Converting .npy to .csv.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13bce7e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "4        836  N\n",
      "...      ... ..\n",
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      "\n",
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      "\n",
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      "4        354  N\n",
      "...      ... ..\n",
      "2504  229957  N\n",
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      "\n",
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      "..     ... ..\n",
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      "\n",
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      "...       ...\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
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      "...      ... ..\n",
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      "\n",
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      "...      ... ..\n",
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      "...       ...\n",
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      "\n",
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      "3        287  N\n",
      "4        393  N\n",
      "...      ... ..\n",
      "2829  230032  V\n",
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      "\n",
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      "                   0\n",
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      "...              ...\n",
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      "\n",
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      "0         65  N\n",
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      "2        260  N\n",
      "3        357  N\n",
      "4        454  N\n",
      "...      ... ..\n",
      "2293  229973  N\n",
      "2294  230085  N\n",
      "2295  230200  N\n",
      "2296  230250  V\n",
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      "\n",
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      "..      ... ..\n",
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      "\n",
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      "...      ...\n",
      "230395 -0.02\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0          1  N\n",
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      "3        236  N\n",
      "4        313  N\n",
      "...      ... ..\n",
      "3018  230028  N\n",
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      "3020  230180  N\n",
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      "\n",
      "[3023 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
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      "...              ...\n",
      "230395 -1.000000e-02\n",
      "230396 -1.000000e-02\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         26  N\n",
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      "4        422  N\n",
      "...      ... ..\n",
      "1937  229839  N\n",
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      "\n",
      "[1942 rows x 2 columns]\n",
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      "4      -0.090\n",
      "...       ...\n",
      "230395 -0.090\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         97  N\n",
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      "3        473  N\n",
      "4        598  N\n",
      "...      ... ..\n",
      "1769  229686  N\n",
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      "\n",
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      "4      -0.50\n",
      "...      ...\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         70  N\n",
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      "3        349  N\n",
      "4        443  N\n",
      "...      ... ..\n",
      "2539  230001  N\n",
      "2540  230096  N\n",
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      "\n",
      "[2544 rows x 2 columns]\n",
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      "11  201613  ~\n",
      "12  201962  |\n",
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      "                   0\n",
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      "4      -2.324264e-16\n",
      "...              ...\n",
      "230395 -7.000000e-02\n",
      "230396 -6.000000e-02\n",
      "230397 -4.000000e-02\n",
      "230398 -4.000000e-02\n",
      "230399 -2.000000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        118  N\n",
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      "3        468  N\n",
      "4        583  N\n",
      "...      ... ..\n",
      "1898  229886  N\n",
      "1899  230008  N\n",
      "1900  230130  N\n",
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      "\n",
      "[1903 rows x 2 columns]\n",
      "         0  1\n",
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      "6    33170  |\n",
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      "10   52440  |\n",
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      "12   58643  |\n",
      "13   81146  |\n",
      "14   94125  |\n",
      "15   96693  |\n",
      "16   98585  |\n",
      "17  103871  |\n",
      "18  111263  |\n",
      "19  118411  |\n",
      "20  119604  |\n",
      "21  120847  |\n",
      "22  124865  |\n",
      "23  131637  |\n",
      "24  137749  |\n",
      "25  153132  |\n",
      "26  159518  |\n",
      "27  167417  |\n",
      "28  178196  |\n",
      "29  185752  |\n",
      "30  186624  ~\n",
      "31  186656  ~\n",
      "32  187222  ~\n",
      "33  187264  ~\n",
      "34  194182  |\n",
      "35  196861  |\n",
      "36  197118  |\n",
      "37  197699  |\n",
      "38  198927  |\n",
      "39  200324  |\n",
      "40  211173  |\n",
      "41  216907  |\n",
      "42  218354  |\n",
      "           0\n",
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      "3      -1.45\n",
      "4      -0.91\n",
      "...      ...\n",
      "230395 -0.05\n",
      "230396 -0.06\n",
      "230397 -0.02\n",
      "230398 -0.05\n",
      "230399 -0.01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         27  N\n",
      "1        191  N\n",
      "2        353  N\n",
      "3        515  N\n",
      "4        676  N\n",
      "...      ... ..\n",
      "1431  229644  N\n",
      "1432  229822  N\n",
      "1433  230000  N\n",
      "1434  230182  N\n",
      "1435  230362  N\n",
      "\n",
      "[1436 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
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      "1      -0.025\n",
      "2      -0.025\n",
      "3      -0.015\n",
      "4       0.005\n",
      "...       ...\n",
      "230395  0.145\n",
      "230396  0.175\n",
      "230397  0.205\n",
      "230398  0.235\n",
      "230399  0.255\n",
      "\n",
      "[230400 rows x 1 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0  1\n",
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      "1        242  N\n",
      "2        395  N\n",
      "3        479  V\n",
      "4        682  N\n",
      "...      ... ..\n",
      "1837  229743  N\n",
      "1838  229874  N\n",
      "1839  230008  N\n",
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      "\n",
      "[1842 rows x 2 columns]\n",
      "         0  1\n",
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      "28  143598  |\n",
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      "                   0\n",
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      "1       5.000000e-02\n",
      "2       7.000000e-02\n",
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      "4       2.000000e-02\n",
      "...              ...\n",
      "230395 -8.000000e-02\n",
      "230396 -5.000000e-02\n",
      "230397 -5.000000e-02\n",
      "230398 -1.000000e-02\n",
      "230399 -7.073848e-17\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         49  N\n",
      "1        149  N\n",
      "2        217  S\n",
      "3        337  N\n",
      "4        441  N\n",
      "...      ... ..\n",
      "2347  229979  N\n",
      "2348  230076  N\n",
      "2349  230172  N\n",
      "2350  230265  N\n",
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      "\n",
      "[2352 rows x 2 columns]\n",
      "        0  1\n",
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      "3  228888  |\n",
      "            0\n",
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      "1      -0.035\n",
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      "3      -0.055\n",
      "4       0.020\n",
      "...       ...\n",
      "230395 -0.150\n",
      "230396 -0.100\n",
      "230397 -0.140\n",
      "230398 -0.050\n",
      "230399 -0.080\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         49  N\n",
      "1        124  N\n",
      "2        198  N\n",
      "3        272  N\n",
      "4        347  N\n",
      "...      ... ..\n",
      "3128  230076  N\n",
      "3129  230132  S\n",
      "3130  230218  N\n",
      "3131  230293  N\n",
      "3132  230366  N\n",
      "\n",
      "[3133 rows x 2 columns]\n",
      "        0  1\n",
      "0  212704  ~\n",
      "1  213280  ~\n",
      "                   0\n",
      "0      -1.000000e-02\n",
      "1       1.000000e-02\n",
      "2       2.021099e-17\n",
      "3       2.526374e-18\n",
      "4       4.547474e-17\n",
      "...              ...\n",
      "230395  1.750000e-01\n",
      "230396  2.150000e-01\n",
      "230397  1.850000e-01\n",
      "230398  1.750000e-01\n",
      "230399  1.350000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         47  N\n",
      "1        152  N\n",
      "2        242  N\n",
      "3        351  N\n",
      "4        439  S\n",
      "...      ... ..\n",
      "2329  229975  N\n",
      "2330  230069  N\n",
      "2331  230161  N\n",
      "2332  230253  N\n",
      "2333  230345  N\n",
      "\n",
      "[2334 rows x 2 columns]\n",
      "        0  1\n",
      "0       0  \"\n",
      "1   66586  |\n",
      "2  175709  |\n",
      "3  214848  |\n",
      "                   0\n",
      "0      -1.000000e-02\n",
      "1      -1.000000e-02\n",
      "2       1.000000e-02\n",
      "3       1.000000e-02\n",
      "4      -5.052748e-17\n",
      "...              ...\n",
      "230395 -4.000000e-02\n",
      "230396 -7.000000e-02\n",
      "230397 -2.000000e-02\n",
      "230398 -3.000000e-02\n",
      "230399 -3.000000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         43  N\n",
      "1        123  N\n",
      "2        203  N\n",
      "3        283  N\n",
      "4        363  N\n",
      "...      ... ..\n",
      "2856  230048  N\n",
      "2857  230104  S\n",
      "2858  230188  N\n",
      "2859  230270  N\n",
      "2860  230348  N\n",
      "\n",
      "[2861 rows x 2 columns]\n",
      "        0  1\n",
      "0   80785  |\n",
      "1   87140  |\n",
      "2  100074  |\n",
      "           0\n",
      "0      -0.12\n",
      "1      -0.09\n",
      "2      -0.03\n",
      "3      -0.12\n",
      "4      -0.09\n",
      "...      ...\n",
      "230395  0.18\n",
      "230396  0.18\n",
      "230397  0.18\n",
      "230398  0.17\n",
      "230399  0.15\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         59  N\n",
      "1        168  N\n",
      "2        268  N\n",
      "3        342  S\n",
      "4        452  N\n",
      "...      ... ..\n",
      "2414  229979  N\n",
      "2415  230052  S\n",
      "2416  230151  N\n",
      "2417  230242  N\n",
      "2418  230334  N\n",
      "\n",
      "[2419 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0      -2.000000e-01\n",
      "1      -1.600000e-01\n",
      "2      -1.700000e-01\n",
      "3      -1.600000e-01\n",
      "4      -1.450000e-01\n",
      "...              ...\n",
      "230395 -4.000000e-02\n",
      "230396 -6.000000e-02\n",
      "230397 -3.500000e-02\n",
      "230398 -4.042199e-17\n",
      "230399  0.000000e+00\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         12  N\n",
      "1         90  N\n",
      "2        173  N\n",
      "3        258  N\n",
      "4        306  S\n",
      "...      ... ..\n",
      "2793  230062  N\n",
      "2794  230144  N\n",
      "2795  230225  N\n",
      "2796  230307  N\n",
      "2797  230388  N\n",
      "\n",
      "[2798 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0      -0.180\n",
      "1      -0.285\n",
      "2      -0.805\n",
      "3      -1.385\n",
      "4      -1.785\n",
      "...       ...\n",
      "230395  0.075\n",
      "230396  0.105\n",
      "230397  0.110\n",
      "230398  0.135\n",
      "230399  0.135\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        101  N\n",
      "1        189  N\n",
      "2        277  N\n",
      "3        366  N\n",
      "4        452  N\n",
      "...      ... ..\n",
      "2656  229965  N\n",
      "2657  230050  N\n",
      "2658  230140  N\n",
      "2659  230232  N\n",
      "2660  230318  N\n",
      "\n",
      "[2661 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0      -3.031649e-17\n",
      "1       2.250000e-01\n",
      "2       2.750000e-01\n",
      "3       9.500000e-02\n",
      "4      -2.700000e-01\n",
      "...              ...\n",
      "230395 -2.000000e-02\n",
      "230396 -3.031649e-17\n",
      "230397  1.500000e-02\n",
      "230398  2.000000e-02\n",
      "230399  2.500000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         54  N\n",
      "1        165  N\n",
      "2        276  N\n",
      "3        386  N\n",
      "4        498  N\n",
      "...      ... ..\n",
      "1857  229790  N\n",
      "1858  229922  N\n",
      "1859  230050  N\n",
      "1860  230179  N\n",
      "1861  230308  N\n",
      "\n",
      "[1862 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "           0\n",
      "0       0.01\n",
      "1      -0.02\n",
      "2      -0.02\n",
      "3       0.05\n",
      "4       0.03\n",
      "...      ...\n",
      "230395 -0.20\n",
      "230396 -0.19\n",
      "230397 -0.22\n",
      "230398 -0.20\n",
      "230399 -0.17\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         15  N\n",
      "1        150  N\n",
      "2        211  S\n",
      "3        352  N\n",
      "4        497  N\n",
      "...      ... ..\n",
      "1908  229843  S\n",
      "1909  229964  N\n",
      "1910  230079  N\n",
      "1911  230193  N\n",
      "1912  230294  N\n",
      "\n",
      "[1913 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0       5.052748e-18\n",
      "1       1.000000e-02\n",
      "2      -2.526374e-18\n",
      "3      -1.500000e-02\n",
      "4      -1.500000e-02\n",
      "...              ...\n",
      "230395  5.000000e-03\n",
      "230396  5.000000e-03\n",
      "230397 -1.000000e-02\n",
      "230398  6.947529e-18\n",
      "230399 -6.315935e-18\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        119  N\n",
      "1        228  N\n",
      "2        343  N\n",
      "3        455  N\n",
      "4        569  N\n",
      "...      ... ..\n",
      "1962  229908  N\n",
      "1963  230032  N\n",
      "1964  230149  N\n",
      "1965  230274  N\n",
      "1966  230394  N\n",
      "\n",
      "[1967 rows x 2 columns]\n",
      "       0  1\n",
      "0  21969  |\n",
      "            0\n",
      "0      -0.075\n",
      "1      -0.690\n",
      "2      -0.495\n",
      "3      -0.220\n",
      "4      -0.025\n",
      "...       ...\n",
      "230395 -0.700\n",
      "230396 -0.490\n",
      "230397 -0.210\n",
      "230398 -0.030\n",
      "230399 -0.030\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         22  N\n",
      "1        120  N\n",
      "2        219  N\n",
      "3        318  N\n",
      "4        414  N\n",
      "...      ... ..\n",
      "2381  229948  N\n",
      "2382  230042  N\n",
      "2383  230137  N\n",
      "2384  230232  N\n",
      "2385  230328  N\n",
      "\n",
      "[2386 rows x 2 columns]\n",
      "        0  1\n",
      "0  100772  |\n",
      "1  102720  ~\n",
      "2  103360  ~\n",
      "3  107906  |\n",
      "4  215425  |\n",
      "                   0\n",
      "0      -7.500000e-02\n",
      "1      -3.000000e-02\n",
      "2      -2.000000e-02\n",
      "3      -1.010550e-17\n",
      "4      -2.000000e-02\n",
      "...              ...\n",
      "230395 -1.550000e-01\n",
      "230396 -1.550000e-01\n",
      "230397 -1.150000e-01\n",
      "230398 -1.250000e-01\n",
      "230399 -1.450000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         93  N\n",
      "1        224  N\n",
      "2        352  N\n",
      "3        476  N\n",
      "4        606  N\n",
      "...      ... ..\n",
      "1849  229697  N\n",
      "1850  229839  N\n",
      "1851  229980  N\n",
      "1852  230123  N\n",
      "1853  230265  N\n",
      "\n",
      "[1854 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0       0.175\n",
      "1       0.185\n",
      "2       0.185\n",
      "3       0.160\n",
      "4       0.150\n",
      "...       ...\n",
      "230395 -0.010\n",
      "230396  0.005\n",
      "230397  0.105\n",
      "230398 -0.005\n",
      "230399 -0.105\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         59  N\n",
      "1        140  N\n",
      "2        226  N\n",
      "3        312  N\n",
      "4        398  N\n",
      "...      ... ..\n",
      "2554  229959  N\n",
      "2555  230052  N\n",
      "2556  230145  N\n",
      "2557  230240  N\n",
      "2558  230336  N\n",
      "\n",
      "[2559 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0      -0.180\n",
      "1      -0.195\n",
      "2      -0.215\n",
      "3      -0.165\n",
      "4      -0.140\n",
      "...       ...\n",
      "230395 -0.045\n",
      "230396 -0.025\n",
      "230397 -0.020\n",
      "230398 -0.025\n",
      "230399 -0.025\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0          3  N\n",
      "1         53  V\n",
      "2        159  N\n",
      "3        238  N\n",
      "4        317  N\n",
      "...      ... ..\n",
      "2703  230001  N\n",
      "2704  230096  N\n",
      "2705  230193  N\n",
      "2706  230288  N\n",
      "2707  230386  N\n",
      "\n",
      "[2708 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0       1.200000e+00\n",
      "1       5.600000e-01\n",
      "2       4.042199e-17\n",
      "3      -4.800000e-01\n",
      "4      -3.250000e-01\n",
      "...              ...\n",
      "230395 -9.000000e-02\n",
      "230396 -1.050000e-01\n",
      "230397 -1.050000e-01\n",
      "230398  4.547474e-17\n",
      "230399 -5.000000e-03\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         53  N\n",
      "1        196  N\n",
      "2        338  N\n",
      "3        486  N\n",
      "4        625  N\n",
      "...      ... ..\n",
      "1704  229791  N\n",
      "1705  229852  S\n",
      "1706  230019  N\n",
      "1707  230149  N\n",
      "1708  230283  N\n",
      "\n",
      "[1709 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0      -0.010\n",
      "1      -0.010\n",
      "2       0.005\n",
      "3      -0.010\n",
      "4      -0.025\n",
      "...       ...\n",
      "230395  0.025\n",
      "230396 -0.010\n",
      "230397 -0.015\n",
      "230398 -0.035\n",
      "230399 -0.035\n",
      "\n",
      "[230400 rows x 1 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0  1\n",
      "0         70  N\n",
      "1        152  N\n",
      "2        231  N\n",
      "3        279  S\n",
      "4        366  N\n",
      "...      ... ..\n",
      "2882  230009  N\n",
      "2883  230088  N\n",
      "2884  230169  N\n",
      "2885  230253  N\n",
      "2886  230336  N\n",
      "\n",
      "[2887 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0       3.700000e-01\n",
      "1       3.850000e-01\n",
      "2       3.800000e-01\n",
      "3       3.950000e-01\n",
      "4       3.800000e-01\n",
      "...              ...\n",
      "230395  8.000000e-02\n",
      "230396  1.500000e-02\n",
      "230397  1.000000e-02\n",
      "230398 -3.637979e-16\n",
      "230399 -4.042199e-16\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         11  N\n",
      "1        145  N\n",
      "2        280  N\n",
      "3        419  N\n",
      "4        555  N\n",
      "...      ... ..\n",
      "1676  229837  N\n",
      "1677  229974  N\n",
      "1678  230107  N\n",
      "1679  230243  N\n",
      "1680  230383  N\n",
      "\n",
      "[1681 rows x 2 columns]\n",
      "      0  1\n",
      "0  6720  ~\n",
      "1  6893  |\n",
      "2  6978  |\n",
      "3  7264  ~\n",
      "            0\n",
      "0      -0.095\n",
      "1      -0.095\n",
      "2      -0.105\n",
      "3      -0.115\n",
      "4      -0.105\n",
      "...       ...\n",
      "230395 -0.060\n",
      "230396 -0.060\n",
      "230397 -0.060\n",
      "230398 -0.060\n",
      "230399 -0.050\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         38  N\n",
      "1        140  N\n",
      "2        197  V\n",
      "3        340  N\n",
      "4        440  N\n",
      "...      ... ..\n",
      "1757  229846  N\n",
      "1758  229984  N\n",
      "1759  230118  N\n",
      "1760  230251  N\n",
      "1761  230385  N\n",
      "\n",
      "[1762 rows x 2 columns]\n",
      "         0  1\n",
      "0     6560  ~\n",
      "1     6761  |\n",
      "2     6849  |\n",
      "3     6874  |\n",
      "4     6958  |\n",
      "..     ... ..\n",
      "69  224960  ~\n",
      "70  225664  ~\n",
      "71  229587  ~\n",
      "72  230112  ~\n",
      "73  230165  |\n",
      "\n",
      "[74 rows x 2 columns]\n",
      "           0\n",
      "0      -0.10\n",
      "1      -0.08\n",
      "2      -0.15\n",
      "3      -0.12\n",
      "4      -0.08\n",
      "...      ...\n",
      "230395 -0.12\n",
      "230396 -0.07\n",
      "230397 -0.07\n",
      "230398 -0.03\n",
      "230399 -0.08\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         30  N\n",
      "1         78  N\n",
      "2        131  N\n",
      "3        183  N\n",
      "4        234  N\n",
      "...      ... ..\n",
      "4254  230156  N\n",
      "4255  230215  N\n",
      "4256  230274  N\n",
      "4257  230334  N\n",
      "4258  230392  N\n",
      "\n",
      "[4259 rows x 2 columns]\n",
      "         0  1\n",
      "0      868  ~\n",
      "1     1440  ~\n",
      "2     2056  ~\n",
      "3     3876  ~\n",
      "4     4553  ~\n",
      "5     5472  ~\n",
      "6     5901  ~\n",
      "7     6432  ~\n",
      "8    10864  ~\n",
      "9    11399  ~\n",
      "10   12534  ~\n",
      "11   12635  |\n",
      "12   12817  ~\n",
      "13   13070  ~\n",
      "14   13449  ~\n",
      "15   13986  ~\n",
      "16   14985  ~\n",
      "17   15254  |\n",
      "18   15473  |\n",
      "19   15680  ~\n",
      "20   17076  ~\n",
      "21   19135  ~\n",
      "22   19697  ~\n",
      "23   21376  ~\n",
      "24   22581  ~\n",
      "25   23019  ~\n",
      "26   23587  ~\n",
      "27   24647  ~\n",
      "28   25792  ~\n",
      "29  128897  |\n",
      "            0\n",
      "0      -0.185\n",
      "1      -0.215\n",
      "2      -0.245\n",
      "3      -0.235\n",
      "4      -0.245\n",
      "...       ...\n",
      "230395 -0.455\n",
      "230396 -0.320\n",
      "230397 -0.075\n",
      "230398 -0.055\n",
      "230399 -0.065\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         88  N\n",
      "1        201  N\n",
      "2        312  N\n",
      "3        425  N\n",
      "4        540  N\n",
      "...      ... ..\n",
      "2156  229898  N\n",
      "2157  230015  N\n",
      "2158  230133  N\n",
      "2159  230253  N\n",
      "2160  230370  N\n",
      "\n",
      "[2161 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0      -7.073848e-17\n",
      "1      -4.042199e-17\n",
      "2       0.000000e+00\n",
      "3      -1.010550e-17\n",
      "4       4.042199e-17\n",
      "...              ...\n",
      "230395  1.500000e-02\n",
      "230396 -1.000000e-02\n",
      "230397 -5.000000e-03\n",
      "230398 -2.500000e-02\n",
      "230399 -2.500000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0          4  N\n",
      "1        126  N\n",
      "2        248  N\n",
      "3        369  N\n",
      "4        490  N\n",
      "...      ... ..\n",
      "1833  229896  N\n",
      "1834  230034  N\n",
      "1835  230172  N\n",
      "1836  230296  N\n",
      "1837  230388  S\n",
      "\n",
      "[1838 rows x 2 columns]\n",
      "        0  1\n",
      "0  212244  ~\n",
      "1  212768  ~\n",
      "            0\n",
      "0      -0.290\n",
      "1      -0.300\n",
      "2      -0.940\n",
      "3      -0.940\n",
      "4      -0.305\n",
      "...       ...\n",
      "230395 -1.130\n",
      "230396 -1.710\n",
      "230397 -1.680\n",
      "230398 -1.320\n",
      "230399 -1.030\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         85  N\n",
      "1        152  V\n",
      "2        257  N\n",
      "3        342  N\n",
      "4        428  N\n",
      "...      ... ..\n",
      "2623  229990  N\n",
      "2624  230089  N\n",
      "2625  230187  N\n",
      "2626  230258  V\n",
      "2627  230385  N\n",
      "\n",
      "[2628 rows x 2 columns]\n",
      "          0  1\n",
      "0       192  |\n",
      "1       536  |\n",
      "2       790  |\n",
      "3      2451  |\n",
      "4      4042  |\n",
      "..      ... ..\n",
      "136  215474  |\n",
      "137  219270  |\n",
      "138  219818  |\n",
      "139  223565  |\n",
      "140  225698  |\n",
      "\n",
      "[141 rows x 2 columns]\n",
      "           0\n",
      "0       3.95\n",
      "1       3.53\n",
      "2       2.89\n",
      "3       2.25\n",
      "4       1.61\n",
      "...      ...\n",
      "230395 -0.43\n",
      "230396 -0.29\n",
      "230397 -0.22\n",
      "230398 -0.19\n",
      "230399 -0.18\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         48  N\n",
      "1        128  N\n",
      "2        215  N\n",
      "3        297  N\n",
      "4        379  N\n",
      "...      ... ..\n",
      "2659  229998  N\n",
      "2660  230084  N\n",
      "2661  230169  N\n",
      "2662  230251  N\n",
      "2663  230337  N\n",
      "\n",
      "[2664 rows x 2 columns]\n",
      "        0  1\n",
      "0  112143  +\n",
      "            0\n",
      "0       0.145\n",
      "1       0.125\n",
      "2       0.145\n",
      "3       0.145\n",
      "4       0.145\n",
      "...       ...\n",
      "230395 -0.020\n",
      "230396 -0.020\n",
      "230397 -0.040\n",
      "230398 -0.030\n",
      "230399 -0.030\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         85  N\n",
      "1        186  N\n",
      "2        291  N\n",
      "3        393  N\n",
      "4        496  N\n",
      "...      ... ..\n",
      "2226  229925  V\n",
      "2227  230058  N\n",
      "2228  230160  N\n",
      "2229  230265  N\n",
      "2230  230370  N\n",
      "\n",
      "[2231 rows x 2 columns]\n",
      "         0  1\n",
      "0    12336  |\n",
      "1    46789  |\n",
      "2    87947  |\n",
      "3   104131  |\n",
      "4   126071  |\n",
      "5   126690  |\n",
      "6   156525  |\n",
      "7   157439  |\n",
      "8   178748  |\n",
      "9   178956  |\n",
      "10  185836  |\n",
      "11  187148  |\n",
      "12  193527  |\n",
      "13  222140  |\n",
      "           0\n",
      "0      -0.20\n",
      "1      -0.23\n",
      "2      -0.24\n",
      "3      -0.25\n",
      "4      -0.25\n",
      "...      ...\n",
      "230395 -0.30\n",
      "230396 -0.33\n",
      "230397 -0.36\n",
      "230398 -0.38\n",
      "230399 -0.43\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         95  N\n",
      "1        168  V\n",
      "2        267  N\n",
      "3        359  N\n",
      "4        426  V\n",
      "...      ... ..\n",
      "2727  229973  N\n",
      "2728  230063  N\n",
      "2729  230131  V\n",
      "2730  230245  N\n",
      "2731  230336  N\n",
      "\n",
      "[2732 rows x 2 columns]\n",
      "          0  1\n",
      "0       742  |\n",
      "1       998  ~\n",
      "2      1253  |\n",
      "3      1536  ~\n",
      "4      1733  |\n",
      "..      ... ..\n",
      "372  228339  ~\n",
      "373  228899  ~\n",
      "374  229641  |\n",
      "375  229897  |\n",
      "376  230165  |\n",
      "\n",
      "[377 rows x 2 columns]\n",
      "           0\n",
      "0       1.56\n",
      "1       0.92\n",
      "2       0.28\n",
      "3      -0.36\n",
      "4      -0.29\n",
      "...      ...\n",
      "230395  0.04\n",
      "230396  0.01\n",
      "230397  0.04\n",
      "230398  0.01\n",
      "230399  0.03\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         18  N\n",
      "1         90  N\n",
      "2        143  S\n",
      "3        192  S\n",
      "4        262  N\n",
      "...      ... ..\n",
      "2535  230059  N\n",
      "2536  230150  N\n",
      "2537  230240  N\n",
      "2538  230325  N\n",
      "2539  230383  V\n",
      "\n",
      "[2540 rows x 2 columns]\n",
      "         0  1\n",
      "0      225  ~\n",
      "1      992  ~\n",
      "2     1541  ~\n",
      "3     1975  ~\n",
      "4     2515  ~\n",
      "5     3232  ~\n",
      "6     3465  ~\n",
      "7     3776  ~\n",
      "8     4033  ~\n",
      "9     5222  ~\n",
      "10    6092  ~\n",
      "11    6560  ~\n",
      "12    6991  ~\n",
      "13   10641  ~\n",
      "14   11301  |\n",
      "15   11488  |\n",
      "16   11646  |\n",
      "17   11805  |\n",
      "18   12319  |\n",
      "19   12780  ~\n",
      "20   12800  ~\n",
      "21   17120  ~\n",
      "22   17676  ~\n",
      "23   17696  ~\n",
      "24   43680  ~\n",
      "25   46240  ~\n",
      "26   66761  ~\n",
      "27   67296  ~\n",
      "28   67559  |\n",
      "29   67936  ~\n",
      "30   69184  ~\n",
      "31   75872  ~\n",
      "32   76448  ~\n",
      "33  209536  ~\n",
      "34  210080  ~\n",
      "35  220224  ~\n",
      "36  220768  ~\n",
      "            0\n",
      "0      -0.095\n",
      "1      -0.070\n",
      "2      -0.060\n",
      "3      -0.090\n",
      "4      -0.070\n",
      "...       ...\n",
      "230395 -0.495\n",
      "230396 -0.515\n",
      "230397 -0.525\n",
      "230398 -0.525\n",
      "230399 -0.555\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         28  N\n",
      "1        109  N\n",
      "2        190  N\n",
      "3        271  N\n",
      "4        352  N\n",
      "...      ... ..\n",
      "2848  230028  N\n",
      "2849  230106  N\n",
      "2850  230183  N\n",
      "2851  230260  N\n",
      "2852  230337  N\n",
      "\n",
      "[2853 rows x 2 columns]\n",
      "         0  1\n",
      "0    60384  ~\n",
      "1    60866  |\n",
      "2    60960  ~\n",
      "3    61152  ~\n",
      "4    61696  ~\n",
      "5    62240  ~\n",
      "6    79300  |\n",
      "7    79379  |\n",
      "8    79454  |\n",
      "9   208563  |\n",
      "10  213184  ~\n",
      "11  213566  |\n",
      "12  213728  ~\n",
      "13  213782  |\n",
      "14  220807  ~\n",
      "15  221344  ~\n",
      "16  221792  ~\n",
      "17  221824  ~\n",
      "18  222012  |\n",
      "19  222336  ~\n",
      "20  222379  ~\n",
      "21  226320  ~\n",
      "22  226880  ~\n",
      "                   0\n",
      "0      -6.063298e-17\n",
      "1       4.000000e-02\n",
      "2       3.000000e-02\n",
      "3       4.042199e-17\n",
      "4       3.000000e-02\n",
      "...              ...\n",
      "230395  2.100000e-01\n",
      "230396  1.400000e-01\n",
      "230397  3.000000e-02\n",
      "230398 -1.000000e-02\n",
      "230399  5.052748e-18\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         26  N\n",
      "1         83  S\n",
      "2        142  V\n",
      "3        271  N\n",
      "4        359  N\n",
      "...      ... ..\n",
      "2579  229987  N\n",
      "2580  230079  N\n",
      "2581  230172  N\n",
      "2582  230265  N\n",
      "2583  230358  N\n",
      "\n",
      "[2584 rows x 2 columns]\n",
      "         0  1\n",
      "0      839  ~\n",
      "1     1299  ~\n",
      "2     1824  ~\n",
      "3    11104  ~\n",
      "4    11136  ~\n",
      "5    11623  ~\n",
      "6    11697  ~\n",
      "7    21728  ~\n",
      "8    21774  |\n",
      "9    22272  ~\n",
      "10   22816  ~\n",
      "11   25440  ~\n",
      "12   26039  ~\n",
      "13   31744  ~\n",
      "14   32323  ~\n",
      "15   40320  ~\n",
      "16   40568  ~\n",
      "17   40577  |\n",
      "18   40657  |\n",
      "19   41120  ~\n",
      "20   41664  ~\n",
      "21   76230  |\n",
      "22  115552  ~\n",
      "23  116479  ~\n",
      "24  144783  ~\n",
      "25  145392  ~\n",
      "           0\n",
      "0       0.25\n",
      "1       0.18\n",
      "2       0.09\n",
      "3      -0.05\n",
      "4      -0.23\n",
      "...      ...\n",
      "230395  0.36\n",
      "230396  0.32\n",
      "230397  0.27\n",
      "230398  0.22\n",
      "230399  0.18\n",
      "\n",
      "[230400 rows x 1 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0  1\n",
      "0         45  N\n",
      "1        146  N\n",
      "2        251  N\n",
      "3        353  N\n",
      "4        453  N\n",
      "...      ... ..\n",
      "2175  229913  N\n",
      "2176  230012  N\n",
      "2177  230109  N\n",
      "2178  230207  N\n",
      "2179  230303  N\n",
      "\n",
      "[2180 rows x 2 columns]\n",
      "        0  1\n",
      "0   69248  ~\n",
      "1   69805  ~\n",
      "2  218513  |\n",
      "3  220322  |\n",
      "4  220628  |\n",
      "5  221922  |\n",
      "6  222114  |\n",
      "           0\n",
      "0       0.09\n",
      "1       0.19\n",
      "2       0.00\n",
      "3       0.14\n",
      "4       0.15\n",
      "...      ...\n",
      "230395 -0.15\n",
      "230396 -0.09\n",
      "230397 -0.12\n",
      "230398 -0.25\n",
      "230399 -0.45\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         12  N\n",
      "1         72  N\n",
      "2        128  N\n",
      "3        184  N\n",
      "4        245  N\n",
      "...      ... ..\n",
      "3537  230082  S\n",
      "3538  230156  N\n",
      "3539  230236  N\n",
      "3540  230308  N\n",
      "3541  230380  N\n",
      "\n",
      "[3542 rows x 2 columns]\n",
      "         0  1\n",
      "0    10432  ~\n",
      "1    11008  ~\n",
      "2    11488  ~\n",
      "3    12032  ~\n",
      "4    12928  ~\n",
      "5    13472  ~\n",
      "6   108305  |\n",
      "7   108832  ~\n",
      "8   109450  ~\n",
      "9   110593  ~\n",
      "10  111296  ~\n",
      "11  122070  ~\n",
      "12  122869  ~\n",
      "13  210093  ~\n",
      "14  210696  ~\n",
      "                   0\n",
      "0       2.100000e-01\n",
      "1       2.700000e-01\n",
      "2       3.200000e-01\n",
      "3      -8.084397e-17\n",
      "4       1.000000e-02\n",
      "...              ...\n",
      "230395 -5.800000e-01\n",
      "230396 -5.600000e-01\n",
      "230397 -5.700000e-01\n",
      "230398 -5.900000e-01\n",
      "230399 -6.100000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        104  N\n",
      "1        204  N\n",
      "2        261  V\n",
      "3        409  N\n",
      "4        509  N\n",
      "...      ... ..\n",
      "2413  229996  N\n",
      "2414  230098  N\n",
      "2415  230199  N\n",
      "2416  230254  V\n",
      "2417  230400  N\n",
      "\n",
      "[2418 rows x 2 columns]\n",
      "         0  1\n",
      "0     4008  |\n",
      "1    39378  |\n",
      "2    39791  ~\n",
      "3    40512  ~\n",
      "4    41006  ~\n",
      "5    41120  ~\n",
      "6    41318  |\n",
      "7    41360  |\n",
      "8    41454  |\n",
      "9    41478  |\n",
      "10   41599  |\n",
      "11   42169  |\n",
      "12   42304  ~\n",
      "13   42528  ~\n",
      "14   53472  ~\n",
      "15   54016  ~\n",
      "16   67395  |\n",
      "17   68962  |\n",
      "18   70496  ~\n",
      "19   70565  |\n",
      "20   70667  |\n",
      "21   70741  |\n",
      "22   71040  ~\n",
      "23   71264  ~\n",
      "24   71682  |\n",
      "25   71943  |\n",
      "26   72000  ~\n",
      "27   72212  |\n",
      "28   72282  |\n",
      "29   72480  |\n",
      "30   72544  ~\n",
      "31   73014  ~\n",
      "32   73230  |\n",
      "33   73568  ~\n",
      "34   74304  ~\n",
      "35   74570  |\n",
      "36   74623  |\n",
      "37   75024  |\n",
      "38   75161  |\n",
      "39   75328  ~\n",
      "40   75552  ~\n",
      "41   80643  |\n",
      "42   88006  ~\n",
      "43   88552  ~\n",
      "44  158310  |\n",
      "                   0\n",
      "0       2.700000e-01\n",
      "1       5.700000e-01\n",
      "2       3.600000e-01\n",
      "3      -2.200000e-01\n",
      "4      -3.300000e-01\n",
      "...              ...\n",
      "230395 -1.400000e-01\n",
      "230396 -4.000000e-02\n",
      "230397 -1.212660e-16\n",
      "230398  5.052748e-17\n",
      "230399 -2.021099e-16\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         86  N\n",
      "1        178  N\n",
      "2        272  N\n",
      "3        352  N\n",
      "4        455  N\n",
      "...      ... ..\n",
      "2467  229911  N\n",
      "2468  229992  S\n",
      "2469  230101  N\n",
      "2470  230201  N\n",
      "2471  230301  N\n",
      "\n",
      "[2472 rows x 2 columns]\n",
      "          0  1\n",
      "0      1584  ~\n",
      "1      2123  ~\n",
      "2      7872  ~\n",
      "3      9056  ~\n",
      "4     15592  |\n",
      "..      ... ..\n",
      "105  192174  |\n",
      "106  192544  ~\n",
      "107  208797  |\n",
      "108  215424  ~\n",
      "109  215968  ~\n",
      "\n",
      "[110 rows x 2 columns]\n",
      "                   0\n",
      "0       1.818989e-16\n",
      "1       2.000000e-02\n",
      "2       4.600000e-01\n",
      "3      -1.000000e-01\n",
      "4       4.400000e-01\n",
      "...              ...\n",
      "230395 -2.300000e-01\n",
      "230396 -1.800000e-01\n",
      "230397 -2.100000e-01\n",
      "230398 -7.000000e-02\n",
      "230399  4.300000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         65  N\n",
      "1        198  N\n",
      "2        329  N\n",
      "3        460  N\n",
      "4        590  N\n",
      "...      ... ..\n",
      "2183  229900  S\n",
      "2184  230024  N\n",
      "2185  230134  N\n",
      "2186  230242  N\n",
      "2187  230347  N\n",
      "\n",
      "[2188 rows x 2 columns]\n",
      "          0  1\n",
      "0        34  |\n",
      "1       167  |\n",
      "2       299  |\n",
      "3       429  |\n",
      "4       560  |\n",
      "..      ... ..\n",
      "404  207424  ~\n",
      "405  207739  |\n",
      "406  208384  ~\n",
      "407  220197  |\n",
      "408  221665  |\n",
      "\n",
      "[409 rows x 2 columns]\n",
      "           0\n",
      "0       0.11\n",
      "1       0.10\n",
      "2       0.06\n",
      "3       0.07\n",
      "4       0.03\n",
      "...      ...\n",
      "230395 -0.02\n",
      "230396 -0.02\n",
      "230397  0.02\n",
      "230398 -0.03\n",
      "230399  0.05\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         55  S\n",
      "1        138  N\n",
      "2        211  N\n",
      "3        284  N\n",
      "4        357  N\n",
      "...      ... ..\n",
      "3119  230051  N\n",
      "3120  230124  N\n",
      "3121  230197  N\n",
      "3122  230271  N\n",
      "3123  230344  N\n",
      "\n",
      "[3124 rows x 2 columns]\n",
      "        0  1\n",
      "0   83299  |\n",
      "1  208896  ~\n",
      "2  209504  ~\n",
      "3  223231  ~\n",
      "4  223881  ~\n",
      "                   0\n",
      "0      -1.200000e-01\n",
      "1      -1.500000e-01\n",
      "2      -1.700000e-01\n",
      "3      -1.800000e-01\n",
      "4      -1.500000e-01\n",
      "...              ...\n",
      "230395 -1.000000e-02\n",
      "230396  3.637979e-16\n",
      "230397  2.000000e-02\n",
      "230398  6.000000e-02\n",
      "230399  3.000000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         39  N\n",
      "1        156  N\n",
      "2        270  N\n",
      "3        386  N\n",
      "4        501  N\n",
      "...      ... ..\n",
      "1890  229796  N\n",
      "1891  229930  N\n",
      "1892  230058  N\n",
      "1893  230188  N\n",
      "1894  230316  N\n",
      "\n",
      "[1895 rows x 2 columns]\n",
      "         0  1\n",
      "0    70192  ~\n",
      "1    70720  ~\n",
      "2    89700  ~\n",
      "3    90240  ~\n",
      "4    90483  ~\n",
      "5    92128  ~\n",
      "6   179143  ~\n",
      "7   180960  ~\n",
      "8   182167  ~\n",
      "9   182720  ~\n",
      "10  184224  ~\n",
      "11  186688  ~\n",
      "                   0\n",
      "0       2.000000e-02\n",
      "1       0.000000e+00\n",
      "2       1.000000e-02\n",
      "3       3.000000e-02\n",
      "4      -8.589672e-17\n",
      "...              ...\n",
      "230395 -2.000000e-02\n",
      "230396 -6.000000e-02\n",
      "230397 -3.000000e-02\n",
      "230398 -4.000000e-02\n",
      "230399 -8.000000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         11  N\n",
      "1        146  N\n",
      "2        280  N\n",
      "3        414  N\n",
      "4        547  N\n",
      "...      ... ..\n",
      "3157  229922  V\n",
      "3158  230047  N\n",
      "3159  230142  N\n",
      "3160  230238  N\n",
      "3161  230295  V\n",
      "\n",
      "[3162 rows x 2 columns]\n",
      "          0  1\n",
      "0      2768  |\n",
      "1      3723  |\n",
      "2      3890  |\n",
      "3      4667  |\n",
      "4      5925  |\n",
      "..      ... ..\n",
      "534  195893  |\n",
      "535  196203  |\n",
      "536  196820  |\n",
      "537  207178  |\n",
      "538  219415  |\n",
      "\n",
      "[539 rows x 2 columns]\n",
      "           0\n",
      "0      -0.25\n",
      "1      -0.22\n",
      "2      -0.26\n",
      "3      -0.25\n",
      "4      -0.29\n",
      "...      ...\n",
      "230395 -0.11\n",
      "230396 -0.03\n",
      "230397  0.13\n",
      "230398 -0.01\n",
      "230399 -0.14\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        116  N\n",
      "1        224  N\n",
      "2        290  S\n",
      "3        378  N\n",
      "4        493  N\n",
      "...      ... ..\n",
      "2661  230081  N\n",
      "2662  230148  V\n",
      "2663  230249  N\n",
      "2664  230314  V\n",
      "2665  230386  N\n",
      "\n",
      "[2666 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0      -0.090\n",
      "1      -0.010\n",
      "2      -0.020\n",
      "3      -0.010\n",
      "4       0.010\n",
      "...       ...\n",
      "230395 -0.065\n",
      "230396 -0.070\n",
      "230397 -0.070\n",
      "230398 -0.070\n",
      "230399 -0.080\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         18  N\n",
      "1        133  N\n",
      "2        247  N\n",
      "3        315  V\n",
      "4        417  N\n",
      "...      ... ..\n",
      "2995  229953  N\n",
      "2996  230063  N\n",
      "2997  230121  V\n",
      "2998  230220  N\n",
      "2999  230325  N\n",
      "\n",
      "[3000 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0      -4.000000e-02\n",
      "1      -6.000000e-02\n",
      "2      -5.000000e-03\n",
      "3       2.500000e-02\n",
      "4      -5.052748e-18\n",
      "...              ...\n",
      "230395  3.000000e-02\n",
      "230396 -6.947529e-17\n",
      "230397 -8.842310e-18\n",
      "230398  8.842310e-18\n",
      "230399  5.000000e-03\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         61  N\n",
      "1        133  N\n",
      "2        204  N\n",
      "3        275  N\n",
      "4        346  N\n",
      "...      ... ..\n",
      "3343  230072  N\n",
      "3344  230144  V\n",
      "3345  230229  N\n",
      "3346  230289  V\n",
      "3347  230374  N\n",
      "\n",
      "[3348 rows x 2 columns]\n",
      "         0  1\n",
      "0    19716  ~\n",
      "1    20256  ~\n",
      "2    21192  ~\n",
      "3    21856  ~\n",
      "4    22183  |\n",
      "..     ... ..\n",
      "92  196821  ~\n",
      "93  197312  ~\n",
      "94  199866  ~\n",
      "95  221602  ~\n",
      "96  222176  ~\n",
      "\n",
      "[97 rows x 2 columns]\n",
      "           0\n",
      "0      -0.66\n",
      "1      -0.62\n",
      "2      -0.72\n",
      "3      -0.61\n",
      "4      -0.74\n",
      "...      ...\n",
      "230395 -0.80\n",
      "230396 -0.87\n",
      "230397 -0.94\n",
      "230398 -1.00\n",
      "230399 -1.15\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         20  N\n",
      "1        127  N\n",
      "2        231  N\n",
      "3        341  N\n",
      "4        450  N\n",
      "...      ... ..\n",
      "2156  229926  S\n",
      "2157  230028  N\n",
      "2158  230100  S\n",
      "2159  230194  N\n",
      "2160  230277  S\n",
      "\n",
      "[2161 rows x 2 columns]\n",
      "        0  1\n",
      "0  165069  ~\n",
      "1  165663  ~\n",
      "           0\n",
      "0       0.05\n",
      "1       0.04\n",
      "2       0.05\n",
      "3       0.10\n",
      "4       0.10\n",
      "...      ...\n",
      "230395  0.02\n",
      "230396 -0.01\n",
      "230397 -0.08\n",
      "230398 -0.05\n",
      "230399 -0.12\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        103  N\n",
      "1        202  N\n",
      "2        301  N\n",
      "3        402  N\n",
      "4        503  N\n",
      "...      ... ..\n",
      "2673  230015  S\n",
      "2674  230116  N\n",
      "2675  230177  V\n",
      "2676  230285  N\n",
      "2677  230341  V\n",
      "\n",
      "[2678 rows x 2 columns]\n",
      "          0  1\n",
      "0    127264  ~\n",
      "1    127566  ~\n",
      "2    127624  |\n",
      "3    128052  ~\n",
      "4    128128  ~\n",
      "..      ... ..\n",
      "108  220915  |\n",
      "109  221218  |\n",
      "110  221269  |\n",
      "111  222102  |\n",
      "112  225535  |\n",
      "\n",
      "[113 rows x 2 columns]\n",
      "           0\n",
      "0      -0.41\n",
      "1      -0.46\n",
      "2      -0.46\n",
      "3      -0.42\n",
      "4      -0.46\n",
      "...      ...\n",
      "230395  0.04\n",
      "230396  0.02\n",
      "230397  0.07\n",
      "230398  0.05\n",
      "230399  0.01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         84  N\n",
      "1        200  N\n",
      "2        312  N\n",
      "3        422  N\n",
      "4        538  N\n",
      "...      ... ..\n",
      "1791  229833  N\n",
      "1792  229976  N\n",
      "1793  230120  N\n",
      "1794  230253  N\n",
      "1795  230384  N\n",
      "\n",
      "[1796 rows x 2 columns]\n",
      "        0  1\n",
      "0  151360  ~\n",
      "1  151385  |\n",
      "2  151765  |\n",
      "3  152032  ~\n",
      "4  154190  ~\n",
      "5  154688  ~\n",
      "6  154707  |\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0\n",
      "0       0.37\n",
      "1       0.50\n",
      "2       0.57\n",
      "3       0.68\n",
      "4       0.73\n",
      "...      ...\n",
      "230395 -0.11\n",
      "230396 -0.11\n",
      "230397 -0.03\n",
      "230398 -0.08\n",
      "230399 -0.06\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0          3  N\n",
      "1        124  N\n",
      "2        242  N\n",
      "3        358  N\n",
      "4        479  N\n",
      "...      ... ..\n",
      "1976  229860  N\n",
      "1977  229979  N\n",
      "1978  230098  N\n",
      "1979  230219  N\n",
      "1980  230343  N\n",
      "\n",
      "[1981 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0      -0.075\n",
      "1      -0.085\n",
      "2      -0.145\n",
      "3       0.035\n",
      "4       0.395\n",
      "...       ...\n",
      "230395 -0.125\n",
      "230396 -0.105\n",
      "230397 -0.115\n",
      "230398 -0.115\n",
      "230399 -0.105\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         22  N\n",
      "1        153  N\n",
      "2        283  N\n",
      "3        418  N\n",
      "4        548  N\n",
      "...      ... ..\n",
      "1679  229777  N\n",
      "1680  229913  N\n",
      "1681  230048  N\n",
      "1682  230186  N\n",
      "1683  230322  N\n",
      "\n",
      "[1684 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "           0\n",
      "0      -0.10\n",
      "1      -0.10\n",
      "2      -0.09\n",
      "3      -0.05\n",
      "4      -0.09\n",
      "...      ...\n",
      "230395 -0.19\n",
      "230396 -0.20\n",
      "230397 -0.15\n",
      "230398 -0.19\n",
      "230399 -0.26\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         22  N\n",
      "1        137  N\n",
      "2        252  N\n",
      "3        368  N\n",
      "4        482  N\n",
      "...      ... ..\n",
      "2235  229952  N\n",
      "2236  230056  N\n",
      "2237  230160  N\n",
      "2238  230263  N\n",
      "2239  230368  N\n",
      "\n",
      "[2240 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "           0\n",
      "0      -0.04\n",
      "1      -0.05\n",
      "2      -0.05\n",
      "3      -0.04\n",
      "4      -0.05\n",
      "...      ...\n",
      "230395  0.79\n",
      "230396  0.80\n",
      "230397  0.82\n",
      "230398  0.86\n",
      "230399  0.86\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         56  N\n",
      "1        162  N\n",
      "2        266  N\n",
      "3        372  N\n",
      "4        478  N\n",
      "...      ... ..\n",
      "2047  229915  N\n",
      "2048  230031  N\n",
      "2049  230127  S\n",
      "2050  230261  N\n",
      "2051  230378  N\n",
      "\n",
      "[2052 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
      "0       4.000000e-02\n",
      "1       9.000000e-02\n",
      "2      -8.000000e-02\n",
      "3       2.000000e-02\n",
      "4       3.233759e-16\n",
      "...              ...\n",
      "230395 -6.000000e-02\n",
      "230396 -1.100000e-01\n",
      "230397 -1.200000e-01\n",
      "230398 -1.400000e-01\n",
      "230399 -1.900000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        100  N\n",
      "1        208  N\n",
      "2        322  N\n",
      "3        432  N\n",
      "4        523  N\n",
      "...      ... ..\n",
      "2136  229853  N\n",
      "2137  229975  N\n",
      "2138  230066  S\n",
      "2139  230191  N\n",
      "2140  230313  N\n",
      "\n",
      "[2141 rows x 2 columns]\n",
      "        0  1\n",
      "0  118852  |\n",
      "            0\n",
      "0      -0.180\n",
      "1       0.000\n",
      "2       0.040\n",
      "3       0.040\n",
      "4       0.030\n",
      "...       ...\n",
      "230395 -0.005\n",
      "230396 -0.005\n",
      "230397  0.005\n",
      "230398 -0.005\n",
      "230399 -0.005\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         13  N\n",
      "1        131  N\n",
      "2        232  N\n",
      "3        355  N\n",
      "4        472  N\n",
      "...      ... ..\n",
      "2033  229918  N\n",
      "2034  230033  N\n",
      "2035  230148  N\n",
      "2036  230267  N\n",
      "2037  230387  N\n",
      "\n",
      "[2038 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "            0\n",
      "0      -0.030\n",
      "1      -0.040\n",
      "2      -0.035\n",
      "3      -0.040\n",
      "4      -0.020\n",
      "...       ...\n",
      "230395  0.020\n",
      "230396  0.030\n",
      "230397  0.035\n",
      "230398  0.035\n",
      "230399  0.035\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         47  N\n",
      "1        150  N\n",
      "2        253  N\n",
      "3        356  N\n",
      "4        464  N\n",
      "...      ... ..\n",
      "1906  229850  S\n",
      "1907  230002  N\n",
      "1908  230071  V\n",
      "1909  230219  N\n",
      "1910  230360  N\n",
      "\n",
      "[1911 rows x 2 columns]\n",
      "         0  1\n",
      "0      384  ~\n",
      "1     1024  ~\n",
      "2    36480  ~\n",
      "3    37024  ~\n",
      "4    45248  ~\n",
      "5    45920  ~\n",
      "6    60801  |\n",
      "7    91959  |\n",
      "8   176082  |\n",
      "9   208193  |\n",
      "10  227414  ~\n",
      "11  227626  |\n",
      "12  227968  ~\n",
      "13  228087  |\n",
      "14  229428  ~\n",
      "15  229952  ~\n",
      "           0\n",
      "0       0.33\n",
      "1       0.27\n",
      "2       0.17\n",
      "3       0.19\n",
      "4       0.12\n",
      "...      ...\n",
      "230395 -0.09\n",
      "230396  0.04\n",
      "230397 -0.06\n",
      "230398 -0.04\n",
      "230399 -0.02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         66  N\n",
      "1        169  N\n",
      "2        277  N\n",
      "3        385  N\n",
      "4        491  N\n",
      "...      ... ..\n",
      "2057  229922  N\n",
      "2058  230024  N\n",
      "2059  230140  N\n",
      "2060  230246  N\n",
      "2061  230353  N\n",
      "\n",
      "[2062 rows x 2 columns]\n",
      "         0  1\n",
      "0    14791  |\n",
      "1    17696  ~\n",
      "2    18272  ~\n",
      "3    21703  |\n",
      "4    22273  ~\n",
      "5    22838  ~\n",
      "6    76000  ~\n",
      "7    77280  ~\n",
      "8    82880  ~\n",
      "9    84224  ~\n",
      "10  166528  ~\n",
      "11  167084  ~\n",
      "12  169044  ~\n",
      "13  169568  ~\n",
      "14  169845  |\n",
      "15  169903  |\n",
      "16  169955  |\n",
      "17  170091  |\n",
      "18  170144  ~\n",
      "19  170272  ~\n",
      "20  171200  ~\n",
      "21  171744  ~\n",
      "22  220160  ~\n",
      "23  220704  ~\n",
      "24  223036  |\n",
      "25  225312  ~\n",
      "26  226560  ~\n",
      "           0\n",
      "0       0.28\n",
      "1       0.26\n",
      "2       0.27\n",
      "3       0.23\n",
      "4       0.20\n",
      "...      ...\n",
      "230395 -0.15\n",
      "230396 -0.03\n",
      "230397 -0.14\n",
      "230398 -0.17\n",
      "230399 -0.13\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         52  N\n",
      "1        119  N\n",
      "2        175  S\n",
      "3        252  N\n",
      "4        298  S\n",
      "...      ... ..\n",
      "3482  230131  N\n",
      "3483  230196  N\n",
      "3484  230262  N\n",
      "3485  230327  N\n",
      "3486  230393  N\n",
      "\n",
      "[3487 rows x 2 columns]\n",
      "   0  1\n",
      "0  0  \"\n",
      "            0\n",
      "0      -0.830\n",
      "1      -0.830\n",
      "2      -0.890\n",
      "3      -0.890\n",
      "4      -0.920\n",
      "...       ...\n",
      "230395  2.610\n",
      "230396  3.245\n",
      "230397  3.650\n",
      "230398  3.010\n",
      "230399  2.370\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         26  S\n",
      "1        147  N\n",
      "2        245  S\n",
      "3        371  N\n",
      "4        466  S\n",
      "...      ... ..\n",
      "2258  229908  N\n",
      "2259  229995  S\n",
      "2260  230125  N\n",
      "2261  230214  S\n",
      "2262  230348  N\n",
      "\n",
      "[2263 rows x 2 columns]\n",
      "         0  1\n",
      "0     9866  ~\n",
      "1    10560  ~\n",
      "2    17065  ~\n",
      "3    17375  |\n",
      "4    18000  ~\n",
      "5    18656  ~\n",
      "6    19211  ~\n",
      "7    19841  ~\n",
      "8    20416  ~\n",
      "9    20567  |\n",
      "10   20945  |\n",
      "11   20968  ~\n",
      "12   21312  ~\n",
      "13   71943  |\n",
      "14   74016  ~\n",
      "15   74880  ~\n",
      "16  104898  ~\n",
      "17  105440  ~\n",
      "18  105617  ~\n",
      "19  106162  ~\n",
      "20  107710  |\n",
      "21  107780  ~\n",
      "22  107993  ~\n",
      "23  108189  |\n",
      "24  108232  |\n",
      "25  108301  |\n",
      "26  108640  ~\n",
      "27  108800  ~\n",
      "28  109150  ~\n",
      "29  109664  ~\n",
      "30  111264  ~\n",
      "31  111296  ~\n",
      "32  111559  |\n",
      "33  111840  ~\n",
      "34  184544  ~\n",
      "35  185120  ~\n",
      "36  212582  ~\n",
      "37  212719  |\n",
      "38  213248  ~\n",
      "            0\n",
      "0      -0.100\n",
      "1      -0.080\n",
      "2      -0.080\n",
      "3      -0.090\n",
      "4      -0.120\n",
      "...       ...\n",
      "230395  0.055\n",
      "230396  0.015\n",
      "230397  0.085\n",
      "230398  0.055\n",
      "230399  0.085\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         75  N\n",
      "1        180  N\n",
      "2        287  N\n",
      "3        395  N\n",
      "4        501  N\n",
      "...      ... ..\n",
      "1930  229863  N\n",
      "1931  229985  N\n",
      "1932  230110  N\n",
      "1933  230229  N\n",
      "1934  230352  N\n",
      "\n",
      "[1935 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "           0\n",
      "0      -0.30\n",
      "1      -0.34\n",
      "2      -0.33\n",
      "3      -0.39\n",
      "4      -0.39\n",
      "...      ...\n",
      "230395 -0.37\n",
      "230396 -0.34\n",
      "230397 -0.34\n",
      "230398 -0.26\n",
      "230399 -0.15\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         73  N\n",
      "1        195  N\n",
      "2        319  N\n",
      "3        439  N\n",
      "4        507  S\n",
      "...      ... ..\n",
      "1815  229815  N\n",
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      "\n",
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      "2      -2.200000e-01\n",
      "3      -1.800000e-01\n",
      "4      -1.300000e-01\n",
      "...              ...\n",
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      "230399 -2.501110e-16\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         59  N\n",
      "1        141  N\n",
      "2        222  N\n",
      "3        303  N\n",
      "4        384  N\n",
      "...      ... ..\n",
      "2878  230063  N\n",
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      "\n",
      "[2883 rows x 2 columns]\n",
      "          0  1\n",
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      "..      ... ..\n",
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      "...      ...\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         90  N\n",
      "1        208  N\n",
      "2        325  N\n",
      "3        393  S\n",
      "4        536  N\n",
      "...      ... ..\n",
      "1955  229800  N\n",
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      "1957  230061  N\n",
      "1958  230151  S\n",
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      "\n",
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      "..     ... ..\n",
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      "92  230255  |\n",
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      "\n",
      "[94 rows x 2 columns]\n",
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      "3       0.00\n",
      "4      -0.06\n",
      "...      ...\n",
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      "230399  0.10\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         52  N\n",
      "1        155  N\n",
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      "4        471  N\n",
      "...      ... ..\n",
      "2218  229931  N\n",
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      "2222  230396  V\n",
      "\n",
      "[2223 rows x 2 columns]\n",
      "Empty DataFrame\n",
      "Columns: [0, 1]\n",
      "Index: []\n",
      "                   0\n",
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      "4      -1.212660e-16\n",
      "...              ...\n",
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      "230399 -9.950000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           0  1\n",
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      "2        246  N\n",
      "3        307  V\n",
      "4        443  N\n",
      "...      ... ..\n",
      "2685  230021  N\n",
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      "\n",
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      "...       ...\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
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      "4        353  S\n",
      "...      ... ..\n",
      "2308  229921  V\n",
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      "...      ...\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
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      "4        635  N\n",
      "...      ... ..\n",
      "1704  229766  V\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0        101  N\n",
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      "...      ... ..\n",
      "2169  229902  N\n",
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      "\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
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      "...      ... ..\n",
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      "\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
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      "4        421  N\n",
      "...      ... ..\n",
      "2838  229981  V\n",
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      "...              ...\n",
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      "230399  1.000000e-02\n",
      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
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      "3        287  N\n",
      "4        376  N\n",
      "...      ... ..\n",
      "2523  229956  N\n",
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      "2527  230305  V\n",
      "\n",
      "[2528 rows x 2 columns]\n",
      "Empty DataFrame\n",
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      "Index: []\n",
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      "...       ...\n",
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      "\n",
      "[230400 rows x 1 columns]\n",
      "           0  1\n",
      "0         70  N\n",
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      "4        487  N\n",
      "...      ... ..\n",
      "2342  229934  N\n",
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      "\n",
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      "\n",
      "[87 rows x 2 columns]\n",
      "                   0\n",
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      "3      -1.000000e-01\n",
      "4      -4.000000e-02\n",
      "...              ...\n",
      "230395 -2.100000e-01\n",
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      "230399 -3.300000e-01\n",
      "\n",
      "[230400 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "def convert_npy_to_csv(folder_path):\n",
    "    # Get a list of all files in the specified folder\n",
    "    files = os.listdir(folder_path)\n",
    "\n",
    "    # Iterate through each file in the folder\n",
    "    for file_name in files:\n",
    "        # Check if the file has a .mat extension\n",
    "        if file_name.endswith('.npy'):\n",
    "            # Construct the full path for the .mat file\n",
    "            npy_file_path = os.path.join(folder_path, file_name)\n",
    "\n",
    "            # Load data from the .npy file\n",
    "            npy_data = np.load(npy_file_path)\n",
    "            #print(npy_data)\n",
    "            \n",
    "            # converting each .npy file to .csv\n",
    "            # accessing the last key of a dictionary which is the form of array\n",
    "            #last_key = list(npy_data.keys())[-1]\n",
    "            \n",
    "            # accessing the array of the last key\n",
    "            # converting the array in to python standard array form which is dataframe\n",
    "            df=pd.DataFrame(npy_data)\n",
    "            print(df)\n",
    "\n",
    "            # assigning aname for each .csv to be created by removing the last four characters from the original name \n",
    "            # and adding .csv \n",
    "            file_name = file_name[:-4]+'.csv'\n",
    "            \n",
    "            # locating the output folde\n",
    "            output_file_path = os.path.join(folder_path, file_name)\n",
    "            \n",
    "            #writing the array to csv file \n",
    "            df.to_csv(output_file_path, index=False)\n",
    "            #df.to_csv(file_name)\n",
    "            \n",
    "folder_path = 'C:/Users/Ewunetie/OneDrive - University of Gondar,/2022-2023 files/Courses/Project/data/Online data/4 ECG Lead 2 Dataset PhysioNet (Open Access)/db_npy/svdb_npy'\n",
    "convert_npy_to_csv(folder_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8d1ca15d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Collecting word2number\n",
      "  Downloading word2number-1.1.zip (9.7 kB)\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Building wheels for collected packages: word2number\n",
      "  Building wheel for word2number (setup.py): started\n",
      "  Building wheel for word2number (setup.py): finished with status 'done'\n",
      "  Created wheel for word2number: filename=word2number-1.1-py3-none-any.whl size=5590 sha256=f220644c95712fae67b64be1b77b8b6b4984cc229e8fa26ba594847c7bb8b806\n",
      "  Stored in directory: c:\\users\\ewunetie\\appdata\\local\\pip\\cache\\wheels\\29\\85\\cd\\a78aeab138a03ac89a6ed4f8f00665d5ceb7ac0318c837a086\n",
      "Successfully built word2number\n",
      "Installing collected packages: word2number\n",
      "Successfully installed word2number-1.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install word2number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3484c51f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: tensorflow in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (2.16.1)\n",
      "Requirement already satisfied: tensorflow-intel==2.16.1 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow) (2.16.1)\n",
      "Requirement already satisfied: libclang>=13.0.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (16.0.6)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (0.31.0)\n",
      "Requirement already satisfied: h5py>=3.10.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (3.10.0)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (3.3.0)\n",
      "Requirement already satisfied: ml-dtypes~=0.3.1 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (0.3.2)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (2.28.1)\n",
      "Requirement already satisfied: six>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (1.16.0)\n",
      "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (0.5.4)\n",
      "Requirement already satisfied: keras>=3.0.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (3.0.5)\n",
      "Requirement already satisfied: wrapt>=1.11.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (1.14.1)\n",
      "Requirement already satisfied: packaging in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (22.0)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (1.6.3)\n",
      "Requirement already satisfied: flatbuffers>=23.5.26 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (24.3.7)\n",
      "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (4.25.3)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (0.2.0)\n",
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      "Requirement already satisfied: setuptools in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (65.6.3)\n",
      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (4.4.0)\n",
      "Requirement already satisfied: numpy<2.0.0,>=1.23.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (1.23.5)\n",
      "Requirement already satisfied: absl-py>=1.0.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (2.1.0)\n",
      "Requirement already satisfied: tensorboard<2.17,>=2.16 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (2.16.2)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorflow-intel==2.16.1->tensorflow) (1.62.1)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.16.1->tensorflow) (0.38.4)\n",
      "Requirement already satisfied: dm-tree in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow) (0.1.8)\n",
      "Requirement already satisfied: rich in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow) (13.7.1)\n",
      "Requirement already satisfied: namex in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow) (0.0.7)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (2024.2.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (3.4)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (2.0.4)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow-intel==2.16.1->tensorflow) (1.26.14)\n",
      "Requirement already satisfied: markdown>=2.6.8 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow) (3.4.1)\n",
      "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow) (0.7.2)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow) (2.2.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.1.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from werkzeug>=1.0.1->tensorboard<2.17,>=2.16->tensorflow-intel==2.16.1->tensorflow) (2.1.1)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from rich->keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow) (2.17.2)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from rich->keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow) (3.0.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in c:\\users\\ewunetie\\appdata\\roaming\\python\\python310\\site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow-intel==2.16.1->tensorflow) (0.1.2)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47cd4748",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.10.9"
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