regression/regression.ipynb

{
 "cells": [
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   "cell_type": "code",
   "execution_count": null,
   "id": "4a7dc006",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "## Logistic Regression on fitting GPT-4 Text-CoT\n",
    "\n",
    "## Input: Train and test table statistics created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "fdde7d05",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "# Function that Z-scores datasets\n",
    "scale_df <- function(df) {\n",
    "    new_df <- data.frame(scale(df[2:6]))\n",
    "    new_df$index <- as.factor(df$index)\n",
    "    new_df$correct <- df$correct\n",
    "    return(new_df)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5bf835e3",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "all_df <- read.table(file = 'text_cot_train_table.tsv', sep = '\\t', header = TRUE)\n",
    "all_df$input_nchars <- NULL\n",
    "all_df$input_ntokens <- NULL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "417a3fe8",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "test_df <- read.table(file = \"text_cot_test_table.tsv\", sep = '\\t', header = TRUE)\n",
    "test_df$input_ntokens <- NULL\n",
    "bin_info = test_df$bin\n",
    "test_df$bin <- NULL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7ed3a53c",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 7</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>index</th><th scope=col>input_logprob</th><th scope=col>output_logprob</th><th scope=col>shift_level</th><th scope=col>shift_freq</th><th scope=col>shift</th><th scope=col>correct</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>0</td><td>-34.43444</td><td>-14.99727</td><td>1</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>1</td><td>-35.56096</td><td>-14.99698</td><td>1</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2</td><td>-40.20804</td><td>-14.99656</td><td>1</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>3</td><td>-37.75704</td><td>-15.00770</td><td>1</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>4</td><td>-37.78588</td><td>-14.99173</td><td>1</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>5</td><td>-36.97999</td><td>-14.98950</td><td>1</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 7\n",
       "\\begin{tabular}{r|lllllll}\n",
       "  & index & input\\_logprob & output\\_logprob & shift\\_level & shift\\_freq & shift & correct\\\\\n",
       "  & <int> & <dbl> & <dbl> & <int> & <int> & <int> & <int>\\\\\n",
       "\\hline\n",
       "\t1 & 0 & -34.43444 & -14.99727 & 1 & 59 & 1 & 1\\\\\n",
       "\t2 & 1 & -35.56096 & -14.99698 & 1 & 59 & 1 & 1\\\\\n",
       "\t3 & 2 & -40.20804 & -14.99656 & 1 & 59 & 1 & 1\\\\\n",
       "\t4 & 3 & -37.75704 & -15.00770 & 1 & 59 & 1 & 1\\\\\n",
       "\t5 & 4 & -37.78588 & -14.99173 & 1 & 59 & 1 & 1\\\\\n",
       "\t6 & 5 & -36.97999 & -14.98950 & 1 & 59 & 1 & 1\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 7\n",
       "\n",
       "| <!--/--> | index &lt;int&gt; | input_logprob &lt;dbl&gt; | output_logprob &lt;dbl&gt; | shift_level &lt;int&gt; | shift_freq &lt;int&gt; | shift &lt;int&gt; | correct &lt;int&gt; |\n",
       "|---|---|---|---|---|---|---|---|\n",
       "| 1 | 0 | -34.43444 | -14.99727 | 1 | 59 | 1 | 1 |\n",
       "| 2 | 1 | -35.56096 | -14.99698 | 1 | 59 | 1 | 1 |\n",
       "| 3 | 2 | -40.20804 | -14.99656 | 1 | 59 | 1 | 1 |\n",
       "| 4 | 3 | -37.75704 | -15.00770 | 1 | 59 | 1 | 1 |\n",
       "| 5 | 4 | -37.78588 | -14.99173 | 1 | 59 | 1 | 1 |\n",
       "| 6 | 5 | -36.97999 | -14.98950 | 1 | 59 | 1 | 1 |\n",
       "\n"
      ],
      "text/plain": [
       "  index input_logprob output_logprob shift_level shift_freq shift correct\n",
       "1 0     -34.43444     -14.99727      1           59         1     1      \n",
       "2 1     -35.56096     -14.99698      1           59         1     1      \n",
       "3 2     -40.20804     -14.99656      1           59         1     1      \n",
       "4 3     -37.75704     -15.00770      1           59         1     1      \n",
       "5 4     -37.78588     -14.99173      1           59         1     1      \n",
       "6 5     -36.97999     -14.98950      1           59         1     1      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(all_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ca5b2184",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "shift_level <- all_df$shift_level\n",
    "all_df$shift_level <- NULL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a94796d3",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "12500"
      ],
      "text/latex": [
       "12500"
      ],
      "text/markdown": [
       "12500"
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      "text/plain": [
       "[1] 12500"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nrow(all_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "ccc78c7e",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "all_df <- scale_df(all_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0d0148b4",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 6</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>index</th><th scope=col>input_logprob</th><th scope=col>output_logprob</th><th scope=col>shift_freq</th><th scope=col>shift</th><th scope=col>correct</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>0</td><td>-34.43444</td><td>-14.99727</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>1</td><td>-35.56096</td><td>-14.99698</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2</td><td>-40.20804</td><td>-14.99656</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>3</td><td>-37.75704</td><td>-15.00770</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>4</td><td>-37.78588</td><td>-14.99173</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>5</td><td>-36.97999</td><td>-14.98950</td><td>59</td><td>1</td><td>1</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 6\n",
       "\\begin{tabular}{r|llllll}\n",
       "  & index & input\\_logprob & output\\_logprob & shift\\_freq & shift & correct\\\\\n",
       "  & <int> & <dbl> & <dbl> & <int> & <int> & <int>\\\\\n",
       "\\hline\n",
       "\t1 & 0 & -34.43444 & -14.99727 & 59 & 1 & 1\\\\\n",
       "\t2 & 1 & -35.56096 & -14.99698 & 59 & 1 & 1\\\\\n",
       "\t3 & 2 & -40.20804 & -14.99656 & 59 & 1 & 1\\\\\n",
       "\t4 & 3 & -37.75704 & -15.00770 & 59 & 1 & 1\\\\\n",
       "\t5 & 4 & -37.78588 & -14.99173 & 59 & 1 & 1\\\\\n",
       "\t6 & 5 & -36.97999 & -14.98950 & 59 & 1 & 1\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 6\n",
       "\n",
       "| <!--/--> | index &lt;int&gt; | input_logprob &lt;dbl&gt; | output_logprob &lt;dbl&gt; | shift_freq &lt;int&gt; | shift &lt;int&gt; | correct &lt;int&gt; |\n",
       "|---|---|---|---|---|---|---|\n",
       "| 1 | 0 | -34.43444 | -14.99727 | 59 | 1 | 1 |\n",
       "| 2 | 1 | -35.56096 | -14.99698 | 59 | 1 | 1 |\n",
       "| 3 | 2 | -40.20804 | -14.99656 | 59 | 1 | 1 |\n",
       "| 4 | 3 | -37.75704 | -15.00770 | 59 | 1 | 1 |\n",
       "| 5 | 4 | -37.78588 | -14.99173 | 59 | 1 | 1 |\n",
       "| 6 | 5 | -36.97999 | -14.98950 | 59 | 1 | 1 |\n",
       "\n"
      ],
      "text/plain": [
       "  index input_logprob output_logprob shift_freq shift correct\n",
       "1 0     -34.43444     -14.99727      59         1     1      \n",
       "2 1     -35.56096     -14.99698      59         1     1      \n",
       "3 2     -40.20804     -14.99656      59         1     1      \n",
       "4 3     -37.75704     -15.00770      59         1     1      \n",
       "5 4     -37.78588     -14.99173      59         1     1      \n",
       "6 5     -36.97999     -14.98950      59         1     1      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a look at the data frame we have loaded\n",
    "head(all_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c6d790f5",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "# This creates the model\n",
    "# We are trying to predict \"correct\" from \"input_logprob\", \"output_logprob\", \n",
    "# \"input_ntokens\", \"output_ntokens\", and \"input_nchars\"\n",
    "# \"correct\" is a binary variable. That is why we are using *logistic* regression, \n",
    "# as indicated by \"family = binomial\n",
    "model <- glm(correct ~  input_logprob + output_logprob + shift + shift_freq, \n",
    "               data=all_df, family=binomial)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "541594ef",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "glm(formula = correct ~ input_logprob + output_logprob + shift + \n",
       "    shift_freq, family = binomial, data = all_df)\n",
       "\n",
       "Coefficients:\n",
       "                 Estimate Std. Error z value Pr(>|z|)    \n",
       "(Intercept)     6.637e-01  2.279e-01   2.913  0.00359 ** \n",
       "input_logprob  -1.867e-02  5.746e-03  -3.250  0.00115 ** \n",
       "output_logprob  4.175e-02  1.887e-03  22.123  < 2e-16 ***\n",
       "shift          -1.177e-01  5.762e-03 -20.432  < 2e-16 ***\n",
       "shift_freq      2.056e-03  9.135e-05  22.507  < 2e-16 ***\n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "(Dispersion parameter for binomial family taken to be 1)\n",
       "\n",
       "    Null deviance: 16540  on 12499  degrees of freedom\n",
       "Residual deviance: 15270  on 12495  degrees of freedom\n",
       "AIC: 15280\n",
       "\n",
       "Number of Fisher Scoring iterations: 4\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gives us the summary. We can see that output_logprob\n",
    "# has a significant effect (p-vale < 0.05), but the other factors\n",
    "# do not show a significant effect.\n",
    "summary(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1af0979c",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "y_pred = predict(model, all_df, type = \"response\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6b6d3874",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "test_df$correct <- y_pred\n",
    "test_df$bin <- bin_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cd8e7075",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "y_true <- all_df$correct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "6689b1f3",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     index input_logprob output_logprob shift_level shift_freq correct  bin\n",
      "1        0     -37.07418      -15.11689           1         59       1 bin1\n",
      "2        1     -36.77916      -14.88298           1         59       1 bin1\n",
      "3        2     -42.75416      -15.11914           1         59       1 bin1\n",
      "4        3     -39.20563      -14.87983           1         59       1 bin1\n",
      "5        4     -38.72959      -14.87982           1         59       1 bin1\n",
      "6        5     -38.65123      -14.87975           1         59       1 bin1\n",
      "7        6     -36.10777      -14.87868           1         59       1 bin1\n",
      "8        7     -33.50487      -14.87630           1         59       1 bin1\n",
      "9        8     -36.33075      -14.87518           1         59       1 bin1\n",
      "10       9     -36.87409      -15.12571           1         59       1 bin1\n",
      "11      10     -38.47073      -15.12681           1         59       1 bin1\n",
      "12      11     -35.92784      -14.87225           1         59       1 bin1\n",
      "13      12     -38.93670      -15.12822           1         59       1 bin1\n",
      "14      13     -38.19067      -15.12962           1         59       1 bin1\n",
      "15      14     -32.91084      -14.86980           1         59       1 bin1\n",
      "16      15     -41.23125      -14.86753           1         59       1 bin1\n",
      "17      16     -41.42095      -15.13396           1         59       1 bin1\n",
      "18      17     -37.67219      -15.13532           1         59       1 bin1\n",
      "19      18     -38.16589      -14.86396           1         59       1 bin1\n",
      "20      19     -34.13938      -14.86153           1         59       1 bin1\n",
      "21      20     -35.89932      -15.13869           1         59       1 bin1\n",
      "22      21     -36.73836      -15.14066           1         59       1 bin1\n",
      "23      22     -32.21168      -15.14124           1         59       1 bin1\n",
      "24      23     -28.32539      -14.85838           1         59       1 bin1\n",
      "25      24     -38.18957      -15.14275           1         59       1 bin1\n",
      "26      25     -38.83162      -14.85705           1         59       1 bin1\n",
      "27      26     -34.52759      -15.14363           1         59       1 bin1\n",
      "28      27     -42.46806      -14.85563           1         59       1 bin1\n",
      "29      28     -39.67928      -14.85553           1         59       1 bin1\n",
      "30      29     -33.26523      -22.49974           1         59       1 bin2\n",
      "31      30     -39.92131      -22.49974           1         59       1 bin2\n",
      "32      31     -36.14713      -22.49974           1         59       1 bin2\n",
      "33      32     -41.52860      -22.50026           1         59       1 bin2\n",
      "34      33     -33.26680      -22.49973           1         59       1 bin2\n",
      "35      34     -35.56409      -22.49972           1         59       1 bin2\n",
      "36      35     -39.52397      -22.50028           1         59       1 bin2\n",
      "37      36     -38.32731      -22.49971           1         59       1 bin2\n",
      "38      37     -37.34771      -22.50029           1         59       1 bin2\n",
      "39      38     -34.89889      -22.50029           1         59       1 bin2\n",
      "40      39     -30.74841      -22.50029           1         59       0 bin2\n",
      "41      40     -40.01310      -22.50029           1         59       1 bin2\n",
      "42      41     -38.18619      -22.49971           1         59       1 bin2\n",
      "43      42     -36.39307      -22.49969           1         59       1 bin2\n",
      "44      43     -38.53510      -22.50031           1         59       1 bin2\n",
      "45      44     -36.10307      -22.50031           1         59       1 bin2\n",
      "46      45     -37.83478      -22.50031           1         59       1 bin2\n",
      "47      46     -38.36635      -22.50032           1         59       1 bin2\n",
      "48      47     -37.35125      -22.49968           1         59       1 bin2\n",
      "49      48     -35.96407      -22.50033           1         59       1 bin2\n",
      "50      49     -38.53071      -22.50033           1         59       1 bin2\n",
      "51      50     -31.51232      -22.50033           1         59       0 bin2\n",
      "52      51     -39.55922      -22.50033           1         59       1 bin2\n",
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      "54      53     -42.17221      -22.49966           1         59       1 bin2\n",
      "55      54     -32.96539      -22.50034           1         59       1 bin2\n",
      "56      55     -36.71783      -22.49965           1         59       1 bin2\n",
      "57      56     -38.96405      -22.50035           1         59       1 bin2\n",
      "58      57     -43.63085      -22.49965           1         59       1 bin2\n",
      "59      58     -38.05339      -22.49965           1         59       1 bin2\n",
      "60      59     -35.39355      -22.49965           1         59       1 bin2\n",
      "61      60     -37.86093      -22.50036           1         59       1 bin2\n",
      "62      61     -31.09320      -22.50036           1         59       0 bin2\n",
      "63      62     -30.35981      -22.49964           1         59       0 bin2\n",
      "64      63     -39.30721      -22.49964           1         59       1 bin2\n",
      "65      64     -37.74914      -22.49963           1         59       1 bin2\n",
      "66      65     -36.99696      -22.49963           1         59       1 bin2\n",
      "67      66     -39.00354      -22.50037           1         59       1 bin2\n",
      "68      67     -37.04282      -22.50037           1         59       1 bin2\n",
      "69      68     -38.57471      -22.49963           1         59       1 bin2\n",
      "70      69     -41.67384      -22.49963           1         59       1 bin2\n",
      "71      70     -34.95888      -22.49963           1         59       1 bin2\n",
      "72      71     -40.62483      -22.50037           1         59       1 bin2\n",
      "73      72     -34.41180      -22.50037           1         59       1 bin2\n",
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      "1897  1896     -38.51756      -37.50524           9          1       0 bin4\n",
      "1898  1897     -32.23781      -37.50528           9          1       0 bin4\n",
      "1899  1898     -33.33918      -37.50535           9          1       0 bin4\n",
      "1900  1899     -34.34972      -37.50537           9          1       0 bin4\n",
      "1901  1900     -41.10603      -37.49454           9          1       0 bin4\n",
      "1902  1901     -36.12658      -37.50552           9          1       0 bin4\n",
      "1903  1902     -35.30571      -37.49443           9          1       0 bin4\n",
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      "1906  1905     -37.71519      -37.50561           9          1       0 bin4\n",
      "1907  1906     -36.65433      -37.49437           9          1       0 bin4\n",
      "1908  1907     -39.38338      -37.50565           9          1       0 bin4\n",
      "1909  1908     -32.72141      -37.49434           9          1       0 bin4\n",
      "1910  1909     -36.57474      -37.49429           9          1       0 bin4\n",
      "1911  1910     -36.18118      -37.50577           9          1       0 bin4\n",
      "1912  1911     -35.11684      -37.49421           9          1       0 bin4\n",
      "1913  1912     -36.48534      -37.49416           9          1       0 bin4\n",
      "1914  1913     -28.91697      -37.49413           9          1       0 bin4\n",
      "1915  1914     -38.29502      -37.50588           9          1       0 bin4\n",
      "1916  1915     -34.95071      -37.49407           9          1       0 bin4\n",
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      "1918  1917     -40.73969      -37.49399           9          1       0 bin4\n",
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      "1920  1919     -41.38370      -37.50605           9          1       0 bin4\n",
      "1921  1920     -38.74260      -37.49387           9          1       0 bin4\n",
      "1922  1921     -38.00799      -37.50614           9          1       0 bin4\n",
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      "1924  1923     -39.17260      -37.50624           9          1       0 bin4\n",
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      "1926  1925     -33.00718      -37.49366           9          1       0 bin4\n",
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      "1928  1927     -43.15081      -37.50637           9          1       0 bin4\n",
      "1929  1928     -43.64737      -37.49350           9          1       0 bin4\n",
      "1930  1929     -41.63925      -37.49348           9          1       0 bin4\n",
      "1931  1930     -38.30379      -43.93700           9          1       0 bin5\n",
      "1932  1931     -38.84713      -43.93657           9          1       0 bin5\n",
      "1933  1932     -34.10284      -43.92329           9          1       0 bin5\n",
      "1934  1933     -35.80465      -43.90714           9          1       0 bin5\n",
      "1935  1934     -39.27751      -43.90250           9          1       0 bin5\n",
      "1936  1935     -40.62200      -46.09787           9          1       0 bin5\n",
      "1937  1936     -30.05653      -43.87361           9          1       0 bin5\n",
      "1938  1937     -37.30845      -46.13079           9          1       0 bin5\n",
      "1939  1938     -36.61882      -43.85931           9          1       0 bin5\n",
      "1940  1939     -38.23216      -43.85431           9          1       0 bin5\n",
      "1941  1940     -33.26600      -43.84139           9          1       0 bin5\n",
      "1942  1941     -38.79206      -43.83765           9          1       0 bin5\n",
      "1943  1942     -35.91869      -43.82956           9          1       0 bin5\n",
      "1944  1943     -35.61985      -43.82637           9          1       0 bin5\n",
      "1945  1944     -35.48632      -43.81629           9          1       0 bin5\n",
      "1946  1945     -35.02658      -43.81250           9          1       0 bin5\n",
      "1947  1946     -39.96376      -43.80924           9          1       0 bin5\n",
      "1948  1947     -38.12079      -43.80496           9          1       0 bin5\n",
      "1949  1948     -35.13941      -43.80065           9          1       0 bin5\n",
      "1950  1949     -37.97687      -43.79781           9          1       0 bin5\n",
      "1951  1950     -35.78524      -43.78347           9          1       0 bin5\n",
      "1952  1951     -36.92625      -46.22229           9          1       0 bin5\n",
      "1953  1952     -36.75962      -43.77728           9          1       0 bin5\n",
      "1954  1953     -37.01550      -43.76817           9          1       0 bin5\n",
      "1955  1954     -38.43025      -43.76424           9          1       0 bin5\n",
      "1956  1955     -38.16285      -46.23701           9          1       0 bin5\n",
      "1957  1956     -39.53593      -43.75960           9          1       0 bin5\n",
      "1958  1957     -35.14044      -43.75865           9          1       0 bin5\n",
      "1959  1958     -36.38682      -43.75846           9          1       0 bin5\n",
      "1960  1959     -38.76013      -46.24438           9          1       0 bin5\n",
      "1961  1960     -34.92225      -43.74940           9          1       0 bin5\n",
      "1962  1961     -40.15234      -43.74385           9          1       0 bin5\n",
      "1963  1962     -34.93156      -43.73943           9          1       0 bin5\n",
      "1964  1963     -35.05009      -43.73161           9          1       0 bin5\n",
      "1965  1964     -39.53788      -43.71156           9          1       0 bin5\n",
      "1966  1965     -36.29118      -43.70847           9          1       0 bin5\n",
      "1967  1966     -39.23873      -43.69775           9          1       0 bin5\n",
      "1968  1967     -36.87952      -43.69176           9          1       0 bin5\n",
      "1969  1968     -33.82480      -43.69094           9          1       0 bin5\n",
      "1970  1969     -38.70047      -43.68801           9          1       0 bin5\n",
      "1971  1970     -39.67266      -43.65958           9          1       0 bin5\n",
      "1972  1971     -38.49456      -43.65223           9          1       0 bin5\n",
      "1973  1972     -36.07756      -43.64831           9          1       0 bin5\n",
      "1974  1973     -35.35004      -43.64610           9          1       0 bin5\n",
      "1975  1974     -37.82432      -43.64008           9          1       0 bin5\n",
      "1976  1975     -38.98378      -43.63233           9          1       0 bin5\n",
      "1977  1976     -36.60914      -43.62157           9          1       0 bin5\n",
      "1978  1977     -34.42921      -43.61520           9          1       0 bin5\n",
      "1979  1978     -37.13137      -43.61352           9          1       0 bin5\n",
      "1980  1979     -39.75961      -43.60862           9          1       0 bin5\n",
      "1981  1980     -35.55589      -15.11689          10          3       0 bin1\n",
      "1982  1981     -38.58617      -14.88298          10          3       0 bin1\n",
      "1983  1982     -35.88248      -15.11914          10          3       0 bin1\n",
      "1984  1983     -38.80619      -14.87983          10          3       0 bin1\n",
      "1985  1984     -39.15886      -14.87982          10          3       0 bin1\n",
      "1986  1985     -41.54592      -14.87975          10          3       0 bin1\n",
      "1987  1986     -35.87587      -14.87868          10          3       0 bin1\n",
      "1988  1987     -34.28385      -14.87630          10          3       0 bin1\n",
      "1989  1988     -37.99850      -14.87518          10          3       0 bin1\n",
      "1990  1989     -41.97810      -15.12571          10          3       0 bin1\n",
      "1991  1990     -39.25171      -15.12681          10          3       0 bin1\n",
      "1992  1991     -30.69767      -14.87225          10          3       0 bin1\n",
      "1993  1992     -41.33169      -15.12822          10          3       0 bin1\n",
      "1994  1993     -43.28056      -15.12962          10          3       1 bin1\n",
      "1995  1994     -32.41613      -14.86980          10          3       0 bin1\n",
      "1996  1995     -37.67180      -14.86753          10          3       0 bin1\n",
      "1997  1996     -41.63961      -15.13396          10          3       0 bin1\n",
      "1998  1997     -40.95011      -15.13532          10          3       0 bin1\n",
      "1999  1998     -35.04153      -14.86396          10          3       0 bin1\n",
      "2000  1999     -33.54771      -14.86153          10          3       0 bin1\n",
      "2001  2000     -36.94653      -15.13869          10          3       0 bin1\n",
      "2002  2001     -36.99361      -15.14066          10          3       0 bin1\n",
      "2003  2002     -27.48285      -15.14124          10          3       0 bin1\n",
      "2004  2003     -29.92048      -14.85838          10          3       0 bin1\n",
      "2005  2004     -41.46113      -15.14275          10          3       0 bin1\n",
      "2006  2005     -38.94746      -14.85705          10          3       0 bin1\n",
      "2007  2006     -38.86969      -15.14363          10          3       0 bin1\n",
      "2008  2007     -38.96643      -14.85563          10          3       0 bin1\n",
      "2009  2008     -36.83025      -14.85553          10          3       0 bin1\n",
      "2010  2009     -33.68469      -22.49974          10          3       0 bin2\n",
      "2011  2010     -35.51604      -22.49974          10          3       0 bin2\n",
      "2012  2011     -38.52358      -22.49974          10          3       0 bin2\n",
      "2013  2012     -35.22292      -22.50026          10          3       0 bin2\n",
      "2014  2013     -46.61853      -22.49973          10          3       0 bin2\n",
      "2015  2014     -41.36802      -22.49972          10          3       0 bin2\n",
      "2016  2015     -40.43255      -22.50028          10          3       0 bin2\n",
      "2017  2016     -38.06604      -22.49971          10          3       0 bin2\n",
      "2018  2017     -35.31057      -22.50029          10          3       0 bin2\n",
      "2019  2018     -37.16403      -22.50029          10          3       0 bin2\n",
      "2020  2019     -38.66494      -22.50029          10          3       0 bin2\n",
      "2021  2020     -34.18038      -22.50029          10          3       0 bin2\n",
      "2022  2021     -38.92783      -22.49971          10          3       0 bin2\n",
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      "2024  2023     -34.23145      -22.50031          10          3       0 bin2\n",
      "2025  2024     -39.65426      -22.50031          10          3       0 bin2\n",
      "2026  2025     -36.43996      -22.50031          10          3       0 bin2\n",
      "2027  2026     -38.19511      -22.50032          10          3       0 bin2\n",
      "2028  2027     -40.15636      -22.49968          10          3       0 bin2\n",
      "2029  2028     -35.76330      -22.50033          10          3       0 bin2\n",
      "2030  2029     -39.35051      -22.50033          10          3       0 bin2\n",
      "2031  2030     -35.24154      -22.50033          10          3       0 bin2\n",
      "2032  2031     -33.09508      -22.50033          10          3       0 bin2\n",
      "2033  2032     -37.90210      -22.50033          10          3       0 bin2\n",
      "2034  2033     -36.93295      -22.49966          10          3       0 bin2\n",
      "2035  2034     -39.98143      -22.50034          10          3       0 bin2\n",
      "2036  2035     -38.62963      -22.49965          10          3       0 bin2\n",
      "2037  2036     -39.74548      -22.50035          10          3       0 bin2\n",
      "2038  2037     -38.99236      -22.49965          10          3       0 bin2\n",
      "2039  2038     -38.69558      -22.49965          10          3       0 bin2\n",
      "2040  2039     -35.24001      -22.49965          10          3       0 bin2\n",
      "2041  2040     -36.20687      -22.50036          10          3       0 bin2\n",
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      "2043  2042     -40.56366      -22.49964          10          3       0 bin2\n",
      "2044  2043     -39.63096      -22.49964          10          3       0 bin2\n",
      "2045  2044     -36.61229      -22.49963          10          3       0 bin2\n",
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      "2049  2048     -35.59058      -22.49963          10          3       0 bin2\n",
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      "2055  2054     -35.76175      -22.49962          10          3       0 bin2\n",
      "2056  2055     -35.95140      -29.99983          10          3       0 bin3\n",
      "2057  2056     -34.79571      -30.00017          10          3       0 bin3\n",
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      "2059  2058     -35.40450      -29.99982          10          3       0 bin3\n",
      "2060  2059     -32.63913      -29.99981          10          3       0 bin3\n",
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      "2062  2061     -39.32309      -29.99981          10          3       0 bin3\n",
      "2063  2062     -29.74225      -29.99981          10          3       0 bin3\n",
      "2064  2063     -42.77016      -29.99981          10          3       0 bin3\n",
      "2065  2064     -42.90217      -30.00019          10          3       0 bin3\n",
      "2066  2065     -36.07211      -29.99981          10          3       0 bin3\n",
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      "2068  2067     -40.30307      -30.00019          10          3       0 bin3\n",
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      "2070  2069     -38.33898      -30.00019          10          3       0 bin3\n",
      "2071  2070     -38.58011      -30.00020          10          3       0 bin3\n",
      "2072  2071     -40.76052      -30.00020          10          3       0 bin3\n",
      "2073  2072     -40.92625      -29.99980          10          3       0 bin3\n",
      "2074  2073     -39.08421      -29.99980          10          3       0 bin3\n",
      "2075  2074     -40.67152      -29.99980          10          3       0 bin3\n",
      "2076  2075     -38.95845      -29.99980          10          3       0 bin3\n",
      "2077  2076     -37.59210      -30.00020          10          3       0 bin3\n",
      "2078  2077     -37.31253      -29.99979          10          3       0 bin3\n",
      "2079  2078     -40.82507      -29.99979          10          3       0 bin3\n",
      "2080  2079     -37.17454      -29.99979          10          3       0 bin3\n",
      "2081  2080     -36.73492      -30.00021          10          3       0 bin3\n",
      "2082  2081     -35.76194      -30.00021          10          3       0 bin3\n",
      "2083  2082     -41.74230      -29.99979          10          3       0 bin3\n",
      "2084  2083     -34.12167      -29.99979          10          3       0 bin3\n",
      "2085  2084     -39.38222      -30.00021          10          3       0 bin3\n",
      "2086  2085     -35.50508      -30.00021          10          3       0 bin3\n",
      "2087  2086     -37.44796      -30.00022          10          3       0 bin3\n",
      "2088  2087     -41.17087      -29.99977          10          3       0 bin3\n",
      "2089  2088     -37.83789      -30.00023          10          3       0 bin3\n",
      "2090  2089     -35.28466      -29.99977          10          3       0 bin3\n",
      "2091  2090     -35.66180      -29.99977          10          3       0 bin3\n",
      "2092  2091     -44.92955      -30.00024          10          3       0 bin3\n",
      "2093  2092     -38.65083      -30.00024          10          3       0 bin3\n",
      "2094  2093     -36.86145      -30.00024          10          3       0 bin3\n",
      "2095  2094     -37.11622      -30.00024          10          3       0 bin3\n",
      "2096  2095     -30.94606      -29.99976          10          3       0 bin3\n",
      "2097  2096     -34.15942      -29.99976          10          3       0 bin3\n",
      "2098  2097     -36.90308      -29.99976          10          3       0 bin3\n",
      "2099  2098     -40.55558      -29.99976          10          3       0 bin3\n",
      "2100  2099     -36.53361      -30.00024          10          3       0 bin3\n",
      "2101  2100     -40.97336      -29.99976          10          3       0 bin3\n",
      "2102  2101     -38.54932      -29.99976          10          3       0 bin3\n",
      "2103  2102     -38.82891      -37.50473          10          3       0 bin4\n",
      "2104  2103     -39.74967      -37.49523          10          3       0 bin4\n",
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      "2106  2105     -36.44269      -37.49514          10          3       0 bin4\n",
      "2107  2106     -41.22882      -37.49512          10          3       0 bin4\n",
      "2108  2107     -35.88150      -37.49508          10          3       0 bin4\n",
      "2109  2108     -36.60355      -37.50493          10          3       0 bin4\n",
      "2110  2109     -38.54271      -37.50495          10          3       0 bin4\n",
      "2111  2110     -33.24453      -37.50495          10          3       0 bin4\n",
      "2112  2111     -38.21084      -37.49496          10          3       0 bin4\n",
      "2113  2112     -34.77771      -37.49495          10          3       0 bin4\n",
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      "5500  5499     -39.10917      -43.60862          25          7       0 bin5\n"
     ]
    }
   ],
   "source": [
    "show(test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2bf784d6",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "write.table(test_df, file = \"text_cot_test_results.tsv\", sep = \"\\t\", row.names = FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cfa13805",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": [
    "all_df$pred <- y_pred\n",
    "all_df$shift_level <- shift_level\n",
    "write.table(all_df, file = \"text_cot_train_results.tsv\", sep = \"\\t\", row.names = FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8c30ded",
   "metadata": {
    "vscode": {
     "languageId": "r"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
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   "mimetype": "text/x-r-source",
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