diff --git a/Analysis/0213_unit_test/0213_unit_test.ipynb b/Analysis/0213_unit_test/0213_unit_test.ipynb
index 5cd198f2e..06c90dd20 100644
--- a/Analysis/0213_unit_test/0213_unit_test.ipynb
+++ b/Analysis/0213_unit_test/0213_unit_test.ipynb
@@ -2,15 +2,15 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1704416400\n",
-      "2024-01-05 10:00:00\n",
+      "1704418800\n",
+      "2024-01-05 10:40:00\n",
       "1. 데이터를 준비합니다.\n",
       "1-1. 네트워크가 로드되었습니다.\n",
       "1-2. 테이블들이 로드되었습니다.\n"
@@ -77,7 +77,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -275,7 +275,7 @@
        "[5 rows x 21 columns]"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -296,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -343,31 +343,31 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1811</th>\n",
-       "      <td>210</td>\n",
-       "      <td>1704414440</td>\n",
-       "      <td>43</td>\n",
+       "      <th>1923</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704416860</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
        "      <td>43</td>\n",
-       "      <td>70</td>\n",
-       "      <td>24</td>\n",
+       "      <td>50</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>58</td>\n",
-       "      <td>70</td>\n",
-       "      <td>24</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>180</td>\n",
+       "      <td>170</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1812</th>\n",
+       "      <th>1924</th>\n",
        "      <td>202</td>\n",
-       "      <td>1704414490</td>\n",
+       "      <td>1704416890</td>\n",
        "      <td>46</td>\n",
        "      <td>114</td>\n",
        "      <td>0</td>\n",
@@ -387,31 +387,31 @@
        "      <td>160</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1813</th>\n",
-       "      <td>178</td>\n",
-       "      <td>1704414480</td>\n",
-       "      <td>38</td>\n",
-       "      <td>39</td>\n",
+       "      <th>1925</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704416880</td>\n",
        "      <td>43</td>\n",
-       "      <td>50</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>38</td>\n",
-       "      <td>39</td>\n",
-       "      <td>71</td>\n",
-       "      <td>22</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>170</td>\n",
+       "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1814</th>\n",
+       "      <th>1926</th>\n",
        "      <td>206</td>\n",
-       "      <td>1704414510</td>\n",
+       "      <td>1704416910</td>\n",
        "      <td>45</td>\n",
        "      <td>53</td>\n",
        "      <td>26</td>\n",
@@ -431,9 +431,9 @@
        "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1815</th>\n",
+       "      <th>1927</th>\n",
        "      <td>201</td>\n",
-       "      <td>1704414520</td>\n",
+       "      <td>1704416900</td>\n",
        "      <td>33</td>\n",
        "      <td>36</td>\n",
        "      <td>25</td>\n",
@@ -458,28 +458,28 @@
       ],
       "text/plain": [
        "      inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
-       "1811       210  1704414440       43       43       70       24        0   \n",
-       "1812       202  1704414490       46      114        0        0        0   \n",
-       "1813       178  1704414480       38       39       43       50        0   \n",
-       "1814       206  1704414510       45       53       26       26        0   \n",
-       "1815       201  1704414520       33       36       25       58       18   \n",
+       "1923       178  1704416860       38       39       43       50        0   \n",
+       "1924       202  1704416890       46      114        0        0        0   \n",
+       "1925       177  1704416880       43       27       70       40        0   \n",
+       "1926       206  1704416910       45       53       26       26        0   \n",
+       "1927       201  1704416900       33       36       25       58       18   \n",
        "\n",
        "      dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
-       "1811        0        0        0       28       58       70       24        0   \n",
-       "1812        0        0        0       46      114        0        0        0   \n",
-       "1813        0        0        0       38       39       71       22        0   \n",
-       "1814        0        0        0       45       53       26       26        0   \n",
-       "1815        0        0        0       33       36       25       58       18   \n",
+       "1923        0        0        0       38       39       71       22        0   \n",
+       "1924        0        0        0       46      114        0        0        0   \n",
+       "1925        0        0        0       43       27       70       40        0   \n",
+       "1926        0        0        0       45       53       26       26        0   \n",
+       "1927        0        0        0       33       36       25       58       18   \n",
        "\n",
        "      dura_B6  dura_B7  dura_B8  cycle  \n",
-       "1811        0        0        0    180  \n",
-       "1812        0        0        0    160  \n",
-       "1813        0        0        0    170  \n",
-       "1814        0        0        0    150  \n",
-       "1815        0        0        0    170  "
+       "1923        0        0        0    170  \n",
+       "1924        0        0        0    160  \n",
+       "1925        0        0        0    180  \n",
+       "1926        0        0        0    150  \n",
+       "1927        0        0        0    170  "
       ]
      },
-     "execution_count": 3,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -511,16 +511,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1704414440\n",
-      "1704416400 1960\n",
-      "1704416820 420\n"
+      "1704416860\n",
+      "1704418800 1940\n",
+      "1704419220 420\n"
      ]
     }
    ],
@@ -534,7 +534,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -583,10 +583,10 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1818</th>\n",
-       "      <td>1818</td>\n",
+       "      <th>1929</th>\n",
+       "      <td>1929</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704414740</td>\n",
+       "      <td>1704417080</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -607,10 +607,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1826</th>\n",
-       "      <td>1826</td>\n",
+       "      <th>1936</th>\n",
+       "      <td>1936</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704414921</td>\n",
+       "      <td>1704417259</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -631,10 +631,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1834</th>\n",
-       "      <td>1834</td>\n",
+       "      <th>1945</th>\n",
+       "      <td>1945</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704415100</td>\n",
+       "      <td>1704417440</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -655,10 +655,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1843</th>\n",
-       "      <td>1843</td>\n",
+       "      <th>1952</th>\n",
+       "      <td>1952</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704415281</td>\n",
+       "      <td>1704417620</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -679,10 +679,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1852</th>\n",
-       "      <td>1852</td>\n",
+       "      <th>1960</th>\n",
+       "      <td>1960</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704415460</td>\n",
+       "      <td>1704417800</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -703,10 +703,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1860</th>\n",
-       "      <td>1860</td>\n",
+       "      <th>1968</th>\n",
+       "      <td>1968</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704415639</td>\n",
+       "      <td>1704417980</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -727,10 +727,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1868</th>\n",
-       "      <td>1868</td>\n",
+       "      <th>1977</th>\n",
+       "      <td>1977</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704415820</td>\n",
+       "      <td>1704418160</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -751,10 +751,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1876</th>\n",
-       "      <td>1876</td>\n",
+       "      <th>1985</th>\n",
+       "      <td>1985</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704415999</td>\n",
+       "      <td>1704418340</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -775,10 +775,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1886</th>\n",
-       "      <td>1886</td>\n",
+       "      <th>1994</th>\n",
+       "      <td>1994</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704416180</td>\n",
+       "      <td>1704418520</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -799,10 +799,10 @@
        "      <td>169</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1894</th>\n",
-       "      <td>1894</td>\n",
+       "      <th>2002</th>\n",
+       "      <td>2002</td>\n",
        "      <td>176</td>\n",
-       "      <td>1704416361</td>\n",
+       "      <td>1704418700</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -829,40 +829,40 @@
       ],
       "text/plain": [
        "      Unnamed: 0  inter_no    end_unix  dura_A1  dura_A2  dura_A3  dura_A4  \\\n",
-       "1818        1818       176  1704414740       37      103       40        0   \n",
-       "1826        1826       176  1704414921       37      103       40        0   \n",
-       "1834        1834       176  1704415100       37      103       40        0   \n",
-       "1843        1843       176  1704415281       37      103       40        0   \n",
-       "1852        1852       176  1704415460       37      103       40        0   \n",
-       "1860        1860       176  1704415639       37      103       40        0   \n",
-       "1868        1868       176  1704415820       37      103       40        0   \n",
-       "1876        1876       176  1704415999       37      103       40        0   \n",
-       "1886        1886       176  1704416180       37      103       40        0   \n",
-       "1894        1894       176  1704416361       37      103       40        0   \n",
+       "1929        1929       176  1704417080       37      103       40        0   \n",
+       "1936        1936       176  1704417259       37      103       40        0   \n",
+       "1945        1945       176  1704417440       37      103       40        0   \n",
+       "1952        1952       176  1704417620       37      103       40        0   \n",
+       "1960        1960       176  1704417800       37      103       40        0   \n",
+       "1968        1968       176  1704417980       37      103       40        0   \n",
+       "1977        1977       176  1704418160       37      103       40        0   \n",
+       "1985        1985       176  1704418340       37      103       40        0   \n",
+       "1994        1994       176  1704418520       37      103       40        0   \n",
+       "2002        2002       176  1704418700       37      103       40        0   \n",
        "\n",
        "      dura_A5  dura_A6  dura_A7  ...  dura_B1  dura_B2  dura_B3  dura_B4  \\\n",
-       "1818        0        0        0  ...       37      103       40        0   \n",
-       "1826        0        0        0  ...       37      103       40        0   \n",
-       "1834        0        0        0  ...       37      103       40        0   \n",
-       "1843        0        0        0  ...       37      103       40        0   \n",
-       "1852        0        0        0  ...       37      103       40        0   \n",
-       "1860        0        0        0  ...       37      103       40        0   \n",
-       "1868        0        0        0  ...       37      103       40        0   \n",
-       "1876        0        0        0  ...       37      103       40        0   \n",
-       "1886        0        0        0  ...       37      103       40        0   \n",
-       "1894        0        0        0  ...       37      103       40        0   \n",
+       "1929        0        0        0  ...       37      103       40        0   \n",
+       "1936        0        0        0  ...       37      103       40        0   \n",
+       "1945        0        0        0  ...       37      103       40        0   \n",
+       "1952        0        0        0  ...       37      103       40        0   \n",
+       "1960        0        0        0  ...       37      103       40        0   \n",
+       "1968        0        0        0  ...       37      103       40        0   \n",
+       "1977        0        0        0  ...       37      103       40        0   \n",
+       "1985        0        0        0  ...       37      103       40        0   \n",
+       "1994        0        0        0  ...       37      103       40        0   \n",
+       "2002        0        0        0  ...       37      103       40        0   \n",
        "\n",
        "      dura_B5  dura_B6  dura_B7  dura_B8  cycle  offset  \n",
-       "1818        0        0        0        0    180     169  \n",
-       "1826        0        0        0        0    180     169  \n",
-       "1834        0        0        0        0    180     169  \n",
-       "1843        0        0        0        0    180     169  \n",
-       "1852        0        0        0        0    180     169  \n",
-       "1860        0        0        0        0    180     169  \n",
-       "1868        0        0        0        0    180     169  \n",
-       "1876        0        0        0        0    180     169  \n",
-       "1886        0        0        0        0    180     169  \n",
-       "1894        0        0        0        0    180     169  \n",
+       "1929        0        0        0        0    180     169  \n",
+       "1936        0        0        0        0    180     169  \n",
+       "1945        0        0        0        0    180     169  \n",
+       "1952        0        0        0        0    180     169  \n",
+       "1960        0        0        0        0    180     169  \n",
+       "1968        0        0        0        0    180     169  \n",
+       "1977        0        0        0        0    180     169  \n",
+       "1985        0        0        0        0    180     169  \n",
+       "1994        0        0        0        0    180     169  \n",
+       "2002        0        0        0        0    180     169  \n",
        "\n",
        "[10 rows x 21 columns]"
       ]
@@ -914,9 +914,9 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1818</th>\n",
+       "      <th>1929</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704414560</td>\n",
+       "      <td>1704416900</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -936,9 +936,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1826</th>\n",
+       "      <th>1936</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704414740</td>\n",
+       "      <td>1704417080</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -958,9 +958,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1834</th>\n",
+       "      <th>1945</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704414921</td>\n",
+       "      <td>1704417259</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -980,9 +980,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1843</th>\n",
+       "      <th>1952</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704415100</td>\n",
+       "      <td>1704417440</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1002,9 +1002,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1852</th>\n",
+       "      <th>1960</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704415281</td>\n",
+       "      <td>1704417620</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1024,9 +1024,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1860</th>\n",
+       "      <th>1968</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704415460</td>\n",
+       "      <td>1704417800</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1046,9 +1046,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1868</th>\n",
+       "      <th>1977</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704415639</td>\n",
+       "      <td>1704417980</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1068,9 +1068,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1876</th>\n",
+       "      <th>1985</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704415820</td>\n",
+       "      <td>1704418160</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1090,9 +1090,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1886</th>\n",
+       "      <th>1994</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704415999</td>\n",
+       "      <td>1704418340</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1112,9 +1112,9 @@
        "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1894</th>\n",
+       "      <th>2002</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704416180</td>\n",
+       "      <td>1704418520</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1136,7 +1136,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>176</td>\n",
-       "      <td>1704416820</td>\n",
+       "      <td>1704419220</td>\n",
        "      <td>37</td>\n",
        "      <td>103</td>\n",
        "      <td>40</td>\n",
@@ -1161,42 +1161,42 @@
       ],
       "text/plain": [
        "      inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
-       "1818       176  1704414560       37      103       40        0        0   \n",
-       "1826       176  1704414740       37      103       40        0        0   \n",
-       "1834       176  1704414921       37      103       40        0        0   \n",
-       "1843       176  1704415100       37      103       40        0        0   \n",
-       "1852       176  1704415281       37      103       40        0        0   \n",
-       "1860       176  1704415460       37      103       40        0        0   \n",
-       "1868       176  1704415639       37      103       40        0        0   \n",
-       "1876       176  1704415820       37      103       40        0        0   \n",
-       "1886       176  1704415999       37      103       40        0        0   \n",
-       "1894       176  1704416180       37      103       40        0        0   \n",
-       "0          176  1704416820       37      103       40        0        0   \n",
+       "1929       176  1704416900       37      103       40        0        0   \n",
+       "1936       176  1704417080       37      103       40        0        0   \n",
+       "1945       176  1704417259       37      103       40        0        0   \n",
+       "1952       176  1704417440       37      103       40        0        0   \n",
+       "1960       176  1704417620       37      103       40        0        0   \n",
+       "1968       176  1704417800       37      103       40        0        0   \n",
+       "1977       176  1704417980       37      103       40        0        0   \n",
+       "1985       176  1704418160       37      103       40        0        0   \n",
+       "1994       176  1704418340       37      103       40        0        0   \n",
+       "2002       176  1704418520       37      103       40        0        0   \n",
+       "0          176  1704419220       37      103       40        0        0   \n",
        "\n",
        "      dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
-       "1818        0        0        0       37      103       40        0        0   \n",
-       "1826        0        0        0       37      103       40        0        0   \n",
-       "1834        0        0        0       37      103       40        0        0   \n",
-       "1843        0        0        0       37      103       40        0        0   \n",
-       "1852        0        0        0       37      103       40        0        0   \n",
-       "1860        0        0        0       37      103       40        0        0   \n",
-       "1868        0        0        0       37      103       40        0        0   \n",
-       "1876        0        0        0       37      103       40        0        0   \n",
-       "1886        0        0        0       37      103       40        0        0   \n",
-       "1894        0        0        0       37      103       40        0        0   \n",
+       "1929        0        0        0       37      103       40        0        0   \n",
+       "1936        0        0        0       37      103       40        0        0   \n",
+       "1945        0        0        0       37      103       40        0        0   \n",
+       "1952        0        0        0       37      103       40        0        0   \n",
+       "1960        0        0        0       37      103       40        0        0   \n",
+       "1968        0        0        0       37      103       40        0        0   \n",
+       "1977        0        0        0       37      103       40        0        0   \n",
+       "1985        0        0        0       37      103       40        0        0   \n",
+       "1994        0        0        0       37      103       40        0        0   \n",
+       "2002        0        0        0       37      103       40        0        0   \n",
        "0           0        0        0       37      103       40        0        0   \n",
        "\n",
        "      dura_B6  dura_B7  dura_B8  cycle  \n",
-       "1818        0        0        0    180  \n",
-       "1826        0        0        0    180  \n",
-       "1834        0        0        0    180  \n",
-       "1843        0        0        0    180  \n",
-       "1852        0        0        0    180  \n",
-       "1860        0        0        0    180  \n",
-       "1868        0        0        0    180  \n",
-       "1876        0        0        0    180  \n",
-       "1886        0        0        0    180  \n",
-       "1894        0        0        0    180  \n",
+       "1929        0        0        0    180  \n",
+       "1936        0        0        0    180  \n",
+       "1945        0        0        0    180  \n",
+       "1952        0        0        0    180  \n",
+       "1960        0        0        0    180  \n",
+       "1968        0        0        0    180  \n",
+       "1977        0        0        0    180  \n",
+       "1985        0        0        0    180  \n",
+       "1994        0        0        0    180  \n",
+       "2002        0        0        0    180  \n",
        "0           0        0        0    180  "
       ]
      },
@@ -1218,7 +1218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1254,7 +1254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1301,31 +1301,31 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1811</th>\n",
-       "      <td>210</td>\n",
-       "      <td>1704414440</td>\n",
-       "      <td>43</td>\n",
+       "      <th>1923</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704416860</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
        "      <td>43</td>\n",
-       "      <td>70</td>\n",
-       "      <td>24</td>\n",
+       "      <td>50</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>58</td>\n",
-       "      <td>70</td>\n",
-       "      <td>24</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>180</td>\n",
+       "      <td>170</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1812</th>\n",
+       "      <th>1924</th>\n",
        "      <td>202</td>\n",
-       "      <td>1704414490</td>\n",
+       "      <td>1704416890</td>\n",
        "      <td>46</td>\n",
        "      <td>114</td>\n",
        "      <td>0</td>\n",
@@ -1345,31 +1345,31 @@
        "      <td>160</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1813</th>\n",
-       "      <td>178</td>\n",
-       "      <td>1704414480</td>\n",
-       "      <td>38</td>\n",
-       "      <td>39</td>\n",
+       "      <th>1925</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704416880</td>\n",
        "      <td>43</td>\n",
-       "      <td>50</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>38</td>\n",
-       "      <td>39</td>\n",
-       "      <td>71</td>\n",
-       "      <td>22</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>170</td>\n",
+       "      <td>180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1814</th>\n",
+       "      <th>1926</th>\n",
        "      <td>206</td>\n",
-       "      <td>1704414510</td>\n",
+       "      <td>1704416910</td>\n",
        "      <td>45</td>\n",
        "      <td>53</td>\n",
        "      <td>26</td>\n",
@@ -1389,9 +1389,9 @@
        "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1815</th>\n",
+       "      <th>1927</th>\n",
        "      <td>201</td>\n",
-       "      <td>1704414520</td>\n",
+       "      <td>1704416900</td>\n",
        "      <td>33</td>\n",
        "      <td>36</td>\n",
        "      <td>25</td>\n",
@@ -1416,28 +1416,28 @@
       ],
       "text/plain": [
        "      inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
-       "1811       210  1704414440       43       43       70       24        0   \n",
-       "1812       202  1704414490       46      114        0        0        0   \n",
-       "1813       178  1704414480       38       39       43       50        0   \n",
-       "1814       206  1704414510       45       53       26       26        0   \n",
-       "1815       201  1704414520       33       36       25       58       18   \n",
+       "1923       178  1704416860       38       39       43       50        0   \n",
+       "1924       202  1704416890       46      114        0        0        0   \n",
+       "1925       177  1704416880       43       27       70       40        0   \n",
+       "1926       206  1704416910       45       53       26       26        0   \n",
+       "1927       201  1704416900       33       36       25       58       18   \n",
        "\n",
        "      dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
-       "1811        0        0        0       28       58       70       24        0   \n",
-       "1812        0        0        0       46      114        0        0        0   \n",
-       "1813        0        0        0       38       39       71       22        0   \n",
-       "1814        0        0        0       45       53       26       26        0   \n",
-       "1815        0        0        0       33       36       25       58       18   \n",
+       "1923        0        0        0       38       39       71       22        0   \n",
+       "1924        0        0        0       46      114        0        0        0   \n",
+       "1925        0        0        0       43       27       70       40        0   \n",
+       "1926        0        0        0       45       53       26       26        0   \n",
+       "1927        0        0        0       33       36       25       58       18   \n",
        "\n",
        "      dura_B6  dura_B7  dura_B8  cycle  \n",
-       "1811        0        0        0    180  \n",
-       "1812        0        0        0    160  \n",
-       "1813        0        0        0    170  \n",
-       "1814        0        0        0    150  \n",
-       "1815        0        0        0    170  "
+       "1923        0        0        0    170  \n",
+       "1924        0        0        0    160  \n",
+       "1925        0        0        0    180  \n",
+       "1926        0        0        0    150  \n",
+       "1927        0        0        0    170  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1458,9 +1458,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. 데이터를 준비합니다.\n",
+      "1-1. 네트워크가 로드되었습니다.\n",
+      "1-2. 테이블들이 로드되었습니다.\n"
+     ]
+    }
+   ],
+   "source": [
+    "self = SignalGenerator()\n",
+    "self.prepare_data()\n",
+    "self.make_rhistory()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "210\n",
+      "avant tout precedures\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -1492,24 +1521,22 @@
        "      <th>dura_A6</th>\n",
        "      <th>dura_A7</th>\n",
        "      <th>dura_A8</th>\n",
-       "      <th>...</th>\n",
+       "      <th>dura_B1</th>\n",
+       "      <th>dura_B2</th>\n",
+       "      <th>dura_B3</th>\n",
        "      <th>dura_B4</th>\n",
        "      <th>dura_B5</th>\n",
        "      <th>dura_B6</th>\n",
        "      <th>dura_B7</th>\n",
        "      <th>dura_B8</th>\n",
        "      <th>cycle</th>\n",
-       "      <th>D_n</th>\n",
-       "      <th>S_n</th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>offset</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>0</th>\n",
        "      <td>210</td>\n",
-       "      <td>1704415520</td>\n",
+       "      <td>1704417140</td>\n",
        "      <td>43</td>\n",
        "      <td>43</td>\n",
        "      <td>70</td>\n",
@@ -1518,22 +1545,20 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
        "      <td>24</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>180</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>1</th>\n",
        "      <td>210</td>\n",
-       "      <td>1704415700</td>\n",
+       "      <td>1704417320</td>\n",
        "      <td>43</td>\n",
        "      <td>43</td>\n",
        "      <td>70</td>\n",
@@ -1542,22 +1567,20 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
        "      <td>24</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>180</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>2</th>\n",
        "      <td>210</td>\n",
-       "      <td>1704415880</td>\n",
+       "      <td>1704417500</td>\n",
        "      <td>43</td>\n",
        "      <td>43</td>\n",
        "      <td>70</td>\n",
@@ -1566,22 +1589,20 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
        "      <td>24</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>180</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>3</th>\n",
        "      <td>210</td>\n",
-       "      <td>1704416060</td>\n",
+       "      <td>1704417679</td>\n",
        "      <td>43</td>\n",
        "      <td>43</td>\n",
        "      <td>70</td>\n",
@@ -1590,22 +1611,20 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
        "      <td>24</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>180</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>900.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>4</th>\n",
        "      <td>210</td>\n",
-       "      <td>1704416420</td>\n",
+       "      <td>1704417860</td>\n",
        "      <td>43</td>\n",
        "      <td>43</td>\n",
        "      <td>70</td>\n",
@@ -1614,95 +1633,8182 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
        "      <td>24</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>180</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>137.0</td>\n",
        "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 23 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
-       "6        210  1704415520       43       43       70       24        0   \n",
-       "7        210  1704415700       43       43       70       24        0   \n",
-       "8        210  1704415880       43       43       70       24        0   \n",
-       "9        210  1704416060       43       43       70       24        0   \n",
-       "10       210  1704416420       43       43       70       24        0   \n",
-       "\n",
-       "    dura_A6  dura_A7  dura_A8  ...  dura_B4  dura_B5  dura_B6  dura_B7  \\\n",
-       "6         0        0        0  ...       24        0        0        0   \n",
-       "7         0        0        0  ...       24        0        0        0   \n",
-       "8         0        0        0  ...       24        0        0        0   \n",
-       "9         0        0        0  ...       24        0        0        0   \n",
-       "10        0        0        0  ...       24        0        0        0   \n",
-       "\n",
-       "    dura_B8  cycle    D_n    S_n  Unnamed: 0  offset  \n",
-       "6         0    180  900.0  900.0         NaN     NaN  \n",
-       "7         0    180  900.0  900.0         NaN     NaN  \n",
-       "8         0    180  900.0  900.0         NaN     NaN  \n",
-       "9         0    180  900.0  900.0         NaN     NaN  \n",
-       "10        0    180    NaN    NaN        30.0   137.0  \n",
-       "\n",
-       "[5 rows x 23 columns]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sg.make_rhists()\n",
-    "sg.rhists.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.3 검증요건\n",
-    "1. 결측치 처리\n",
-    "2. 이상치 처리 (삭제, 대체)\n",
-    "3. D_n, S_n의 계산 적정성 여부"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2.4 검증"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
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+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        210  1704417140       43       43       70       24        0   \n",
+       "1        210  1704417320       43       43       70       24        0   \n",
+       "2        210  1704417500       43       43       70       24        0   \n",
+       "3        210  1704417679       43       43       70       24        0   \n",
+       "4        210  1704417860       43       43       70       24        0   \n",
+       "5        210  1704418041       43       43       70       24        0   \n",
+       "6        210  1704418220       43       43       70       24        0   \n",
+       "7        210  1704418400       43       43       70       24        0   \n",
+       "8        210  1704418580       43       43       70       24        0   \n",
+       "9        210  1704418759       43       43       70       24        0   \n",
+       "10       210  1704419520       43       43       70       24        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       28       58       70       24        0   \n",
+       "1         0        0        0       28       58       70       24        0   \n",
+       "2         0        0        0       28       58       70       24        0   \n",
+       "3         0        0        0       28       58       70       24        0   \n",
+       "4         0        0        0       28       58       70       24        0   \n",
+       "5         0        0        0       28       58       70       24        0   \n",
+       "6         0        0        0       28       58       70       24        0   \n",
+       "7         0        0        0       28       58       70       24        0   \n",
+       "8         0        0        0       28       58       70       24        0   \n",
+       "9         0        0        0       28       58       70       24        0   \n",
+       "10        0        0        0       28       58       70       24        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    180  \n",
+       "1         0        0        0    180  \n",
+       "2         0        0        0    180  \n",
+       "3         0        0        0    180  \n",
+       "4         0        0        0    180  \n",
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+       "8         0        0        0    180  \n",
+       "9         0        0        0    180  \n",
+       "10        0        0        0    180  "
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "false\n",
+      "apres tout precedures\n"
+     ]
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>360</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>11 rows × 21 columns</p>\n",
+       "</div>"
+      ],
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+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        210  1704417140       43       43       70       24        0   \n",
+       "1        210  1704417320       43       43       70       24        0   \n",
+       "2        210  1704417500       43       43       70       24        0   \n",
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+       "4        210  1704417860       43       43       70       24        0   \n",
+       "5        210  1704418041       43       43       70       24        0   \n",
+       "6        210  1704418220       43       43       70       24        0   \n",
+       "7        210  1704418400       43       43       70       24        0   \n",
+       "8        210  1704418580       43       43       70       24        0   \n",
+       "9        210  1704418759       43       43       70       24        0   \n",
+       "10       210  1704419520       43       43       70       24        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...       58       70       24        0   \n",
+       "1         0        0        0  ...       58       70       24        0   \n",
+       "2         0        0        0  ...       58       70       24        0   \n",
+       "3         0        0        0  ...       58       70       24        0   \n",
+       "4         0        0        0  ...       58       70       24        0   \n",
+       "5         0        0        0  ...       58       70       24        0   \n",
+       "6         0        0        0  ...       58       70       24        0   \n",
+       "7         0        0        0  ...       58       70       24        0   \n",
+       "8         0        0        0  ...       58       70       24        0   \n",
+       "9         0        0        0  ...       58       70       24        0   \n",
+       "10        0        0        0  ...       58       70       24        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "0         0        0        0    180  900   180  \n",
+       "1         0        0        0    180  900   360  \n",
+       "2         0        0        0    180  900   540  \n",
+       "3         0        0        0    180  900   720  \n",
+       "4         0        0        0    180  900   900  \n",
+       "5         0        0        0    180  900   900  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900   900  \n",
+       "9         0        0        0    180  900  1080  \n",
+       "10        0        0        0    180  900   360  \n",
+       "\n",
+       "[11 rows x 21 columns]"
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
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+      "206\n",
+      "avant tout precedures\n"
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+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        206  1704417210       45       53       26       26        0   \n",
+       "1        206  1704417360       45       53       26       26        0   \n",
+       "2        206  1704417510       45       53       26       26        0   \n",
+       "3        206  1704417659       45       53       26       26        0   \n",
+       "4        206  1704417810       45       53       26       26        0   \n",
+       "5        206  1704417960       45       53       26       26        0   \n",
+       "6        206  1704418110       45       53       26       26        0   \n",
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+       "9        206  1704418560       45       53       26       26        0   \n",
+       "10       206  1704418711       45       53       26       26        0   \n",
+       "11       206  1704418860       45       53       26       26        0   \n",
+       "12       206  1704419520       45       53       26       26        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       45       53       26       26        0   \n",
+       "1         0        0        0       45       53       26       26        0   \n",
+       "2         0        0        0       45       53       26       26        0   \n",
+       "3         0        0        0       45       53       26       26        0   \n",
+       "4         0        0        0       45       53       26       26        0   \n",
+       "5         0        0        0       45       53       26       26        0   \n",
+       "6         0        0        0       45       53       26       26        0   \n",
+       "7         0        0        0       45       53       26       26        0   \n",
+       "8         0        0        0       45       53       26       26        0   \n",
+       "9         0        0        0       45       53       26       26        0   \n",
+       "10        0        0        0       45       53       26       26        0   \n",
+       "11        0        0        0       45       53       26       26        0   \n",
+       "12        0        0        0       45       53       26       26        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    150  \n",
+       "1         0        0        0    150  \n",
+       "2         0        0        0    150  \n",
+       "3         0        0        0    150  \n",
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+       "10        0        0        0    150  \n",
+       "11        0        0        0    150  \n",
+       "12        0        0        0    150  "
+      ]
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417210</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417360</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417510</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417659</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417810</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417960</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418110</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418260</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418410</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418560</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418711</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418860</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>450</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>13 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        206  1704417210       45       53       26       26        0   \n",
+       "1        206  1704417360       45       53       26       26        0   \n",
+       "2        206  1704417510       45       53       26       26        0   \n",
+       "3        206  1704417659       45       53       26       26        0   \n",
+       "4        206  1704417810       45       53       26       26        0   \n",
+       "5        206  1704417960       45       53       26       26        0   \n",
+       "6        206  1704418110       45       53       26       26        0   \n",
+       "7        206  1704418260       45       53       26       26        0   \n",
+       "8        206  1704418410       45       53       26       26        0   \n",
+       "9        206  1704418560       45       53       26       26        0   \n",
+       "10       206  1704418711       45       53       26       26        0   \n",
+       "11       206  1704418860       45       53       26       26        0   \n",
+       "12       206  1704419520       45       53       26       26        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...       53       26       26        0   \n",
+       "1         0        0        0  ...       53       26       26        0   \n",
+       "2         0        0        0  ...       53       26       26        0   \n",
+       "3         0        0        0  ...       53       26       26        0   \n",
+       "4         0        0        0  ...       53       26       26        0   \n",
+       "5         0        0        0  ...       53       26       26        0   \n",
+       "6         0        0        0  ...       53       26       26        0   \n",
+       "7         0        0        0  ...       53       26       26        0   \n",
+       "8         0        0        0  ...       53       26       26        0   \n",
+       "9         0        0        0  ...       53       26       26        0   \n",
+       "10        0        0        0  ...       53       26       26        0   \n",
+       "11        0        0        0  ...       53       26       26        0   \n",
+       "12        0        0        0  ...       53       26       26        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n  S_n  \n",
+       "0         0        0        0    150  900  150  \n",
+       "1         0        0        0    150  900  300  \n",
+       "2         0        0        0    150  900  450  \n",
+       "3         0        0        0    150  900  600  \n",
+       "4         0        0        0    150  900  750  \n",
+       "5         0        0        0    150  900  900  \n",
+       "6         0        0        0    150  900  900  \n",
+       "7         0        0        0    150  900  900  \n",
+       "8         0        0        0    150  900  900  \n",
+       "9         0        0        0    150  900  900  \n",
+       "10        0        0        0    150  900  900  \n",
+       "11        0        0        0    150  900  900  \n",
+       "12        0        0        0    150  900  450  \n",
+       "\n",
+       "[13 rows x 21 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "202\n",
+      "avant tout precedures\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>start_unix</th>\n",
+       "      <th>dura_A1</th>\n",
+       "      <th>dura_A2</th>\n",
+       "      <th>dura_A3</th>\n",
+       "      <th>dura_A4</th>\n",
+       "      <th>dura_A5</th>\n",
+       "      <th>dura_A6</th>\n",
+       "      <th>dura_A7</th>\n",
+       "      <th>dura_A8</th>\n",
+       "      <th>dura_B1</th>\n",
+       "      <th>dura_B2</th>\n",
+       "      <th>dura_B3</th>\n",
+       "      <th>dura_B4</th>\n",
+       "      <th>dura_B5</th>\n",
+       "      <th>dura_B6</th>\n",
+       "      <th>dura_B7</th>\n",
+       "      <th>dura_B8</th>\n",
+       "      <th>cycle</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417210</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417370</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417530</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417690</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417850</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
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+       "      <th>5</th>\n",
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+       "      <th>10</th>\n",
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+       "      <td>1704418810</td>\n",
+       "      <td>46</td>\n",
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+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202</td>\n",
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+       "      <td>46</td>\n",
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+       "      <td>160</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        202  1704417210       46      114        0        0        0   \n",
+       "1        202  1704417370       46      114        0        0        0   \n",
+       "2        202  1704417530       46      114        0        0        0   \n",
+       "3        202  1704417690       46      114        0        0        0   \n",
+       "4        202  1704417850       46      114        0        0        0   \n",
+       "5        202  1704418010       46      114        0        0        0   \n",
+       "6        202  1704418170       46      114        0        0        0   \n",
+       "7        202  1704418330       46      114        0        0        0   \n",
+       "8        202  1704418490       46      114        0        0        0   \n",
+       "9        202  1704418650       46      114        0        0        0   \n",
+       "10       202  1704418810       46      114        0        0        0   \n",
+       "11       202  1704419520       46      114        0        0        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       46      114        0        0        0   \n",
+       "1         0        0        0       46      114        0        0        0   \n",
+       "2         0        0        0       46      114        0        0        0   \n",
+       "3         0        0        0       46      114        0        0        0   \n",
+       "4         0        0        0       46      114        0        0        0   \n",
+       "5         0        0        0       46      114        0        0        0   \n",
+       "6         0        0        0       46      114        0        0        0   \n",
+       "7         0        0        0       46      114        0        0        0   \n",
+       "8         0        0        0       46      114        0        0        0   \n",
+       "9         0        0        0       46      114        0        0        0   \n",
+       "10        0        0        0       46      114        0        0        0   \n",
+       "11        0        0        0       46      114        0        0        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    160  \n",
+       "1         0        0        0    160  \n",
+       "2         0        0        0    160  \n",
+       "3         0        0        0    160  \n",
+       "4         0        0        0    160  \n",
+       "5         0        0        0    160  \n",
+       "6         0        0        0    160  \n",
+       "7         0        0        0    160  \n",
+       "8         0        0        0    160  \n",
+       "9         0        0        0    160  \n",
+       "10        0        0        0    160  \n",
+       "11        0        0        0    160  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "false\n",
+      "apres tout precedures\n"
+     ]
+    },
+    {
+     "data": {
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+       "      <th></th>\n",
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+       "      <td>114</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>114</td>\n",
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+       "      <td>900</td>\n",
+       "      <td>480</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>12 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        202  1704417210       46      114        0        0        0   \n",
+       "1        202  1704417370       46      114        0        0        0   \n",
+       "2        202  1704417530       46      114        0        0        0   \n",
+       "3        202  1704417690       46      114        0        0        0   \n",
+       "4        202  1704417850       46      114        0        0        0   \n",
+       "5        202  1704418010       46      114        0        0        0   \n",
+       "6        202  1704418170       46      114        0        0        0   \n",
+       "7        202  1704418330       46      114        0        0        0   \n",
+       "8        202  1704418490       46      114        0        0        0   \n",
+       "9        202  1704418650       46      114        0        0        0   \n",
+       "10       202  1704418810       46      114        0        0        0   \n",
+       "11       202  1704419520       46      114        0        0        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...      114        0        0        0   \n",
+       "1         0        0        0  ...      114        0        0        0   \n",
+       "2         0        0        0  ...      114        0        0        0   \n",
+       "3         0        0        0  ...      114        0        0        0   \n",
+       "4         0        0        0  ...      114        0        0        0   \n",
+       "5         0        0        0  ...      114        0        0        0   \n",
+       "6         0        0        0  ...      114        0        0        0   \n",
+       "7         0        0        0  ...      114        0        0        0   \n",
+       "8         0        0        0  ...      114        0        0        0   \n",
+       "9         0        0        0  ...      114        0        0        0   \n",
+       "10        0        0        0  ...      114        0        0        0   \n",
+       "11        0        0        0  ...      114        0        0        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n  S_n  \n",
+       "0         0        0        0    160  900  160  \n",
+       "1         0        0        0    160  900  320  \n",
+       "2         0        0        0    160  900  480  \n",
+       "3         0        0        0    160  900  640  \n",
+       "4         0        0        0    160  900  800  \n",
+       "5         0        0        0    160  900  960  \n",
+       "6         0        0        0    160  900  960  \n",
+       "7         0        0        0    160  900  960  \n",
+       "8         0        0        0    160  900  960  \n",
+       "9         0        0        0    160  900  960  \n",
+       "10        0        0        0    160  900  960  \n",
+       "11        0        0        0    160  900  480  \n",
+       "\n",
+       "[12 rows x 21 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "178\n",
+      "avant tout precedures\n"
+     ]
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+    {
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+       "    </tr>\n",
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+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        178  1704417200       38       39       43       50        0   \n",
+       "1        178  1704417370       38       39       43       50        0   \n",
+       "2        178  1704417540       38       39       43       50        0   \n",
+       "3        178  1704417710       38       39       43       50        0   \n",
+       "4        178  1704417879       38       39       43       50        0   \n",
+       "5        178  1704418050       38       39       43       50        0   \n",
+       "6        178  1704418221       38       39       43       50        0   \n",
+       "7        178  1704418390       38       39       43       50        0   \n",
+       "8        178  1704418560       38       39       43       50        0   \n",
+       "9        178  1704418730       38       39       43       50        0   \n",
+       "10       178  1704418900       38       39       43       50        0   \n",
+       "11       178  1704419520       38       39       43       50        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       38       39       71       22        0   \n",
+       "1         0        0        0       38       39       71       22        0   \n",
+       "2         0        0        0       38       39       71       22        0   \n",
+       "3         0        0        0       38       39       71       22        0   \n",
+       "4         0        0        0       38       39       71       22        0   \n",
+       "5         0        0        0       38       39       71       22        0   \n",
+       "6         0        0        0       38       39       71       22        0   \n",
+       "7         0        0        0       38       39       71       22        0   \n",
+       "8         0        0        0       38       39       71       22        0   \n",
+       "9         0        0        0       38       39       71       22        0   \n",
+       "10        0        0        0       38       39       71       22        0   \n",
+       "11        0        0        0       38       39       71       22        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    170  \n",
+       "1         0        0        0    170  \n",
+       "2         0        0        0    170  \n",
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+       "8         0        0        0    170  \n",
+       "9         0        0        0    170  \n",
+       "10        0        0        0    170  \n",
+       "11        0        0        0    170  "
+      ]
+     },
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+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417370</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417540</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417710</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417879</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418050</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418221</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418390</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418560</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418730</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418900</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>510</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>12 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        178  1704417200       38       39       43       50        0   \n",
+       "1        178  1704417370       38       39       43       50        0   \n",
+       "2        178  1704417540       38       39       43       50        0   \n",
+       "3        178  1704417710       38       39       43       50        0   \n",
+       "4        178  1704417879       38       39       43       50        0   \n",
+       "5        178  1704418050       38       39       43       50        0   \n",
+       "6        178  1704418221       38       39       43       50        0   \n",
+       "7        178  1704418390       38       39       43       50        0   \n",
+       "8        178  1704418560       38       39       43       50        0   \n",
+       "9        178  1704418730       38       39       43       50        0   \n",
+       "10       178  1704418900       38       39       43       50        0   \n",
+       "11       178  1704419520       38       39       43       50        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...       39       71       22        0   \n",
+       "1         0        0        0  ...       39       71       22        0   \n",
+       "2         0        0        0  ...       39       71       22        0   \n",
+       "3         0        0        0  ...       39       71       22        0   \n",
+       "4         0        0        0  ...       39       71       22        0   \n",
+       "5         0        0        0  ...       39       71       22        0   \n",
+       "6         0        0        0  ...       39       71       22        0   \n",
+       "7         0        0        0  ...       39       71       22        0   \n",
+       "8         0        0        0  ...       39       71       22        0   \n",
+       "9         0        0        0  ...       39       71       22        0   \n",
+       "10        0        0        0  ...       39       71       22        0   \n",
+       "11        0        0        0  ...       39       71       22        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "0         0        0        0    170  900   170  \n",
+       "1         0        0        0    170  900   340  \n",
+       "2         0        0        0    170  900   510  \n",
+       "3         0        0        0    170  900   680  \n",
+       "4         0        0        0    170  900   850  \n",
+       "5         0        0        0    170  900  1020  \n",
+       "6         0        0        0    170  900  1020  \n",
+       "7         0        0        0    170  900  1020  \n",
+       "8         0        0        0    170  900  1020  \n",
+       "9         0        0        0    170  900  1020  \n",
+       "10        0        0        0    170  900  1020  \n",
+       "11        0        0        0    170  900   510  \n",
+       "\n",
+       "[12 rows x 21 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "201\n",
+      "avant tout precedures\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>start_unix</th>\n",
+       "      <th>dura_A1</th>\n",
+       "      <th>dura_A2</th>\n",
+       "      <th>dura_A3</th>\n",
+       "      <th>dura_A4</th>\n",
+       "      <th>dura_A5</th>\n",
+       "      <th>dura_A6</th>\n",
+       "      <th>dura_A7</th>\n",
+       "      <th>dura_A8</th>\n",
+       "      <th>dura_B1</th>\n",
+       "      <th>dura_B2</th>\n",
+       "      <th>dura_B3</th>\n",
+       "      <th>dura_B4</th>\n",
+       "      <th>dura_B5</th>\n",
+       "      <th>dura_B6</th>\n",
+       "      <th>dura_B7</th>\n",
+       "      <th>dura_B8</th>\n",
+       "      <th>cycle</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417241</td>\n",
+       "      <td>33</td>\n",
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+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417410</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417580</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417750</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417919</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418090</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
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+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
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+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418260</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
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+       "      <td>18</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418430</td>\n",
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+       "4        201  1704417919       33       36       25       58       18   \n",
+       "5        201  1704418090       33       36       25       58       18   \n",
+       "6        201  1704418260       33       36       25       58       18   \n",
+       "7        201  1704418430       33       36       25       58       18   \n",
+       "8        201  1704418600       33       36       25       58       18   \n",
+       "9        201  1704418770       33       36       25       58       18   \n",
+       "10       201  1704419520       33       36       25       58       18   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       33       36       25       58       18   \n",
+       "1         0        0        0       33       36       25       58       18   \n",
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+       "3         0        0        0       33       36       25       58       18   \n",
+       "4         0        0        0       33       36       25       58       18   \n",
+       "5         0        0        0       33       36       25       58       18   \n",
+       "6         0        0        0       33       36       25       58       18   \n",
+       "7         0        0        0       33       36       25       58       18   \n",
+       "8         0        0        0       33       36       25       58       18   \n",
+       "9         0        0        0       33       36       25       58       18   \n",
+       "10        0        0        0       33       36       25       58       18   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    170  \n",
+       "1         0        0        0    170  \n",
+       "2         0        0        0    170  \n",
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+       "4         0        0        0    170  \n",
+       "5         0        0        0    170  \n",
+       "6         0        0        0    170  \n",
+       "7         0        0        0    170  \n",
+       "8         0        0        0    170  \n",
+       "9         0        0        0    170  \n",
+       "10        0        0        0    170  "
+      ]
+     },
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+       "</table>\n",
+       "<p>11 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        201  1704417241       33       36       25       58       18   \n",
+       "1        201  1704417410       32       35       24       57       17   \n",
+       "2        201  1704417580       33       36       25       58       18   \n",
+       "3        201  1704417750       33       36       25       58       18   \n",
+       "4        201  1704417919       33       36       25       58       18   \n",
+       "5        201  1704418090       33       36       25       58       18   \n",
+       "6        201  1704418260       33       36       25       58       18   \n",
+       "7        201  1704418430       33       36       25       58       18   \n",
+       "8        201  1704418600       33       36       25       58       18   \n",
+       "9        201  1704418770       33       36       25       58       18   \n",
+       "10       201  1704419520       33       36       25       58       18   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...       36       25       58       18   \n",
+       "1         0        0        0  ...       35       24       57       17   \n",
+       "2         0        0        0  ...       36       25       58       18   \n",
+       "3         0        0        0  ...       36       25       58       18   \n",
+       "4         0        0        0  ...       36       25       58       18   \n",
+       "5         0        0        0  ...       36       25       58       18   \n",
+       "6         0        0        0  ...       36       25       58       18   \n",
+       "7         0        0        0  ...       36       25       58       18   \n",
+       "8         0        0        0  ...       36       25       58       18   \n",
+       "9         0        0        0  ...       36       25       58       18   \n",
+       "10        0        0        0  ...       36       25       58       18   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "0         0        0        0    170  900   170  \n",
+       "1         0        0        0    165  900   335  \n",
+       "2         0        0        0    170  900   505  \n",
+       "3         0        0        0    170  900   675  \n",
+       "4         0        0        0    170  900   845  \n",
+       "5         0        0        0    170  900  1015  \n",
+       "6         0        0        0    170  900  1015  \n",
+       "7         0        0        0    170  900  1020  \n",
+       "8         0        0        0    170  900  1020  \n",
+       "9         0        0        0    170  900  1020  \n",
+       "10        0        0        0    170  900   340  \n",
+       "\n",
+       "[11 rows x 21 columns]"
+      ]
+     },
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+     "output_type": "display_data"
+    },
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+       "      <th>start_unix</th>\n",
+       "      <th>dura_A1</th>\n",
+       "      <th>dura_A2</th>\n",
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+       "      <th>dura_A4</th>\n",
+       "      <th>dura_A5</th>\n",
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+       "      <th>dura_B6</th>\n",
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+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  dura_A6  \\\n",
+       "0       177  1704417240       43       27       70       40        0        0   \n",
+       "1       177  1704417420       43       27       70       40        0        0   \n",
+       "2       177  1704417710       43       27       70       40        0        0   \n",
+       "3       177  1704417890       43       27       70       40        0        0   \n",
+       "4       177  1704418069       43       27       70       40        0        0   \n",
+       "5       177  1704418250       43       27       70       40        0        0   \n",
+       "6       177  1704418430       43       27       70       40        0        0   \n",
+       "7       177  1704418610       43       27       70       40        0        0   \n",
+       "8       177  1704418789       43       27       70       40        0        0   \n",
+       "9       177  1704419520       43       27       70       40        0        0   \n",
+       "\n",
+       "   dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  dura_B6  \\\n",
+       "0        0        0       43       27       70       40        0        0   \n",
+       "1        0        0       43       27       70       40        0        0   \n",
+       "2        0        0       43       27       70       40        0        0   \n",
+       "3        0        0       43       27       70       40        0        0   \n",
+       "4        0        0       43       27       70       40        0        0   \n",
+       "5        0        0       43       27       70       40        0        0   \n",
+       "6        0        0       43       27       70       40        0        0   \n",
+       "7        0        0       43       27       70       40        0        0   \n",
+       "8        0        0       43       27       70       40        0        0   \n",
+       "9        0        0       43       27       70       40        0        0   \n",
+       "\n",
+       "   dura_B7  dura_B8  cycle  \n",
+       "0        0        0    180  \n",
+       "1        0        0    180  \n",
+       "2        0        0    180  \n",
+       "3        0        0    180  \n",
+       "4        0        0    180  \n",
+       "5        0        0    180  \n",
+       "6        0        0    180  \n",
+       "7        0        0    180  \n",
+       "8        0        0    180  \n",
+       "9        0        0    180  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "false\n",
+      "apres tout precedures\n"
+     ]
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+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418789</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
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+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>360</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  dura_A6  \\\n",
+       "0       177  1704417240       43       27       70       40        0        0   \n",
+       "1       177  1704417420       43       27       70       40        0        0   \n",
+       "2       177  1704417710       43       27       70       40        0        0   \n",
+       "3       177  1704417890       43       27       70       40        0        0   \n",
+       "4       177  1704418069       43       27       70       40        0        0   \n",
+       "5       177  1704418250       43       27       70       40        0        0   \n",
+       "6       177  1704418430       43       27       70       40        0        0   \n",
+       "7       177  1704418610       43       27       70       40        0        0   \n",
+       "8       177  1704418789       43       27       70       40        0        0   \n",
+       "9       177  1704419520       43       27       70       40        0        0   \n",
+       "\n",
+       "   dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  dura_B6  \\\n",
+       "0        0        0  ...       27       70       40        0        0   \n",
+       "1        0        0  ...       27       70       40        0        0   \n",
+       "2        0        0  ...       27       70       40        0        0   \n",
+       "3        0        0  ...       27       70       40        0        0   \n",
+       "4        0        0  ...       27       70       40        0        0   \n",
+       "5        0        0  ...       27       70       40        0        0   \n",
+       "6        0        0  ...       27       70       40        0        0   \n",
+       "7        0        0  ...       27       70       40        0        0   \n",
+       "8        0        0  ...       27       70       40        0        0   \n",
+       "9        0        0  ...       27       70       40        0        0   \n",
+       "\n",
+       "   dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "0        0        0    180  900   180  \n",
+       "1        0        0    180  900   360  \n",
+       "2        0        0    180  900   540  \n",
+       "3        0        0    180  900   720  \n",
+       "4        0        0    180  900   900  \n",
+       "5        0        0    180  900   900  \n",
+       "6        0        0    180  900   900  \n",
+       "7        0        0    180  900   900  \n",
+       "8        0        0    180  900  1080  \n",
+       "9        0        0    180  900   360  \n",
+       "\n",
+       "[10 rows x 21 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "175\n",
+      "avant tout precedures\n"
+     ]
+    },
+    {
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+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        175  1704417260       43       45       55       37        0   \n",
+       "1        175  1704417440       43       45       55       37        0   \n",
+       "2        175  1704417620       43       45       55       37        0   \n",
+       "3        175  1704417800       43       45       55       37        0   \n",
+       "4        175  1704417980       43       45       55       37        0   \n",
+       "5        175  1704418160       43       45       55       37        0   \n",
+       "6        175  1704418340       43       45       55       37        0   \n",
+       "7        175  1704418520       43       45       55       37        0   \n",
+       "8        175  1704418699       43       45       55       37        0   \n",
+       "9        175  1704418880       43       45       55       37        0   \n",
+       "10       175  1704419520       43       45       55       37        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       43       45       33       59        0   \n",
+       "1         0        0        0       43       45       33       59        0   \n",
+       "2         0        0        0       43       45       33       59        0   \n",
+       "3         0        0        0       43       45       33       59        0   \n",
+       "4         0        0        0       43       45       33       59        0   \n",
+       "5         0        0        0       43       45       33       59        0   \n",
+       "6         0        0        0       43       45       33       59        0   \n",
+       "7         0        0        0       43       45       33       59        0   \n",
+       "8         0        0        0       43       45       33       59        0   \n",
+       "9         0        0        0       43       45       33       59        0   \n",
+       "10        0        0        0       43       45       33       59        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    180  \n",
+       "1         0        0        0    180  \n",
+       "2         0        0        0    180  \n",
+       "3         0        0        0    180  \n",
+       "4         0        0        0    180  \n",
+       "5         0        0        0    180  \n",
+       "6         0        0        0    180  \n",
+       "7         0        0        0    180  \n",
+       "8         0        0        0    180  \n",
+       "9         0        0        0    180  \n",
+       "10        0        0        0    180  "
+      ]
+     },
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417440</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417620</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417800</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417980</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418160</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418340</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418699</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418880</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>540</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>11 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        175  1704417260       43       45       55       37        0   \n",
+       "1        175  1704417440       43       45       55       37        0   \n",
+       "2        175  1704417620       43       45       55       37        0   \n",
+       "3        175  1704417800       43       45       55       37        0   \n",
+       "4        175  1704417980       43       45       55       37        0   \n",
+       "5        175  1704418160       43       45       55       37        0   \n",
+       "6        175  1704418340       43       45       55       37        0   \n",
+       "7        175  1704418520       43       45       55       37        0   \n",
+       "8        175  1704418699       43       45       55       37        0   \n",
+       "9        175  1704418880       43       45       55       37        0   \n",
+       "10       175  1704419520       43       45       55       37        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...       45       33       59        0   \n",
+       "1         0        0        0  ...       45       33       59        0   \n",
+       "2         0        0        0  ...       45       33       59        0   \n",
+       "3         0        0        0  ...       45       33       59        0   \n",
+       "4         0        0        0  ...       45       33       59        0   \n",
+       "5         0        0        0  ...       45       33       59        0   \n",
+       "6         0        0        0  ...       45       33       59        0   \n",
+       "7         0        0        0  ...       45       33       59        0   \n",
+       "8         0        0        0  ...       45       33       59        0   \n",
+       "9         0        0        0  ...       45       33       59        0   \n",
+       "10        0        0        0  ...       45       33       59        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "0         0        0        0    180  900   180  \n",
+       "1         0        0        0    180  900   360  \n",
+       "2         0        0        0    180  900   540  \n",
+       "3         0        0        0    180  900   720  \n",
+       "4         0        0        0    180  900   900  \n",
+       "5         0        0        0    180  900   900  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900  1080  \n",
+       "9         0        0        0    180  900   900  \n",
+       "10        0        0        0    180  900   540  \n",
+       "\n",
+       "[11 rows x 21 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "176\n",
+      "avant tout precedures\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>start_unix</th>\n",
+       "      <th>dura_A1</th>\n",
+       "      <th>dura_A2</th>\n",
+       "      <th>dura_A3</th>\n",
+       "      <th>dura_A4</th>\n",
+       "      <th>dura_A5</th>\n",
+       "      <th>dura_A6</th>\n",
+       "      <th>dura_A7</th>\n",
+       "      <th>dura_A8</th>\n",
+       "      <th>dura_B1</th>\n",
+       "      <th>dura_B2</th>\n",
+       "      <th>dura_B3</th>\n",
+       "      <th>dura_B4</th>\n",
+       "      <th>dura_B5</th>\n",
+       "      <th>dura_B6</th>\n",
+       "      <th>dura_B7</th>\n",
+       "      <th>dura_B8</th>\n",
+       "      <th>cycle</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417259</td>\n",
+       "      <td>37</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417440</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417620</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417800</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417980</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418160</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>37</td>\n",
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+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418340</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418520</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418700</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
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+       "    </tr>\n",
+       "  </tbody>\n",
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+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        176  1704417259       37      103       40        0        0   \n",
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+       "5        176  1704418160       37      103       40        0        0   \n",
+       "6        176  1704418340       37      103       40        0        0   \n",
+       "7        176  1704418520       37      103       40        0        0   \n",
+       "8        176  1704418700       37      103       40        0        0   \n",
+       "9        176  1704418879       37      103       40        0        0   \n",
+       "10       176  1704419520       37      103       40        0        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0       37      103       40        0        0   \n",
+       "1         0        0        0       37      103       40        0        0   \n",
+       "2         0        0        0       37      103       40        0        0   \n",
+       "3         0        0        0       37      103       40        0        0   \n",
+       "4         0        0        0       37      103       40        0        0   \n",
+       "5         0        0        0       37      103       40        0        0   \n",
+       "6         0        0        0       37      103       40        0        0   \n",
+       "7         0        0        0       37      103       40        0        0   \n",
+       "8         0        0        0       37      103       40        0        0   \n",
+       "9         0        0        0       37      103       40        0        0   \n",
+       "10        0        0        0       37      103       40        0        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "0         0        0        0    180  \n",
+       "1         0        0        0    180  \n",
+       "2         0        0        0    180  \n",
+       "3         0        0        0    180  \n",
+       "4         0        0        0    180  \n",
+       "5         0        0        0    180  \n",
+       "6         0        0        0    180  \n",
+       "7         0        0        0    180  \n",
+       "8         0        0        0    180  \n",
+       "9         0        0        0    180  \n",
+       "10        0        0        0    180  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "false\n",
+      "apres tout precedures\n"
+     ]
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+       "  </tbody>\n",
+       "</table>\n",
+       "<p>11 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "0        176  1704417259       37      103       40        0        0   \n",
+       "1        176  1704417440       37      103       40        0        0   \n",
+       "2        176  1704417620       37      103       40        0        0   \n",
+       "3        176  1704417800       37      103       40        0        0   \n",
+       "4        176  1704417980       37      103       40        0        0   \n",
+       "5        176  1704418160       37      103       40        0        0   \n",
+       "6        176  1704418340       37      103       40        0        0   \n",
+       "7        176  1704418520       37      103       40        0        0   \n",
+       "8        176  1704418700       37      103       40        0        0   \n",
+       "9        176  1704418879       37      103       40        0        0   \n",
+       "10       176  1704419520       37      103       40        0        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "0         0        0        0  ...      103       40        0        0   \n",
+       "1         0        0        0  ...      103       40        0        0   \n",
+       "2         0        0        0  ...      103       40        0        0   \n",
+       "3         0        0        0  ...      103       40        0        0   \n",
+       "4         0        0        0  ...      103       40        0        0   \n",
+       "5         0        0        0  ...      103       40        0        0   \n",
+       "6         0        0        0  ...      103       40        0        0   \n",
+       "7         0        0        0  ...      103       40        0        0   \n",
+       "8         0        0        0  ...      103       40        0        0   \n",
+       "9         0        0        0  ...      103       40        0        0   \n",
+       "10        0        0        0  ...      103       40        0        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "0         0        0        0    180  900   180  \n",
+       "1         0        0        0    180  900   360  \n",
+       "2         0        0        0    180  900   540  \n",
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+       "4         0        0        0    180  900   900  \n",
+       "5         0        0        0    180  900   900  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900   900  \n",
+       "9         0        0        0    180  900  1080  \n",
+       "10        0        0        0    180  900   540  \n",
+       "\n",
+       "[11 rows x 21 columns]"
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+       "      <th>dura_B5</th>\n",
+       "      <th>dura_B6</th>\n",
+       "      <th>dura_B7</th>\n",
+       "      <th>dura_B8</th>\n",
+       "      <th>cycle</th>\n",
+       "      <th>D_n</th>\n",
+       "      <th>S_n</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704418220</td>\n",
+       "      <td>43</td>\n",
+       "      <td>43</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704418400</td>\n",
+       "      <td>43</td>\n",
+       "      <td>43</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704418580</td>\n",
+       "      <td>43</td>\n",
+       "      <td>43</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704418759</td>\n",
+       "      <td>43</td>\n",
+       "      <td>43</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>43</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418260</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418410</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418560</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418711</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418860</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900</td>\n",
+       "      <td>450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418330</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900</td>\n",
+       "      <td>960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418490</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900</td>\n",
+       "      <td>960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418650</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900</td>\n",
+       "      <td>960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418810</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900</td>\n",
+       "      <td>960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900</td>\n",
+       "      <td>480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418221</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418390</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418560</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418730</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418900</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418260</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418430</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418600</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418770</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418250</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418430</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418610</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418789</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418340</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418699</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418880</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418340</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418520</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418700</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418879</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>1080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704419520</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900</td>\n",
+       "      <td>540</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>42 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "6        210  1704418220       43       43       70       24        0   \n",
+       "7        210  1704418400       43       43       70       24        0   \n",
+       "8        210  1704418580       43       43       70       24        0   \n",
+       "9        210  1704418759       43       43       70       24        0   \n",
+       "10       210  1704419520       43       43       70       24        0   \n",
+       "7        206  1704418260       45       53       26       26        0   \n",
+       "8        206  1704418410       45       53       26       26        0   \n",
+       "9        206  1704418560       45       53       26       26        0   \n",
+       "10       206  1704418711       45       53       26       26        0   \n",
+       "11       206  1704418860       45       53       26       26        0   \n",
+       "12       206  1704419520       45       53       26       26        0   \n",
+       "7        202  1704418330       46      114        0        0        0   \n",
+       "8        202  1704418490       46      114        0        0        0   \n",
+       "9        202  1704418650       46      114        0        0        0   \n",
+       "10       202  1704418810       46      114        0        0        0   \n",
+       "11       202  1704419520       46      114        0        0        0   \n",
+       "6        178  1704418221       38       39       43       50        0   \n",
+       "7        178  1704418390       38       39       43       50        0   \n",
+       "8        178  1704418560       38       39       43       50        0   \n",
+       "9        178  1704418730       38       39       43       50        0   \n",
+       "10       178  1704418900       38       39       43       50        0   \n",
+       "11       178  1704419520       38       39       43       50        0   \n",
+       "6        201  1704418260       33       36       25       58       18   \n",
+       "7        201  1704418430       33       36       25       58       18   \n",
+       "8        201  1704418600       33       36       25       58       18   \n",
+       "9        201  1704418770       33       36       25       58       18   \n",
+       "10       201  1704419520       33       36       25       58       18   \n",
+       "5        177  1704418250       43       27       70       40        0   \n",
+       "6        177  1704418430       43       27       70       40        0   \n",
+       "7        177  1704418610       43       27       70       40        0   \n",
+       "8        177  1704418789       43       27       70       40        0   \n",
+       "9        177  1704419520       43       27       70       40        0   \n",
+       "6        175  1704418340       43       45       55       37        0   \n",
+       "7        175  1704418520       43       45       55       37        0   \n",
+       "8        175  1704418699       43       45       55       37        0   \n",
+       "9        175  1704418880       43       45       55       37        0   \n",
+       "10       175  1704419520       43       45       55       37        0   \n",
+       "6        176  1704418340       37      103       40        0        0   \n",
+       "7        176  1704418520       37      103       40        0        0   \n",
+       "8        176  1704418700       37      103       40        0        0   \n",
+       "9        176  1704418879       37      103       40        0        0   \n",
+       "10       176  1704419520       37      103       40        0        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "6         0        0        0  ...       58       70       24        0   \n",
+       "7         0        0        0  ...       58       70       24        0   \n",
+       "8         0        0        0  ...       58       70       24        0   \n",
+       "9         0        0        0  ...       58       70       24        0   \n",
+       "10        0        0        0  ...       58       70       24        0   \n",
+       "7         0        0        0  ...       53       26       26        0   \n",
+       "8         0        0        0  ...       53       26       26        0   \n",
+       "9         0        0        0  ...       53       26       26        0   \n",
+       "10        0        0        0  ...       53       26       26        0   \n",
+       "11        0        0        0  ...       53       26       26        0   \n",
+       "12        0        0        0  ...       53       26       26        0   \n",
+       "7         0        0        0  ...      114        0        0        0   \n",
+       "8         0        0        0  ...      114        0        0        0   \n",
+       "9         0        0        0  ...      114        0        0        0   \n",
+       "10        0        0        0  ...      114        0        0        0   \n",
+       "11        0        0        0  ...      114        0        0        0   \n",
+       "6         0        0        0  ...       39       71       22        0   \n",
+       "7         0        0        0  ...       39       71       22        0   \n",
+       "8         0        0        0  ...       39       71       22        0   \n",
+       "9         0        0        0  ...       39       71       22        0   \n",
+       "10        0        0        0  ...       39       71       22        0   \n",
+       "11        0        0        0  ...       39       71       22        0   \n",
+       "6         0        0        0  ...       36       25       58       18   \n",
+       "7         0        0        0  ...       36       25       58       18   \n",
+       "8         0        0        0  ...       36       25       58       18   \n",
+       "9         0        0        0  ...       36       25       58       18   \n",
+       "10        0        0        0  ...       36       25       58       18   \n",
+       "5         0        0        0  ...       27       70       40        0   \n",
+       "6         0        0        0  ...       27       70       40        0   \n",
+       "7         0        0        0  ...       27       70       40        0   \n",
+       "8         0        0        0  ...       27       70       40        0   \n",
+       "9         0        0        0  ...       27       70       40        0   \n",
+       "6         0        0        0  ...       45       33       59        0   \n",
+       "7         0        0        0  ...       45       33       59        0   \n",
+       "8         0        0        0  ...       45       33       59        0   \n",
+       "9         0        0        0  ...       45       33       59        0   \n",
+       "10        0        0        0  ...       45       33       59        0   \n",
+       "6         0        0        0  ...      103       40        0        0   \n",
+       "7         0        0        0  ...      103       40        0        0   \n",
+       "8         0        0        0  ...      103       40        0        0   \n",
+       "9         0        0        0  ...      103       40        0        0   \n",
+       "10        0        0        0  ...      103       40        0        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  D_n   S_n  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900   900  \n",
+       "9         0        0        0    180  900  1080  \n",
+       "10        0        0        0    180  900   360  \n",
+       "7         0        0        0    150  900   900  \n",
+       "8         0        0        0    150  900   900  \n",
+       "9         0        0        0    150  900   900  \n",
+       "10        0        0        0    150  900   900  \n",
+       "11        0        0        0    150  900   900  \n",
+       "12        0        0        0    150  900   450  \n",
+       "7         0        0        0    160  900   960  \n",
+       "8         0        0        0    160  900   960  \n",
+       "9         0        0        0    160  900   960  \n",
+       "10        0        0        0    160  900   960  \n",
+       "11        0        0        0    160  900   480  \n",
+       "6         0        0        0    170  900  1020  \n",
+       "7         0        0        0    170  900  1020  \n",
+       "8         0        0        0    170  900  1020  \n",
+       "9         0        0        0    170  900  1020  \n",
+       "10        0        0        0    170  900  1020  \n",
+       "11        0        0        0    170  900   510  \n",
+       "6         0        0        0    170  900  1015  \n",
+       "7         0        0        0    170  900  1020  \n",
+       "8         0        0        0    170  900  1020  \n",
+       "9         0        0        0    170  900  1020  \n",
+       "10        0        0        0    170  900   340  \n",
+       "5         0        0        0    180  900   900  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900  1080  \n",
+       "9         0        0        0    180  900   360  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900  1080  \n",
+       "9         0        0        0    180  900   900  \n",
+       "10        0        0        0    180  900   540  \n",
+       "6         0        0        0    180  900   900  \n",
+       "7         0        0        0    180  900   900  \n",
+       "8         0        0        0    180  900   900  \n",
+       "9         0        0        0    180  900  1080  \n",
+       "10        0        0        0    180  900   540  \n",
+       "\n",
+       "[42 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "self.rhists = []\n",
+    "for inter_no in self.rhistory.inter_no.unique():\n",
+    "    print(inter_no)\n",
+    "    filtered_rhist = self.rhistory[self.rhistory.inter_no == inter_no].drop_duplicates(subset=['start_unix']).reset_index(drop=True)\n",
+    "    self.rhist = filtered_rhist\n",
+    "    print('avant tout precedures')\n",
+    "    display(self.rhist)\n",
+    "\n",
+    "    # D_n 및 S_n 값 정의\n",
+    "    self.rhist['D_n'] = 0 # D_n : 시간차이\n",
+    "    self.rhist['S_n'] = 0 # S_n : 현시시간합\n",
+    "    for n in range(len(self.rhist)):\n",
+    "        curr_unix = self.rhist.iloc[n].start_unix # current start_unix\n",
+    "        self.rhist.loc[n, ['D_n', 'S_n']] = self.calculate_DS(self.rhist, curr_unix)\n",
+    "        D_n = self.rhist.loc[n, 'D_n']\n",
+    "        S_n = self.rhist.loc[n, 'S_n']\n",
+    "    # 이전시각, 현재시각\n",
+    "    prev_unix = self.rhist.loc[0, 'start_unix'] # previous start_unix\n",
+    "    curr_unix = self.rhist.loc[1, 'start_unix'] # current start_unix\n",
+    "\n",
+    "    # rhist의 마지막 행에 도달할 때까지 반복\n",
+    "    while True:\n",
+    "        n = self.rhist[self.rhist.start_unix==curr_unix].index[0]\n",
+    "        cycle = self.rhist.loc[n, 'cycle']\n",
+    "        D_n = self.rhist.loc[n, 'D_n']\n",
+    "        S_n = self.rhist.loc[n, 'S_n']\n",
+    "        # 참값인 경우\n",
+    "        if (abs(D_n - S_n) <= 5):\n",
+    "            print('true')\n",
+    "            pass\n",
+    "        # 참값이 아닌 경우\n",
+    "        else:\n",
+    "            print('false')\n",
+    "            # 2-1-1. 결측치 처리 : 인접한 두 start_unix의 차이가 계획된 주기의 두 배보다 크면 결측이 일어났다고 판단, 신호계획의 현시시간으로 \"대체\"\n",
+    "            if curr_unix - prev_unix >= 2 * cycle:\n",
+    "                # prev_unix를 계획된 주기만큼 늘려가면서 한 행씩 채워나간다.\n",
+    "                # (curr_unix와의 차이가 계획된 주기보다 작거나 같아질 때까지)\n",
+    "                while curr_unix - prev_unix > cycle:\n",
+    "                    prev_unix += cycle\n",
+    "                    # 신호 계획(prow) 불러오기\n",
+    "                    start_seconds = np.array(self.timetable.start_seconds)\n",
+    "                    idx = (start_seconds <= prev_unix).sum() - 1\n",
+    "                    start_hour = self.timetable.iloc[idx].start_hour\n",
+    "                    start_minute = self.timetable.iloc[idx].start_minute\n",
+    "\n",
+    "                    prow = self.plan_set.loc[(inter_no,start_hour,start_minute)] # planned row\n",
+    "                    prow = pd.DataFrame([prow],index=[0])\n",
+    "                    # prow에서 필요한 부분을 rhist에 추가\n",
+    "                    prow['start_unix'] = prev_unix\n",
+    "                    prow['inter_no'] = inter_no\n",
+    "                    # prow = prow.drop(['start_hour', 'start_minute', 'offset'], axis=1)\n",
+    "                    cycle = prow.iloc[0].cycle\n",
+    "                    self.rhist = pd.concat([self.rhist, prow])\n",
+    "                    self.rhist = self.rhist.sort_values(by='start_unix').reset_index(drop=True)\n",
+    "                    # print(self.rhist)\n",
+    "\n",
+    "            # 2-1-2. 이상치 처리 : 비율에 따라 해당 행을 \"삭제\"(R_n <= 0.5) 또는 \"조정\"(R_n > 0.5)한다\n",
+    "            R_n = (curr_unix - prev_unix) / cycle # R_n : 비율\n",
+    "            # R_n이 0.5보다 작거나 같으면 해당 행을 삭제\n",
+    "            if R_n <= 0.5:\n",
+    "                self.rhist = self.rhist.drop(index=n).reset_index(drop=True)\n",
+    "                if n >= self.rhist.index[-1]:\n",
+    "                    break\n",
+    "                # 행삭제에 따른 curr_unix, R_n 재정의\n",
+    "                curr_unix = self.rhist.loc[n, 'start_unix']\n",
+    "                R_n = (curr_unix - prev_unix) / cycle # R_n : 비율\n",
+    "\n",
+    "            # R_n이 0.5보다 크면 해당 행 조정 (비율을 유지한 채로 현시시간 대체)\n",
+    "            if R_n > 0.5:\n",
+    "                # 신호 계획(prow) 불러오기\n",
+    "                start_seconds = np.array(self.timetable.start_seconds)\n",
+    "                idx = (start_seconds <= curr_unix).sum() - 1\n",
+    "                start_hour = self.timetable.iloc[idx].start_hour\n",
+    "                start_minute = self.timetable.iloc[idx].start_minute\n",
+    "                prow = self.plan_set.loc[(inter_no,start_hour,start_minute)] # planned row\n",
+    "                # 조정된 현시시간 (prow에 R_n을 곱하고 정수로 바꿈)\n",
+    "                adjusted_dur = prow.copy()[[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]] * R_n\n",
+    "\n",
+    "                int_parts = adjusted_dur.apply(lambda x: int(x))\n",
+    "                frac_parts = adjusted_dur - int_parts\n",
+    "                difference = round(adjusted_dur.iloc[0].sum()) - int_parts.sum()\n",
+    "                for _ in range(difference): # 소수 부분이 가장 큰 상위 'difference'개의 값에 대해 올림 처리\n",
+    "                    max_frac_index = frac_parts.idxmax()\n",
+    "                    int_parts[max_frac_index] += 1\n",
+    "                    frac_parts[max_frac_index] = 0  # 이미 처리된 항목은 0으로 설정\n",
+    "                # rhist에 조정된 현시시간을 반영\n",
+    "                self.rhist.loc[n, [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]] = int_parts.values\n",
+    "                self.rhist.loc[n, 'cycle'] = int_parts.sum().sum() // 2\n",
+    "                # D_n 및 S_n 값 재정의\n",
+    "                for n in range(len(self.rhist)):\n",
+    "                    curr_unix = self.rhist.iloc[n].start_unix # current start_unix\n",
+    "                    self.rhist.loc[n, ['D_n', 'S_n']] = self.calculate_DS(self.rhist, curr_unix)\n",
+    "\n",
+    "        if n >= self.rhist.index[-1]:\n",
+    "            break\n",
+    "        prev_unix = curr_unix\n",
+    "        curr_unix = self.rhist.loc[n+1, 'start_unix']\n",
+    "    print('apres tout precedures')\n",
+    "    display(self.rhist)\n",
+    "\n",
+    "    self.rhists.append(self.rhist)\n",
+    "self.rhists = pd.concat(self.rhists)#.sort_values(by=['start_unix','inter_no'])\n",
+    "self.rhists = self.rhists[self.rhists.start_unix >= self.present_time - self.subtractor // 2]\n",
+    "self.rhists\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>start_unix</th>\n",
+       "      <th>dura_A1</th>\n",
+       "      <th>dura_A2</th>\n",
+       "      <th>dura_A3</th>\n",
+       "      <th>dura_A4</th>\n",
+       "      <th>dura_A5</th>\n",
+       "      <th>dura_A6</th>\n",
+       "      <th>dura_A7</th>\n",
+       "      <th>dura_A8</th>\n",
+       "      <th>...</th>\n",
+       "      <th>dura_B4</th>\n",
+       "      <th>dura_B5</th>\n",
+       "      <th>dura_B6</th>\n",
+       "      <th>dura_B7</th>\n",
+       "      <th>dura_B8</th>\n",
+       "      <th>cycle</th>\n",
+       "      <th>D_n</th>\n",
+       "      <th>S_n</th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>offset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418050</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418221</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418390</td>\n",
+       "      <td>37</td>\n",
+       "      <td>38</td>\n",
+       "      <td>42</td>\n",
+       "      <td>49</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>166</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418560</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418730</td>\n",
+       "      <td>33</td>\n",
+       "      <td>34</td>\n",
+       "      <td>37</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>148</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>80.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704419070</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>80.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704419220</td>\n",
+       "      <td>33</td>\n",
+       "      <td>34</td>\n",
+       "      <td>37</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>148</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>510.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418010</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>960.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418170</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>960.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418330</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>960.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418490</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>960.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418650</td>\n",
+       "      <td>25</td>\n",
+       "      <td>64</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>103.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704418970</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>103.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704419130</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>103.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704419220</td>\n",
+       "      <td>25</td>\n",
+       "      <td>64</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>480.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418069</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418250</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418430</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418610</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704418970</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>41.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704419150</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>41.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417960</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418110</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418260</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418410</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418560</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704418860</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704419010</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704419160</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>17.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417919</td>\n",
+       "      <td>32</td>\n",
+       "      <td>35</td>\n",
+       "      <td>24</td>\n",
+       "      <td>57</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>165</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418090</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418260</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418430</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418600</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>1020.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418770</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>16</td>\n",
+       "      <td>37</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>134.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704419110</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>134.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704419220</td>\n",
+       "      <td>21</td>\n",
+       "      <td>23</td>\n",
+       "      <td>16</td>\n",
+       "      <td>37</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>108</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>510.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417980</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418160</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704418340</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>900.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>40 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "7        178  1704418050       38       39       43       50        0   \n",
+       "8        178  1704418221       38       39       43       50        0   \n",
+       "9        178  1704418390       37       38       42       49        0   \n",
+       "10       178  1704418560       38       39       43       50        0   \n",
+       "11       178  1704418730       33       34       37       44        0   \n",
+       "12       178  1704419070       38       39       43       50        0   \n",
+       "13       178  1704419220       33       34       37       44        0   \n",
+       "7        202  1704418010       46      114        0        0        0   \n",
+       "8        202  1704418170       46      114        0        0        0   \n",
+       "9        202  1704418330       46      114        0        0        0   \n",
+       "10       202  1704418490       46      114        0        0        0   \n",
+       "11       202  1704418650       25       64        0        0        0   \n",
+       "12       202  1704418970       46      114        0        0        0   \n",
+       "13       202  1704419130       46      114        0        0        0   \n",
+       "14       202  1704419220       25       64        0        0        0   \n",
+       "6        177  1704418069       43       27       70       40        0   \n",
+       "7        177  1704418250       43       27       70       40        0   \n",
+       "8        177  1704418430       43       27       70       40        0   \n",
+       "9        177  1704418610       43       27       70       40        0   \n",
+       "10       177  1704418970       43       27       70       40        0   \n",
+       "11       177  1704419150       43       27       70       40        0   \n",
+       "7        206  1704417960       45       53       26       26        0   \n",
+       "8        206  1704418110       45       53       26       26        0   \n",
+       "9        206  1704418260       45       53       26       26        0   \n",
+       "10       206  1704418410       45       53       26       26        0   \n",
+       "11       206  1704418560       45       53       26       26        0   \n",
+       "12       206  1704418860       45       53       26       26        0   \n",
+       "13       206  1704419010       45       53       26       26        0   \n",
+       "14       206  1704419160       45       53       26       26        0   \n",
+       "6        201  1704417919       32       35       24       57       17   \n",
+       "7        201  1704418090       33       36       25       58       18   \n",
+       "8        201  1704418260       33       36       25       58       18   \n",
+       "9        201  1704418430       33       36       25       58       18   \n",
+       "10       201  1704418600       33       36       25       58       18   \n",
+       "11       201  1704418770       21       23       16       37       11   \n",
+       "12       201  1704419110       33       36       25       58       18   \n",
+       "13       201  1704419220       21       23       16       37       11   \n",
+       "6        175  1704417980       43       45       55       37        0   \n",
+       "7        175  1704418160       43       45       55       37        0   \n",
+       "8        175  1704418340       43       45       55       37        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  ...  dura_B4  dura_B5  dura_B6  dura_B7  \\\n",
+       "7         0        0        0  ...       22        0        0        0   \n",
+       "8         0        0        0  ...       22        0        0        0   \n",
+       "9         0        0        0  ...       21        0        0        0   \n",
+       "10        0        0        0  ...       22        0        0        0   \n",
+       "11        0        0        0  ...       19        0        0        0   \n",
+       "12        0        0        0  ...       22        0        0        0   \n",
+       "13        0        0        0  ...       19        0        0        0   \n",
+       "7         0        0        0  ...        0        0        0        0   \n",
+       "8         0        0        0  ...        0        0        0        0   \n",
+       "9         0        0        0  ...        0        0        0        0   \n",
+       "10        0        0        0  ...        0        0        0        0   \n",
+       "11        0        0        0  ...        0        0        0        0   \n",
+       "12        0        0        0  ...        0        0        0        0   \n",
+       "13        0        0        0  ...        0        0        0        0   \n",
+       "14        0        0        0  ...        0        0        0        0   \n",
+       "6         0        0        0  ...       40        0        0        0   \n",
+       "7         0        0        0  ...       40        0        0        0   \n",
+       "8         0        0        0  ...       40        0        0        0   \n",
+       "9         0        0        0  ...       40        0        0        0   \n",
+       "10        0        0        0  ...       40        0        0        0   \n",
+       "11        0        0        0  ...       40        0        0        0   \n",
+       "7         0        0        0  ...       26        0        0        0   \n",
+       "8         0        0        0  ...       26        0        0        0   \n",
+       "9         0        0        0  ...       26        0        0        0   \n",
+       "10        0        0        0  ...       26        0        0        0   \n",
+       "11        0        0        0  ...       26        0        0        0   \n",
+       "12        0        0        0  ...       26        0        0        0   \n",
+       "13        0        0        0  ...       26        0        0        0   \n",
+       "14        0        0        0  ...       26        0        0        0   \n",
+       "6         0        0        0  ...       57       17        0        0   \n",
+       "7         0        0        0  ...       58       18        0        0   \n",
+       "8         0        0        0  ...       58       18        0        0   \n",
+       "9         0        0        0  ...       58       18        0        0   \n",
+       "10        0        0        0  ...       58       18        0        0   \n",
+       "11        0        0        0  ...       37       11        0        0   \n",
+       "12        0        0        0  ...       58       18        0        0   \n",
+       "13        0        0        0  ...       37       11        0        0   \n",
+       "6         0        0        0  ...       59        0        0        0   \n",
+       "7         0        0        0  ...       59        0        0        0   \n",
+       "8         0        0        0  ...       59        0        0        0   \n",
+       "\n",
+       "    dura_B8  cycle    D_n     S_n  Unnamed: 0  offset  \n",
+       "7         0    170  900.0  1020.0         NaN     NaN  \n",
+       "8         0    170  900.0  1020.0         NaN     NaN  \n",
+       "9         0    166  900.0  1020.0         NaN     NaN  \n",
+       "10        0    170  900.0  1020.0         NaN     NaN  \n",
+       "11        0    148    NaN     NaN        14.0    80.0  \n",
+       "12        0    170    NaN     NaN        14.0    80.0  \n",
+       "13        0    148  900.0   510.0         NaN     NaN  \n",
+       "7         0    160  900.0   960.0         NaN     NaN  \n",
+       "8         0    160  900.0   960.0         NaN     NaN  \n",
+       "9         0    160  900.0   960.0         NaN     NaN  \n",
+       "10        0    160  900.0   960.0         NaN     NaN  \n",
+       "11        0     89    NaN     NaN        22.0   103.0  \n",
+       "12        0    160    NaN     NaN        22.0   103.0  \n",
+       "13        0    160    NaN     NaN        22.0   103.0  \n",
+       "14        0     89  900.0   480.0         NaN     NaN  \n",
+       "6         0    180  900.0   900.0         NaN     NaN  \n",
+       "7         0    180  900.0   900.0         NaN     NaN  \n",
+       "8         0    180  900.0   900.0         NaN     NaN  \n",
+       "9         0    180  900.0   900.0         NaN     NaN  \n",
+       "10        0    180    NaN     NaN        10.0    41.0  \n",
+       "11        0    180    NaN     NaN        10.0    41.0  \n",
+       "7         0    150  900.0   900.0         NaN     NaN  \n",
+       "8         0    150  900.0   900.0         NaN     NaN  \n",
+       "9         0    150  900.0   900.0         NaN     NaN  \n",
+       "10        0    150  900.0   900.0         NaN     NaN  \n",
+       "11        0    150  900.0   900.0         NaN     NaN  \n",
+       "12        0    150    NaN     NaN        26.0    17.0  \n",
+       "13        0    150    NaN     NaN        26.0    17.0  \n",
+       "14        0    150    NaN     NaN        26.0    17.0  \n",
+       "6         0    165  900.0  1020.0         NaN     NaN  \n",
+       "7         0    170  900.0  1020.0         NaN     NaN  \n",
+       "8         0    170  900.0  1020.0         NaN     NaN  \n",
+       "9         0    170  900.0  1020.0         NaN     NaN  \n",
+       "10        0    170  900.0  1020.0         NaN     NaN  \n",
+       "11        0    108    NaN     NaN        18.0   134.0  \n",
+       "12        0    170    NaN     NaN        18.0   134.0  \n",
+       "13        0    108  900.0   510.0         NaN     NaN  \n",
+       "6         0    180  900.0   900.0         NaN     NaN  \n",
+       "7         0    180  900.0   900.0         NaN     NaN  \n",
+       "8         0    180  900.0   900.0         NaN     NaN  \n",
+       "\n",
+       "[40 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sg.make_rhists()\n",
+    "sg.rhists.head(40)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.3 검증요건\n",
+    "1. 결측치 처리\n",
+    "2. 이상치 처리 (삭제, 대체)\n",
+    "3. D_n, S_n의 계산 적정성 여부"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.4 검증"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
@@ -2343,11 +10449,17 @@
     "# 1. 마지막 시점에 결측 발생 -> 결측처리 이상없음\n",
     "# 2. 결측 처리 후에 발생하는 이상치 -> 이상치처리 이상없음\n",
     "### 3. D_n, S_n 계산에 이상있음. D_n과 S_n이 대부분의 경우에 다르므로, 대부분의 경우를 거짓값으로 판단한 채로 진행하고 있음.\n",
-    "# 다만, 이렇게 하여도 결과에는 영향은 없음. 단지 계산량이 많아져서 구동시간에 부하가 걸렸을 수 있음.\n",
+    "# 다만, 이렇게 하여도 결과에는 영향은 없음. D_n과 S_n이 다르면  단지 계산량이 많아져서 구동시간에 부하가 걸렸을 수 있음.\n",
+    "# 또한, D_n은 무조건 900이 나오도록 설정되어 있으나, 이는 적절하지 못함. 전반적인 검토가 필요함.\n",
     "inter_no = 178\n",
     "rhistory = sg.rhistory[sg.rhistory.inter_no==inter_no].copy()\n",
     "rhistory['diff'] = rhistory['start_unix'].diff()\n",
     "rhists = sg.rhists[sg.rhists.inter_no==inter_no].copy()\n",
+    "\n",
+    "###\n",
+    "rhists = sg.rhists.query('inter_no == @inter_no').copy()\n",
+    "###\n",
+    "\n",
     "rhists['diff'] = rhists['start_unix'].diff()\n",
     "display(rhistory)\n",
     "display(rhists)"
diff --git a/Documents/daily_task/김선중_신호생성(240213).pptx b/Documents/daily_task/김선중_신호생성(240213).pptx
new file mode 100644
index 000000000..59b258151
Binary files /dev/null and b/Documents/daily_task/김선중_신호생성(240213).pptx differ
diff --git a/Scripts/generate_signals.py b/Scripts/generate_signals.py
index 7b05a24fb..1cc153df6 100644
--- a/Scripts/generate_signals.py
+++ b/Scripts/generate_signals.py
@@ -422,6 +422,10 @@ class SignalGenerator():
         # else:
         #     base_unix = rhist.start_unix.min()
         base_unix = curr_unix - self.subtractor // 2
+        abs_diff = (self.rhist['start_unix'] - base_unix).abs()
+        closest_index = abs_diff.idxmin()
+        base_unix = self.rhist.loc[closest_index, 'start_unix']
+
         D_n = curr_unix - base_unix
         S_n_durs = rhist[(rhist.start_unix > base_unix) & (rhist.start_unix <= curr_unix)] \
             [[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]]