{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6ce38b1f-9a6f-403d-9d69-75acf44de4d9",
   "metadata": {},
   "source": [
    "# Linear regression demonstration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "006c81c4-8f0d-41bd-8995-4b01e112f2f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from linreg import LinReg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c4021682-f972-4604-9b10-cdb8357e2eb6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.1.txt  1.2.txt  1.3.txt  1.4.txt\n"
     ]
    }
   ],
   "source": [
    "ls *.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6cdd6f9b-9f5e-4e33-9c2f-e551996003da",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_spec(filename):\n",
    "    df = pd.read_csv(filename, skiprows=1, delimiter='\\t', names=['t', 'Abs'])\n",
    "    df.t = pd.to_timedelta(df.t) / np.timedelta64(1, 'm')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e455af87-38c3-4a02-81ab-f861da13feaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "d11 = read_spec('1.1.txt')\n",
    "d12 = read_spec('1.2.txt')\n",
    "d13 = read_spec('1.3.txt')\n",
    "d14 = read_spec('1.4.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "61654676-50d4-4b8b-b6cc-9d7b5095306c",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp1 = [d11, d12, d13, d14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f44e92e7-8a7a-4a21-8555-a7826a8cf29b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t</th>\n",
       "      <th>Abs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.015282</td>\n",
       "      <td>0.107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.040853</td>\n",
       "      <td>0.107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.054001</td>\n",
       "      <td>0.107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.069700</td>\n",
       "      <td>0.106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>3.359994</td>\n",
       "      <td>0.083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>3.365294</td>\n",
       "      <td>0.083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>3.370487</td>\n",
       "      <td>0.083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>3.375760</td>\n",
       "      <td>0.083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>3.380638</td>\n",
       "      <td>0.083</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>383 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            t    Abs\n",
       "0    0.000036  0.079\n",
       "1    0.015282  0.107\n",
       "2    0.040853  0.107\n",
       "3    0.054001  0.107\n",
       "4    0.069700  0.106\n",
       "..        ...    ...\n",
       "378  3.359994  0.083\n",
       "379  3.365294  0.083\n",
       "380  3.370487  0.083\n",
       "381  3.375760  0.083\n",
       "382  3.380638  0.083\n",
       "\n",
       "[383 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5ae930d8-637a-43f8-b36c-7b4209f9ffd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ebb65e91d1014a17859a809e62a8e5e3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4df0e4b05bdf46d1992ed26cf5dd2478",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=700.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = LinReg(exp1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "45f2bd81-b378-4553-8a8a-9b2c5f09b889",
   "metadata": {},
   "outputs": [],
   "source": [
    "res = a.make_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8587fa89-74fb-4c6a-a0db-3a8c3ab2cb01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>d11</th>\n",
       "      <td>-0.013599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d12</th>\n",
       "      <td>-0.018792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d13</th>\n",
       "      <td>-0.037894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d14</th>\n",
       "      <td>-0.059857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         rate\n",
       "d11 -0.013599\n",
       "d12 -0.018792\n",
       "d13 -0.037894\n",
       "d14 -0.059857"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ee87d8c-8549-462f-a887-d0592e6a8dfc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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",
       "_figure_label": "Figure 1",
       "_image_mode": "diff",
       "_size": [
        700,
        500
       ],
       "_view_name": "ErrorWidgetView",
       "error": {},
       "layout": "IPY_MODEL_2fafec454fc643a099f7e8a1a03cc394",
       "msg": "Failed to load model class 'MPLCanvasModel' from module 'jupyter-matplotlib'",
       "toolbar": "IPY_MODEL_a7f6bb82e6684f9cba461f558bd10ef2",
       "toolbar_position": "left"
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}