dwhswenson/contact_map

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dried-grass",
   "metadata": {},
   "source": [
    "# Exporting data to other tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "weird-logistics",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import mdtraj as md\n",
    "traj = md.load(\"5550217/kras.xtc\", top=\"5550217/kras.pdb\")\n",
    "topology = traj.topology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "paperback-nutrition",
   "metadata": {},
   "outputs": [],
   "source": [
    "from contact_map import ContactFrequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "opening-whole",
   "metadata": {},
   "outputs": [],
   "source": [
    "traj_contacts = ContactFrequency(traj)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "vocational-petroleum",
   "metadata": {},
   "source": [
    "## Exporting contact data\n",
    "\n",
    "Contact Map Explorer makes it easy for you to get your contact data into other formats, so that you can use the tools you're already familiar with to perform your analysis. Note that the residues and atoms of these report as integers, so what you have is the index of the object in the MDTraj topology,"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "herbal-forum",
   "metadata": {},
   "source": [
    "### SciPy sparse matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "missing-military",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<219x219 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 3034 stored elements in Dictionary Of Keys format>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traj_contacts.residue_contacts.sparse_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "assigned-williams",
   "metadata": {},
   "source": [
    "### Pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "therapeutic-windows",
   "metadata": {},
   "outputs": [
    {
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       "          0    1    2    3    4    5    6    7    8    9    ...  209  210  \\\n",
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       "..        ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
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       "\n",
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       "..   ...  ...       ...  ...  ...  ...  ...       ...  \n",
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      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traj_contacts.residue_contacts.df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2daf4e",
   "metadata": {},
   "source": [
    "### NetworkX graph\n",
    "\n",
    "This requires separately installing [NetworkX](https://networkx.org/), which does not come with Contact Map Explorer in a default installation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ccb38970",
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "graph = traj_contacts.residue_contacts.to_networkx()\n",
    "nx.draw(graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "external-alabama",
   "metadata": {},
   "source": [
    "### Direct access to the `Counter`\n",
    "\n",
    "For `ContactFrequency` and `ContactDifference` you can directly access the internal [collections.Counter](https://docs.python.org/3/library/collections.html#collections.Counter) object that stores the contact frequency. This `Counter` is a mapping of a `frozenset` of the MDTraj indices (`int`s) to the frequency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "acoustic-radio",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{frozenset({15, 57}): 0.9900990099009901,\n",
       " frozenset({150, 153}): 0.9405940594059405,\n",
       " frozenset({83, 116}): 1.0,\n",
       " frozenset({111, 154}): 0.5841584158415841,\n",
       " frozenset({129, 133}): 1.0}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counter = traj_contacts.residue_contacts.counter\n",
    "dict(list(counter.items())[:5])  # to illustrate a few"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "immune-cooper",
   "metadata": {},
   "source": [
    "### Python pickle file\n",
    "\n",
    "The approaches listed above give you a way to export the contact matrix. But when you do that, you lose the information connecting residue contacts to atom contacts. Sometimes you just want to export your data so you can load it up later to continue your analysis. In this case, the `save_to_file` method, which uses Python's `pickle` module, is the best tool."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "african-london",
   "metadata": {},
   "outputs": [],
   "source": [
    "traj_contacts.save_to_file(\"contacts.p\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "speaking-research",
   "metadata": {},
   "source": [
    "This is also allows you to reload your data. Because the other approaches can't preserve all the information we store, we cannot recreate our objects from, for example, a SciPy sparse matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bulgarian-massachusetts",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<contact_map.contact_map.ContactFrequency at 0x7fcf18132450>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ContactFrequency.from_file(\"contacts.p\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "close-backup",
   "metadata": {},
   "source": [
    "### JSON string\n",
    "\n",
    "You can also save all the information, including information connecting residue contacts to atom contacts, as a JSON string. This is useful if you need to transfer a `ContactFrequency` to another machine during a parallelized analysis. It can also be written to disk, though the `pickle` format is likely to be more efficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "constant-fetish",
   "metadata": {},
   "outputs": [],
   "source": [
    "json_str = traj_contacts.to_json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "modified-indicator",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<contact_map.contact_map.ContactFrequency at 0x7fcf18113590>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ContactFrequency.from_json(json_str)"
   ]
  }
 ],
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