{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e147d42e-637d-426c-82ab-f50a5a22eccb",
   "metadata": {},
   "source": [
    "# Manually creating custom graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6551d2e9-afe1-4856-b183-3c4362ad5f95",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-21T08:18:33.816567Z",
     "iopub.status.busy": "2025-02-21T08:18:33.815529Z",
     "iopub.status.idle": "2025-02-21T08:18:35.028115Z",
     "shell.execute_reply": "2025-02-21T08:18:35.026815Z",
     "shell.execute_reply.started": "2025-02-21T08:18:33.816520Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataSet(data_path=PosixPath('tetracenomycin'),\n",
       "        reference=Sample(noa:[1, 2, 3]),\n",
       "        samples=[Sample(noa:[1, 2, 3]),\n",
       "                 Sample(tcx:[1, 2, 3], ref: noa)],\n",
       "        )"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from itpseq import DataSet\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = DataSet('tetracenomycin/')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "84b4b790-25d5-4e3f-b17f-81f84e0b176d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-21T08:18:35.030106Z",
     "iopub.status.busy": "2025-02-21T08:18:35.029618Z",
     "iopub.status.idle": "2025-02-21T08:18:35.052274Z",
     "shell.execute_reply": "2025-02-21T08:18:35.051647Z",
     "shell.execute_reply.started": "2025-02-21T08:18:35.030071Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sample(tcx:[1, 2, 3], ref: noa)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcx = data.samples['tcx']\n",
    "tcx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "479aeb64-8109-439f-a338-ec248025fecb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-21T08:19:30.586105Z",
     "iopub.status.busy": "2025-02-21T08:19:30.585537Z",
     "iopub.status.idle": "2025-02-21T08:19:34.139774Z",
     "shell.execute_reply": "2025-02-21T08:19:34.139082Z",
     "shell.execute_reply.started": "2025-02-21T08:19:30.586058Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting a E-site vs P-site heatmap for different values of min_peptide\n",
    "fig, axes = plt.subplots(ncols=5, figsize=(20, 5))\n",
    "\n",
    "for ax, pep_size in zip(axes.flat, range(1, 6)):\n",
    "    tcx.hmap('E', 'P', min_peptide=pep_size, ax=ax, vmax=1.2)\n",
    "    ax.set_title(f'Minimum peptide size: {pep_size}')\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "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": "3.12.7"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
