examples/sample_code.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# An introduction to TRviz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quick start: Visualizing tandem repeat sequences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from trviz.main import TandemRepeatVizWorker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID: simple_example_1\n",
      "Motifs: ['CGG']\n",
      "Loaded 10 tandem repeat sequences\n",
      "Decomposing TR sequences\n",
      " |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n",
      "Encoding\n",
      "Alignment\n",
      "Visualization\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer = TandemRepeatVizWorker()\n",
    "\n",
    "tr_id = \"simple_example_1\"\n",
    "tr_sequences = ['CGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGGCGGCGGCGG',\n",
    "                'CGGCGGCGGCGGCGGCGGCGG',\n",
    "               ]\n",
    "sample_ids = [f\"Allele {x}\" for x in range(1, len(tr_sequences) + 1)]\n",
    "motifs = ['CGG']\n",
    "\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              motifs, \n",
    "                              show_figure=True, # This is for showing the figure on the notebook\n",
    "                              )  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The generated figure shows the tandem repeat sequences decomposed as motifs. Each row represents an allele, and the x-axis shows the index of motifs. Boxes represent motifs, and white spaces are gaps introduced by multiple sequence alignment.\n",
    "The bottom figure shows the color to motif sequence mapping and the frequency in all alleles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing tandem repeats with multiple motifs\n",
    "TRviz can identify motifs not given in the input motif set. However, providing other motifs as an input may yield better decomposition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer = TandemRepeatVizWorker()\n",
    "tr_id = \"VariantMotif\"\n",
    "tr_sequences = ['ACGTACGTATGTACGTACGTACGT',\n",
    "                'ACGTACGTACGTACGTAGGTACGTACGT',\n",
    "                'ACGTACGTAGGTACGTACGTACGTACGTACGT',\n",
    "                'ACGTACGTACGTACGTAGGTACGTACGT',\n",
    "                'ACGTACGTACGTACGTACGTACGTAGGTACGTACGTACGTACGT',\n",
    "                'ACGTACGTAGGTACGTACGTACGTACGTACGT',\n",
    "                'ACGTACGTAGGTACGTACGTACGTACGT',\n",
    "                'ACGTACGTAGGTACGTACGT',\n",
    "                'ACGTACGTACGTATGTACGTACGTACGTACGTACGT',\n",
    "                'ACGTACGTACGTACGTATGTACGTACGT',\n",
    "           ]\n",
    "sample_ids = [f\"Allele {x}\" for x in range(1, len(tr_sequences) + 1)]\n",
    "motifs = ['ACGT']  # A consensus motif is given\n",
    "\n",
    "# Seattle plot (default)\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              motifs, \n",
    "                              show_figure=True,\n",
    "                              verbose=False,\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the same sequences with a different motif set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID: VariantMotif\n",
      "Motifs: ['AC', 'AG', 'AT', 'GT']\n",
      "Loaded 10 tandem repeat sequences\n",
      "Decomposing TR sequences\n",
      " |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n",
      "Encoding\n",
      "Alignment\n",
      "Visualization\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dinucleotide motifs\n",
    "dinucleotide_motifs = ['AC', 'AG', 'AT', 'GT']\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              dinucleotide_motifs, \n",
    "                              show_figure=True,\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Waterfall plot vs Seattle plot (default)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Waterfall plot\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids*2, # Doubled same sequences\n",
    "                              tr_sequences*2, \n",
    "                              dinucleotide_motifs, \n",
    "                              style=\"waterfall\",\n",
    "                              figure_size=(5,3),\n",
    "                              show_figure=True,\n",
    "                              verbose=False,\n",
    "                             )\n",
    "\n",
    "# Seattle plot (Default)\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids*2, \n",
    "                              tr_sequences*2, \n",
    "                              dinucleotide_motifs, \n",
    "                              style=\"seattle\",\n",
    "                              figure_size=(5,3),\n",
    "                              show_figure=True,\n",
    "                              verbose=False,\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding colored labels for alleles (based on super population code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_to_super_population = {\"Allele 1\": \"AFR\", \n",
    "                              \"Allele 2\": \"EAS\",\n",
    "                              \"Allele 3\": \"AMR\",\n",
    "                              \"Allele 4\": \"EAS\",\n",
    "                              \"Allele 5\": \"SAS\",\n",
    "                              \"Allele 6\": \"AMR\",\n",
    "                              \"Allele 7\": \"EUR\", \n",
    "                              \"Allele 8\": \"Unknown\", \n",
    "                              \"Allele 9\": \"AFR\",\n",
    "                             \"Allele 10\": \"AFR\", }\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              motifs, \n",
    "                              sample_to_label=sample_to_super_population,\n",
    "                              figure_size=(4,3),\n",
    "                              motif_map_size=(1,1),\n",
    "                              verbose=False,\n",
    "                              show_figure=True,\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specyfing color palette\n",
    "\n",
    "By default, TRviz automatically assigns distinct colors for motifs. Users can also give a (qualitative) color palette or color map as input. Please note that the same color may be assigned to different motifs if the number of colors in the color map is smaller than the motifs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qasqVYX662YneRGdjY4Nly5aNO4wX89PNTvT69bp7924cOHAAKSkpaG5uRllZGS5cuMD50JifbvrR19cHlUqFpqYmAMD58+ehUqk07q1OCF8PFeKP81omIj8/n1auXEkikYgsLS0pKipKw6fG/HTTi5KSEq2zJCoUCp1zMD8dQ3D03ntl/PtgomMIDhMdQ3CY6BiCw0THEBwmOobgMNExBIeJjiE4THQMwWGiYwgOEx1DcP4LNDmQ9lwB2E4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tab10\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pastel1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CYII=",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xXbPTh+bv7w+tVovJkyfj7t27vOsDzE83WLCY6EaOHAkAnA/N3t4e3t7esLe358owP93QxGKic3Nzg4+PT4+f8WJ+uqGJRU+vmzdvxo4dO5CcnIyamhoUFhbiwoULnA+N+ekGHi0tLdBqtaiurgYAnD9/Hlqt1ujeaq/wHu/24y0TIqLjx4/TzJkzSSQSkZOTE0VHRxvNLtjW1kbr168nT09PGjZsGI0ePZp27tzJxc2ZBZGo+1smRGwWRD7k5+ebnCUxLS3N7BzMT8cQHIuPXhn/PpjoGILDRMcQHCY6huAw0TEEh4mOIThMdAzBYaJjCA4THUNwmOgYgsNExxCc/wEj+KCMGFf/oAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer = TandemRepeatVizWorker()\n",
    "tr_id = \"VariantMotif2\"\n",
    "tr_sequences = ['CAGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCG',\n",
    "                'CAGGGCGCCGGGCGCTGGGCG',\n",
    "                'CAGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCGCCGGGCGCCGGGCGCCGTGCGCCGGGCG',\n",
    "                'CAGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCG',\n",
    "                'CTGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCGCCGGGCGCCGGGCGCCGTGCGCCGGGCGCCGGGCG',\n",
    "                'CTGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCGCCGGGCGCCGGGCGCCGTGCGCCGGGCGCCGGGCG',\n",
    "                'CTGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCG',\n",
    "                'CTGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCGCCGGGCGCCGGGCGCCGGGCGGCGTGCGCCGGGCGCCGGGCGCCGGGCG',\n",
    "                'CTGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCG',\n",
    "                'CTGGGCGCCGGGCGCCGGGCGCTGGGCGCCGGGCGCCGGGCGCCGGGCGCCGGGCGCCGTGCGCCGGGCGCCGGGCGCCGGGCG',\n",
    "                \n",
    "           ]\n",
    "sample_ids = [f\"Allele {x}\" for x in range(1, len(tr_sequences) + 1)]\n",
    "motifs = ['CCGGGCG']\n",
    "\n",
    "print(\"Default\")\n",
    "tr_visualizer.generate_trplot(tr_id, sample_ids, tr_sequences, motifs, \n",
    "                              show_figure=True, verbose=False, figure_size=(4,2), motif_map_size=(1,1))\n",
    "\n",
    "print(\"Tab10\")\n",
    "tr_visualizer.generate_trplot(tr_id, sample_ids, tr_sequences, motifs, \n",
    "                              show_figure=True, verbose=False, figure_size=(4,2), motif_map_size=(1,1),\n",
    "                              color_palette=\"tab10\")\n",
    "\n",
    "print(\"Pastel1\")\n",
    "tr_visualizer.generate_trplot(tr_id, sample_ids, tr_sequences, motifs, \n",
    "                              show_figure=True, verbose=False, figure_size=(4,2), motif_map_size=(1,1),\n",
    "                              color_palette=\"Pastel1\")\n",
    "\n",
    "print(\"Set1\")\n",
    "tr_visualizer.generate_trplot(tr_id, sample_ids, tr_sequences, motifs, \n",
    "                              show_figure=True, verbose=False, figure_size=(4,2), motif_map_size=(1,1), \n",
    "                              color_palette=\"Set1\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding edges of the motifs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID: VariantMotif2\n",
      "Motifs: ['CCGGGCG']\n",
      "Loaded 10 tandem repeat sequences\n",
      "Decomposing TR sequences\n",
      " |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n",
      "Encoding\n",
      "Alignment\n",
      "Visualization\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0KH2FFY8eCaxQigRWKEUCK5QigRVKkcAKpUjdplCKXGGFUiSwQikSWKEUCaxQigRWKKVLfzU77NNh9/o4WimLKbM8STxy5AorlCKBFUqRwAqlSGCFUiSwQikSWKEUCaxQivKBzc7ORq/X4+DgwNNPP01sbCyXLl3SxqVu88Fy4sQJIiMj6d27d6erNkHxwGZlZREREUFYWBiFhYUcPnwYT09Pzp8/r82JjY0lJSWFrVu3Ul5eTmJiolnpRXx8PKtXryYuLo7y8nJ27dqFyWQC7tRt1tXVUVdXR0pKCoD2/3V1dej1eq1uMzs7m5SUFMrKyli7di2nT5/W9tFSt+nj40NeXh45OTn4+/trdZMtdZstz6mgoIBZs2aZ9dw+LK5cucLIkSO1bojO6tLnYR+Ud7qGDx9OQECAFqZ/krrNB1dNTQ0DBgzoVNUmKHyFPX/+PGVlZRZrLKVu8+Gi7Bmqra0F0GoqT5w4odVUvvnmm9ocqdt8uCgb2BYtNZWBgYEYjUaGDBnCjRs3Or09SN2mCpQNbP/+/QG0msqePXvi5eVFz549tTlSt/nwUTawffr0YdiwYaSnp7c7R+o2Hz7KBhZg06ZNbN++nQ0bNnDq1Cny8vI4d+6cVlMpdZsPnmvXrmE0GqmsrATgxx9/xGg0mt0774jSgZ06dSoGgwGDwYC/vz/Tpk0jJCSEd955R5sjdZsPlqKiIkaNGsXzzz8PwNy5cxk1alSHvynvpvR9WPHoUfoKKx49ElihFAmsUIoEVihFAiuUIoEVSpG6TaEUucIKpUhghVIksEIpElihFAmsUIoEVihFAiuUIoEVSpHACqVIYIVSJLBCKRJYoZT/BxYTzNSbH7SDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              motifs, \n",
    "                              show_figure=True,\n",
    "                              motif_map_size=(2,2),\n",
    "                              color_palette=\"tab20\",\n",
    "                              no_edge=True,\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing motif style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cQ0VH4RwqOgrnUNFROIeKjsI5VHQUzqGio3DO/wNKiBHL/nAQSwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 100x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer.generate_trplot(tr_id, sample_ids, tr_sequences, motifs, show_figure=True, color_palette=\"Accent\",\n",
    "                              motif_style=\"arrow\",\n",
    "                              figure_size=(5,3),\n",
    "                              motif_map_size=(1,1),\n",
    "                              verbose=False,\n",
    "                             )\n",
    "\n",
    "tr_visualizer.generate_trplot(tr_id, sample_ids, tr_sequences, motifs, show_figure=True, color_palette=\"Dark2\",\n",
    "                              motif_style=\"triangle\",\n",
    "                              figure_size=(5,3),\n",
    "                              motif_map_size=(1,1),\n",
    "                              verbose=False,\n",
    "                             )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding a dendrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              motifs, \n",
    "                              show_figure=True,\n",
    "                              motif_map_size=(2,2),\n",
    "                              hide_dendrogram=False,\n",
    "                              verbose=False,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rotating a plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids*10, \n",
    "                              tr_sequences*10, \n",
    "                              motifs, \n",
    "                              show_figure=True,\n",
    "                              allele_as_row=False,\n",
    "                              xlabel_rotation=90,\n",
    "                              hide_dendrogram=False,\n",
    "                              figure_size=(13, 5),\n",
    "                              motif_map_size=(2,2),\n",
    "                              color_palette=\"Set3\",\n",
    "                              verbose=False, )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# An example of visualizing a complex VNTR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ID: SOL1\n",
      "Motifs: ['GCTTCATCTCCTCCTCCTCACCTCCTGCTGTGGTGCACAGATACCTATAGGCAG']\n",
      "Loaded 95 tandem repeat sequences\n",
      "Decomposing TR sequences\n",
      " |████████████████████████████████████████████████████████████████████████████████████████████████████| 100.0% \n",
      "Encoding\n",
      "Alignment\n",
      "Visualization\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x2100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_id = \"SOL1\"\n",
    "tr_sequences = []\n",
    "with open(\"data/SORL1_tr_sequence.fa\", \"r\") as f:\n",
    "    for line in f:\n",
    "        if not line.startswith(\">\"):\n",
    "            tr_sequences.append(line.strip())\n",
    "sample_ids = [f\"Allele {x}\" for x in range(1, len(tr_sequences) + 1)]\n",
    "motifs = ['GCTTCATCTCCTCCTCCTCACCTCCTGCTGTGGTGCACAGATACCTATAGGCAG']\n",
    "tr_visualizer.generate_trplot(tr_id, \n",
    "                              sample_ids, \n",
    "                              tr_sequences, \n",
    "                              motifs, \n",
    "                              show_figure=True,\n",
    "                              no_edge=True,\n",
    "                             )"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}