source": [
    "import os\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "\n",
    "import random\n",
    "import datetime\n",
    "import importlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from numpy.linalg import cond\n",
    "from typing import List\n",
    "\n",
    "# Matrixlib\n",
    "import matrixkit.block as blk\n",
    "from matrixkit import preconditioning as prec\n",
    "from matrixkit.core import MatrixData, ValueProperties, BlockProperties\n",
    "\n",
    "# Modellib\n",
    "import modellib.cnn\n",
    "import modellib.train\n",
    "import modellib.evaluate as eval\n",
    "\n",
    "import modellib.io as io"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-07-28 00:57:35.649878: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
      "2024-07-28 00:57:35.692344: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
      "2024-07-28 00:57:35.704512: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Load original matrices, true block starts and predicted block starts from CNN and SVB Algorithm"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-27T22:57:40.897936Z",
     "start_time": "2024-07-27T22:57:40.877291Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Reading original test matrices \n",
    "test_matrices = np.load('data/matrices/test_matrices_64x64_200.npy')\n",
    "\n",
    "# Reading block start indicators\n",
    "_, true_blocks = io.read_from_hdf5('data/datasets/test_dataset_64_200.h5')\n",
    "cnn_blocks = np.load('data/blockstarts/cnn_predictions.npy')\n",
    "svb_blocks = np.load('data/blockstarts/svb_predictions_max_16.npy')\n",
    "gcn_blocks = np.load('data/blockstarts/gcn_predictions.npy')\n",
    "\n",
    "# Verify Shapes\n",
    "print(f'Test Matrices Shape: {test_matrices.shape}')\n",
    "print(f'True Blockstarts Shape: {true_blocks.shape}')\n",
    "print(f'CNN Predictions Shape: {cnn_blocks.shape}')\n",
    "print(f'SVB Predictions Shape: {svb_blocks.shape}')\n",
    "print(f'GCN Predictions Shape: {gcn_blocks.shape}')"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Matrices Shape: (200, 64, 64)\n",
      "True Blockstarts Shape: (200, 64)\n",
      "CNN Predictions Shape: (200, 64)\n",
      "SVB Predictions Shape: (200, 64)\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Create Preconditioner from true and predicted block starts\n",
    "### 1. Generate variants of the original matrix data as inversion targets (i.e. 'A' in 'Ax = b')\n",
    "\n"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-27T22:57:46.994544Z",
     "start_time": "2024-07-27T22:57:46.937691Z"
    }
   },
   "cell_type": "code",
   "source": [
    "A_orig = test_matrices\n",
    "A_norm = prec.prepare_matrix(A_orig, mapping_type='minmax')\n",
    "A_flip = prec.prepare_matrix(A_orig, mapping_type='flip')\n",
    "A_flip_norm = prec.prepare_matrix(A_orig, mapping_type='flip_norm')\n",
    "A_shift = prec.prepare_matrix(A_orig, mapping_type='shift')\n",
    "A_shift_norm = prec.prepare_matrix(A_orig, mapping_type='shift_norm')"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-27T23:04:00.094841Z",
     "start_time": "2024-07-27T23:03:57.294451Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Calculate condition numbers for each method\n",
    "def calculate_condition_numbers(matrices):\n",
    "    return [cond(matrix) for matrix in matrices]\n",
    "\n",
    "# Calculate condition numbers for each method\n",
    "cond_orig = calculate_condition_numbers(A_orig)\n",
    "cond_norm = calculate_condition_numbers(A_norm)\n",
    "cond_flip = calculate_condition_numbers(A_flip)\n",
    "cond_flip_norm = calculate_condition_numbers(A_flip_norm)\n",
    "cond_shift = calculate_condition_numbers(A_shift)\n",
    "cond_shift_norm = calculate_condition_numbers(A_shift_norm)\n",
    "\n",
    "# Plot condition numbers\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(cond_orig, label='Original Matrix')\n",
    "plt.plot(cond_norm, label='Prepared Matrix (minmax normalised)')\n",
    "plt.plot(cond_flip, label='Prepared Matrix (flipped)')\n",
    "plt.plot(cond_flip_norm, label='Prepared Matrix (flipped + normalised)')\n",
    "plt.plot(cond_shift, label='Prepared Matrix (shifted)')\n",
    "plt.plot(cond_shift_norm, label='Prepared Matrix (shifted + normalised)')\n",
    "plt.xlabel('Matrix Index')\n",
    "plt.ylabel('Condition Number')\n",
    "plt.title('Condition Numbers of Original and Prepared Matrices')\n",
    "plt.legend()\n",
    "# plt.yscale('log')  # Added log scale for better visibility\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Scatterplot \n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.scatter(range(len(cond_orig)), cond_orig, label='Original Matrix', marker='x')\n",
    "plt.scatter(range(len(cond_norm)), cond_norm, label='Prepared Matrix (minmax normalised)', marker='s')\n",
    "plt.scatter(range(len(cond_flip)), cond_flip, label='Prepared Matrix (flipped)', marker='*')\n",
    "plt.scatter(range(len(cond_flip_norm)), cond_flip_norm, label='Prepared Matrix (flipped + normalised)', marker='o')\n",
    "plt.scatter(range(len(cond_shift)), cond_shift, label='Prepared Matrix (shifted)', marker='+')\n",
    "plt.scatter(range(len(cond_shift_norm)), cond_shift_norm, label='Prepared Matrix (shifted + normalised)', marker='.')\n",
    "plt.xlabel('Matrix Index')\n",
    "plt.ylabel('Condition Number (log scale)')\n",
    "plt.gca().set_yscale('log')\n",
    "plt.title('Condition Numbers of Original and Prepared Matrices')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-27T23:04:09.476269Z",
     "start_time": "2024-07-27T23:04:09.439987Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Create a DataFrame for easy plotting and analysis\n",
    "df = pd.DataFrame({\n",
    "    'Original': cond_orig,\n",
    "    'Normalised': cond_norm,\n",
    "    'Flipped': cond_flip,\n",
    "    'Flipped + Normalised': cond_flip_norm,\n",
    "    'Shifted': cond_shift,\n",
    "    'Shifted + Normalised': cond_shift_norm\n",
    "})\n",
    "\n",
    "# Calculate statistics\n",
    "stats = df.agg(['mean', 'median', 'min', 'max', 'std']).T\n",
    "stats['improvement'] = (stats['mean'] - stats.loc['Original', 'mean']) / stats.loc['Original', 'mean'] * 100 * -1\n",
    "\n",
    "# Print summary statistics\n",
    "print(stats.to_string())"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             mean       median         min            max           std  improvement\n",
      "Original              3576.480713   586.016479  115.035286  263269.718750  20455.035156    -0.000000\n",
      "Normalised            1950.931763   566.987305  159.084396   57215.328125   6088.224609    45.451077\n",
      "Flipped               1845.928467   471.344482   84.779854  153495.859375  10960.286133    48.387016\n",
      "Flipped + Normalised  1950.931763   566.987305  159.084396   57215.328125   6088.224609    45.451077\n",
      "Shifted               6144.447266  2098.647949  476.923065  106196.968750  13482.469727   -71.801498\n",
      "Shifted + Normalised  1950.931763   566.987305  159.084396   57215.328125   6088.224609    45.451077\n"
     ]
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-27T23:04:32.921428Z",
     "start_time": "2024-07-27T23:04:32.276177Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Plot summary statistics\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(stats.index, stats['improvement'], color='skyblue')\n",
    "plt.axhline(0, color='black', linewidth=1)\n",
    "plt.xlabel('Preparation Method')\n",
    "plt.ylabel('Improvement (%)')\n",
    "plt.title('Improvement in Condition Number by Preparation Method')\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 2. Invert Blocks (ensure non-singularity)"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T01:01:41.713471Z",
     "start_time": "2024-07-28T01:01:41.179661Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Using True Blockstarts and Matrices with differen preprocessing methods\n",
    "precs_true = prec.generate_block_jacobi_preconditioner(A_orig, true_blocks)\n",
    "precs_true_norm = prec.generate_block_jacobi_preconditioner(A_norm, true_blocks)\n",
    "precs_true_flip = prec.generate_block_jacobi_preconditioner(A_flip, true_blocks)\n",
    "precs_true_flip_norm = prec.generate_block_jacobi_preconditioner(A_flip_norm, true_blocks)\n",
    "precs_true_shift_norm = prec.generate_block_jacobi_preconditioner(A_shift_norm, true_blocks)\n",
    "\n",
    "b = np.ones((test_matrices.shape[0], A_orig.shape[1]))"
   ],
   "outputs": [],
   "execution_count": 26
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# Run GMRES Solver:\n",
    " ### With and Without Preconditioner from True Block Starts\n",
    "    - With original Matrices\n",
    "    - With normalised Matrices\n",
    "    - With flipped Matrices\n",
    "    - With flipped and normalised Matrices\n",
    "    - With shifted Matrices\n",
    "    - With shifted and normalised Matrices\n",
    "    "
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T00:28:58.785939Z",
     "start_time": "2024-07-28T00:28:58.770507Z"
    }
   },
   "cell_type": "code",
   "source": "importlib.reload(prec)",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matrixkit.preconditioning' from '/home/moonchild/PycharmProjects/preconditioners/matrixkit/preconditioning.py'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T01:31:04.307652Z",
     "start_time": "2024-07-28T01:03:04.267556Z"
    }
   },
   "cell_type": "code",
   "source": [
    "importlib.reload(prec)\n",
    "\n",
    "input_matrices_list = [\n",
    "    ('Original Matrices', A_orig),\n",
    "    ('Normalised Matrices', A_norm),\n",
    "    ('Flipped Matrices', A_flip),\n",
    "    ('Flipped and Normalised Matrices', A_flip_norm),\n",
    "    ('Shifted Matrices', A_shift),\n",
    "    ('Shifted and Normalised Matrices', A_shift_norm)\n",
    "]\n",
    "\n",
    "preconditioners_list = [\n",
    "    ('No Preconditioner', None),\n",
    "    ('Prec from True Block Starts', precs_true),\n",
    "    ('Prec from True Block Starts (Normalised)', precs_true_norm),\n",
    "    ('Prec from True Block Starts (Flipped)', precs_true_flip),\n",
    "    ('Prec from True Block Starts (Flipped + Normalised)', precs_true_flip_norm),\n",
    "    ('Prec from True Block Starts (Shifted + Normalised)', precs_true_shift_norm)\n",
    "]\n",
    "\n",
    "results_df = prec.run_gmres_experiments(input_matrices_list, preconditioners_list, b)\n",
    "prec.print_results_table(results_df)\n",
    "prec.plot_results(results_df)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving Original Matrices with No Preconditioner\n",
      "Solving Original Matrices with Prec from True Block Starts\n",
      "Solving Original Matrices with Prec from True Block Starts (Normalised)\n",
      "Solving Original Matrices with Prec from True Block Starts (Flipped)\n",
      "Solving Original Matrices with Prec from True Block Starts (Flipped + Normalised)\n",
      "Solving Original Matrices with Prec from True Block Starts (Shifted + Normalised)\n",
      "Solving Normalised Matrices with No Preconditioner\n",
      "Solving Normalised Matrices with Prec from True Block Starts\n",
      "Solving Normalised Matrices with Prec from True Block Starts (Normalised)\n",
      "Solving Normalised Matrices with Prec from True Block Starts (Flipped)\n",
      "Solving Normalised Matrices with Prec from True Block Starts (Flipped + Normalised)\n",
      "Solving Normalised Matrices with Prec from True Block Starts (Shifted + Normalised)\n",
      "Solving Flipped Matrices with No Preconditioner\n",
      "Solving Flipped Matrices with Prec from True Block Starts\n",
      "Solving Flipped Matrices with Prec from True Block Starts (Normalised)\n",
      "Solving Flipped Matrices with Prec from True Block Starts (Flipped)\n",
      "Solving Flipped Matrices with Prec from True Block Starts (Flipped + Normalised)\n",
      "Solving Flipped Matrices with Prec from True Block Starts (Shifted + Normalised)\n",
      "Solving Flipped and Normalised Matrices with No Preconditioner\n",
      "Solving Flipped and Normalised Matrices with Prec from True Block Starts\n",
      "Solving Flipped and Normalised Matrices with Prec from True Block Starts (Normalised)\n",
      "Solving Flipped and Normalised Matrices with Prec from True Block Starts (Flipped)\n",
      "Solving Flipped and Normalised Matrices with Prec from True Block Starts (Flipped + Normalised)\n",
      "Solving Flipped and Normalised Matrices with Prec from True Block Starts (Shifted + Normalised)\n",
      "Solving Shifted Matrices with No Preconditioner\n",
      "Solving Shifted Matrices with Prec from True Block Starts\n",
      "Solving Shifted Matrices with Prec from True Block Starts (Normalised)\n",
      "Solving Shifted Matrices with Prec from True Block Starts (Flipped)\n",
      "Solving Shifted Matrices with Prec from True Block Starts (Flipped + Normalised)\n",
      "Solving Shifted Matrices with Prec from True Block Starts (Shifted + Normalised)\n",
      "Solving Shifted and Normalised Matrices with No Preconditioner\n",
      "Solving Shifted and Normalised Matrices with Prec from True Block Starts\n",
      "Solving Shifted and Normalised Matrices with Prec from True Block Starts (Normalised)\n",
      "Solving Shifted and Normalised Matrices with Prec from True Block Starts (Flipped)\n",
      "Solving Shifted and Normalised Matrices with Prec from True Block Starts (Flipped + Normalised)\n",
      "Solving Shifted and Normalised Matrices with Prec from True Block Starts (Shifted + Normalised)\n",
      "                    Matrix Type                                Preconditioner Type  Converged  Total Systems  Percent Converged  Mean Iterations  Median Iterations  Max Iterations  Min Iterations\n",
      "              Original Matrices                                  No Preconditioner        181            200               90.5         3539.115             1970.5           12800             168\n",
      "              Original Matrices                        Prec from True Block Starts        190            200               95.0          889.485              118.0           12800              20\n",
      "              Original Matrices           Prec from True Block Starts (Normalised)        194            200               97.0          664.970              109.5           12800              18\n",
      "              Original Matrices              Prec from True Block Starts (Flipped)        195            200               97.5          545.585              117.0           12800              19\n",
      "              Original Matrices Prec from True Block Starts (Flipped + Normalised)        194            200               97.0          664.970              109.5           12800              18\n",
      "              Original Matrices Prec from True Block Starts (Shifted + Normalised)        194            200               97.0          664.970              109.5           12800              18\n",
      "            Normalised Matrices                                  No Preconditioner        178            200               89.0         3361.075             1621.5           12800             159\n",
      "            Normalised Matrices                        Prec from True Block Starts        185            200               92.5         1114.275              106.0           12800              18\n",
      "            Normalised Matrices           Prec from True Block Starts (Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "            Normalised Matrices              Prec from True Block Starts (Flipped)        197            200               98.5          359.180               86.0           12800              19\n",
      "            Normalised Matrices Prec from True Block Starts (Flipped + Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "            Normalised Matrices Prec from True Block Starts (Shifted + Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "               Flipped Matrices                                  No Preconditioner        186            200               93.0         3054.320             1626.0           12800             143\n",
      "               Flipped Matrices                        Prec from True Block Starts        196            200               98.0          550.685               95.0           12800              18\n",
      "               Flipped Matrices           Prec from True Block Starts (Normalised)        195            200               97.5          544.140               93.5           12800              19\n",
      "               Flipped Matrices              Prec from True Block Starts (Flipped)        179            200               89.5         1676.960              120.0           12800              18\n",
      "               Flipped Matrices Prec from True Block Starts (Flipped + Normalised)        195            200               97.5          544.140               93.5           12800              19\n",
      "               Flipped Matrices Prec from True Block Starts (Shifted + Normalised)        195            200               97.5          544.140               93.5           12800              19\n",
      "Flipped and Normalised Matrices                                  No Preconditioner        178            200               89.0         3361.075             1621.5           12800             159\n",
      "Flipped and Normalised Matrices                        Prec from True Block Starts        185            200               92.5         1114.275              106.0           12800              18\n",
      "Flipped and Normalised Matrices           Prec from True Block Starts (Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "Flipped and Normalised Matrices              Prec from True Block Starts (Flipped)        197            200               98.5          359.180               86.0           12800              19\n",
      "Flipped and Normalised Matrices Prec from True Block Starts (Flipped + Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "Flipped and Normalised Matrices Prec from True Block Starts (Shifted + Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "               Shifted Matrices                                  No Preconditioner        196            200               98.0         1209.870              367.5           12800              40\n",
      "               Shifted Matrices                        Prec from True Block Starts        200            200              100.0            4.625                5.0              15               2\n",
      "               Shifted Matrices           Prec from True Block Starts (Normalised)        200            200              100.0            4.525                5.0              14               2\n",
      "               Shifted Matrices              Prec from True Block Starts (Flipped)        200            200              100.0            4.795                5.0              36               2\n",
      "               Shifted Matrices Prec from True Block Starts (Flipped + Normalised)        200            200              100.0            4.525                5.0              14               2\n",
      "               Shifted Matrices Prec from True Block Starts (Shifted + Normalised)        200            200              100.0            4.525                5.0              14               2\n",
      "Shifted and Normalised Matrices                                  No Preconditioner        178            200               89.0         3361.075             1621.5           12800             159\n",
      "Shifted and Normalised Matrices                        Prec from True Block Starts        185            200               92.5         1114.275              106.0           12800              18\n",
      "Shifted and Normalised Matrices           Prec from True Block Starts (Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "Shifted and Normalised Matrices              Prec from True Block Starts (Flipped)        197            200               98.5          359.180               86.0           12800              19\n",
      "Shifted and Normalised Matrices Prec from True Block Starts (Flipped + Normalised)        189            200               94.5          844.145               96.0           12800              19\n",
      "Shifted and Normalised Matrices Prec from True Block Starts (Shifted + Normalised)        189            200               94.5          844.145               96.0           12800              19\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Compare Results"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T01:32:50.292828Z",
     "start_time": "2024-07-28T01:32:50.265768Z"
    }
   },
   "cell_type": "code",
   "source": "results_df",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                        Matrix Type  \\\n",
       "0                 Original Matrices   \n",
       "1                 Original Matrices   \n",
       "2                 Original Matrices   \n",
       "3                 Original Matrices   \n",
       "4                 Original Matrices   \n",
       "5                 Original Matrices   \n",
       "6               Normalised Matrices   \n",
       "7               Normalised Matrices   \n",
       "8               Normalised Matrices   \n",
       "9               Normalised Matrices   \n",
       "10              Normalised Matrices   \n",
       "11              Normalised Matrices   \n",
       "12                 Flipped Matrices   \n",
       "13                 Flipped Matrices   \n",
       "14                 Flipped Matrices   \n",
       "15                 Flipped Matrices   \n",
       "16                 Flipped Matrices   \n",
       "17                 Flipped Matrices   \n",
       "18  Flipped and Normalised Matrices   \n",
       "19  Flipped and Normalised Matrices   \n",
       "20  Flipped and Normalised Matrices   \n",
       "21  Flipped and Normalised Matrices   \n",
       "22  Flipped and Normalised Matrices   \n",
       "23  Flipped and Normalised Matrices   \n",
       "24                 Shifted Matrices   \n",
       "25                 Shifted Matrices   \n",
       "26                 Shifted Matrices   \n",
       "27                 Shifted Matrices   \n",
       "28                 Shifted Matrices   \n",
       "29                 Shifted Matrices   \n",
       "30  Shifted and Normalised Matrices   \n",
       "31  Shifted and Normalised Matrices   \n",
       "32  Shifted and Normalised Matrices   \n",
       "33  Shifted and Normalised Matrices   \n",
       "34  Shifted and Normalised Matrices   \n",
       "35  Shifted and Normalised Matrices   \n",
       "\n",
       "                                  Preconditioner Type  Converged  \\\n",
       "0                                   No Preconditioner        181   \n",
       "1                         Prec from True Block Starts        190   \n",
       "2            Prec from True Block Starts (Normalised)        194   \n",
       "3               Prec from True Block Starts (Flipped)        195   \n",
       "4   Prec from True Block Starts (Flipped + Normali...        194   \n",
       "5   Prec from True Block Starts (Shifted + Normali...        194   \n",
       "6                                   No Preconditioner        178   \n",
       "7                         Prec from True Block Starts        185   \n",
       "8            Prec from True Block Starts (Normalised)        189   \n",
       "9               Prec from True Block Starts (Flipped)        197   \n",
       "10  Prec from True Block Starts (Flipped + Normali...        189   \n",
       "11  Prec from True Block Starts (Shifted + Normali...        189   \n",
       "12                                  No Preconditioner        186   \n",
       "13                        Prec from True Block Starts        196   \n",
       "14           Prec from True Block Starts (Normalised)        195   \n",
       "15              Prec from True Block Starts (Flipped)        179   \n",
       "16  Prec from True Block Starts (Flipped + Normali...        195   \n",
       "17  Prec from True Block Starts (Shifted + Normali...        195   \n",
       "18                                  No Preconditioner        178   \n",
       "19                        Prec from True Block Starts        185   \n",
       "20           Prec from True Block Starts (Normalised)        189   \n",
       "21              Prec from True Block Starts (Flipped)        197   \n",
       "22  Prec from True Block Starts (Flipped + Normali...        189   \n",
       "23  Prec from True Block Starts (Shifted + Normali...        189   \n",
       "24                                  No Preconditioner        196   \n",
       "25                        Prec from True Block Starts        200   \n",
       "26           Prec from True Block Starts (Normalised)        200   \n",
       "27              Prec from True Block Starts (Flipped)        200   \n",
       "28  Prec from True Block Starts (Flipped + Normali...        200   \n",
       "29  Prec from True Block Starts (Shifted + Normali...        200   \n",
       "30                                  No Preconditioner        178   \n",
       "31                        Prec from True Block Starts        185   \n",
       "32           Prec from True Block Starts (Normalised)        189   \n",
       "33              Prec from True Block Starts (Flipped)        197   \n",
       "34  Prec from True Block Starts (Flipped + Normali...        189   \n",
       "35  Prec from True Block Starts (Shifted + Normali...        189   \n",
       "\n",
       "    Total Systems  Percent Converged  Mean Iterations  Median Iterations  \\\n",
       "0             200               90.5         3539.115             1970.5   \n",
       "1             200               95.0          889.485              118.0   \n",
       "2             200               97.0          664.970              109.5   \n",
       "3             200               97.5          545.585              117.0   \n",
       "4             200               97.0          664.970              109.5   \n",
       "5             200               97.0          664.970              109.5   \n",
       "6             200               89.0         3361.075             1621.5   \n",
       "7             200               92.5         1114.275              106.0   \n",
       "8             200               94.5          844.145               96.0   \n",
       "9             200               98.5          359.180               86.0   \n",
       "10            200               94.5          844.145               96.0   \n",
       "11            200               94.5          844.145               96.0   \n",
       "12            200               93.0         3054.320             1626.0   \n",
       "13            200               98.0          550.685               95.0   \n",
       "14            200               97.5          544.140               93.5   \n",
       "15            200               89.5         1676.960              120.0   \n",
       "16            200               97.5          544.140               93.5   \n",
       "17            200               97.5          544.140               93.5   \n",
       "18            200               89.0         3361.075             1621.5   \n",
       "19            200               92.5         1114.275              106.0   \n",
       "20            200               94.5          844.145               96.0   \n",
       "21            200               98.5          359.180               86.0   \n",
       "22            200               94.5          844.145               96.0   \n",
       "23            200               94.5          844.145               96.0   \n",
       "24            200               98.0         1209.870              367.5   \n",
       "25            200              100.0            4.625                5.0   \n",
       "26            200              100.0            4.525                5.0   \n",
       "27            200              100.0            4.795                5.0   \n",
       "28            200              100.0            4.525                5.0   \n",
       "29            200              100.0            4.525                5.0   \n",
       "30            200               89.0         3361.075             1621.5   \n",
       "31            200               92.5         1114.275              106.0   \n",
       "32            200               94.5          844.145               96.0   \n",
       "33            200               98.5          359.180               86.0   \n",
       "34            200               94.5          844.145               96.0   \n",
       "35            200               94.5          844.145               96.0   \n",
       "\n",
       "    Max Iterations  Min Iterations  \n",
       "0            12800             168  \n",
       "1            12800              20  \n",
       "2            12800              18  \n",
       "3            12800              19  \n",
       "4            12800              18  \n",
       "5            12800              18  \n",
       "6            12800             159  \n",
       "7            12800              18  \n",
       "8            12800              19  \n",
       "9            12800              19  \n",
       "10           12800              19  \n",
       "11           12800              19  \n",
       "12           12800             143  \n",
       "13           12800              18  \n",
       "14           12800              19  \n",
       "15           12800              18  \n",
       "16           12800              19  \n",
       "17           12800              19  \n",
       "18           12800             159  \n",
       "19           12800              18  \n",
       "20           12800              19  \n",
       "21           12800              19  \n",
       "22           12800              19  \n",
       "23           12800              19  \n",
       "24           12800              40  \n",
       "25              15               2  \n",
       "26              14               2  \n",
       "27              36               2  \n",
       "28              14               2  \n",
       "29              14               2  \n",
       "30           12800             159  \n",
       "31           12800              18  \n",
       "32           12800              19  \n",
       "33           12800              19  \n",
       "34           12800              19  \n",
       "35           12800              19  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Matrix Type</th>\n",
       "      <th>Preconditioner Type</th>\n",
       "      <th>Converged</th>\n",
       "      <th>Total Systems</th>\n",
       "      <th>Percent Converged</th>\n",
       "      <th>Mean Iterations</th>\n",
       "      <th>Median Iterations</th>\n",
       "      <th>Max Iterations</th>\n",
       "      <th>Min Iterations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Original Matrices</td>\n",
       "      <td>No Preconditioner</td>\n",
       "      <td>181</td>\n",
       "      <td>200</td>\n",
       "      <td>90.5</td>\n",
       "      <td>3539.115</td>\n",
       "      <td>1970.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Original Matrices</td>\n",
       "      <td>Prec from True Block Starts</td>\n",
       "      <td>190</td>\n",
       "      <td>200</td>\n",
       "      <td>95.0</td>\n",
       "      <td>889.485</td>\n",
       "      <td>118.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Original Matrices</td>\n",
       "      <td>Prec from True Block Starts (Normalised)</td>\n",
       "      <td>194</td>\n",
       "      <td>200</td>\n",
       "      <td>97.0</td>\n",
       "      <td>664.970</td>\n",
       "      <td>109.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Original Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped)</td>\n",
       "      <td>195</td>\n",
       "      <td>200</td>\n",
       "      <td>97.5</td>\n",
       "      <td>545.585</td>\n",
       "      <td>117.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Original Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped + Normali...</td>\n",
       "      <td>194</td>\n",
       "      <td>200</td>\n",
       "      <td>97.0</td>\n",
       "      <td>664.970</td>\n",
       "      <td>109.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Original Matrices</td>\n",
       "      <td>Prec from True Block Starts (Shifted + Normali...</td>\n",
       "      <td>194</td>\n",
       "      <td>200</td>\n",
       "      <td>97.0</td>\n",
       "      <td>664.970</td>\n",
       "      <td>109.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Normalised Matrices</td>\n",
       "      <td>No Preconditioner</td>\n",
       "      <td>178</td>\n",
       "      <td>200</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3361.075</td>\n",
       "      <td>1621.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts</td>\n",
       "      <td>185</td>\n",
       "      <td>200</td>\n",
       "      <td>92.5</td>\n",
       "      <td>1114.275</td>\n",
       "      <td>106.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Normalised)</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped)</td>\n",
       "      <td>197</td>\n",
       "      <td>200</td>\n",
       "      <td>98.5</td>\n",
       "      <td>359.180</td>\n",
       "      <td>86.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped + Normali...</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Shifted + Normali...</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Flipped Matrices</td>\n",
       "      <td>No Preconditioner</td>\n",
       "      <td>186</td>\n",
       "      <td>200</td>\n",
       "      <td>93.0</td>\n",
       "      <td>3054.320</td>\n",
       "      <td>1626.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Flipped Matrices</td>\n",
       "      <td>Prec from True Block Starts</td>\n",
       "      <td>196</td>\n",
       "      <td>200</td>\n",
       "      <td>98.0</td>\n",
       "      <td>550.685</td>\n",
       "      <td>95.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Flipped Matrices</td>\n",
       "      <td>Prec from True Block Starts (Normalised)</td>\n",
       "      <td>195</td>\n",
       "      <td>200</td>\n",
       "      <td>97.5</td>\n",
       "      <td>544.140</td>\n",
       "      <td>93.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Flipped Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped)</td>\n",
       "      <td>179</td>\n",
       "      <td>200</td>\n",
       "      <td>89.5</td>\n",
       "      <td>1676.960</td>\n",
       "      <td>120.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Flipped Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped + Normali...</td>\n",
       "      <td>195</td>\n",
       "      <td>200</td>\n",
       "      <td>97.5</td>\n",
       "      <td>544.140</td>\n",
       "      <td>93.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Flipped Matrices</td>\n",
       "      <td>Prec from True Block Starts (Shifted + Normali...</td>\n",
       "      <td>195</td>\n",
       "      <td>200</td>\n",
       "      <td>97.5</td>\n",
       "      <td>544.140</td>\n",
       "      <td>93.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Flipped and Normalised Matrices</td>\n",
       "      <td>No Preconditioner</td>\n",
       "      <td>178</td>\n",
       "      <td>200</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3361.075</td>\n",
       "      <td>1621.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Flipped and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts</td>\n",
       "      <td>185</td>\n",
       "      <td>200</td>\n",
       "      <td>92.5</td>\n",
       "      <td>1114.275</td>\n",
       "      <td>106.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Flipped and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Normalised)</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Flipped and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped)</td>\n",
       "      <td>197</td>\n",
       "      <td>200</td>\n",
       "      <td>98.5</td>\n",
       "      <td>359.180</td>\n",
       "      <td>86.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Flipped and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped + Normali...</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Flipped and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Shifted + Normali...</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Shifted Matrices</td>\n",
       "      <td>No Preconditioner</td>\n",
       "      <td>196</td>\n",
       "      <td>200</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1209.870</td>\n",
       "      <td>367.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Shifted Matrices</td>\n",
       "      <td>Prec from True Block Starts</td>\n",
       "      <td>200</td>\n",
       "      <td>200</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.625</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Shifted Matrices</td>\n",
       "      <td>Prec from True Block Starts (Normalised)</td>\n",
       "      <td>200</td>\n",
       "      <td>200</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.525</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Shifted Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped)</td>\n",
       "      <td>200</td>\n",
       "      <td>200</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.795</td>\n",
       "      <td>5.0</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Shifted Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped + Normali...</td>\n",
       "      <td>200</td>\n",
       "      <td>200</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.525</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Shifted Matrices</td>\n",
       "      <td>Prec from True Block Starts (Shifted + Normali...</td>\n",
       "      <td>200</td>\n",
       "      <td>200</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.525</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Shifted and Normalised Matrices</td>\n",
       "      <td>No Preconditioner</td>\n",
       "      <td>178</td>\n",
       "      <td>200</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3361.075</td>\n",
       "      <td>1621.5</td>\n",
       "      <td>12800</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Shifted and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts</td>\n",
       "      <td>185</td>\n",
       "      <td>200</td>\n",
       "      <td>92.5</td>\n",
       "      <td>1114.275</td>\n",
       "      <td>106.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Shifted and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Normalised)</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Shifted and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped)</td>\n",
       "      <td>197</td>\n",
       "      <td>200</td>\n",
       "      <td>98.5</td>\n",
       "      <td>359.180</td>\n",
       "      <td>86.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Shifted and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Flipped + Normali...</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Shifted and Normalised Matrices</td>\n",
       "      <td>Prec from True Block Starts (Shifted + Normali...</td>\n",
       "      <td>189</td>\n",
       "      <td>200</td>\n",
       "      <td>94.5</td>\n",
       "      <td>844.145</td>\n",
       "      <td>96.0</td>\n",
       "      <td>12800</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 29,
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   "execution_count": 29
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